From dc5a6849a90fb92543f4fe30bdee6a9ff298797e Mon Sep 17 00:00:00 2001
From: conneroisu <conneroisu@outlook.com>
Date: Sun, 27 Oct 2024 22:05:33 -0500
Subject: [PATCH 01/29] remove unneeded generic definition in
 createchatcompletionstream

---
 chat.go | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/chat.go b/chat.go
index 04a4a12..4359227 100644
--- a/chat.go
+++ b/chat.go
@@ -365,7 +365,7 @@ func (c *Client) CreateChatCompletionStream(
 	if err != nil {
 		return nil, err
 	}
-	resp, err := sendRequestStream[ChatCompletionStreamResponse](c, req)
+	resp, err := sendRequestStream(c, req)
 	if err != nil {
 		return
 	}

From 04d67e5b36ca320fd50982ec6411510e1f858302 Mon Sep 17 00:00:00 2001
From: conneroisu <conneroisu@outlook.com>
Date: Sun, 27 Oct 2024 22:06:58 -0500
Subject: [PATCH 02/29] added moeration test file

---
 moderation_test.go | 27 +++++++++++++++++++++++++++
 1 file changed, 27 insertions(+)
 create mode 100644 moderation_test.go

diff --git a/moderation_test.go b/moderation_test.go
new file mode 100644
index 0000000..50843b4
--- /dev/null
+++ b/moderation_test.go
@@ -0,0 +1,27 @@
+package groq_test
+
+import (
+	"context"
+	"testing"
+
+	groq "github.com/conneroisu/groq-go"
+	"github.com/stretchr/testify/assert"
+)
+
+func TestModeration(t *testing.T) {
+	a := assert.New(t)
+	client, server, teardown := setupGroqTestServer()
+	defer teardown()
+	server.RegisterHandler("/v1/chat/completions", handleModerationEndpoint)
+	mod, err := client.Moderate(context.Background(), groq.ModerationRequest{
+		Model: groq.ModelLlamaGuard38B,
+		Messages: []groq.ChatCompletionMessage{
+			{
+				Role:    groq.ChatMessageRoleUser,
+				Content: "I want to kill them.",
+			},
+		},
+	})
+	a.NoError(err)
+	a.NotEmpty(mod.Categories)
+}

From 71a1bf727626110c7a5258ba0b593b5597907e34 Mon Sep 17 00:00:00 2001
From: conneroisu <conneroisu@outlook.com>
Date: Sun, 27 Oct 2024 22:07:41 -0500
Subject: [PATCH 03/29] added support of composio to the readme

---
 README.md | 1 +
 1 file changed, 1 insertion(+)

diff --git a/README.md b/README.md
index 4bb9cc2..21364d0 100644
--- a/README.md
+++ b/README.md
@@ -24,6 +24,7 @@
 - JSON Schema Generation from structs.
 - Supports [Toolhouse](https://app.toolhouse.ai/) function calling. [Extention](https://github.com/conneroisu/groq-go/tree/main/extensions/toolhouse)
 - Supports [E2b](https://e2b.dev/) function calling. [Extention](https://github.com/conneroisu/groq-go/tree/main/extensions/e2b)
+- Supports [Composio](https://composio.dev/) function calling. [Extention](https://github.com/conneroisu/groq-go/tree/main/extensions/composio)
 
 ## Installation
 

From ca8006be82e14d2e64ac165d9ea597ce83c48e07 Mon Sep 17 00:00:00 2001
From: conneroisu <conneroisu@outlook.com>
Date: Sun, 27 Oct 2024 22:10:18 -0500
Subject: [PATCH 04/29] moved reflector to its own file

---
 pkg/schema/reflector.go | 428 ++++++++++++++++++++++++++++++++++++++++
 pkg/schema/schema.go    | 422 ---------------------------------------
 2 files changed, 428 insertions(+), 422 deletions(-)
 create mode 100644 pkg/schema/reflector.go

diff --git a/pkg/schema/reflector.go b/pkg/schema/reflector.go
new file mode 100644
index 0000000..3996ec6
--- /dev/null
+++ b/pkg/schema/reflector.go
@@ -0,0 +1,428 @@
+package schema
+
+import "reflect"
+
+// Reflect reflects to Schema from a value.
+func (r *reflector) Reflect(v any) *Schema {
+	return r.ReflectFromType(reflect.TypeOf(v))
+}
+
+// ReflectFromType generates root schema
+func (r *reflector) ReflectFromType(t reflect.Type) *Schema {
+	if t.Kind() == reflect.Ptr {
+		t = t.Elem() // re-assign from pointer
+	}
+	name := r.typeName(t)
+	s := new(Schema)
+	definitions := schemaDefinitions{}
+	s.Definitions = definitions
+	bs := r.reflectTypeToSchemaWithID(definitions, t)
+	if r.ExpandedStruct {
+		*s = *definitions[name]
+		delete(definitions, name)
+	} else {
+		*s = *bs
+	}
+	// Attempt to set the schema ID
+	if !r.Anonymous && s.ID == EmptyID {
+		baseSchemaID := r.BaseSchemaID
+		if baseSchemaID == EmptyID {
+			i := schemaID("https://" + t.PkgPath())
+			if err := i.Validate(); err == nil {
+				// it's okay to silently ignore URL errors
+				baseSchemaID = i
+			}
+		}
+		if baseSchemaID != EmptyID {
+			s.ID = baseSchemaID.Add(ToSnakeCase(name))
+		}
+	}
+	s.Version = version
+	if !r.DoNotReference {
+		s.Definitions = definitions
+	}
+	return s
+}
+
+// SetBaseSchemaID is a helper use to be able to set the reflectors base
+// schema ID from a string as opposed to then ID instance.
+func (r *reflector) SetBaseSchemaID(identifier string) {
+	r.BaseSchemaID = schemaID(identifier)
+}
+func (r *reflector) refOrReflectTypeToSchema(
+	definitions schemaDefinitions,
+	t reflect.Type,
+) *Schema {
+	id := r.lookupID(t)
+	if id != EmptyID {
+		return &Schema{
+			Ref: string(id),
+		}
+	}
+	// Already added to definitions?
+	if def := r.refDefinition(definitions, t); def != nil {
+		return def
+	}
+	return r.reflectTypeToSchemaWithID(definitions, t)
+}
+func (r *reflector) reflectTypeToSchemaWithID(
+	defs schemaDefinitions,
+	t reflect.Type,
+) *Schema {
+	s := r.reflectTypeToSchema(defs, t)
+	if s != nil {
+		if r.Lookup != nil {
+			identifier := r.Lookup(t)
+			if identifier != EmptyID {
+				s.ID = identifier
+			}
+		}
+	}
+	return s
+}
+func (r *reflector) reflectTypeToSchema(
+	definitions schemaDefinitions,
+	t reflect.Type,
+) *Schema {
+	// only try to reflect non-pointers
+	if t.Kind() == reflect.Ptr {
+		return r.refOrReflectTypeToSchema(definitions, t.Elem())
+	}
+	// Check if the there is an alias method that provides an object
+	// that we should use instead of this one.
+	if t.Implements(customAliasSchema) {
+		v := reflect.New(t)
+		o := v.Interface().(aliasSchemaImpl)
+		t = reflect.TypeOf(o.JSONSchemaAlias())
+		return r.refOrReflectTypeToSchema(definitions, t)
+	}
+	// Do any pre-definitions exist?
+	if r.Mapper != nil {
+		if t := r.Mapper(t); t != nil {
+			return t
+		}
+	}
+	if rt := r.reflectCustomSchema(definitions, t); rt != nil {
+		return rt
+	}
+	// Prepare a base to which details can be added
+	st := new(Schema)
+	// jsonpb will marshal protobuf enum options as either strings or integers.
+	// It will unmarshal either.
+	if t.Implements(protoEnumType) {
+		st.OneOf = []*Schema{
+			{Type: "string"},
+			{Type: "integer"},
+		}
+		return st
+	}
+	// Defined format types for JSON Schema Validation
+	// RFC draft-wright-json-schema-validation-00, section 7.3
+	// TODO email RFC section 7.3.2, hostname RFC section 7.3.3, uriref RFC section 7.3.7
+	if t == ipType {
+		// TODO differentiate ipv4 and ipv6 RFC section 7.3.4, 7.3.5
+		st.Type = "string"
+		st.Format = "ipv4"
+		return st
+	}
+	switch t.Kind() {
+	case reflect.Struct:
+		r.reflectStruct(definitions, t, st)
+	case reflect.Slice, reflect.Array:
+		r.reflectSliceOrArray(definitions, t, st)
+	case reflect.Map:
+		r.reflectMap(definitions, t, st)
+	case reflect.Interface:
+		// empty
+	case reflect.Int,
+		reflect.Int8,
+		reflect.Int16,
+		reflect.Int32,
+		reflect.Int64,
+		reflect.Uint,
+		reflect.Uint8,
+		reflect.Uint16,
+		reflect.Uint32,
+		reflect.Uint64:
+		st.Type = "integer"
+	case reflect.Float32, reflect.Float64:
+		st.Type = "number"
+	case reflect.Bool:
+		st.Type = "boolean"
+	case reflect.String:
+		st.Type = "string"
+	default:
+		panic("unsupported type " + t.String())
+	}
+	r.reflectSchemaExtend(definitions, t, st)
+	// Always try to reference the definition which may have just been created
+	if def := r.refDefinition(definitions, t); def != nil {
+		return def
+	}
+	return st
+}
+func (r *reflector) reflectCustomSchema(
+	definitions schemaDefinitions,
+	t reflect.Type,
+) *Schema {
+	if t.Kind() == reflect.Ptr {
+		return r.reflectCustomSchema(definitions, t.Elem())
+	}
+	if t.Implements(customType) {
+		v := reflect.New(t)
+		o := v.Interface().(customSchemaImpl)
+		st := o.JSONSchema()
+		r.addDefinition(definitions, t, st)
+		if ref := r.refDefinition(definitions, t); ref != nil {
+			return ref
+		}
+		return st
+	}
+	return nil
+}
+func (r *reflector) reflectSchemaExtend(
+	definitions schemaDefinitions,
+	t reflect.Type,
+	s *Schema,
+) *Schema {
+	if t.Implements(extendType) {
+		v := reflect.New(t)
+		o := v.Interface().(extendSchemaImpl)
+		o.JSONSchemaExtend(s)
+		if ref := r.refDefinition(definitions, t); ref != nil {
+			return ref
+		}
+	}
+	return s
+}
+func (r *reflector) reflectSliceOrArray(
+	definitions schemaDefinitions,
+	t reflect.Type,
+	st *Schema,
+) {
+	if t == rawMessageType {
+		return
+	}
+	r.addDefinition(definitions, t, st)
+	if st.Description == "" {
+		st.Description = r.lookupComment(t, "")
+	}
+	if t.Kind() == reflect.Array {
+		l := uint64(t.Len())
+		st.MinItems = &l
+		st.MaxItems = &l
+	}
+	if t.Kind() == reflect.Slice && t.Elem() == byteSliceType.Elem() {
+		st.Type = "string"
+		st.ContentEncoding = "base64"
+		return
+	}
+	st.Type = "array"
+	st.Items = r.refOrReflectTypeToSchema(definitions, t.Elem())
+}
+func (r *reflector) reflectMap(
+	definitions schemaDefinitions,
+	t reflect.Type,
+	st *Schema,
+) {
+	r.addDefinition(definitions, t, st)
+	st.Type = "object"
+	if st.Description == "" {
+		st.Description = r.lookupComment(t, "")
+	}
+	switch t.Key().Kind() {
+	case reflect.Int,
+		reflect.Int8,
+		reflect.Int16,
+		reflect.Int32,
+		reflect.Int64:
+		st.PatternProperties = map[string]*Schema{
+			"^[0-9]+$": r.refOrReflectTypeToSchema(definitions, t.Elem()),
+		}
+		st.AdditionalProperties = falseSchema
+		return
+	}
+	if t.Elem().Kind() != reflect.Interface {
+		st.AdditionalProperties = r.refOrReflectTypeToSchema(
+			definitions,
+			t.Elem(),
+		)
+	}
+}
+
+// Reflects a struct to a JSON Schema type.
+func (r *reflector) reflectStruct(
+	definitions schemaDefinitions,
+	t reflect.Type,
+	s *Schema,
+) {
+	// Handle special types
+	switch t {
+	case timeType: // date-time RFC section 7.3.1
+		s.Type = "string"
+		s.Format = "date-time"
+		return
+	case uriType: // uri RFC section 7.3.6
+		s.Type = "string"
+		s.Format = "uri"
+		return
+	}
+	r.addDefinition(definitions, t, s)
+	s.Type = "object"
+	s.Properties = newProperties()
+	s.Description = r.lookupComment(t, "")
+	if r.AssignAnchor {
+		s.Anchor = t.Name()
+	}
+	if !r.AllowAdditionalProperties && s.AdditionalProperties == nil {
+		s.AdditionalProperties = falseSchema
+	}
+	ignored := false
+	for _, it := range r.IgnoredTypes {
+		if reflect.TypeOf(it) == t {
+			ignored = true
+			break
+		}
+	}
+	if !ignored {
+		r.reflectStructFields(s, definitions, t)
+	}
+}
+
+func (r *reflector) reflectStructFields(
+	st *Schema,
+	definitions schemaDefinitions,
+	t reflect.Type,
+) {
+	if t.Kind() == reflect.Ptr {
+		t = t.Elem()
+	}
+	if t.Kind() != reflect.Struct {
+		return
+	}
+	var getFieldDocString customGetFieldDocString
+	if t.Implements(customStructGetFieldDocString) {
+		v := reflect.New(t)
+		o := v.Interface().(customSchemaGetFieldDocString)
+		getFieldDocString = o.GetFieldDocString
+	}
+	customPropertyMethod := func(string) any {
+		return nil
+	}
+	if t.Implements(customPropertyAliasSchema) {
+		v := reflect.New(t)
+		o := v.Interface().(propertyAliasSchemaImpl)
+		customPropertyMethod = o.JSONSchemaProperty
+	}
+	handleField := func(f reflect.StructField) {
+		name, shouldEmbed, required, nullable := r.reflectFieldName(f)
+		// if anonymous and exported type should be processed
+		// recursively current type should inherit properties of
+		// anonymous one
+		if name == "" {
+			if shouldEmbed {
+				r.reflectStructFields(st, definitions, f.Type)
+			}
+			return
+		}
+		// If a JSONSchemaAlias(prop string) method is defined, attempt
+		// to use the provided object's type instead of the field's
+		// type.
+		var property *Schema
+		if alias := customPropertyMethod(name); alias != nil {
+			property = r.refOrReflectTypeToSchema(
+				definitions,
+				reflect.TypeOf(alias),
+			)
+		} else {
+			property = r.refOrReflectTypeToSchema(definitions, f.Type)
+		}
+		property.fieldsFromTags(f, st, name)
+		if property.Description == "" {
+			property.Description = r.lookupComment(t, f.Name)
+		}
+		if getFieldDocString != nil {
+			property.Description = getFieldDocString(f.Name)
+		}
+		if nullable {
+			property = &Schema{
+				OneOf: []*Schema{
+					property,
+					{
+						Type: "null",
+					},
+				},
+			}
+		}
+		st.Properties.Set(name, property)
+		if required {
+			st.Required = appendUniqueString(st.Required, name)
+		}
+	}
+	for i := 0; i < t.NumField(); i++ {
+		f := t.Field(i)
+		handleField(f)
+	}
+	if r.AdditionalFields != nil {
+		if af := r.AdditionalFields(t); af != nil {
+			for _, sf := range af {
+				handleField(sf)
+			}
+		}
+	}
+}
+
+func (r *reflector) lookupComment(t reflect.Type, name string) string {
+	if r.CommentMap == nil {
+		return ""
+	}
+	n := fullyQualifiedTypeName(t)
+	if name != "" {
+		n = n + "." + name
+	}
+	return r.CommentMap[n]
+}
+
+// addDefinition will append the provided schema. If needed, an ID and anchor
+// will also be added.
+func (r *reflector) addDefinition(
+	definitions schemaDefinitions,
+	t reflect.Type,
+	s *Schema,
+) {
+	name := r.typeName(t)
+	if name == "" {
+		return
+	}
+	definitions[name] = s
+}
+
+// refDefinition will provide a schema with a reference to an existing
+// definition.
+func (r *reflector) refDefinition(
+	definitions schemaDefinitions,
+	t reflect.Type,
+) *Schema {
+	if r.DoNotReference {
+		return nil
+	}
+	name := r.typeName(t)
+	if name == "" {
+		return nil
+	}
+	if _, ok := definitions[name]; !ok {
+		return nil
+	}
+	return &Schema{
+		Ref: "#/$defs/" + name,
+	}
+}
+func (r *reflector) lookupID(t reflect.Type) schemaID {
+	if r.Lookup != nil {
+		if t.Kind() == reflect.Ptr {
+			t = t.Elem()
+		}
+		return r.Lookup(t)
+	}
+	return EmptyID
+}
diff --git a/pkg/schema/schema.go b/pkg/schema/schema.go
index 57890ff..3cbdd41 100644
--- a/pkg/schema/schema.go
+++ b/pkg/schema/schema.go
@@ -974,379 +974,11 @@ type (
 	}
 )
 
-// Reflect reflects to Schema from a value.
-func (r *reflector) Reflect(v any) *Schema {
-	return r.ReflectFromType(reflect.TypeOf(v))
-}
-
-// ReflectFromType generates root schema
-func (r *reflector) ReflectFromType(t reflect.Type) *Schema {
-	if t.Kind() == reflect.Ptr {
-		t = t.Elem() // re-assign from pointer
-	}
-	name := r.typeName(t)
-	s := new(Schema)
-	definitions := schemaDefinitions{}
-	s.Definitions = definitions
-	bs := r.reflectTypeToSchemaWithID(definitions, t)
-	if r.ExpandedStruct {
-		*s = *definitions[name]
-		delete(definitions, name)
-	} else {
-		*s = *bs
-	}
-	// Attempt to set the schema ID
-	if !r.Anonymous && s.ID == EmptyID {
-		baseSchemaID := r.BaseSchemaID
-		if baseSchemaID == EmptyID {
-			i := schemaID("https://" + t.PkgPath())
-			if err := i.Validate(); err == nil {
-				// it's okay to silently ignore URL errors
-				baseSchemaID = i
-			}
-		}
-		if baseSchemaID != EmptyID {
-			s.ID = baseSchemaID.Add(ToSnakeCase(name))
-		}
-	}
-	s.Version = version
-	if !r.DoNotReference {
-		s.Definitions = definitions
-	}
-	return s
-}
-
 // Go code generated from protobuf enum types should fulfil this interface.
 type protoEnum interface {
 	EnumDescriptor() ([]byte, []int)
 }
 
-// SetBaseSchemaID is a helper use to be able to set the reflectors base
-// schema ID from a string as opposed to then ID instance.
-func (r *reflector) SetBaseSchemaID(identifier string) {
-	r.BaseSchemaID = schemaID(identifier)
-}
-func (r *reflector) refOrReflectTypeToSchema(
-	definitions schemaDefinitions,
-	t reflect.Type,
-) *Schema {
-	id := r.lookupID(t)
-	if id != EmptyID {
-		return &Schema{
-			Ref: string(id),
-		}
-	}
-	// Already added to definitions?
-	if def := r.refDefinition(definitions, t); def != nil {
-		return def
-	}
-	return r.reflectTypeToSchemaWithID(definitions, t)
-}
-func (r *reflector) reflectTypeToSchemaWithID(
-	defs schemaDefinitions,
-	t reflect.Type,
-) *Schema {
-	s := r.reflectTypeToSchema(defs, t)
-	if s != nil {
-		if r.Lookup != nil {
-			identifier := r.Lookup(t)
-			if identifier != EmptyID {
-				s.ID = identifier
-			}
-		}
-	}
-	return s
-}
-func (r *reflector) reflectTypeToSchema(
-	definitions schemaDefinitions,
-	t reflect.Type,
-) *Schema {
-	// only try to reflect non-pointers
-	if t.Kind() == reflect.Ptr {
-		return r.refOrReflectTypeToSchema(definitions, t.Elem())
-	}
-	// Check if the there is an alias method that provides an object
-	// that we should use instead of this one.
-	if t.Implements(customAliasSchema) {
-		v := reflect.New(t)
-		o := v.Interface().(aliasSchemaImpl)
-		t = reflect.TypeOf(o.JSONSchemaAlias())
-		return r.refOrReflectTypeToSchema(definitions, t)
-	}
-	// Do any pre-definitions exist?
-	if r.Mapper != nil {
-		if t := r.Mapper(t); t != nil {
-			return t
-		}
-	}
-	if rt := r.reflectCustomSchema(definitions, t); rt != nil {
-		return rt
-	}
-	// Prepare a base to which details can be added
-	st := new(Schema)
-	// jsonpb will marshal protobuf enum options as either strings or integers.
-	// It will unmarshal either.
-	if t.Implements(protoEnumType) {
-		st.OneOf = []*Schema{
-			{Type: "string"},
-			{Type: "integer"},
-		}
-		return st
-	}
-	// Defined format types for JSON Schema Validation
-	// RFC draft-wright-json-schema-validation-00, section 7.3
-	// TODO email RFC section 7.3.2, hostname RFC section 7.3.3, uriref RFC section 7.3.7
-	if t == ipType {
-		// TODO differentiate ipv4 and ipv6 RFC section 7.3.4, 7.3.5
-		st.Type = "string"
-		st.Format = "ipv4"
-		return st
-	}
-	switch t.Kind() {
-	case reflect.Struct:
-		r.reflectStruct(definitions, t, st)
-	case reflect.Slice, reflect.Array:
-		r.reflectSliceOrArray(definitions, t, st)
-	case reflect.Map:
-		r.reflectMap(definitions, t, st)
-	case reflect.Interface:
-		// empty
-	case reflect.Int,
-		reflect.Int8,
-		reflect.Int16,
-		reflect.Int32,
-		reflect.Int64,
-		reflect.Uint,
-		reflect.Uint8,
-		reflect.Uint16,
-		reflect.Uint32,
-		reflect.Uint64:
-		st.Type = "integer"
-	case reflect.Float32, reflect.Float64:
-		st.Type = "number"
-	case reflect.Bool:
-		st.Type = "boolean"
-	case reflect.String:
-		st.Type = "string"
-	default:
-		panic("unsupported type " + t.String())
-	}
-	r.reflectSchemaExtend(definitions, t, st)
-	// Always try to reference the definition which may have just been created
-	if def := r.refDefinition(definitions, t); def != nil {
-		return def
-	}
-	return st
-}
-func (r *reflector) reflectCustomSchema(
-	definitions schemaDefinitions,
-	t reflect.Type,
-) *Schema {
-	if t.Kind() == reflect.Ptr {
-		return r.reflectCustomSchema(definitions, t.Elem())
-	}
-	if t.Implements(customType) {
-		v := reflect.New(t)
-		o := v.Interface().(customSchemaImpl)
-		st := o.JSONSchema()
-		r.addDefinition(definitions, t, st)
-		if ref := r.refDefinition(definitions, t); ref != nil {
-			return ref
-		}
-		return st
-	}
-	return nil
-}
-func (r *reflector) reflectSchemaExtend(
-	definitions schemaDefinitions,
-	t reflect.Type,
-	s *Schema,
-) *Schema {
-	if t.Implements(extendType) {
-		v := reflect.New(t)
-		o := v.Interface().(extendSchemaImpl)
-		o.JSONSchemaExtend(s)
-		if ref := r.refDefinition(definitions, t); ref != nil {
-			return ref
-		}
-	}
-	return s
-}
-func (r *reflector) reflectSliceOrArray(
-	definitions schemaDefinitions,
-	t reflect.Type,
-	st *Schema,
-) {
-	if t == rawMessageType {
-		return
-	}
-	r.addDefinition(definitions, t, st)
-	if st.Description == "" {
-		st.Description = r.lookupComment(t, "")
-	}
-	if t.Kind() == reflect.Array {
-		l := uint64(t.Len())
-		st.MinItems = &l
-		st.MaxItems = &l
-	}
-	if t.Kind() == reflect.Slice && t.Elem() == byteSliceType.Elem() {
-		st.Type = "string"
-		st.ContentEncoding = "base64"
-		return
-	}
-	st.Type = "array"
-	st.Items = r.refOrReflectTypeToSchema(definitions, t.Elem())
-}
-func (r *reflector) reflectMap(
-	definitions schemaDefinitions,
-	t reflect.Type,
-	st *Schema,
-) {
-	r.addDefinition(definitions, t, st)
-	st.Type = "object"
-	if st.Description == "" {
-		st.Description = r.lookupComment(t, "")
-	}
-	switch t.Key().Kind() {
-	case reflect.Int,
-		reflect.Int8,
-		reflect.Int16,
-		reflect.Int32,
-		reflect.Int64:
-		st.PatternProperties = map[string]*Schema{
-			"^[0-9]+$": r.refOrReflectTypeToSchema(definitions, t.Elem()),
-		}
-		st.AdditionalProperties = falseSchema
-		return
-	}
-	if t.Elem().Kind() != reflect.Interface {
-		st.AdditionalProperties = r.refOrReflectTypeToSchema(
-			definitions,
-			t.Elem(),
-		)
-	}
-}
-
-// Reflects a struct to a JSON Schema type.
-func (r *reflector) reflectStruct(
-	definitions schemaDefinitions,
-	t reflect.Type,
-	s *Schema,
-) {
-	// Handle special types
-	switch t {
-	case timeType: // date-time RFC section 7.3.1
-		s.Type = "string"
-		s.Format = "date-time"
-		return
-	case uriType: // uri RFC section 7.3.6
-		s.Type = "string"
-		s.Format = "uri"
-		return
-	}
-	r.addDefinition(definitions, t, s)
-	s.Type = "object"
-	s.Properties = newProperties()
-	s.Description = r.lookupComment(t, "")
-	if r.AssignAnchor {
-		s.Anchor = t.Name()
-	}
-	if !r.AllowAdditionalProperties && s.AdditionalProperties == nil {
-		s.AdditionalProperties = falseSchema
-	}
-	ignored := false
-	for _, it := range r.IgnoredTypes {
-		if reflect.TypeOf(it) == t {
-			ignored = true
-			break
-		}
-	}
-	if !ignored {
-		r.reflectStructFields(s, definitions, t)
-	}
-}
-func (r *reflector) reflectStructFields(
-	st *Schema,
-	definitions schemaDefinitions,
-	t reflect.Type,
-) {
-	if t.Kind() == reflect.Ptr {
-		t = t.Elem()
-	}
-	if t.Kind() != reflect.Struct {
-		return
-	}
-	var getFieldDocString customGetFieldDocString
-	if t.Implements(customStructGetFieldDocString) {
-		v := reflect.New(t)
-		o := v.Interface().(customSchemaGetFieldDocString)
-		getFieldDocString = o.GetFieldDocString
-	}
-	customPropertyMethod := func(string) any {
-		return nil
-	}
-	if t.Implements(customPropertyAliasSchema) {
-		v := reflect.New(t)
-		o := v.Interface().(propertyAliasSchemaImpl)
-		customPropertyMethod = o.JSONSchemaProperty
-	}
-	handleField := func(f reflect.StructField) {
-		name, shouldEmbed, required, nullable := r.reflectFieldName(f)
-		// if anonymous and exported type should be processed
-		// recursively current type should inherit properties of
-		// anonymous one
-		if name == "" {
-			if shouldEmbed {
-				r.reflectStructFields(st, definitions, f.Type)
-			}
-			return
-		}
-		// If a JSONSchemaAlias(prop string) method is defined, attempt
-		// to use the provided object's type instead of the field's
-		// type.
-		var property *Schema
-		if alias := customPropertyMethod(name); alias != nil {
-			property = r.refOrReflectTypeToSchema(
-				definitions,
-				reflect.TypeOf(alias),
-			)
-		} else {
-			property = r.refOrReflectTypeToSchema(definitions, f.Type)
-		}
-		property.fieldsFromTags(f, st, name)
-		if property.Description == "" {
-			property.Description = r.lookupComment(t, f.Name)
-		}
-		if getFieldDocString != nil {
-			property.Description = getFieldDocString(f.Name)
-		}
-		if nullable {
-			property = &Schema{
-				OneOf: []*Schema{
-					property,
-					{
-						Type: "null",
-					},
-				},
-			}
-		}
-		st.Properties.Set(name, property)
-		if required {
-			st.Required = appendUniqueString(st.Required, name)
-		}
-	}
-	for i := 0; i < t.NumField(); i++ {
-		f := t.Field(i)
-		handleField(f)
-	}
-	if r.AdditionalFields != nil {
-		if af := r.AdditionalFields(t); af != nil {
-			for _, sf := range af {
-				handleField(sf)
-			}
-		}
-	}
-}
 func appendUniqueString(base []string, value string) []string {
 	for _, v := range base {
 		if v == value {
@@ -1355,60 +987,6 @@ func appendUniqueString(base []string, value string) []string {
 	}
 	return append(base, value)
 }
-func (r *reflector) lookupComment(t reflect.Type, name string) string {
-	if r.CommentMap == nil {
-		return ""
-	}
-	n := fullyQualifiedTypeName(t)
-	if name != "" {
-		n = n + "." + name
-	}
-	return r.CommentMap[n]
-}
-
-// addDefinition will append the provided schema. If needed, an ID and anchor
-// will also be added.
-func (r *reflector) addDefinition(
-	definitions schemaDefinitions,
-	t reflect.Type,
-	s *Schema,
-) {
-	name := r.typeName(t)
-	if name == "" {
-		return
-	}
-	definitions[name] = s
-}
-
-// refDefinition will provide a schema with a reference to an existing
-// definition.
-func (r *reflector) refDefinition(
-	definitions schemaDefinitions,
-	t reflect.Type,
-) *Schema {
-	if r.DoNotReference {
-		return nil
-	}
-	name := r.typeName(t)
-	if name == "" {
-		return nil
-	}
-	if _, ok := definitions[name]; !ok {
-		return nil
-	}
-	return &Schema{
-		Ref: "#/$defs/" + name,
-	}
-}
-func (r *reflector) lookupID(t reflect.Type) schemaID {
-	if r.Lookup != nil {
-		if t.Kind() == reflect.Ptr {
-			t = t.Elem()
-		}
-		return r.Lookup(t)
-	}
-	return EmptyID
-}
 func (t *Schema) fieldsFromTags(
 	f reflect.StructField,
 	parent *Schema,

From a89e8aa52a66142d91d075958817bb06ac5236a8 Mon Sep 17 00:00:00 2001
From: conneroisu <conneroisu@outlook.com>
Date: Sun, 27 Oct 2024 22:13:36 -0500
Subject: [PATCH 05/29] made run take a user so that it is more composable and
 dynamically applicable

---
 extensions/composio/run.go      | 9 +++------
 extensions/composio/run_test.go | 4 +++-
 2 files changed, 6 insertions(+), 7 deletions(-)

diff --git a/extensions/composio/run.go b/extensions/composio/run.go
index 73585a7..92551bd 100644
--- a/extensions/composio/run.go
+++ b/extensions/composio/run.go
@@ -29,6 +29,7 @@ type (
 // Run runs the composio client on a chat completion response.
 func (c *Composio) Run(
 	ctx context.Context,
+	user ConnectedAccount,
 	response groq.ChatCompletionResponse,
 ) ([]groq.ChatCompletionMessage, error) {
 	var respH []groq.ChatCompletionMessage
@@ -36,14 +37,10 @@ func (c *Composio) Run(
 		response.Choices[0].FinishReason != "tool_calls" {
 		return nil, fmt.Errorf("Not a function call")
 	}
-	connectedAccount, err := c.GetConnectedAccounts(ctx, WithShowActiveOnly(true))
-	if err != nil {
-		return nil, err
-	}
 	for _, toolCall := range response.Choices[0].Message.ToolCalls {
 		var args map[string]any
 		if json.Valid([]byte(toolCall.Function.Arguments)) {
-			err = json.Unmarshal([]byte(toolCall.Function.Arguments), &args)
+			err := json.Unmarshal([]byte(toolCall.Function.Arguments), &args)
 			if err != nil {
 				return nil, err
 			}
@@ -55,7 +52,7 @@ func (c *Composio) Run(
 			http.MethodPost,
 			fmt.Sprintf("%s/v2/actions/%s/execute", c.baseURL, toolCall.Function.Name),
 			builders.WithBody(&request{
-				ConnectedAccountID: connectedAccount[0].ID,
+				ConnectedAccountID: user.ID,
 				EntityID:           "default",
 				AppName:            toolCall.Function.Name,
 				Input:              args,
diff --git a/extensions/composio/run_test.go b/extensions/composio/run_test.go
index 6db1368..b552535 100644
--- a/extensions/composio/run_test.go
+++ b/extensions/composio/run_test.go
@@ -53,7 +53,9 @@ func TestRun(t *testing.T) {
 		composio.WithBaseURL(testS.URL),
 	)
 	a.NoError(err)
-	resp, err := client.Run(ctx, groq.ChatCompletionResponse{
+	ca, err := client.GetConnectedAccounts(ctx, composio.WithShowActiveOnly(true))
+	a.NoError(err)
+	resp, err := client.Run(ctx, ca[0], groq.ChatCompletionResponse{
 		Choices: []groq.ChatCompletionChoice{{
 			Message: groq.ChatCompletionMessage{
 				Role:    groq.ChatMessageRoleUser,

From 17af9827de52da118d7dd67fa6d1c8d50e46fde4 Mon Sep 17 00:00:00 2001
From: conneroisu <conneroisu@outlook.com>
Date: Sun, 27 Oct 2024 22:13:56 -0500
Subject: [PATCH 06/29] added tool not found error

---
 errors.go | 9 +++++++++
 1 file changed, 9 insertions(+)

diff --git a/errors.go b/errors.go
index 93b0fe0..f5ff694 100644
--- a/errors.go
+++ b/errors.go
@@ -26,6 +26,10 @@ type (
 	ErrContentFieldsMisused struct {
 		field string
 	}
+	// ErrToolNotFound is returned when a tool is not found.
+	ErrToolNotFound struct {
+		ToolName string
+	}
 	// ErrTooManyEmptyStreamMessages is returned when the stream has sent too many
 	// empty messages.
 	ErrTooManyEmptyStreamMessages struct{}
@@ -149,3 +153,8 @@ func (e *requestError) Error() string {
 func (e *requestError) Unwrap() error {
 	return e.Err
 }
+
+// Error implements the error interface.
+func (e ErrToolNotFound) Error() string {
+	return fmt.Sprintf("tool %s not found", e.ToolName)
+}

From f51818d046794b77c75156a904cc27a64c9ed145 Mon Sep 17 00:00:00 2001
From: conneroisu <conneroisu@outlook.com>
Date: Mon, 28 Oct 2024 07:13:28 -0500
Subject: [PATCH 07/29] rename auther to authorizer

---
 extensions/composio/auth.go     | 4 ++--
 extensions/composio/composio.go | 2 +-
 extensions/composio/run.go      | 4 +++-
 3 files changed, 6 insertions(+), 4 deletions(-)

diff --git a/extensions/composio/auth.go b/extensions/composio/auth.go
index 4496185..74db49d 100644
--- a/extensions/composio/auth.go
+++ b/extensions/composio/auth.go
@@ -11,8 +11,8 @@ import (
 )
 
 type (
-	// Auther is an interface for composio auth.
-	Auther interface {
+	// Authorizer is an interface for composio auth.
+	Authorizer interface {
 		GetConnectedAccounts(ctx context.Context, opts ...AuthOption) ([]ConnectedAccount, error)
 	}
 	// ConnectedAccount represents a composio connected account.
diff --git a/extensions/composio/composio.go b/extensions/composio/composio.go
index 039150d..be37aba 100644
--- a/extensions/composio/composio.go
+++ b/extensions/composio/composio.go
@@ -21,7 +21,7 @@ type (
 	Composer interface {
 		Tooler
 		Runner
-		Auther
+		Authorizer
 	}
 	// Composio is a composio client.
 	Composio struct {
diff --git a/extensions/composio/run.go b/extensions/composio/run.go
index 92551bd..6bbb26a 100644
--- a/extensions/composio/run.go
+++ b/extensions/composio/run.go
@@ -13,7 +13,9 @@ import (
 type (
 	// Runner is an interface for composio run.
 	Runner interface {
-		Run(ctx context.Context, response groq.ChatCompletionResponse) (
+		Run(ctx context.Context,
+			user ConnectedAccount,
+			response groq.ChatCompletionResponse) (
 			[]groq.ChatCompletionMessage, error)
 	}
 	request struct {

From 765c44cfe9213270c801689fa0e9e68c457746a9 Mon Sep 17 00:00:00 2001
From: conneroisu <conneroisu@outlook.com>
Date: Tue, 29 Oct 2024 13:45:55 -0500
Subject: [PATCH 08/29] export error response and move reflector to its own
 file

---
 errors.go                       |  3 +-
 extensions/composio/run_test.go |  4 +-
 pkg/schema/reflector.go         | 91 +++++++++++++++++++++++++++++++++
 pkg/schema/schema.go            | 89 --------------------------------
 4 files changed, 96 insertions(+), 91 deletions(-)

diff --git a/errors.go b/errors.go
index f5ff694..d734aeb 100644
--- a/errors.go
+++ b/errors.go
@@ -50,7 +50,8 @@ type (
 		HTTPStatusCode int
 		Err            error
 	}
-	errorResponse struct {
+	// ErrorResponse is the response returned by the Groq API.
+	ErrorResponse struct {
 		Error *APIError `json:"error,omitempty"`
 	}
 )
diff --git a/extensions/composio/run_test.go b/extensions/composio/run_test.go
index b552535..cd4bdef 100644
--- a/extensions/composio/run_test.go
+++ b/extensions/composio/run_test.go
@@ -105,7 +105,9 @@ func TestUnitRun(t *testing.T) {
 	})
 	a.NoError(err)
 	a.NotEmpty(response.Choices[0].Message.ToolCalls)
-	resp2, err := client.Run(ctx, response)
+	users, err := client.GetConnectedAccounts(ctx)
+	a.NoError(err)
+	resp2, err := client.Run(ctx, users[0], response)
 	a.NoError(err)
 	a.NotEmpty(resp2)
 	t.Logf("%+v\n", resp2)
diff --git a/pkg/schema/reflector.go b/pkg/schema/reflector.go
index 3996ec6..c468209 100644
--- a/pkg/schema/reflector.go
+++ b/pkg/schema/reflector.go
@@ -2,6 +2,97 @@ package schema
 
 import "reflect"
 
+type (
+
+	// A reflector reflects values into a Schema.
+	reflector struct {
+		// BaseSchemaID defines the URI that will be used as a base to determine
+		// Schema IDs for models. For example, a base Schema ID of `
+		// https://conneroh.com/schemas` when defined with a struct called
+		// `User{}`, will result in a schema with an ID set to
+		// `https://conneroh.com/schemas/user`.
+		//
+		// If no `BaseSchemaID` is provided, we'll take the type's complete
+		// package path and use that as a base instead. Set `Anonymous` to try
+		// if you do not want to include a schema ID.
+		BaseSchemaID schemaID
+		// Anonymous when true will hide the auto-generated Schema ID and
+		// provide what is known as an "anonymous schema". As a rule, this is
+		// not recommended.
+		Anonymous bool
+		// AssignAnchor when true will use the original struct's name as an
+		// anchor inside every definition, including the root schema. These can
+		// be useful for having a reference to the original struct's name in
+		// CamelCase instead of the snake-case used
+		// by default for URI compatibility.
+		//
+		// Anchors do not appear to be widely used out in the wild, so at this
+		// time the anchors themselves will not be used inside generated schema.
+		AssignAnchor bool
+		// AllowAdditionalProperties will cause the Reflector to generate a
+		// schema without additionalProperties set to 'false' for all struct
+		// types. This means the presence of additional keys in JSON objects
+		// will not cause validation to fail. Note said additional keys will
+		// simply be dropped when the validated JSON is unmarshaled.
+		AllowAdditionalProperties bool
+		// RequiredFromJSONSchemaTags will cause the Reflector to generate a
+		// schema that requires any key tagged with `jsonschema:required`,
+		// overriding the default of requiring any key *not* tagged with
+		// `json:,omitempty`.
+		RequiredFromJSONSchemaTags bool
+		// Do not reference definitions. This will remove the top-level $defs
+		// map and instead cause the entire structure of types to be output in
+		// one tree. The list of type definitions (`$defs`) will not be
+		// included.
+		DoNotReference bool
+		// ExpandedStruct when true will include the reflected type's definition
+		// in the root as opposed to a definition with a reference.
+		ExpandedStruct bool
+		// FieldNameTag will change the tag used to get field names. json tags
+		// are used by default.
+		FieldNameTag string
+		// IgnoredTypes defines a slice of types that should be ignored in the
+		// schema, switching to just allowing additional properties instead.
+		IgnoredTypes []any
+		// Lookup allows a function to be defined that will provide a custom
+		// mapping of types to Schema IDs. This allows existing schema documents
+		// to be referenced by their ID instead of being embedded into the
+		// current schema definitions. Reflected types will never be pointers,
+		// only underlying elements.
+		Lookup func(reflect.Type) schemaID
+		// Mapper is a function that can be used to map custom Go types to
+		// jsonschema schemas.
+		Mapper func(reflect.Type) *Schema
+		// Namer allows customizing of type names. The default is to use the
+		// type's name provided by the reflect package.
+		Namer func(reflect.Type) string
+		// KeyNamer allows customizing of key names.
+		// The default is to use the key's name as is, or the json tag if
+		// present.
+		//
+		// If a json tag is present, KeyNamer will receive the tag's name as an
+		// argument, not the original key name.
+		KeyNamer func(string) string
+		// AdditionalFields allows adding structfields for a given type
+		AdditionalFields func(reflect.Type) []reflect.StructField
+		// CommentMap is a dictionary of fully qualified go types and fields to
+		// comment strings that will be used if a description has not already
+		// been provided in the tags. Types and fields are added to the package
+		// path using "." as a separator.
+		//
+		// Type descriptions should be defined like:
+		//
+		//   map[string]string{"github.com/conneroisu/groq.Reflector": "A Reflector reflects values into a Schema."}
+		//
+		// And Fields defined as:
+		//
+		//   map[string]string{"github.com/conneroisu/groq.Reflector.DoNotReference": "Do not reference definitions."}
+		//
+		// See also: AddGoComments
+		CommentMap map[string]string
+	}
+)
+
 // Reflect reflects to Schema from a value.
 func (r *reflector) Reflect(v any) *Schema {
 	return r.ReflectFromType(reflect.TypeOf(v))
diff --git a/pkg/schema/schema.go b/pkg/schema/schema.go
index 3cbdd41..94ed0f7 100644
--- a/pkg/schema/schema.go
+++ b/pkg/schema/schema.go
@@ -703,8 +703,6 @@ type (
 		//
 		// https://datatracker.ietf.org/doc/html/draft-bhutton-json-schema-validation-00#section-7.3
 		//
-		// TODO: add type for format and all the possible formats
-		//
 		// The value of this field MUST be a string.  Implementations that
 		// use a subset of JSON as their input format, such as JSON Hyper-Schema
 		// or JSON Schema Hyper-Schema, MAY implement validation against
@@ -885,93 +883,6 @@ type (
 		GetFieldDocString(fieldName string) string
 	}
 	customGetFieldDocString func(fieldName string) string
-	// A reflector reflects values into a Schema.
-	reflector struct {
-		// BaseSchemaID defines the URI that will be used as a base to determine
-		// Schema IDs for models. For example, a base Schema ID of `
-		// https://conneroh.com/schemas` when defined with a struct called
-		// `User{}`, will result in a schema with an ID set to
-		// `https://conneroh.com/schemas/user`.
-		//
-		// If no `BaseSchemaID` is provided, we'll take the type's complete
-		// package path and use that as a base instead. Set `Anonymous` to try
-		// if you do not want to include a schema ID.
-		BaseSchemaID schemaID
-		// Anonymous when true will hide the auto-generated Schema ID and
-		// provide what is known as an "anonymous schema". As a rule, this is
-		// not recommended.
-		Anonymous bool
-		// AssignAnchor when true will use the original struct's name as an
-		// anchor inside every definition, including the root schema. These can
-		// be useful for having a reference to the original struct's name in
-		// CamelCase instead of the snake-case used
-		// by default for URI compatibility.
-		//
-		// Anchors do not appear to be widely used out in the wild, so at this
-		// time the anchors themselves will not be used inside generated schema.
-		AssignAnchor bool
-		// AllowAdditionalProperties will cause the Reflector to generate a
-		// schema without additionalProperties set to 'false' for all struct
-		// types. This means the presence of additional keys in JSON objects
-		// will not cause validation to fail. Note said additional keys will
-		// simply be dropped when the validated JSON is unmarshaled.
-		AllowAdditionalProperties bool
-		// RequiredFromJSONSchemaTags will cause the Reflector to generate a
-		// schema that requires any key tagged with `jsonschema:required`,
-		// overriding the default of requiring any key *not* tagged with
-		// `json:,omitempty`.
-		RequiredFromJSONSchemaTags bool
-		// Do not reference definitions. This will remove the top-level $defs
-		// map and instead cause the entire structure of types to be output in
-		// one tree. The list of type definitions (`$defs`) will not be
-		// included.
-		DoNotReference bool
-		// ExpandedStruct when true will include the reflected type's definition
-		// in the root as opposed to a definition with a reference.
-		ExpandedStruct bool
-		// FieldNameTag will change the tag used to get field names. json tags
-		// are used by default.
-		FieldNameTag string
-		// IgnoredTypes defines a slice of types that should be ignored in the
-		// schema, switching to just allowing additional properties instead.
-		IgnoredTypes []any
-		// Lookup allows a function to be defined that will provide a custom
-		// mapping of types to Schema IDs. This allows existing schema documents
-		// to be referenced by their ID instead of being embedded into the
-		// current schema definitions. Reflected types will never be pointers,
-		// only underlying elements.
-		Lookup func(reflect.Type) schemaID
-		// Mapper is a function that can be used to map custom Go types to
-		// jsonschema schemas.
-		Mapper func(reflect.Type) *Schema
-		// Namer allows customizing of type names. The default is to use the
-		// type's name provided by the reflect package.
-		Namer func(reflect.Type) string
-		// KeyNamer allows customizing of key names.
-		// The default is to use the key's name as is, or the json tag if
-		// present.
-		//
-		// If a json tag is present, KeyNamer will receive the tag's name as an
-		// argument, not the original key name.
-		KeyNamer func(string) string
-		// AdditionalFields allows adding structfields for a given type
-		AdditionalFields func(reflect.Type) []reflect.StructField
-		// CommentMap is a dictionary of fully qualified go types and fields to
-		// comment strings that will be used if a description has not already
-		// been provided in the tags. Types and fields are added to the package
-		// path using "." as a separator.
-		//
-		// Type descriptions should be defined like:
-		//
-		//   map[string]string{"github.com/conneroisu/groq.Reflector": "A Reflector reflects values into a Schema."}
-		//
-		// And Fields defined as:
-		//
-		//   map[string]string{"github.com/conneroisu/groq.Reflector.DoNotReference": "Do not reference definitions."}
-		//
-		// See also: AddGoComments
-		CommentMap map[string]string
-	}
 )
 
 // Go code generated from protobuf enum types should fulfil this interface.

From 594ad689551bffab522ed5f1f4b087468ed323ac Mon Sep 17 00:00:00 2001
From: conneroisu <conneroisu@outlook.com>
Date: Wed, 30 Oct 2024 18:02:19 -0500
Subject: [PATCH 09/29] added initial jigsawstack extension

---
 .go-version                                   |   2 +-
 chat.go                                       |   2 +-
 client.go                                     |   2 +-
 extensions/jigsawstack/README.md              |   1 +
 extensions/jigsawstack/audio_tts.go           |  13 +++
 extensions/jigsawstack/file.go                |   6 +
 extensions/jigsawstack/geo.go                 |  13 +++
 extensions/jigsawstack/image_generation.go    |  62 +++++++++++
 extensions/jigsawstack/jigsawstack.go         |  98 +++++++++++++++++
 extensions/jigsawstack/jigsawstack_test.go    |   1 +
 extensions/jigsawstack/kv.go                  |   7 ++
 extensions/jigsawstack/prediction.go          |  55 ++++++++++
 extensions/jigsawstack/prompt_create.go       |   5 +
 extensions/jigsawstack/prompt_delete.go       |   7 ++
 extensions/jigsawstack/prompt_get.go          |  11 ++
 extensions/jigsawstack/prompt_run.go          |  11 ++
 extensions/jigsawstack/sentiment.go           | 103 ++++++++++++++++++
 extensions/jigsawstack/summary.go             |  49 +++++++++
 extensions/jigsawstack/text_to_sql.go         |  48 ++++++++
 extensions/jigsawstack/translate.go           |  53 +++++++++
 .../jigsawstack/vision_object_detection.go    |   5 +
 extensions/jigsawstack/vision_ocr.go          |   7 ++
 extensions/jigsawstack/web_render.go          |   3 +
 extensions/jigsawstack/web_scraper.go         |   3 +
 extensions/jigsawstack/web_search.go          |  96 ++++++++++++++++
 25 files changed, 660 insertions(+), 3 deletions(-)
 create mode 100644 extensions/jigsawstack/README.md
 create mode 100644 extensions/jigsawstack/audio_tts.go
 create mode 100644 extensions/jigsawstack/file.go
 create mode 100644 extensions/jigsawstack/geo.go
 create mode 100644 extensions/jigsawstack/image_generation.go
 create mode 100644 extensions/jigsawstack/jigsawstack.go
 create mode 100644 extensions/jigsawstack/jigsawstack_test.go
 create mode 100644 extensions/jigsawstack/kv.go
 create mode 100644 extensions/jigsawstack/prediction.go
 create mode 100644 extensions/jigsawstack/prompt_create.go
 create mode 100644 extensions/jigsawstack/prompt_delete.go
 create mode 100644 extensions/jigsawstack/prompt_get.go
 create mode 100644 extensions/jigsawstack/prompt_run.go
 create mode 100644 extensions/jigsawstack/sentiment.go
 create mode 100644 extensions/jigsawstack/summary.go
 create mode 100644 extensions/jigsawstack/text_to_sql.go
 create mode 100644 extensions/jigsawstack/translate.go
 create mode 100644 extensions/jigsawstack/vision_object_detection.go
 create mode 100644 extensions/jigsawstack/vision_ocr.go
 create mode 100644 extensions/jigsawstack/web_render.go
 create mode 100644 extensions/jigsawstack/web_scraper.go
 create mode 100644 extensions/jigsawstack/web_search.go

diff --git a/.go-version b/.go-version
index 49e0a31..14bee92 100644
--- a/.go-version
+++ b/.go-version
@@ -1 +1 @@
-1.23.1
+1.23.2
diff --git a/chat.go b/chat.go
index 4359227..ddc98c4 100644
--- a/chat.go
+++ b/chat.go
@@ -495,7 +495,7 @@ func (stream *streamReader[T]) processLines() (T, error) {
 		return response, nil
 	}
 }
-func (stream *streamReader[T]) unmarshalError() (errResp *errorResponse) {
+func (stream *streamReader[T]) unmarshalError() (errResp *ErrorResponse) {
 	errBytes := stream.errAccumulator.Bytes()
 	if len(errBytes) == 0 {
 		return
diff --git a/client.go b/client.go
index 2db9617..c0f074d 100644
--- a/client.go
+++ b/client.go
@@ -228,7 +228,7 @@ func withModel(model model) fullURLOption {
 }
 
 func (c *Client) handleErrorResp(resp *http.Response) error {
-	var errRes errorResponse
+	var errRes ErrorResponse
 	err := json.NewDecoder(resp.Body).Decode(&errRes)
 	if err != nil || errRes.Error == nil {
 		reqErr := &requestError{
diff --git a/extensions/jigsawstack/README.md b/extensions/jigsawstack/README.md
new file mode 100644
index 0000000..c42b33d
--- /dev/null
+++ b/extensions/jigsawstack/README.md
@@ -0,0 +1 @@
+# jigsawstack
diff --git a/extensions/jigsawstack/audio_tts.go b/extensions/jigsawstack/audio_tts.go
new file mode 100644
index 0000000..6436edd
--- /dev/null
+++ b/extensions/jigsawstack/audio_tts.go
@@ -0,0 +1,13 @@
+package jigsawstack
+
+// https://api.jigsawstack.com/v1/ai/tts
+
+// https://docs.jigsawstack.com/api-reference/ai/text-to-speech
+
+// TODO: implement audio tts
+
+// https://api.jigsawstack.com/v1/ai/tts
+
+// https://docs.jigsawstack.com/api-reference/audio/speaker-voice-accents
+
+// TODO: implement get audio speaker voice accents
diff --git a/extensions/jigsawstack/file.go b/extensions/jigsawstack/file.go
new file mode 100644
index 0000000..ff33a84
--- /dev/null
+++ b/extensions/jigsawstack/file.go
@@ -0,0 +1,6 @@
+package jigsawstack
+
+// https://docs.jigsawstack.com/api-reference/store/file/add
+// https://docs.jigsawstack.com/api-reference/store/file/get
+// https://docs.jigsawstack.com/api-reference/store/file/delete
+// Upload Retrieve Delete
diff --git a/extensions/jigsawstack/geo.go b/extensions/jigsawstack/geo.go
new file mode 100644
index 0000000..7b76266
--- /dev/null
+++ b/extensions/jigsawstack/geo.go
@@ -0,0 +1,13 @@
+package jigsawstack
+
+// https://api.jigsawstack.com/v1/geo/search
+
+// https://docs.jigsawstack.com/api-reference/geo/search
+
+// TODO: Add geo search
+
+// https://api.jigsawstack.com/v1/geo/geocode
+
+// https://docs.jigsawstack.com/api-reference/geo/geocode
+
+// TODO: Add geocode
diff --git a/extensions/jigsawstack/image_generation.go b/extensions/jigsawstack/image_generation.go
new file mode 100644
index 0000000..3ecf052
--- /dev/null
+++ b/extensions/jigsawstack/image_generation.go
@@ -0,0 +1,62 @@
+package jigsawstack
+
+import (
+	"context"
+	"net/http"
+
+	"github.com/conneroisu/groq-go/pkg/builders"
+)
+
+const (
+	imageGenerationEndpoint = "v1/ai/image_generation"
+)
+
+// model
+// string
+// default: "sdxl"
+//
+// The model to use for the generation. Default is sdxl
+//
+//	sd1.5 - Stable Diffusion v1.5
+//	sdxl - Stable Diffusion XL
+//	ead1.0 - Anime Diffusion
+//	rv1.3 - Realistic Vision v1.3
+//	rv3 - Realistic Vision v3
+//	rv5.1 - Realistic Vision v5.1
+//	ar1.8 - AbsoluteReality v1.8.1
+type (
+	ImageGenerationRequest struct {
+		Prompt string `json:"prompt"`
+		Model  string `json:"model,omitempty"`
+		Size   string `json:"size"`
+		Width  int    `json:"width"`
+		Height int    `json:"height"`
+	}
+	ImageGenerationResponse struct {
+		Success bool   `json:"success"`
+		Image   string `json:"image"`
+	}
+)
+
+// Default is sdxl
+func (j *JigsawStack) ImageGeneration(
+	ctx context.Context,
+	request ImageGenerationRequest,
+) (response ImageGenerationResponse, err error) {
+	req, err := builders.NewRequest(
+		ctx,
+		j.header,
+		http.MethodPost,
+		j.baseURL+imageGenerationEndpoint,
+		builders.WithBody(request),
+	)
+	if err != nil {
+		return
+	}
+	var resp ImageGenerationResponse
+	err = j.sendRequest(req, &resp)
+	if err != nil {
+		return
+	}
+	return resp, nil
+}
diff --git a/extensions/jigsawstack/jigsawstack.go b/extensions/jigsawstack/jigsawstack.go
new file mode 100644
index 0000000..0955678
--- /dev/null
+++ b/extensions/jigsawstack/jigsawstack.go
@@ -0,0 +1,98 @@
+package jigsawstack
+
+import (
+	"encoding/json"
+	"fmt"
+	"io"
+	"log/slog"
+	"net/http"
+
+	"github.com/conneroisu/groq-go/pkg/builders"
+)
+
+const (
+	defaultBaseURL = "https://api.jigsawstack.com"
+)
+
+type (
+	// JigsawStack is a JigsawStack extension.
+	JigsawStack struct {
+		baseURL string
+		client  *http.Client
+		logger  *slog.Logger
+		header  builders.Header
+	}
+	// Option is an option for the JigsawStack client.
+	Option func(*JigsawStack)
+	// Endpoint is the endpoint for the JigsawStack api.
+	Endpoint string
+)
+
+// NewJigsawStack creates a new JigsawStack extension.
+func NewJigsawStack(apiKey string, opts ...Option) (*JigsawStack, error) {
+	j := &JigsawStack{
+		baseURL: defaultBaseURL,
+		client:  http.DefaultClient,
+		logger:  slog.Default(),
+	}
+	for _, opt := range opts {
+		opt(j)
+	}
+	j.header.SetCommonHeaders = func(req *http.Request) {
+		req.Header.Set("x-api-key", apiKey)
+		req.Header.Set("Content-Type", "application/json")
+		req.Header.Set("Accept", "application/json")
+	}
+	return j, nil
+}
+
+// WithBaseURL sets the base URL for the JigsawStack extension.
+func WithBaseURL(baseURL string) Option {
+	return func(j *JigsawStack) { j.baseURL = baseURL }
+}
+
+// WithClient sets the client for the JigsawStack extension.
+func WithClient(client *http.Client) Option {
+	return func(j *JigsawStack) { j.client = client }
+}
+
+// WithLogger sets the logger for the JigsawStack extension.
+func WithLogger(logger *slog.Logger) Option {
+	return func(j *JigsawStack) { j.logger = logger }
+}
+
+func (j *JigsawStack) sendRequest(req *http.Request, v any) error {
+	j.header.SetCommonHeaders(req)
+	resp, err := j.client.Do(req)
+	if err != nil {
+		return err
+	}
+	defer resp.Body.Close()
+	if resp.StatusCode < http.StatusOK ||
+		resp.StatusCode >= http.StatusBadRequest {
+		return nil
+	}
+	if v == nil {
+		return nil
+	}
+	switch o := v.(type) {
+	case *string:
+		b, err := io.ReadAll(resp.Body)
+		if err != nil {
+			return err
+		}
+		*o = string(b)
+		return nil
+	default:
+		err = json.NewDecoder(resp.Body).Decode(v)
+		if err != nil {
+			read, err := io.ReadAll(resp.Body)
+			if err != nil {
+				return err
+			}
+			j.logger.Debug("failed to decode response", "response", string(read))
+			return fmt.Errorf("failed to decode response: %w\nbody: %s", err, string(read))
+		}
+		return nil
+	}
+}
diff --git a/extensions/jigsawstack/jigsawstack_test.go b/extensions/jigsawstack/jigsawstack_test.go
new file mode 100644
index 0000000..3e0126a
--- /dev/null
+++ b/extensions/jigsawstack/jigsawstack_test.go
@@ -0,0 +1 @@
+package jigsawstack
diff --git a/extensions/jigsawstack/kv.go b/extensions/jigsawstack/kv.go
new file mode 100644
index 0000000..0d03a48
--- /dev/null
+++ b/extensions/jigsawstack/kv.go
@@ -0,0 +1,7 @@
+package jigsawstack
+
+// https://docs.jigsawstack.com/api-reference/store/kv/get
+// https://docs.jigsawstack.com/api-reference/store/kv/add
+// https://docs.jigsawstack.com/api-reference/store/kv/delete
+
+// Add Get Delete
diff --git a/extensions/jigsawstack/prediction.go b/extensions/jigsawstack/prediction.go
new file mode 100644
index 0000000..c6209ef
--- /dev/null
+++ b/extensions/jigsawstack/prediction.go
@@ -0,0 +1,55 @@
+package jigsawstack
+
+import (
+	"context"
+	"net/http"
+	"time"
+
+	"github.com/conneroisu/groq-go/pkg/builders"
+)
+
+const (
+	predictEndpoint Endpoint = "v1/ai/prediction"
+)
+
+type (
+	// DatasetEntry represents a dataset entry.
+	DatasetEntry struct {
+		Date  time.Time `json:"date"`
+		Value float64   `json:"value"`
+	}
+	// PredictRequest represents a request structure for prediction API.
+	PredictRequest struct {
+		Dataset []DatasetEntry `json:"dataset"`
+	}
+	// PredictResponse represents a response structure for prediction API.
+	PredictResponse struct {
+		Success bool           `json:"success"`
+		Answer  []DatasetEntry `json:"answer"`
+	}
+)
+
+// Predict predicts the text.
+//
+// Max text character is 5000.
+func (j *JigsawStack) Predict(
+	ctx context.Context,
+	request PredictRequest,
+) (response PredictResponse, err error) {
+	req, err := builders.NewRequest(
+		ctx,
+		j.header,
+		http.MethodPost,
+		j.baseURL+string(predictEndpoint),
+		builders.WithBody(request),
+	)
+	if err != nil {
+		return
+	}
+	var resp PredictResponse
+	err = j.sendRequest(req, &resp)
+	if err != nil {
+		return
+	}
+	return resp, nil
+}
diff --git a/extensions/jigsawstack/prompt_create.go b/extensions/jigsawstack/prompt_create.go
new file mode 100644
index 0000000..a5980b6
--- /dev/null
+++ b/extensions/jigsawstack/prompt_create.go
@@ -0,0 +1,5 @@
+package jigsawstack
+
+// https://docs.jigsawstack.com/api-reference/prompt-engine/create
+
+// TODO: implement prompt create
diff --git a/extensions/jigsawstack/prompt_delete.go b/extensions/jigsawstack/prompt_delete.go
new file mode 100644
index 0000000..9b0ef9a
--- /dev/null
+++ b/extensions/jigsawstack/prompt_delete.go
@@ -0,0 +1,7 @@
+package jigsawstack
+
+// https://api.jigsawstack.com/v1/prompt_engine/{id}
+
+// https://docs.jigsawstack.com/api-reference/prompt-engine/delete
+
+// TODO: add support for deleting a prompt
diff --git a/extensions/jigsawstack/prompt_get.go b/extensions/jigsawstack/prompt_get.go
new file mode 100644
index 0000000..115c391
--- /dev/null
+++ b/extensions/jigsawstack/prompt_get.go
@@ -0,0 +1,11 @@
+package jigsawstack
+
+// https://api.jigsawstack.com/v1/prompt_engine/{id}
+
+// https://docs.jigsawstack.com/api-reference/prompt-engine/retrieve
+
+// TODO: add support for retrieving a specific prompt
+
+// https://docs.jigsawstack.com/api-reference/prompt-engine/list
+
+// TODO: add support for listing prompts
diff --git a/extensions/jigsawstack/prompt_run.go b/extensions/jigsawstack/prompt_run.go
new file mode 100644
index 0000000..910d1cd
--- /dev/null
+++ b/extensions/jigsawstack/prompt_run.go
@@ -0,0 +1,11 @@
+package jigsawstack
+
+// https://api.jigsawstack.com/v1/prompt_engine/{id}
+
+// https://docs.jigsawstack.com/api-reference/prompt-engine/run
+
+// TODO: implement prompt run
+
+// TODO: implement prompt run direct
+// https://docs.jigsawstack.com/api-reference/prompt-engine/run-direct
+// https://api.jigsawstack.com/v1/prompt_engine/run
diff --git a/extensions/jigsawstack/sentiment.go b/extensions/jigsawstack/sentiment.go
new file mode 100644
index 0000000..2dfa35e
--- /dev/null
+++ b/extensions/jigsawstack/sentiment.go
@@ -0,0 +1,103 @@
+package jigsawstack
+
+import (
+	"context"
+	"net/http"
+
+	"github.com/conneroisu/groq-go/pkg/builders"
+)
+
+const (
+	sentimentSuffix Endpoint = "/v1/ai/sentiment"
+	// EmotionAnger is the anger emotion.
+	EmotionAnger Emotion = "anger"
+	// EmotionFear is the fear emotion.
+	EmotionFear Emotion = "fear"
+	// EmotionSadness is the sadness emotion.
+	EmotionSadness Emotion = "sadness"
+	// EmotionHappiness is the happiness emotion.
+	EmotionHappiness Emotion = "happiness"
+	// EmotionAnxiety is the anxiety emotion.
+	EmotionAnxiety Emotion = "anxiety"
+	// EmotionDisgust is the disgust emotion.
+	EmotionDisgust Emotion = "disgust"
+	// EmotionEmbarrassment is the embarrassment emotion.
+	EmotionEmbarrassment Emotion = "embarrassment"
+	// EmotionLove is the love emotion.
+	EmotionLove Emotion = "love"
+	// EmotionSurprise is the surprise emotion.
+	EmotionSurprise Emotion = "surprise"
+	// EmotionShame is the shame emotion.
+	EmotionShame Emotion = "shame"
+	// EmotionEnvy is the envy emotion.
+	EmotionEnvy Emotion = "envy"
+	// EmotionSatisfaction is the satisfaction emotion.
+	EmotionSatisfaction Emotion = "satisfaction"
+	// EmotionSelfConfidence is the self-confidence emotion.
+	EmotionSelfConfidence Emotion = "self-confidence"
+	// EmotionAnnoyance is the annoyance emotion.
+	EmotionAnnoyance Emotion = "annoyance"
+	// EmotionBoredom is the boredom emotion.
+	EmotionBoredom Emotion = "boredom"
+	// EmotionHatred is the hatred emotion.
+	EmotionHatred Emotion = "hatred"
+	// EmotionCompassion is the compassion emotion.
+	EmotionCompassion Emotion = "compassion"
+	// EmotionGuilt is the guilt emotion.
+	EmotionGuilt Emotion = "guilt"
+	// EmotionLoneliness is the loneliness emotion.
+	EmotionLoneliness Emotion = "loneliness"
+	// EmotionDepression is the depression emotion.
+	EmotionDepression Emotion = "depression"
+	// EmotionPride is the pride emotion.
+	EmotionPride Emotion = "pride"
+	// EmotionNeutral is the neutral emotion.
+	EmotionNeutral Emotion = "neutral"
+)
+
+type (
+	// Emotion is an emotion.
+	Emotion string
+	// SentimentRequest represents a request structure for sentiment API.
+	SentimentRequest struct {
+		Text string `json:"text"`
+	}
+	// SentimentResponse represents a response structure for sentiment API.
+	SentimentResponse struct {
+		Success   bool `json:"success"`
+		Sentiment struct {
+			Emotion   Emotion `json:"emotion"`
+			Sentiment string  `json:"sentiment"`
+			Score     float64 `json:"score"`
+			Sentences []struct {
+				Text      string  `json:"text"`
+				Emotion   Emotion `json:"emotion"`
+				Sentiment string  `json:"sentiment"`
+				Score     float64 `json:"score"`
+			} `json:"sentences"`
+		} `json:"sentiment"`
+	}
+)
+
+// Sentiment performs a sentiment api call over a string.
+func (c *JigsawStack) Sentiment(
+	ctx context.Context,
+	request SentimentRequest,
+) (SentimentResponse, error) {
+	req, err := builders.NewRequest(
+		ctx,
+		c.header,
+		http.MethodPost,
+		c.baseURL+string(sentimentSuffix),
+		builders.WithBody(request),
+	)
+	if err != nil {
+		return SentimentResponse{}, err
+	}
+	var respH SentimentResponse
+	err = c.sendRequest(req, &respH)
+	if err != nil {
+		return SentimentResponse{}, err
+	}
+	return respH, nil
+}
diff --git a/extensions/jigsawstack/summary.go b/extensions/jigsawstack/summary.go
new file mode 100644
index 0000000..32b3db8
--- /dev/null
+++ b/extensions/jigsawstack/summary.go
@@ -0,0 +1,49 @@
+package jigsawstack
+
+import (
+	"context"
+	"net/http"
+
+	"github.com/conneroisu/groq-go/pkg/builders"
+)
+
+const (
+	summaryEndpoint = "v1/ai/summarize"
+)
+
+type (
+	// SummaryRequest represents a request structure for summary API.
+	SummaryRequest struct {
+		Text string `json:"text"`
+	}
+	// SummaryResponse represents a response structure for summary API.
+	SummaryResponse struct {
+		Success bool   `json:"success"`
+		Summary string `json:"summary"`
+	}
+)
+
+// Summarize summarizes the text.
+//
+// Max text character is 5000.
+func (j *JigsawStack) Summarize(
+	ctx context.Context,
+	request SummaryRequest,
+) (response SummaryResponse, err error) {
+	req, err := builders.NewRequest(
+		ctx,
+		j.header,
+		http.MethodPost,
+		j.baseURL+summaryEndpoint,
+		builders.WithBody(request),
+	)
+	if err != nil {
+		return
+	}
+	var resp SummaryResponse
+	err = j.sendRequest(req, &resp)
+	if err != nil {
+		return
+	}
+	return resp, nil
+}
diff --git a/extensions/jigsawstack/text_to_sql.go b/extensions/jigsawstack/text_to_sql.go
new file mode 100644
index 0000000..99b089e
--- /dev/null
+++ b/extensions/jigsawstack/text_to_sql.go
@@ -0,0 +1,48 @@
+package jigsawstack
+
+import (
+	"context"
+	"net/http"
+
+	"github.com/conneroisu/groq-go/pkg/builders"
+)
+
+const (
+	textToSqlEndpoint = "v1/ai/sql"
+)
+
+type (
+	TextToSqlRequest struct {
+		Prompt    string `json:"prompt"`
+		SQLSchema string `json:"sql_schema"`
+	}
+	TextToSqlResponse struct {
+		Success bool   `json:"success"`
+		SQL     string `json:"sql"`
+	}
+)
+
+// TextToSQL converts the text to SQL.
+//
+// Max text character is 5000.
+func (j *JigsawStack) TextToSQL(
+	ctx context.Context,
+	request TextToSqlRequest,
+) (response TextToSqlResponse, err error) {
+	req, err := builders.NewRequest(
+		ctx,
+		j.header,
+		http.MethodPost,
+		j.baseURL+textToSqlEndpoint,
+		builders.WithBody(request),
+	)
+	if err != nil {
+		return
+	}
+	var resp TextToSqlResponse
+	err = j.sendRequest(req, &resp)
+	if err != nil {
+		return
+	}
+	return resp, nil
+}
diff --git a/extensions/jigsawstack/translate.go b/extensions/jigsawstack/translate.go
new file mode 100644
index 0000000..87e5df2
--- /dev/null
+++ b/extensions/jigsawstack/translate.go
@@ -0,0 +1,53 @@
+package jigsawstack
+
+import (
+	"context"
+	"net/http"
+
+	"github.com/conneroisu/groq-go/pkg/builders"
+)
+
+const (
+	translateEndpoint = "v1/ai/translate"
+)
+
+type (
+	// Language is a language.
+	Language string
+	// TranslateRequest represents a request structure for translate API.
+	TranslateRequest struct {
+		CurrentLanguage Language `json:"current_language"`
+		TargetLanguage  Language `json:"target_language"`
+		Text            string   `json:"text"`
+	}
+	// TranslateResponse represents a response structure for translate API.
+	TranslateResponse struct {
+		Success        bool   `json:"success"`
+		TranslatedText string `json:"translated_text"`
+	}
+)
+
+// Translate translates the text from the current language to the target language.
+//
+// Max text character is 5000.
+func (j *JigsawStack) Translate(
+	ctx context.Context,
+	request TranslateRequest,
+) (response TranslateResponse, err error) {
+	req, err := builders.NewRequest(
+		ctx,
+		j.header,
+		http.MethodPost,
+		j.baseURL+translateEndpoint,
+		builders.WithBody(request),
+	)
+	if err != nil {
+		return
+	}
+	var resp TranslateResponse
+	err = j.sendRequest(req, &resp)
+	if err != nil {
+		return
+	}
+	return resp, nil
+}
diff --git a/extensions/jigsawstack/vision_object_detection.go b/extensions/jigsawstack/vision_object_detection.go
new file mode 100644
index 0000000..3f65fad
--- /dev/null
+++ b/extensions/jigsawstack/vision_object_detection.go
@@ -0,0 +1,5 @@
+package jigsawstack
+
+// https://api.jigsawstack.com/v1/ai/object_detection
+
+// https://docs.jigsawstack.com/api-reference/ai/object-detection
diff --git a/extensions/jigsawstack/vision_ocr.go b/extensions/jigsawstack/vision_ocr.go
new file mode 100644
index 0000000..de2ab56
--- /dev/null
+++ b/extensions/jigsawstack/vision_ocr.go
@@ -0,0 +1,7 @@
+package jigsawstack
+
+// https://api.jigsawstack.com/v1/vocr
+
+// https://docs.jigsawstack.com/api-reference/ai/vision
+
+// TODO: implement vision ocr
diff --git a/extensions/jigsawstack/web_render.go b/extensions/jigsawstack/web_render.go
new file mode 100644
index 0000000..27c1cba
--- /dev/null
+++ b/extensions/jigsawstack/web_render.go
@@ -0,0 +1,3 @@
+package jigsawstack
+
+// TODO: implement web render
diff --git a/extensions/jigsawstack/web_scraper.go b/extensions/jigsawstack/web_scraper.go
new file mode 100644
index 0000000..cc417f0
--- /dev/null
+++ b/extensions/jigsawstack/web_scraper.go
@@ -0,0 +1,3 @@
+package jigsawstack
+
+//TODO: implement ai scraper and scrape
diff --git a/extensions/jigsawstack/web_search.go b/extensions/jigsawstack/web_search.go
new file mode 100644
index 0000000..e2d7c0b
--- /dev/null
+++ b/extensions/jigsawstack/web_search.go
@@ -0,0 +1,96 @@
+package jigsawstack
+
+import (
+	"context"
+	"net/http"
+	"time"
+
+	"github.com/conneroisu/groq-go/pkg/builders"
+)
+
+// https://api.jigsawstack.com/v1/web/search
+
+const (
+	webSearchEndpoint Endpoint = "v1/web/search"
+)
+
+type (
+	WebSearchSuggestions struct {
+		Success     bool     `json:"success"`
+		Suggestions []string `json:"suggestions"`
+	}
+	WebSearchResponse struct {
+		Success    bool   `json:"success"`
+		Query      string `json:"query"`
+		SpellFixed string `json:"spell_fixed"`
+		IsSafe     bool   `json:"is_safe"`
+		AiOverview string `json:"ai_overview"`
+		Results    []struct {
+			Title        string    `json:"title"`
+			URL          string    `json:"url"`
+			Description  string    `json:"description"`
+			Content      string    `json:"content"`
+			SiteName     string    `json:"site_name"`
+			SiteLongName string    `json:"site_long_name"`
+			Age          time.Time `json:"age"`
+			Language     string    `json:"language"`
+			IsSafe       bool      `json:"is_safe"`
+			Favicon      string    `json:"favicon"`
+			Snippets     []string  `json:"snippets"`
+			RelatedIndex []struct {
+				Title       string `json:"title"`
+				URL         string `json:"url"`
+				Description string `json:"description"`
+				IsSafe      bool   `json:"is_safe"`
+			} `json:"related_index,omitempty"`
+			Thumbnail string `json:"thumbnail,omitempty"`
+		} `json:"results"`
+	}
+)
+
+// WebSearch performs a web search api call over a string.
+func (j *JigsawStack) WebSearch(
+	ctx context.Context,
+	query string,
+) (response WebSearchResponse, err error) {
+	// TODO: may need to santize the query
+	uri := j.baseURL + string(webSearchEndpoint) + "?query=" + query
+	req, err := builders.NewRequest(
+		ctx,
+		j.header,
+		http.MethodPost,
+		uri,
+	)
+	if err != nil {
+		return
+	}
+	var resp WebSearchResponse
+	err = j.sendRequest(req, &resp)
+	if err != nil {
+		return
+	}
+	return resp, nil
+}
+
+func (j *JigsawStack) WebSearchSuggestions(
+	ctx context.Context,
+	query string,
+) (response WebSearchSuggestions, err error) {
+	// TODO: may need to santize the query
+	uri := j.baseURL + string(webSearchEndpoint) + "?query=" + query
+	req, err := builders.NewRequest(
+		ctx,
+		j.header,
+		http.MethodPost,
+		uri,
+	)
+	if err != nil {
+		return
+	}
+	var resp WebSearchSuggestions
+	err = j.sendRequest(req, &resp)
+	if err != nil {
+		return
+	}
+	return resp, nil
+}

From d990844a18dd766ce1efa7d141d608a62859696a Mon Sep 17 00:00:00 2001
From: conneroisu <conneroisu@outlook.com>
Date: Thu, 31 Oct 2024 15:25:42 -0500
Subject: [PATCH 10/29] make go generate for the markdoc use the github url

---
 client.go | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/client.go b/client.go
index c0f074d..7ab6f78 100644
--- a/client.go
+++ b/client.go
@@ -14,7 +14,7 @@ import (
 )
 
 //go:generate go run ./scripts/generate-models/
-//go:generate gomarkdoc -o README.md -e .
+//go:generate go run github.com/princjef/gomarkdoc/cmd/gomarkdoc@v1.1.0 -o README.md -e .
 
 type (
 	// Format is the format of a response.

From e5f15c0066234bef15c6196db5263c00b8914d7b Mon Sep 17 00:00:00 2001
From: conneroisu <conneroisu@outlook.com>
Date: Thu, 31 Oct 2024 15:38:59 -0500
Subject: [PATCH 11/29] reduced export functions on groq-go and updated
 copyright

---
 LICENSE       |  2 +-
 README.md     | 60 ++++++++++++++++++++++++++++++++++++++++-----------
 audio.go      | 43 +++++++++++++-----------------------
 audio_test.go |  6 +++---
 client.go     |  4 ----
 5 files changed, 66 insertions(+), 49 deletions(-)

diff --git a/LICENSE b/LICENSE
index 6ce3351..ef10cc4 100644
--- a/LICENSE
+++ b/LICENSE
@@ -1,6 +1,6 @@
 MIT License
 
-Copyright (c) 2024 connero
+Copyright (c) 2024 groq-go authors
 
 Permission is hereby granted, free of charge, to any person obtaining a copy
 of this software and associated documentation files (the "Software"), to deal
diff --git a/README.md b/README.md
index 21364d0..f3fb07c 100644
--- a/README.md
+++ b/README.md
@@ -94,7 +94,7 @@ API Documentation: https://console.groq.com/docs/quickstart
 
 Code generated by groq\-modeler DO NOT EDIT.
 
-Created at: 2024\-10\-26 10:01:35
+Created at: 2024\-10\-31 15:25:27
 
 groq\-modeler Version 1.1.2
 
@@ -147,6 +147,9 @@ groq\-modeler Version 1.1.2
   - [func \(e ErrContentFieldsMisused\) Error\(\) string](<#ErrContentFieldsMisused.Error>)
 - [type ErrTooManyEmptyStreamMessages](<#ErrTooManyEmptyStreamMessages>)
   - [func \(e ErrTooManyEmptyStreamMessages\) Error\(\) string](<#ErrTooManyEmptyStreamMessages.Error>)
+- [type ErrToolNotFound](<#ErrToolNotFound>)
+  - [func \(e ErrToolNotFound\) Error\(\) string](<#ErrToolNotFound.Error>)
+- [type ErrorResponse](<#ErrorResponse>)
 - [type FinishReason](<#FinishReason>)
   - [func \(r FinishReason\) MarshalJSON\(\) \(\[\]byte, error\)](<#FinishReason.MarshalJSON>)
 - [type Format](<#Format>)
@@ -180,11 +183,11 @@ groq\-modeler Version 1.1.2
 
 ```go
 const (
-    AudioResponseFormatJSON        AudioResponseFormat = "json"         // AudioResponseFormatJSON is the JSON format of some audio.
-    AudioResponseFormatText        AudioResponseFormat = "text"         // AudioResponseFormatText is the text format of some audio.
-    AudioResponseFormatSRT         AudioResponseFormat = "srt"          // AudioResponseFormatSRT is the SRT format of some audio.
-    AudioResponseFormatVerboseJSON AudioResponseFormat = "verbose_json" // AudioResponseFormatVerboseJSON is the verbose JSON format of some audio.
-    AudioResponseFormatVTT         AudioResponseFormat = "vtt"          // AudioResponseFormatVTT is the VTT format of some audio.
+    AudioResponseFormatJSON        AudioResponseFormat = "json"         // AudioResponseFormatJSON is the JSON response format of some audio.
+    AudioResponseFormatText        AudioResponseFormat = "text"         // AudioResponseFormatText is the text response format of some audio.
+    AudioResponseFormatSRT         AudioResponseFormat = "srt"          // AudioResponseFormatSRT is the SRT response format of some audio.
+    AudioResponseFormatVerboseJSON AudioResponseFormat = "verbose_json" // AudioResponseFormatVerboseJSON is the verbose JSON response format of some audio.
+    AudioResponseFormatVTT         AudioResponseFormat = "vtt"          // AudioResponseFormatVTT is the VTT response format of some audio.
 
     TranscriptionTimestampGranularityWord    TranscriptionTimestampGranularity = "word"    // TranscriptionTimestampGranularityWord is the word timestamp granularity.
     TranscriptionTimestampGranularitySegment TranscriptionTimestampGranularity = "segment" // TranscriptionTimestampGranularitySegment is the segment timestamp granularity.
@@ -455,7 +458,7 @@ type APIError struct {
 ```
 
 <a name="APIError.Error"></a>
-### func \(\*APIError\) [Error](<https://github.com/conneroisu/groq-go/blob/main/errors.go#L91>)
+### func \(\*APIError\) [Error](<https://github.com/conneroisu/groq-go/blob/main/errors.go#L96>)
 
 ```go
 func (e *APIError) Error() string
@@ -464,7 +467,7 @@ func (e *APIError) Error() string
 Error method implements the error interface on APIError.
 
 <a name="APIError.UnmarshalJSON"></a>
-### func \(\*APIError\) [UnmarshalJSON](<https://github.com/conneroisu/groq-go/blob/main/errors.go#L103>)
+### func \(\*APIError\) [UnmarshalJSON](<https://github.com/conneroisu/groq-go/blob/main/errors.go#L108>)
 
 ```go
 func (e *APIError) UnmarshalJSON(data []byte) (err error)
@@ -920,7 +923,7 @@ type DefaultErrorAccumulator struct {
 ```
 
 <a name="DefaultErrorAccumulator.Bytes"></a>
-### func \(\*DefaultErrorAccumulator\) [Bytes](<https://github.com/conneroisu/groq-go/blob/main/errors.go#L82>)
+### func \(\*DefaultErrorAccumulator\) [Bytes](<https://github.com/conneroisu/groq-go/blob/main/errors.go#L87>)
 
 ```go
 func (e *DefaultErrorAccumulator) Bytes() (errBytes []byte)
@@ -929,7 +932,7 @@ func (e *DefaultErrorAccumulator) Bytes() (errBytes []byte)
 Bytes method returns the bytes of the error accumulator.
 
 <a name="DefaultErrorAccumulator.Write"></a>
-### func \(\*DefaultErrorAccumulator\) [Write](<https://github.com/conneroisu/groq-go/blob/main/errors.go#L73>)
+### func \(\*DefaultErrorAccumulator\) [Write](<https://github.com/conneroisu/groq-go/blob/main/errors.go#L78>)
 
 ```go
 func (e *DefaultErrorAccumulator) Write(p []byte) error
@@ -958,7 +961,7 @@ type ErrContentFieldsMisused struct {
 ```
 
 <a name="ErrContentFieldsMisused.Error"></a>
-### func \(ErrContentFieldsMisused\) [Error](<https://github.com/conneroisu/groq-go/blob/main/errors.go#L55>)
+### func \(ErrContentFieldsMisused\) [Error](<https://github.com/conneroisu/groq-go/blob/main/errors.go#L60>)
 
 ```go
 func (e ErrContentFieldsMisused) Error() string
@@ -967,7 +970,7 @@ func (e ErrContentFieldsMisused) Error() string
 Error implements the error interface.
 
 <a name="ErrTooManyEmptyStreamMessages"></a>
-## type [ErrTooManyEmptyStreamMessages](<https://github.com/conneroisu/groq-go/blob/main/errors.go#L31>)
+## type [ErrTooManyEmptyStreamMessages](<https://github.com/conneroisu/groq-go/blob/main/errors.go#L35>)
 
 ErrTooManyEmptyStreamMessages is returned when the stream has sent too many empty messages.
 
@@ -976,7 +979,7 @@ type ErrTooManyEmptyStreamMessages struct{}
 ```
 
 <a name="ErrTooManyEmptyStreamMessages.Error"></a>
-### func \(ErrTooManyEmptyStreamMessages\) [Error](<https://github.com/conneroisu/groq-go/blob/main/errors.go#L61>)
+### func \(ErrTooManyEmptyStreamMessages\) [Error](<https://github.com/conneroisu/groq-go/blob/main/errors.go#L66>)
 
 ```go
 func (e ErrTooManyEmptyStreamMessages) Error() string
@@ -984,6 +987,37 @@ func (e ErrTooManyEmptyStreamMessages) Error() string
 
 Error returns the error message.
 
+<a name="ErrToolNotFound"></a>
+## type [ErrToolNotFound](<https://github.com/conneroisu/groq-go/blob/main/errors.go#L30-L32>)
+
+ErrToolNotFound is returned when a tool is not found.
+
+```go
+type ErrToolNotFound struct {
+    ToolName string
+}
+```
+
+<a name="ErrToolNotFound.Error"></a>
+### func \(ErrToolNotFound\) [Error](<https://github.com/conneroisu/groq-go/blob/main/errors.go#L159>)
+
+```go
+func (e ErrToolNotFound) Error() string
+```
+
+Error implements the error interface.
+
+<a name="ErrorResponse"></a>
+## type [ErrorResponse](<https://github.com/conneroisu/groq-go/blob/main/errors.go#L54-L56>)
+
+ErrorResponse is the response returned by the Groq API.
+
+```go
+type ErrorResponse struct {
+    Error *APIError `json:"error,omitempty"`
+}
+```
+
 <a name="FinishReason"></a>
 ## type [FinishReason](<https://github.com/conneroisu/groq-go/blob/main/chat.go#L152>)
 
diff --git a/audio.go b/audio.go
index aecffee..79014de 100644
--- a/audio.go
+++ b/audio.go
@@ -122,7 +122,7 @@ func (c *Client) callAudioAPI(
 	endpointSuffix Endpoint,
 ) (response AudioResponse, err error) {
 	var formBody bytes.Buffer
-	c.requestFormBuilder = c.createFormBuilder(&formBody)
+	c.requestFormBuilder = builders.NewFormBuilder(&formBody)
 	err = AudioMultipartForm(request, c.requestFormBuilder)
 	if err != nil {
 		return AudioResponse{}, err
@@ -160,9 +160,21 @@ func (r AudioRequest) hasJSONResponse() bool {
 // AudioMultipartForm creates a form with audio file contents and the name of
 // the model to use for audio processing.
 func AudioMultipartForm(request AudioRequest, b builders.FormBuilder) error {
-	err := CreateFileField(request, b)
+	if request.Reader != nil {
+		err := b.CreateFormFileReader("file", request.Reader, request.FilePath)
+		if err != nil {
+			return fmt.Errorf("creating form using reader: %w", err)
+		}
+		return nil
+	}
+	f, err := os.Open(request.FilePath)
 	if err != nil {
-		return err
+		return fmt.Errorf("opening audio file: %w", err)
+	}
+	defer f.Close()
+	err = b.CreateFormFile("file", f)
+	if err != nil {
+		return fmt.Errorf("creating form file: %w", err)
 	}
 	err = b.WriteField("model", string(request.Model))
 	if err != nil {
@@ -201,28 +213,3 @@ func AudioMultipartForm(request AudioRequest, b builders.FormBuilder) error {
 	}
 	return b.Close()
 }
-
-// CreateFileField creates the "file" form field from either an existing file
-// or by using the reader.
-func CreateFileField(
-	request AudioRequest,
-	b builders.FormBuilder,
-) (err error) {
-	if request.Reader != nil {
-		err := b.CreateFormFileReader("file", request.Reader, request.FilePath)
-		if err != nil {
-			return fmt.Errorf("creating form using reader: %w", err)
-		}
-		return nil
-	}
-	f, err := os.Open(request.FilePath)
-	if err != nil {
-		return fmt.Errorf("opening audio file: %w", err)
-	}
-	defer f.Close()
-	err = b.CreateFormFile("file", f)
-	if err != nil {
-		return fmt.Errorf("creating form file: %w", err)
-	}
-	return nil
-}
diff --git a/audio_test.go b/audio_test.go
index dabb781..102fbc5 100644
--- a/audio_test.go
+++ b/audio_test.go
@@ -94,7 +94,7 @@ func TestCreateFileField(t *testing.T) {
 				return mockFailedErr
 			},
 		}
-		err := groq.CreateFileField(req, mockBuilder)
+		err := groq.AudioMultipartForm(req, mockBuilder)
 		a.ErrorIs(
 			err,
 			mockFailedErr,
@@ -116,7 +116,7 @@ func TestCreateFileField(t *testing.T) {
 			},
 		}
 
-		err := groq.CreateFileField(req, mockBuilder)
+		err := groq.AudioMultipartForm(req, mockBuilder)
 		a.ErrorIs(
 			err,
 			mockFailedErr,
@@ -130,7 +130,7 @@ func TestCreateFileField(t *testing.T) {
 			FilePath: "non_existing_file.wav",
 		}
 		mockBuilder := builders.NewFormBuilder(&test.FailingErrorBuffer{})
-		err := groq.CreateFileField(req, mockBuilder)
+		err := groq.AudioMultipartForm(req, mockBuilder)
 		a.Error(
 			err,
 			"createFileField using file should return error when open file fails",
diff --git a/client.go b/client.go
index 7ab6f78..c40517d 100644
--- a/client.go
+++ b/client.go
@@ -29,7 +29,6 @@ type (
 
 		header             builders.Header
 		requestFormBuilder builders.FormBuilder
-		createFormBuilder  func(body io.Writer) builders.FormBuilder
 
 		client *http.Client // Client is the HTTP client to use
 		logger *slog.Logger // Logger is the logger for the client.
@@ -85,9 +84,6 @@ func NewClient(groqAPIKey string, opts ...Opts) (*Client, error) {
 		logger:             slog.Default(),
 		baseURL:            groqAPIURLv1,
 		emptyMessagesLimit: 10,
-		createFormBuilder: func(body io.Writer) builders.FormBuilder {
-			return builders.NewFormBuilder(body)
-		},
 	}
 	for _, opt := range opts {
 		opt(c)

From f9cfcd8ba88792fa43827775f6fd19a628d89778 Mon Sep 17 00:00:00 2001
From: conneroisu <conneroisu@outlook.com>
Date: Thu, 31 Oct 2024 15:41:32 -0500
Subject: [PATCH 12/29] simplified dependency graph and exported symbols

---
 audio.go                        | 39 ++++++++++++++---------
 models.go                       |  2 +-
 models_test.go                  |  2 +-
 scripts/generate-models/go.mod  |  4 +--
 scripts/generate-models/go.sum  |  2 --
 scripts/generate-models/main.go | 55 +++++++++++++++++++++++++++++++--
 6 files changed, 80 insertions(+), 24 deletions(-)

diff --git a/audio.go b/audio.go
index 79014de..1187923 100644
--- a/audio.go
+++ b/audio.go
@@ -160,21 +160,9 @@ func (r AudioRequest) hasJSONResponse() bool {
 // AudioMultipartForm creates a form with audio file contents and the name of
 // the model to use for audio processing.
 func AudioMultipartForm(request AudioRequest, b builders.FormBuilder) error {
-	if request.Reader != nil {
-		err := b.CreateFormFileReader("file", request.Reader, request.FilePath)
-		if err != nil {
-			return fmt.Errorf("creating form using reader: %w", err)
-		}
-		return nil
-	}
-	f, err := os.Open(request.FilePath)
+	err := createFileField(request, b)
 	if err != nil {
-		return fmt.Errorf("opening audio file: %w", err)
-	}
-	defer f.Close()
-	err = b.CreateFormFile("file", f)
-	if err != nil {
-		return fmt.Errorf("creating form file: %w", err)
+		return err
 	}
 	err = b.WriteField("model", string(request.Model))
 	if err != nil {
@@ -213,3 +201,26 @@ func AudioMultipartForm(request AudioRequest, b builders.FormBuilder) error {
 	}
 	return b.Close()
 }
+
+func createFileField(
+	request AudioRequest,
+	b builders.FormBuilder,
+) (err error) {
+	if request.Reader != nil {
+		err := b.CreateFormFileReader("file", request.Reader, request.FilePath)
+		if err != nil {
+			return fmt.Errorf("creating form using reader: %w", err)
+		}
+		return nil
+	}
+	f, err := os.Open(request.FilePath)
+	if err != nil {
+		return fmt.Errorf("opening audio file: %w", err)
+	}
+	defer f.Close()
+	err = b.CreateFormFile("file", f)
+	if err != nil {
+		return fmt.Errorf("creating form file: %w", err)
+	}
+	return nil
+}
diff --git a/models.go b/models.go
index 6d21863..a804eeb 100644
--- a/models.go
+++ b/models.go
@@ -1,6 +1,6 @@
 // Code generated by groq-modeler DO NOT EDIT.
 //
-// Created at: 2024-10-26 10:01:35
+// Created at: 2024-10-31 15:25:27
 //
 // groq-modeler Version 1.1.2
 package groq
diff --git a/models_test.go b/models_test.go
index 1465410..2df74db 100644
--- a/models_test.go
+++ b/models_test.go
@@ -1,6 +1,6 @@
 // Code generated by groq-modeler DO NOT EDIT.
 //
-// Created at: 2024-10-26 10:01:35
+// Created at: 2024-10-31 15:25:27
 //
 // groq-modeler Version 1.1.2
 package groq
diff --git a/scripts/generate-models/go.mod b/scripts/generate-models/go.mod
index 004f126..0df1709 100644
--- a/scripts/generate-models/go.mod
+++ b/scripts/generate-models/go.mod
@@ -2,6 +2,4 @@ module github.com/conneroisu/groq-go/cmd/models
 
 go 1.23.2
 
-require github.com/samber/lo v1.47.0
-
-require golang.org/x/text v0.18.0 // indirect
+require golang.org/x/text v0.18.0
diff --git a/scripts/generate-models/go.sum b/scripts/generate-models/go.sum
index 95a07ff..d4877b0 100644
--- a/scripts/generate-models/go.sum
+++ b/scripts/generate-models/go.sum
@@ -1,4 +1,2 @@
-github.com/samber/lo v1.47.0 h1:z7RynLwP5nbyRscyvcD043DWYoOcYRv3mV8lBeqOCLc=
-github.com/samber/lo v1.47.0/go.mod h1:RmDH9Ct32Qy3gduHQuKJ3gW1fMHAnE/fAzQuf6He5cU=
 golang.org/x/text v0.18.0 h1:XvMDiNzPAl0jr17s6W9lcaIhGUfUORdGCNsuLmPG224=
 golang.org/x/text v0.18.0/go.mod h1:BuEKDfySbSR4drPmRPG/7iBdf8hvFMuRexcpahXilzY=
diff --git a/scripts/generate-models/main.go b/scripts/generate-models/main.go
index 3aefabd..e7ecff1 100644
--- a/scripts/generate-models/main.go
+++ b/scripts/generate-models/main.go
@@ -14,11 +14,15 @@ import (
 	"log"
 	"net/http"
 	"os"
+	"regexp"
 	"sort"
+	"strings"
 	"text/template"
 	"time"
+	"unicode"
 
-	"github.com/samber/lo"
+	"golang.org/x/text/cases"
+	"golang.org/x/text/language"
 )
 
 const (
@@ -102,7 +106,7 @@ func (r *Response) Categorize() (CategorizedModels, error) {
 	return models, nil
 }
 
-func isMultiModalModel(model ResponseModel) bool {
+func isMultiModalModel(_ ResponseModel) bool {
 	return false
 }
 
@@ -228,10 +232,55 @@ func fillModelsTemplate(w io.Writer, models CategorizedModels) (err error) {
 	return nil
 }
 
+var (
+	LowerCaseLettersCharset = []rune("abcdefghijklmnopqrstuvwxyz")
+	UpperCaseLettersCharset = []rune("ABCDEFGHIJKLMNOPQRSTUVWXYZ")
+	LettersCharset          = append(LowerCaseLettersCharset, UpperCaseLettersCharset...)
+	NumbersCharset          = []rune("0123456789")
+	AlphanumericCharset     = append(LettersCharset, NumbersCharset...)
+	SpecialCharset          = []rune("!@#$%^&*()_+-=[]{}|;':\",./<>?")
+	AllCharset              = append(AlphanumericCharset, SpecialCharset...)
+
+	// bearer:disable go_lang_permissive_regex_validation
+	splitWordReg = regexp.MustCompile(`([a-z])([A-Z0-9])|([a-zA-Z])([0-9])|([0-9])([a-zA-Z])|([A-Z])([A-Z])([a-z])`)
+	// bearer:disable go_lang_permissive_regex_validation
+	splitNumberLetterReg = regexp.MustCompile(`([0-9])([a-zA-Z])`)
+)
+
+// Words splits string into an array of its words.
+func Words(str string) []string {
+	str = splitWordReg.ReplaceAllString(str, `$1$3$5$7 $2$4$6$8$9`)
+	// example: Int8Value => Int 8Value => Int 8 Value
+	str = splitNumberLetterReg.ReplaceAllString(str, "$1 $2")
+	var result strings.Builder
+	for _, r := range str {
+		if unicode.IsLetter(r) || unicode.IsDigit(r) {
+			result.WriteRune(r)
+		} else {
+			result.WriteRune(' ')
+		}
+	}
+	return strings.Fields(result.String())
+}
+
+// Capitalize converts the first character of string to upper case and the remaining to lower case.
+func Capitalize(str string) string {
+	return cases.Title(language.English).String(str)
+}
+
+// PascalCase converts string to pascal case.
+func PascalCase(str string) string {
+	items := Words(str)
+	for i := range items {
+		items[i] = Capitalize(items[i])
+	}
+	return strings.Join(items, "")
+}
+
 func nameModels(models []ResponseModel) {
 	for i := range models {
 		if (models)[i].Name == "" {
-			models[i].Name = lo.PascalCase(models[i].ID)
+			models[i].Name = PascalCase(models[i].ID)
 		}
 	}
 	// sort models by name alphabetically

From 91506d8f959d5fe6b9c27954f42ec84698dcdf7a Mon Sep 17 00:00:00 2001
From: conneroisu <conneroisu@outlook.com>
Date: Thu, 31 Oct 2024 16:01:14 -0500
Subject: [PATCH 13/29] Removed multiple string types that were all for formats

---
 audio.go                                      | 120 +++++----
 audio_test.go                                 |   2 +-
 chat.go                                       |  65 +++--
 chat_test.go                                  |   4 +-
 client.go                                     |  17 ++
 examples/chat-terminal/main.go                |   2 +-
 examples/composio-github-star/main.go         |   9 +-
 extensions/composio/run.go                    |   2 +-
 extensions/composio/run_test.go               |   2 +-
 extensions/e2b/sandbox.go                     |   2 +-
 extensions/e2b/tools.go                       |   2 +-
 extensions/jigsawstack/audio.go               |  96 ++++++++
 extensions/jigsawstack/audio_test.go          |  44 ++++
 extensions/jigsawstack/audio_tts.go           |  13 -
 extensions/jigsawstack/file.go                |  15 ++
 extensions/jigsawstack/jigsawstack.go         |   2 +
 extensions/jigsawstack/prompt.go              | 232 ++++++++++++++++++
 extensions/jigsawstack/prompt_create.go       |   5 -
 extensions/jigsawstack/prompt_delete.go       |   7 -
 extensions/jigsawstack/prompt_get.go          |  11 -
 extensions/jigsawstack/prompt_run.go          |  11 -
 extensions/jigsawstack/tts.mp3                | Bin 0 -> 25344 bytes
 extensions/jigsawstack/vision.go              |  13 +
 .../jigsawstack/vision_object_detection.go    |   5 -
 extensions/jigsawstack/vision_ocr.go          |   7 -
 .../jigsawstack/{web_search.go => web.go}     |  17 +-
 extensions/jigsawstack/web_render.go          |   3 -
 extensions/jigsawstack/web_scraper.go         |   3 -
 extensions/toolhouse/run.go                   |   2 +-
 extensions/toolhouse/run_test.go              |   2 +-
 pkg/schema/doc.go                             |   2 +
 scripts/generate-copyright-header/README.md   |  10 +
 scripts/generate-copyright-header/go.mod      |   3 +
 scripts/generate-copyright-header/main.go     |   8 +
 scripts/generate-jigsaw-accents/README.md     |   1 +
 scripts/generate-jigsaw-accents/go.mod        |   3 +
 scripts/generate-jigsaw-accents/main.go       |   6 +
 scripts/generate-models/main.go               |  17 +-
 unit_test.go                                  |   2 +-
 39 files changed, 612 insertions(+), 155 deletions(-)
 create mode 100644 extensions/jigsawstack/audio.go
 create mode 100644 extensions/jigsawstack/audio_test.go
 delete mode 100644 extensions/jigsawstack/audio_tts.go
 create mode 100644 extensions/jigsawstack/prompt.go
 delete mode 100644 extensions/jigsawstack/prompt_create.go
 delete mode 100644 extensions/jigsawstack/prompt_delete.go
 delete mode 100644 extensions/jigsawstack/prompt_get.go
 delete mode 100644 extensions/jigsawstack/prompt_run.go
 create mode 100644 extensions/jigsawstack/tts.mp3
 create mode 100644 extensions/jigsawstack/vision.go
 delete mode 100644 extensions/jigsawstack/vision_object_detection.go
 delete mode 100644 extensions/jigsawstack/vision_ocr.go
 rename extensions/jigsawstack/{web_search.go => web.go} (79%)
 delete mode 100644 extensions/jigsawstack/web_render.go
 delete mode 100644 extensions/jigsawstack/web_scraper.go
 create mode 100644 pkg/schema/doc.go
 create mode 100644 scripts/generate-copyright-header/README.md
 create mode 100644 scripts/generate-copyright-header/go.mod
 create mode 100644 scripts/generate-copyright-header/main.go
 create mode 100644 scripts/generate-jigsaw-accents/README.md
 create mode 100644 scripts/generate-jigsaw-accents/go.mod
 create mode 100644 scripts/generate-jigsaw-accents/main.go

diff --git a/audio.go b/audio.go
index 1187923..0a70ee8 100644
--- a/audio.go
+++ b/audio.go
@@ -12,73 +12,99 @@ import (
 )
 
 const (
-	AudioResponseFormatJSON        AudioResponseFormat = "json"         // AudioResponseFormatJSON is the JSON response format of some audio.
-	AudioResponseFormatText        AudioResponseFormat = "text"         // AudioResponseFormatText is the text response format of some audio.
-	AudioResponseFormatSRT         AudioResponseFormat = "srt"          // AudioResponseFormatSRT is the SRT response format of some audio.
-	AudioResponseFormatVerboseJSON AudioResponseFormat = "verbose_json" // AudioResponseFormatVerboseJSON is the verbose JSON response format of some audio.
-	AudioResponseFormatVTT         AudioResponseFormat = "vtt"          // AudioResponseFormatVTT is the VTT response format of some audio.
-
-	TranscriptionTimestampGranularityWord    TranscriptionTimestampGranularity = "word"    // TranscriptionTimestampGranularityWord is the word timestamp granularity.
-	TranscriptionTimestampGranularitySegment TranscriptionTimestampGranularity = "segment" // TranscriptionTimestampGranularitySegment is the segment timestamp granularity.
+	// TranscriptionTimestampGranularityWord is the word timestamp
+	// granularity.
+	TranscriptionTimestampGranularityWord TranscriptionTimestampGranularity = "word"
+	// TranscriptionTimestampGranularitySegment is the segment timestamp
+	// granularity.
+	TranscriptionTimestampGranularitySegment TranscriptionTimestampGranularity = "segment"
 )
 
 type (
-	// AudioResponseFormat is the response format for the audio API.
-	//
-	// Response formatted using AudioResponseFormatJSON by default.
-	//
-	// string
-	AudioResponseFormat string
-	// TranscriptionTimestampGranularity is the timestamp granularity for the transcription.
+	// TranscriptionTimestampGranularity is the timestamp granularity for
+	// the transcription.
 	//
 	// string
 	TranscriptionTimestampGranularity string
 	// AudioRequest represents a request structure for audio API.
 	AudioRequest struct {
-		Model       AudioModel          // Model is the model to use for the transcription.
-		FilePath    string              // FilePath is either an existing file in your filesystem or a filename representing the contents of Reader.
-		Reader      io.Reader           // Reader is an optional io.Reader when you do not want to use an existing file.
-		Prompt      string              // Prompt is the prompt for the transcription.
-		Temperature float32             // Temperature is the temperature for the transcription.
-		Language    string              // Language is the language for the transcription. Only for transcription.
-		Format      AudioResponseFormat // Format is the format for the response.
+		// Model is the model to use for the transcription.
+		Model AudioModel
+		// FilePath is either an existing file in your filesystem or a
+		// filename representing the contents of Reader.
+		FilePath string
+		// Reader is an optional io.Reader when you do not want to use
+		// an existing file.
+		Reader io.Reader
+		// Prompt is the prompt for the transcription.
+		Prompt string
+		// Temperature is the temperature for the transcription.
+		Temperature float32
+		// Language is the language for the transcription. Only for
+		// transcription.
+		Language string
+		// Format is the format for the response.
+		Format Format
 	}
 	// AudioResponse represents a response structure for audio API.
 	AudioResponse struct {
-		Task     string   `json:"task"`     // Task is the task of the response.
-		Language string   `json:"language"` // Language is the language of the response.
-		Duration float64  `json:"duration"` // Duration is the duration of the response.
-		Segments Segments `json:"segments"` // Segments is the segments of the response.
-		Words    Words    `json:"words"`    // Words is the words of the response.
-		Text     string   `json:"text"`     // Text is the text of the response.
+		// Task is the task of the response.
+		Task string `json:"task"`
+		// Language is the language of the response.
+		Language string `json:"language"`
+		// Duration is the duration of the response.
+		Duration float64 `json:"duration"`
+		// Segments is the segments of the response.
+		Segments Segments `json:"segments"`
+		// Words is the words of the response.
+		Words Words `json:"words"`
+		// Text is the text of the response.
+		Text string `json:"text"`
 
 		Header http.Header // Header is the header of the response.
 	}
-	// Words is the words of the response.
+	// Words is the words of the audio response.
 	Words []struct {
-		Word  string  `json:"word"`  // Word is the word of the words.
-		Start float64 `json:"start"` // Start is the start of the words.
-		End   float64 `json:"end"`   // End is the end of the words.
+		// Word is the textual representation of a word in the audio
+		// response.
+		Word string `json:"word"`
+		// Start is the start of the words in seconds.
+		Start float64 `json:"start"`
+		// End is the end of the words in seconds.
+		End float64 `json:"end"`
 	}
 	// Segments is the segments of the response.
 	Segments []struct {
-		ID               int     `json:"id"`                // ID is the ID of the segment.
-		Seek             int     `json:"seek"`              // Seek is the seek of the segment.
-		Start            float64 `json:"start"`             // Start is the start of the segment.
-		End              float64 `json:"end"`               // End is the end of the segment.
-		Text             string  `json:"text"`              // Text is the text of the segment.
-		Tokens           []int   `json:"tokens"`            // Tokens is the tokens of the segment.
-		Temperature      float64 `json:"temperature"`       // Temperature is the temperature of the segment.
-		AvgLogprob       float64 `json:"avg_logprob"`       // AvgLogprob is the avg log prob of the segment.
-		CompressionRatio float64 `json:"compression_ratio"` // CompressionRatio is the compression ratio of the segment.
-		NoSpeechProb     float64 `json:"no_speech_prob"`    // NoSpeechProb is the no speech prob of the segment.
-		Transient        bool    `json:"transient"`         // Transient is the transient of the segment.
+		// ID is the ID of the segment.
+		ID int `json:"id"`
+		// Seek is the seek of the segment.
+		Seek int `json:"seek"`
+		// Start is the start of the segment.
+		Start float64 `json:"start"`
+		// End is the end of the segment.
+		End float64 `json:"end"`
+		// Text is the text of the segment.
+		Text string `json:"text"`
+		// Tokens is the tokens of the segment.
+		Tokens []int `json:"tokens"`
+		// Temperature is the temperature of the segment.
+		Temperature float64 `json:"temperature"`
+		// AvgLogprob is the avg log prob of the segment.
+		AvgLogprob float64 `json:"avg_logprob"`
+		// CompressionRatio is the compression ratio of the segment.
+		CompressionRatio float64 `json:"compression_ratio"`
+		// NoSpeechProb is the no speech prob of the segment.
+		NoSpeechProb float64 `json:"no_speech_prob"`
+		// Transient is the transient of the segment.
+		Transient bool `json:"transient"`
 	}
 	// audioTextResponse is the response structure for the audio API when the
 	// response format is text.
 	audioTextResponse struct {
-		Text   string      `json:"text"` // Text is the text of the response.
-		header http.Header `json:"-"`    // Header is the response header.
+		// Text is the text of the response.
+		Text string `json:"text"`
+		// Header is the response header.
+		header http.Header `json:"-"`
 	}
 )
 
@@ -153,8 +179,8 @@ func (c *Client) callAudioAPI(
 }
 
 func (r AudioRequest) hasJSONResponse() bool {
-	return r.Format == "" || r.Format == AudioResponseFormatJSON ||
-		r.Format == AudioResponseFormatVerboseJSON
+	return r.Format == "" || r.Format == FormatJSON ||
+		r.Format == FormatVerboseJSON
 }
 
 // AudioMultipartForm creates a form with audio file contents and the name of
diff --git a/audio_test.go b/audio_test.go
index 102fbc5..02c126c 100644
--- a/audio_test.go
+++ b/audio_test.go
@@ -26,7 +26,7 @@ func TestAudioWithFailingFormBuilder(t *testing.T) {
 		Prompt:      "test",
 		Temperature: 0.5,
 		Language:    "en",
-		Format:      groq.AudioResponseFormatSRT,
+		Format:      groq.FormatSRT,
 	}
 
 	mockFailedErr := fmt.Errorf("mock form builder fail")
diff --git a/chat.go b/chat.go
index ddc98c4..c0e6b0d 100644
--- a/chat.go
+++ b/chat.go
@@ -18,25 +18,44 @@ import (
 )
 
 const (
-	ChatMessageRoleSystem                      Role                             = "system"         // ChatMessageRoleSystem is the system chat message role.
-	ChatMessageRoleUser                        Role                             = "user"           // ChatMessageRoleUser is the user chat message role.
-	ChatMessageRoleAssistant                   Role                             = "assistant"      // ChatMessageRoleAssistant is the assistant chat message role.
-	ChatMessageRoleFunction                    Role                             = "function"       // ChatMessageRoleFunction is the function chat message role.
-	ChatMessageRoleTool                        Role                             = "tool"           // ChatMessageRoleTool is the tool chat message role.
-	ImageURLDetailHigh                         ImageURLDetail                   = "high"           // ImageURLDetailHigh is the high image url detail.
-	ImageURLDetailLow                          ImageURLDetail                   = "low"            // ImageURLDetailLow is the low image url detail.
-	ImageURLDetailAuto                         ImageURLDetail                   = "auto"           // ImageURLDetailAuto is the auto image url detail.
-	ChatMessagePartTypeText                    ChatMessagePartType              = "text"           // ChatMessagePartTypeText is the text chat message part type.
-	ChatMessagePartTypeImageURL                ChatMessagePartType              = "image_url"      // ChatMessagePartTypeImageURL is the image url chat message part type.
-	ChatCompletionResponseFormatTypeJSONObject ChatCompletionResponseFormatType = "json_object"    // ChatCompletionResponseFormatTypeJSONObject is the json object chat completion response format type.
-	ChatCompletionResponseFormatTypeJSONSchema ChatCompletionResponseFormatType = "json_schema"    // ChatCompletionResponseFormatTypeJSONSchema is the json schema chat completion response format type.
-	ChatCompletionResponseFormatTypeText       ChatCompletionResponseFormatType = "text"           // ChatCompletionResponseFormatTypeText is the text chat completion response format type.
-	FinishReasonStop                           FinishReason                     = "stop"           // FinishReasonStop is the stop finish reason.
-	FinishReasonLength                         FinishReason                     = "length"         // FinishReasonLength is the length finish reason.
-	FinishReasonFunctionCall                   FinishReason                     = "function_call"  // FinishReasonFunctionCall is the function call finish reason.
-	FinishReasonToolCalls                      FinishReason                     = "tool_calls"     // FinishReasonToolCalls is the tool calls finish reason.
-	FinishReasonContentFilter                  FinishReason                     = "content_filter" // FinishReasonContentFilter is the content filter finish reason.
-	FinishReasonNull                           FinishReason                     = "null"           // FinishReasonNull is the null finish reason.
+	// ChatMessageRoleSystem is the system chat message role.
+	ChatMessageRoleSystem Role = "system"
+	// ChatMessageRoleUser is the user chat message role.
+	ChatMessageRoleUser Role = "user"
+	// ChatMessageRoleAssistant is the assistant chat message role.
+	ChatMessageRoleAssistant Role = "assistant"
+	// ChatMessageRoleFunction is the function chat message role.
+	ChatMessageRoleFunction Role = "function"
+	// ChatMessageRoleTool is the tool chat message role.
+	ChatMessageRoleTool Role = "tool"
+
+	// ImageURLDetailHigh is the high image url detail.
+	ImageURLDetailHigh ImageURLDetail = "high"
+	// ImageURLDetailLow is the low image url detail.
+	ImageURLDetailLow ImageURLDetail = "low"
+	// ImageURLDetailAuto is the auto image url detail.
+	ImageURLDetailAuto ImageURLDetail = "auto"
+
+	// ChatMessagePartTypeText is the text chat message part type.
+	ChatMessagePartTypeText ChatMessagePartType = "text"
+	// ChatMessagePartTypeImageURL is the image url chat message part type.
+	ChatMessagePartTypeImageURL ChatMessagePartType = "image_url"
+
+	// ReasonStop is the stop finish reason for a chat completion.
+	ReasonStop FinishReason = "stop"
+	// ReasonLength is the length finish reason for a chat completion.
+	ReasonLength FinishReason = "length"
+	// ReasonFunctionCall is the function call finish reason for a chat
+	// completion.
+	ReasonFunctionCall FinishReason = "function_call"
+	// ReasonToolCalls is the tool calls finish reason for a chat
+	// completion.
+	ReasonToolCalls FinishReason = "tool_calls"
+	// ReasonContentFilter is the content filter finish reason for a chat
+	// completion.
+	ReasonContentFilter FinishReason = "content_filter"
+	// ReasonNull is the null finish reason for a chat completion.
+	ReasonNull FinishReason = "null"
 )
 
 type (
@@ -78,14 +97,10 @@ type (
 		ToolCalls    []tools.ToolCall    `json:"tool_calls,omitempty"`    // ToolCalls setting for Role=assistant prompts this may be set to the tool calls generated by the model, such as function calls.
 		ToolCallID   string              `json:"tool_call_id,omitempty"`  // ToolCallID is setting for Role=tool prompts this should be set to the ID given in the assistant's prior request to call a tool.
 	}
-	// ChatCompletionResponseFormatType is the chat completion response format type.
-	//
-	// string
-	ChatCompletionResponseFormatType string
 	// ChatCompletionResponseFormat is the chat completion response format.
 	ChatCompletionResponseFormat struct {
 		// Type is the type of the chat completion response format.
-		Type ChatCompletionResponseFormatType `json:"type,omitempty"`
+		Type Format `json:"type,omitempty"`
 		// JSONSchema is the json schema of the chat completion response format.
 		JSONSchema *ChatCompletionResponseFormatJSONSchema `json:"json_schema,omitempty"`
 	}
@@ -294,7 +309,7 @@ func (m *ChatCompletionMessage) UnmarshalJSON(bs []byte) (err error) {
 
 // MarshalJSON implements the json.Marshaler interface.
 func (r FinishReason) MarshalJSON() ([]byte, error) {
-	if r == FinishReasonNull || r == "" {
+	if r == ReasonNull || r == "" {
 		return []byte("null"), nil
 	}
 	return []byte(
diff --git a/chat_test.go b/chat_test.go
index 1d51d1c..ddbcdd3 100644
--- a/chat_test.go
+++ b/chat_test.go
@@ -90,7 +90,7 @@ func newStreamReader[T streamer](data string) *streamReader[T] {
 // Test the `Recv` method with multiple empty messages triggering an error
 func TestStreamReader_TooManyEmptyMessages(t *testing.T) {
 	data := "\n\n\n\n\n\n"
-	stream := newStreamReader[ChatCompletionStreamResponse](data)
+	stream := newStreamReader(data)
 
 	_, err := stream.Recv()
 	assert.ErrorIs(t, err, ErrTooManyEmptyStreamMessages{})
@@ -98,7 +98,7 @@ func TestStreamReader_TooManyEmptyMessages(t *testing.T) {
 
 // Test the `Close` method
 func TestStreamReader_Close(t *testing.T) {
-	stream := newStreamReader[ChatCompletionStreamResponse]("")
+	stream := newStreamReader("")
 
 	err := stream.Close()
 	assert.NoError(t, err)
diff --git a/client.go b/client.go
index c40517d..1d13cfb 100644
--- a/client.go
+++ b/client.go
@@ -68,6 +68,23 @@ const (
 	// FormatJSON is the JSON format. There is no support for streaming with
 	// JSON format selected.
 	FormatJSON Format = "json"
+	// FormatSRT is the SRT format. This is a text format that is only
+	// supported for the transcription API.
+	// SRT format selected.
+	FormatSRT Format = "srt"
+	// FormatVTT is the VTT format. This is a text format that is only
+	// supported for the transcription API.
+	FormatVTT Format = "vtt"
+	// FormatVerboseJSON is the verbose JSON format. This is a JSON format
+	// that is only supported for the transcription API.
+	FormatVerboseJSON Format = "verbose_json"
+
+	// FormatJSONObject is the json object chat
+	// completion response format type.
+	FormatJSONObject Format = "json_object"
+	// FormatJSONSchema is the json schema chat
+	// completion response format type.
+	FormatJSONSchema Format = "json_schema"
 
 	// groqAPIURLv1 is the base URL for the Groq API.
 	groqAPIURLv1 = "https://api.groq.com/openai/v1"
diff --git a/examples/chat-terminal/main.go b/examples/chat-terminal/main.go
index 5f063ca..9bedee0 100644
--- a/examples/chat-terminal/main.go
+++ b/examples/chat-terminal/main.go
@@ -89,7 +89,7 @@ func input(ctx context.Context, r io.Reader, w io.Writer, client *groq.Client) e
 		if err != nil {
 			return err
 		}
-		if response.Choices[0].FinishReason == groq.FinishReasonStop {
+		if response.Choices[0].FinishReason == groq.ReasonStop {
 			break
 		}
 		fmt.Fprint(writer, response.Choices[0].Delta.Content)
diff --git a/examples/composio-github-star/main.go b/examples/composio-github-star/main.go
index 19a230a..b4177c2 100644
--- a/examples/composio-github-star/main.go
+++ b/examples/composio-github-star/main.go
@@ -1,3 +1,6 @@
+// Package main is an example of using the composio client.
+//
+// It shows how to use the composio client to star a github repository.
 package main
 
 import (
@@ -65,7 +68,11 @@ Star the repo conneroisu/groq-go on GitHub.
 	if err != nil {
 		return err
 	}
-	resp, err := comp.Run(ctx, chat)
+	user, err := comp.GetConnectedAccounts(ctx)
+	if err != nil {
+		return err
+	}
+	resp, err := comp.Run(ctx, user[0], chat)
 	if err != nil {
 		return err
 	}
diff --git a/extensions/composio/run.go b/extensions/composio/run.go
index 6bbb26a..39f51f1 100644
--- a/extensions/composio/run.go
+++ b/extensions/composio/run.go
@@ -35,7 +35,7 @@ func (c *Composio) Run(
 	response groq.ChatCompletionResponse,
 ) ([]groq.ChatCompletionMessage, error) {
 	var respH []groq.ChatCompletionMessage
-	if response.Choices[0].FinishReason != groq.FinishReasonFunctionCall &&
+	if response.Choices[0].FinishReason != groq.ReasonFunctionCall &&
 		response.Choices[0].FinishReason != "tool_calls" {
 		return nil, fmt.Errorf("Not a function call")
 	}
diff --git a/extensions/composio/run_test.go b/extensions/composio/run_test.go
index cd4bdef..3162dee 100644
--- a/extensions/composio/run_test.go
+++ b/extensions/composio/run_test.go
@@ -65,7 +65,7 @@ func TestRun(t *testing.T) {
 						Name:      "TOOL",
 						Arguments: `{ "foo": "bar", }`,
 					}}}},
-			FinishReason: groq.FinishReasonFunctionCall,
+			FinishReason: groq.ReasonFunctionCall,
 		}}})
 	a.NoError(err)
 	assert.Equal(t, "response1", resp[0].Content)
diff --git a/extensions/e2b/sandbox.go b/extensions/e2b/sandbox.go
index 480204e..1b4b046 100644
--- a/extensions/e2b/sandbox.go
+++ b/extensions/e2b/sandbox.go
@@ -515,7 +515,7 @@ func (p *Process) subscribe(
 		respCh := make(chan []byte)
 		defer close(respCh)
 		err := p.sb.writeRequest(ctx, processSubscribe, []any{event, p.id}, respCh)
-		if err != nil || respCh == nil {
+		if err != nil {
 			errCh <- err
 		}
 		res, err := decodeResponse[string, any](<-respCh)
diff --git a/extensions/e2b/tools.go b/extensions/e2b/tools.go
index 9ff4c0c..8bac854 100644
--- a/extensions/e2b/tools.go
+++ b/extensions/e2b/tools.go
@@ -267,7 +267,7 @@ func (s *Sandbox) RunTooling(
 	ctx context.Context,
 	response groq.ChatCompletionResponse,
 ) ([]groq.ChatCompletionMessage, error) {
-	if response.Choices[0].FinishReason != groq.FinishReasonFunctionCall && response.Choices[0].FinishReason != "tool_calls" {
+	if response.Choices[0].FinishReason != groq.ReasonFunctionCall && response.Choices[0].FinishReason != "tool_calls" {
 		return nil, fmt.Errorf("not a function call")
 	}
 	respH := []groq.ChatCompletionMessage{}
diff --git a/extensions/jigsawstack/audio.go b/extensions/jigsawstack/audio.go
new file mode 100644
index 0000000..3b9a694
--- /dev/null
+++ b/extensions/jigsawstack/audio.go
@@ -0,0 +1,96 @@
+package jigsawstack
+
+import (
+	"context"
+	"net/http"
+
+	"github.com/conneroisu/groq-go/pkg/builders"
+)
+
+const (
+	ttsEndpoint     = "/v1/ai/tts"
+	accentsEndpoint = "/v1/audio/speaker_voice_accents"
+)
+
+type (
+	// TTSOption is an option for the TTS request.
+	TTSOption func(*TTSRequest)
+	// TTSRequest represents a request structure for TTS API.
+	TTSRequest struct {
+		Text string `json:"text"`
+		// Accent is the accent of the speaker voice to use.
+		//
+		// It is only used if the FileKey or SpeakerURL is not provided.
+		Accent string `json:"accent,omitempty"`
+		// SpeakerURL is the url of the speaker voice to use.
+		//
+		// It is only used if the FileKey is not provided.
+		SpeakerURL string `json:"speaker_clone_url,omitempty"`
+		// FileKey is the key of the file to use as the speaker voice.
+		//
+		// It is only used if the SpeakerURL is not provided.
+		FileKey string `json:"speaker_clone_file_store_key,omitempty"`
+	}
+	// SpeakerVoiceAccent represents a speaker voice accent.
+	SpeakerVoiceAccent struct {
+		Success bool `json:"success"`
+		Accents []struct {
+			Accent     string `json:"accent"`
+			LocaleName string `json:"locale_name"`
+			Gender     string `json:"gender"`
+		} `json:"accents"`
+	}
+)
+
+// AudioTTS creates a text to speech (TTS) audio file.
+//
+// POST https://api.jigsawstack.com/v1/ai/tts
+//
+// https://docs.jigsawstack.com/api-reference/ai/text-to-speech
+func (j *JigsawStack) AudioTTS(
+	ctx context.Context,
+	request TTSRequest,
+) (mp3 string, err error) {
+	req, err := builders.NewRequest(
+		ctx,
+		j.header,
+		http.MethodPost,
+		j.baseURL+ttsEndpoint,
+		builders.WithBody(request),
+	)
+	if err != nil {
+		return
+	}
+	var resp string
+	err = j.sendRequest(req, &resp)
+	if err != nil {
+		return
+	}
+	return resp, nil
+}
+
+// AudioGetSpeakerVoiceAccents gets the speaker voice accents.
+//
+// GET https://api.jigsawstack.com/v1/ai/tts
+//
+// https://docs.jigsawstack.com/api-reference/audio/speaker-voice-accents
+func (j *JigsawStack) AudioGetSpeakerVoiceAccents(
+	ctx context.Context,
+) (response []SpeakerVoiceAccent, err error) {
+	uri := j.baseURL + accentsEndpoint
+	req, err := builders.NewRequest(
+		ctx,
+		j.header,
+		http.MethodGet,
+		uri,
+	)
+	if err != nil {
+		return
+	}
+	var resp []SpeakerVoiceAccent
+	err = j.sendRequest(req, &resp)
+	if err != nil {
+		return
+	}
+	return resp, nil
+}
diff --git a/extensions/jigsawstack/audio_test.go b/extensions/jigsawstack/audio_test.go
new file mode 100644
index 0000000..0b1d4a1
--- /dev/null
+++ b/extensions/jigsawstack/audio_test.go
@@ -0,0 +1,44 @@
+package jigsawstack_test
+
+import (
+	"context"
+	"io"
+	"os"
+	"strings"
+	"testing"
+
+	"github.com/conneroisu/groq-go/extensions/jigsawstack"
+	"github.com/conneroisu/groq-go/pkg/test"
+	"github.com/stretchr/testify/assert"
+)
+
+func TestAudioTTS(t *testing.T) {
+	if !test.IsUnitTest() {
+		t.Skip()
+	}
+	a := assert.New(t)
+	apiKey, err := test.GetAPIKey("JIGSAWSTACK_API_KEY")
+	a.NoError(err)
+	ctx := context.Background()
+	client, err := jigsawstack.NewJigsawStack(
+		apiKey,
+		jigsawstack.WithLogger(test.DefaultLogger),
+	)
+	t.Log("ereatedc client")
+	a.NoError(err)
+	response, err := client.AudioTTS(ctx, jigsawstack.TTSRequest{
+		Text: "Hello, world!",
+	})
+	a.NoError(err)
+	t.Logf("response: %s", response)
+	// write the io.reader to a file
+	f, err := os.Create("tts.mp3")
+	if err != nil {
+		t.Fatal(err)
+	}
+	defer f.Close()
+	_, err = io.Copy(f, strings.NewReader(response))
+	if err != nil {
+		t.Fatal(err)
+	}
+}
diff --git a/extensions/jigsawstack/audio_tts.go b/extensions/jigsawstack/audio_tts.go
deleted file mode 100644
index 6436edd..0000000
--- a/extensions/jigsawstack/audio_tts.go
+++ /dev/null
@@ -1,13 +0,0 @@
-package jigsawstack
-
-// https://api.jigsawstack.com/v1/ai/tts
-
-// https://docs.jigsawstack.com/api-reference/ai/text-to-speech
-
-// TODO: implement audio tts
-
-// https://api.jigsawstack.com/v1/ai/tts
-
-// https://docs.jigsawstack.com/api-reference/audio/speaker-voice-accents
-
-// TODO: implement get audio speaker voice accents
diff --git a/extensions/jigsawstack/file.go b/extensions/jigsawstack/file.go
index ff33a84..29d97ac 100644
--- a/extensions/jigsawstack/file.go
+++ b/extensions/jigsawstack/file.go
@@ -4,3 +4,18 @@ package jigsawstack
 // https://docs.jigsawstack.com/api-reference/store/file/get
 // https://docs.jigsawstack.com/api-reference/store/file/delete
 // Upload Retrieve Delete
+
+// FileAdd uploads a file to the Jigsaw Stack file store.
+func (j *JigsawStack) FileAdd(fileName string, filePath string) (string, error) {
+	return "", nil
+}
+
+// FileGet retrieves a file from the Jigsaw Stack file store.
+func (j *JigsawStack) FileGet(fileName string) (string, error) {
+	return "", nil
+}
+
+// FileDelete deletes a file from the Jigsaw Stack file store.
+func (j *JigsawStack) FileDelete(fileName string) (string, error) {
+	return "", nil
+}
diff --git a/extensions/jigsawstack/jigsawstack.go b/extensions/jigsawstack/jigsawstack.go
index 0955678..f35a189 100644
--- a/extensions/jigsawstack/jigsawstack.go
+++ b/extensions/jigsawstack/jigsawstack.go
@@ -63,6 +63,7 @@ func WithLogger(logger *slog.Logger) Option {
 
 func (j *JigsawStack) sendRequest(req *http.Request, v any) error {
 	j.header.SetCommonHeaders(req)
+	j.logger.Debug("sending http request", "url", req.URL.String(), "body", req.Body)
 	resp, err := j.client.Do(req)
 	if err != nil {
 		return err
@@ -75,6 +76,7 @@ func (j *JigsawStack) sendRequest(req *http.Request, v any) error {
 	if v == nil {
 		return nil
 	}
+	j.logger.Debug("received http response", "status", resp.Status, "body", resp.Body)
 	switch o := v.(type) {
 	case *string:
 		b, err := io.ReadAll(resp.Body)
diff --git a/extensions/jigsawstack/prompt.go b/extensions/jigsawstack/prompt.go
new file mode 100644
index 0000000..db381ad
--- /dev/null
+++ b/extensions/jigsawstack/prompt.go
@@ -0,0 +1,232 @@
+package jigsawstack
+
+import (
+	"context"
+	"net/http"
+	"strconv"
+	"time"
+
+	"github.com/conneroisu/groq-go/pkg/builders"
+)
+
+const (
+	promptCreateEndpoint Endpoint = "v1/prompt_engine"
+)
+
+type (
+	// PromptRunResponse represents a response structure for prompt run API.
+	PromptRunResponse struct {
+		Success bool   `json:"success"`
+		Result  string `json:"result"`
+	}
+	// PromptCreateInput represents an entry in a prompt create request.
+	PromptCreateInput struct {
+		Key          string `json:"key"`
+		Optional     bool   `json:"optional"`
+		InitialValue string `json:"initial_value"`
+	}
+	// PromptCreateRequest represents a request structure for prompt create API.
+	PromptCreateRequest struct {
+		Prompt       string              `json:"prompt"`
+		Inputs       []PromptCreateInput `json:"inputs"`
+		ReturnPrompt string              `json:"return_prompt"`
+		PromptGuard  []string            `json:"prompt_guard"`
+		Optimize     bool                `json:"optimize_prompt,omitempty"`
+		UseInternet  bool                `json:"use_internet,omitempty"`
+	}
+	// PromptResponse represents a response structure for prompt create API.
+	PromptResponse struct {
+		Success bool   `json:"success"`
+		ID      string `json:"prompt_engine_id"`
+	}
+	// PromptEngine represents a prompt engine.
+	PromptEngine struct {
+		ID           string    `json:"id"`
+		Prompt       string    `json:"prompt"`
+		Inputs       any       `json:"inputs"`
+		ReturnPrompt any       `json:"return_prompt"`
+		CreatedAt    time.Time `json:"created_at"`
+	}
+	// PromptListResponse represents a response structure for prompt list API.
+	PromptListResponse struct {
+		Success       bool           `json:"success"`
+		PromptEngines []PromptEngine `json:"prompt_engines"`
+		Page          int            `json:"page"`
+		Limit         int            `json:"limit"`
+		HasMore       bool           `json:"has_more"`
+	}
+)
+
+// PromptGet gets a specific prompt.
+//
+// GET https://api.jigsawstack.com/v1/prompt_engine/{id}
+//
+// https://docs.jigsawstack.com/api-reference/prompt-engine/retrieve
+func (j *JigsawStack) PromptGet(
+	ctx context.Context,
+	id string,
+) (response PromptEngine, err error) {
+	uri := j.baseURL + string(promptCreateEndpoint) + "/" + id
+	req, err := builders.NewRequest(
+		ctx,
+		j.header,
+		http.MethodGet,
+		uri,
+	)
+	if err != nil {
+		return
+	}
+	var resp PromptEngine
+	err = j.sendRequest(req, &resp)
+	if err != nil {
+		return
+	}
+	return resp, nil
+}
+
+// PromptList lists prompts.
+//
+// https://docs.jigsawstack.com/api-reference/prompt-engine/list
+//
+// GET https://api.jigsawstack.com/v1/prompt_engine
+func (j *JigsawStack) PromptList(
+	ctx context.Context,
+	page int,
+	limit int,
+) (response PromptListResponse, err error) {
+	// TODO: may need to santize the query params (page, limit)
+	uri := j.baseURL + string(promptCreateEndpoint) + "?page=" + strconv.Itoa(page) + "&limit=" + strconv.Itoa(limit)
+	req, err := builders.NewRequest(
+		ctx,
+		j.header,
+		http.MethodGet,
+		uri,
+	)
+	if err != nil {
+		return
+	}
+	var resp PromptListResponse
+	err = j.sendRequest(req, &resp)
+	if err != nil {
+		return
+	}
+	return resp, nil
+}
+
+// PromptCreate creates a prompt.
+//
+// https://docs.jigsawstack.com/api-reference/prompt-engine/create
+//
+// POST https://api.jigsawstack.com/v1/prompt_engine
+func (j *JigsawStack) PromptCreate(
+	ctx context.Context,
+	request PromptCreateRequest,
+) (response PromptResponse, err error) {
+	req, err := builders.NewRequest(
+		ctx,
+		j.header,
+		http.MethodPost,
+		j.baseURL+string(promptCreateEndpoint),
+		builders.WithBody(request),
+	)
+	if err != nil {
+		return
+	}
+	var resp PromptResponse
+	err = j.sendRequest(req, &resp)
+	if err != nil {
+		return
+	}
+	return resp, nil
+}
+
+// PromptDelete deletes a specific prompt.
+//
+// https://api.jigsawstack.com/v1/prompt_engine/{id}
+//
+// https://docs.jigsawstack.com/api-reference/prompt-engine/delete
+func (j *JigsawStack) PromptDelete(
+	ctx context.Context,
+	id string,
+) (response PromptResponse, err error) {
+	uri := j.baseURL + string(promptCreateEndpoint) + "/" + id
+	req, err := builders.NewRequest(
+		ctx,
+		j.header,
+		http.MethodDelete,
+		uri,
+	)
+	if err != nil {
+		return
+	}
+	var resp PromptResponse
+	err = j.sendRequest(req, &resp)
+	if err != nil {
+		return
+	}
+	return resp, nil
+}
+
+// PromptRun runs a specific prompt with the given inputs.
+//
+// https://api.jigsawstack.com/v1/prompt_engine/{id}
+//
+// https://docs.jigsawstack.com/api-reference/prompt-engine/run
+func (j *JigsawStack) PromptRun(
+	ctx context.Context,
+	id string,
+	inputs map[string]any,
+) (response PromptRunResponse, err error) {
+	uri := j.baseURL + string(promptCreateEndpoint) + "/" + id
+	req, err := builders.NewRequest(
+		ctx,
+		j.header,
+		http.MethodPost,
+		uri,
+		builders.WithBody(inputs),
+	)
+	if err != nil {
+		return
+	}
+	var resp PromptRunResponse
+	err = j.sendRequest(req, &resp)
+	if err != nil {
+		return
+	}
+	return resp, nil
+}
+
+// PromptRunDirect runs new prompt with the given inputs.
+//
+// https://docs.jigsawstack.com/api-reference/prompt-engine/run-direct
+//
+// https://api.jigsawstack.com/v1/prompt_engine/run
+func (j *JigsawStack) PromptRunDirect(
+	ctx context.Context,
+	request PromptCreateRequest,
+	inputs map[string]any,
+) (response PromptRunResponse, err error) {
+	type combinedRequest struct {
+		PromptCreateRequest
+		Inputs map[string]any `json:"inputs"`
+	}
+	var combinedReq combinedRequest
+	combinedReq.PromptCreateRequest = request
+	combinedReq.Inputs = inputs
+	req, err := builders.NewRequest(
+		ctx,
+		j.header,
+		http.MethodPost,
+		j.baseURL+string(promptCreateEndpoint),
+		builders.WithBody(combinedReq),
+	)
+	if err != nil {
+		return
+	}
+	var resp PromptRunResponse
+	err = j.sendRequest(req, &resp)
+	if err != nil {
+		return
+	}
+	return resp, nil
+}
diff --git a/extensions/jigsawstack/prompt_create.go b/extensions/jigsawstack/prompt_create.go
deleted file mode 100644
index a5980b6..0000000
--- a/extensions/jigsawstack/prompt_create.go
+++ /dev/null
@@ -1,5 +0,0 @@
-package jigsawstack
-
-// https://docs.jigsawstack.com/api-reference/prompt-engine/create
-
-// TODO: implement prompt create
diff --git a/extensions/jigsawstack/prompt_delete.go b/extensions/jigsawstack/prompt_delete.go
deleted file mode 100644
index 9b0ef9a..0000000
--- a/extensions/jigsawstack/prompt_delete.go
+++ /dev/null
@@ -1,7 +0,0 @@
-package jigsawstack
-
-// https://api.jigsawstack.com/v1/prompt_engine/{id}
-
-// https://docs.jigsawstack.com/api-reference/prompt-engine/delete
-
-// TODO: add support for deleting a prompt
diff --git a/extensions/jigsawstack/prompt_get.go b/extensions/jigsawstack/prompt_get.go
deleted file mode 100644
index 115c391..0000000
--- a/extensions/jigsawstack/prompt_get.go
+++ /dev/null
@@ -1,11 +0,0 @@
-package jigsawstack
-
-// https://api.jigsawstack.com/v1/prompt_engine/{id}
-
-// https://docs.jigsawstack.com/api-reference/prompt-engine/retrieve
-
-// TODO: add support for retrieving a specific prompt
-
-// https://docs.jigsawstack.com/api-reference/prompt-engine/list
-
-// TODO: add support for listing prompts
diff --git a/extensions/jigsawstack/prompt_run.go b/extensions/jigsawstack/prompt_run.go
deleted file mode 100644
index 910d1cd..0000000
--- a/extensions/jigsawstack/prompt_run.go
+++ /dev/null
@@ -1,11 +0,0 @@
-package jigsawstack
-
-// https://api.jigsawstack.com/v1/prompt_engine/{id}
-
-// https://docs.jigsawstack.com/api-reference/prompt-engine/run
-
-// TODO: implement prompt run
-
-// TODO: implement prompt run direct
-// https://docs.jigsawstack.com/api-reference/prompt-engine/run-direct
-// https://api.jigsawstack.com/v1/prompt_engine/run
diff --git a/extensions/jigsawstack/tts.mp3 b/extensions/jigsawstack/tts.mp3
new file mode 100644
index 0000000000000000000000000000000000000000..f896153cc227b72168a3c03a21e7bff1b068d4af
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t30n2Dnt$GCc>CF^pH)9^ujWm}s-IOqZ#2C9Y}L=IpSM@@CgMH!^B)!DH{AdL

literal 0
HcmV?d00001

diff --git a/extensions/jigsawstack/vision.go b/extensions/jigsawstack/vision.go
new file mode 100644
index 0000000..44d7fd9
--- /dev/null
+++ b/extensions/jigsawstack/vision.go
@@ -0,0 +1,13 @@
+package jigsawstack
+
+// https://api.jigsawstack.com/v1/vocr
+
+// https://docs.jigsawstack.com/api-reference/ai/vision
+
+// TODO: implement vision ocr
+
+// https://api.jigsawstack.com/v1/ai/object_detection
+
+// https://docs.jigsawstack.com/api-reference/ai/object-detection
+
+// TODO: implement vision object detection
diff --git a/extensions/jigsawstack/vision_object_detection.go b/extensions/jigsawstack/vision_object_detection.go
deleted file mode 100644
index 3f65fad..0000000
--- a/extensions/jigsawstack/vision_object_detection.go
+++ /dev/null
@@ -1,5 +0,0 @@
-package jigsawstack
-
-// https://api.jigsawstack.com/v1/ai/object_detection
-
-// https://docs.jigsawstack.com/api-reference/ai/object-detection
diff --git a/extensions/jigsawstack/vision_ocr.go b/extensions/jigsawstack/vision_ocr.go
deleted file mode 100644
index de2ab56..0000000
--- a/extensions/jigsawstack/vision_ocr.go
+++ /dev/null
@@ -1,7 +0,0 @@
-package jigsawstack
-
-// https://api.jigsawstack.com/v1/vocr
-
-// https://docs.jigsawstack.com/api-reference/ai/vision
-
-// TODO: implement vision ocr
diff --git a/extensions/jigsawstack/web_search.go b/extensions/jigsawstack/web.go
similarity index 79%
rename from extensions/jigsawstack/web_search.go
rename to extensions/jigsawstack/web.go
index e2d7c0b..25c142c 100644
--- a/extensions/jigsawstack/web_search.go
+++ b/extensions/jigsawstack/web.go
@@ -1,5 +1,17 @@
 package jigsawstack
 
+// TODO: implement web render
+
+//TODO: implement ai scraper and scrape
+
+// https://docs.jigsawstack.com/api-reference/ai/scrape
+
+// https://api.jigsawstack.com/v1/ai/scrape
+
+// https://docs.jigsawstack.com/api-reference/web/scrape
+
+// https://api.jigsawstack.com/v1/web/scrape
+
 import (
 	"context"
 	"net/http"
@@ -15,10 +27,12 @@ const (
 )
 
 type (
+	// WebSearchSuggestions is the response for the web search suggestions api.
 	WebSearchSuggestions struct {
 		Success     bool     `json:"success"`
 		Suggestions []string `json:"suggestions"`
 	}
+	// WebSearchResponse is the response for the web search api.
 	WebSearchResponse struct {
 		Success    bool   `json:"success"`
 		Query      string `json:"query"`
@@ -48,7 +62,7 @@ type (
 	}
 )
 
-// WebSearch performs a web search api call over a string.
+// WebSearch performs a web search api call over a query string.
 func (j *JigsawStack) WebSearch(
 	ctx context.Context,
 	query string,
@@ -72,6 +86,7 @@ func (j *JigsawStack) WebSearch(
 	return resp, nil
 }
 
+// WebSearchSuggestions performs a web search suggestions api call over a query string.
 func (j *JigsawStack) WebSearchSuggestions(
 	ctx context.Context,
 	query string,
diff --git a/extensions/jigsawstack/web_render.go b/extensions/jigsawstack/web_render.go
deleted file mode 100644
index 27c1cba..0000000
--- a/extensions/jigsawstack/web_render.go
+++ /dev/null
@@ -1,3 +0,0 @@
-package jigsawstack
-
-// TODO: implement web render
diff --git a/extensions/jigsawstack/web_scraper.go b/extensions/jigsawstack/web_scraper.go
deleted file mode 100644
index cc417f0..0000000
--- a/extensions/jigsawstack/web_scraper.go
+++ /dev/null
@@ -1,3 +0,0 @@
-package jigsawstack
-
-//TODO: implement ai scraper and scrape
diff --git a/extensions/toolhouse/run.go b/extensions/toolhouse/run.go
index 469306c..6e403e8 100644
--- a/extensions/toolhouse/run.go
+++ b/extensions/toolhouse/run.go
@@ -41,7 +41,7 @@ func (e *Toolhouse) Run(
 	var respH []groq.ChatCompletionMessage
 	var toolCall tools.ToolCall
 	e.logger.Debug("Running Toolhouse extension", "response", response)
-	if response.Choices[0].FinishReason != groq.FinishReasonFunctionCall && response.Choices[0].FinishReason != "tool_calls" {
+	if response.Choices[0].FinishReason != groq.ReasonFunctionCall && response.Choices[0].FinishReason != "tool_calls" {
 		return nil, fmt.Errorf("Not a function call")
 	}
 	for _, toolCall = range response.Choices[0].Message.ToolCalls {
diff --git a/extensions/toolhouse/run_test.go b/extensions/toolhouse/run_test.go
index 0ff5386..ac207a0 100644
--- a/extensions/toolhouse/run_test.go
+++ b/extensions/toolhouse/run_test.go
@@ -66,7 +66,7 @@ func TestRun(t *testing.T) {
 		Choices: []groq.ChatCompletionChoice{
 			{
 				Message:      history[0],
-				FinishReason: groq.FinishReasonFunctionCall,
+				FinishReason: groq.ReasonFunctionCall,
 			},
 		},
 	})
diff --git a/pkg/schema/doc.go b/pkg/schema/doc.go
new file mode 100644
index 0000000..9765f4f
--- /dev/null
+++ b/pkg/schema/doc.go
@@ -0,0 +1,2 @@
+// Package schema provides an interface for working with JSON Schemas.
+package schema
diff --git a/scripts/generate-copyright-header/README.md b/scripts/generate-copyright-header/README.md
new file mode 100644
index 0000000..301a101
--- /dev/null
+++ b/scripts/generate-copyright-header/README.md
@@ -0,0 +1,10 @@
+# generate-copyright-header
+
+This script will generate a copyright header for all golang files in the current directory.
+
+## Usage
+
+Run from the root of the project:
+```bash
+go run ./scripts/generate-copyright-header
+```
diff --git a/scripts/generate-copyright-header/go.mod b/scripts/generate-copyright-header/go.mod
new file mode 100644
index 0000000..0912048
--- /dev/null
+++ b/scripts/generate-copyright-header/go.mod
@@ -0,0 +1,3 @@
+module github.com/conneroisu/groq-go/generate-copyright-header
+
+go 1.23.2
diff --git a/scripts/generate-copyright-header/main.go b/scripts/generate-copyright-header/main.go
new file mode 100644
index 0000000..f85b707
--- /dev/null
+++ b/scripts/generate-copyright-header/main.go
@@ -0,0 +1,8 @@
+// Package main is a script to generate the copyright header for each golang
+// file in the project.
+package main
+
+func main() {
+	// TODO: Implement copyright header generation
+	println("Hello, World!")
+}
diff --git a/scripts/generate-jigsaw-accents/README.md b/scripts/generate-jigsaw-accents/README.md
new file mode 100644
index 0000000..f6558a6
--- /dev/null
+++ b/scripts/generate-jigsaw-accents/README.md
@@ -0,0 +1 @@
+# generate-jigsaw-accents
diff --git a/scripts/generate-jigsaw-accents/go.mod b/scripts/generate-jigsaw-accents/go.mod
new file mode 100644
index 0000000..d9a6860
--- /dev/null
+++ b/scripts/generate-jigsaw-accents/go.mod
@@ -0,0 +1,3 @@
+module github.com/conneroisu/groq-go/generate-jigsaw-accents
+
+go 1.23.2
diff --git a/scripts/generate-jigsaw-accents/main.go b/scripts/generate-jigsaw-accents/main.go
new file mode 100644
index 0000000..3c35caf
--- /dev/null
+++ b/scripts/generate-jigsaw-accents/main.go
@@ -0,0 +1,6 @@
+// Package main is a script to generate the jigsaw accents for the project.
+package main
+
+func main() {
+	println("hello world")
+}
diff --git a/scripts/generate-models/main.go b/scripts/generate-models/main.go
index e7ecff1..159988c 100644
--- a/scripts/generate-models/main.go
+++ b/scripts/generate-models/main.go
@@ -233,13 +233,20 @@ func fillModelsTemplate(w io.Writer, models CategorizedModels) (err error) {
 }
 
 var (
+	// LowerCaseLettersCharset is a set of lower case letters.
 	LowerCaseLettersCharset = []rune("abcdefghijklmnopqrstuvwxyz")
+	// UpperCaseLettersCharset is a set of upper case letters.
 	UpperCaseLettersCharset = []rune("ABCDEFGHIJKLMNOPQRSTUVWXYZ")
-	LettersCharset          = append(LowerCaseLettersCharset, UpperCaseLettersCharset...)
-	NumbersCharset          = []rune("0123456789")
-	AlphanumericCharset     = append(LettersCharset, NumbersCharset...)
-	SpecialCharset          = []rune("!@#$%^&*()_+-=[]{}|;':\",./<>?")
-	AllCharset              = append(AlphanumericCharset, SpecialCharset...)
+	// LettersCharset is a set of letters.
+	LettersCharset = append(LowerCaseLettersCharset, UpperCaseLettersCharset...)
+	// NumbersCharset is a set of numbers.
+	NumbersCharset = []rune("0123456789")
+	// AlphanumericCharset is a set of alphanumeric characters.
+	AlphanumericCharset = append(LettersCharset, NumbersCharset...)
+	// SpecialCharset is a set of special characters.
+	SpecialCharset = []rune("!@#$%^&*()_+-=[]{}|;':\",./<>?")
+	// AllCharset is a set of all characters.
+	AllCharset = append(AlphanumericCharset, SpecialCharset...)
 
 	// bearer:disable go_lang_permissive_regex_validation
 	splitWordReg = regexp.MustCompile(`([a-z])([A-Z0-9])|([a-zA-Z])([0-9])|([0-9])([a-zA-Z])|([A-Z])([A-Z])([a-z])`)
diff --git a/unit_test.go b/unit_test.go
index 77f90f8..43ad742 100644
--- a/unit_test.go
+++ b/unit_test.go
@@ -825,7 +825,7 @@ func TestAudioWithOptionalArgs(t *testing.T) {
 				Prompt:      "用简体中文",
 				Temperature: 0.5,
 				Language:    "zh",
-				Format:      groq.AudioResponseFormatSRT,
+				Format:      groq.FormatSRT,
 			}
 			_, err := tc.createFn(ctx, req)
 			a.NoError(err, "audio API error")

From efa0892d0e2f004e6c6248f60ff85ef4045cd22a Mon Sep 17 00:00:00 2001
From: conneroisu <conneroisu@outlook.com>
Date: Fri, 1 Nov 2024 12:41:23 -0500
Subject: [PATCH 14/29] remove go-version file from composio folder

---
 extensions/composio/.go-version | 1 -
 1 file changed, 1 deletion(-)
 delete mode 100644 extensions/composio/.go-version

diff --git a/extensions/composio/.go-version b/extensions/composio/.go-version
deleted file mode 100644
index 49e0a31..0000000
--- a/extensions/composio/.go-version
+++ /dev/null
@@ -1 +0,0 @@
-1.23.1

From f197a791933bee06054409b15c21665f1d1e4495 Mon Sep 17 00:00:00 2001
From: conneroisu <conneroisu@outlook.com>
Date: Fri, 1 Nov 2024 13:58:27 -0500
Subject: [PATCH 15/29] saving some progress over on the jigsawstack extension

---
 examples/e2b-go-project/main.go               |  15 +-
 extensions/composio/run.go                    |   1 -
 extensions/e2b/client.go                      |   1 +
 extensions/e2b/options.go                     |   4 +-
 extensions/e2b/sandbox.go                     |   7 +
 extensions/jigsawstack/audio.go               |  32 +--
 extensions/jigsawstack/doc.go                 |   4 +
 extensions/jigsawstack/file.go                |  21 --
 extensions/jigsawstack/geo.go                 |  13 --
 extensions/jigsawstack/geography.go           | 147 +++++++++++++
 extensions/jigsawstack/image_generation.go    |   4 +-
 extensions/jigsawstack/jigsawstack.go         |   2 -
 extensions/jigsawstack/kv.go                  |   7 -
 .../jigsawstack/{text_to_sql.go => sql.go}    |  16 +-
 extensions/jigsawstack/storage.go             | 206 ++++++++++++++++++
 extensions/jigsawstack/summary.go             |   4 +-
 extensions/jigsawstack/vision.go              | 139 +++++++++++-
 extensions/jigsawstack/web.go                 |  28 +--
 pkg/builders/options.go                       |  33 +++
 pkg/builders/requests.go                      |  22 +-
 pkg/test/mod-jigsawstack.go                   |  44 ++++
 scripts/generate-jigsaw-accents/main.go       | 144 +++++++++++-
 22 files changed, 768 insertions(+), 126 deletions(-)
 create mode 100644 extensions/e2b/client.go
 create mode 100644 extensions/jigsawstack/doc.go
 delete mode 100644 extensions/jigsawstack/file.go
 delete mode 100644 extensions/jigsawstack/geo.go
 create mode 100644 extensions/jigsawstack/geography.go
 delete mode 100644 extensions/jigsawstack/kv.go
 rename extensions/jigsawstack/{text_to_sql.go => sql.go} (62%)
 create mode 100644 extensions/jigsawstack/storage.go
 create mode 100644 pkg/builders/options.go
 create mode 100644 pkg/test/mod-jigsawstack.go

diff --git a/examples/e2b-go-project/main.go b/examples/e2b-go-project/main.go
index 9f31da2..bb015b1 100644
--- a/examples/e2b-go-project/main.go
+++ b/examples/e2b-go-project/main.go
@@ -1,3 +1,4 @@
+// Package main shows an example of using the e2b extension.
 package main
 
 import (
@@ -32,6 +33,13 @@ func run(
 	if err != nil {
 		return err
 	}
+	defer func() {
+		err := sb.Stop(ctx)
+		if err != nil {
+			fmt.Println(err)
+		}
+	}()
+
 	chat, err := client.CreateChatCompletion(ctx, groq.ChatCompletionRequest{
 		Model: groq.ModelLlama3Groq70B8192ToolUsePreview,
 		Messages: []groq.ChatCompletionMessage{
@@ -48,7 +56,7 @@ utils.go
 
 The main function should call the "utils.run() error" function.
 
-The project should, when run, print the following:
+The project should, when run, print the following to stdout:
 
 <output>
 Hello, World!
@@ -63,5 +71,10 @@ Hello, World!
 		return err
 	}
 	fmt.Println(chat.Choices[0].Message.Content)
+	resp, err := sb.RunTooling(ctx, chat)
+	if err != nil {
+		return err
+	}
+	fmt.Println(resp[0].Content)
 	return nil
 }
diff --git a/extensions/composio/run.go b/extensions/composio/run.go
index 39f51f1..67e82ae 100644
--- a/extensions/composio/run.go
+++ b/extensions/composio/run.go
@@ -58,7 +58,6 @@ func (c *Composio) Run(
 				EntityID:           "default",
 				AppName:            toolCall.Function.Name,
 				Input:              args,
-				Text:               "",
 				AuthConfig:         map[string]any{},
 			}),
 		)
diff --git a/extensions/e2b/client.go b/extensions/e2b/client.go
new file mode 100644
index 0000000..92fca0d
--- /dev/null
+++ b/extensions/e2b/client.go
@@ -0,0 +1 @@
+package e2b
diff --git a/extensions/e2b/options.go b/extensions/e2b/options.go
index 4a754b9..03f7690 100644
--- a/extensions/e2b/options.go
+++ b/extensions/e2b/options.go
@@ -5,7 +5,7 @@ import (
 	"net/http"
 )
 
-// E2B Options
+// E2B Sandbox Options
 
 // WithBaseURL sets the base URL for the e2b sandbox.
 func WithBaseURL(baseURL string) Option {
@@ -37,7 +37,7 @@ func WithCwd(cwd string) Option {
 	return func(s *Sandbox) { s.Cwd = cwd }
 }
 
-// WithWsURL sets the websocket url for the e2b sandbox.
+// WithWsURL sets the websocket url resolving function for the e2b sandbox.
 func WithWsURL(wsURL func(s *Sandbox) string) Option {
 	return func(s *Sandbox) { s.wsURL = wsURL }
 }
diff --git a/extensions/e2b/sandbox.go b/extensions/e2b/sandbox.go
index 1b4b046..50a9a6b 100644
--- a/extensions/e2b/sandbox.go
+++ b/extensions/e2b/sandbox.go
@@ -22,6 +22,13 @@ type (
 	ProcessEvents string
 	// SandboxTemplate is a sandbox template.
 	SandboxTemplate string
+	// Client          struct {
+	//         apiKey  string
+	//         baseURL string
+	//         client  *http.Client
+	//         logger  *slog.Logger
+	//         header  builders.Header
+	// }
 	// Sandbox is a code sandbox.
 	//
 	// The sandbox is like an isolated, but interactive system.
diff --git a/extensions/jigsawstack/audio.go b/extensions/jigsawstack/audio.go
index 3b9a694..d793ce1 100644
--- a/extensions/jigsawstack/audio.go
+++ b/extensions/jigsawstack/audio.go
@@ -20,15 +20,15 @@ type (
 		Text string `json:"text"`
 		// Accent is the accent of the speaker voice to use.
 		//
-		// It is only used if the FileKey or SpeakerURL is not provided.
+		// Not required if the FileKey or SpeakerURL is not provided.
 		Accent string `json:"accent,omitempty"`
 		// SpeakerURL is the url of the speaker voice to use.
 		//
-		// It is only used if the FileKey is not provided.
+		// Not required if the FileKey is not provided.
 		SpeakerURL string `json:"speaker_clone_url,omitempty"`
 		// FileKey is the key of the file to use as the speaker voice.
 		//
-		// It is only used if the SpeakerURL is not provided.
+		// Not required if the SpeakerURL is not provided.
 		FileKey string `json:"speaker_clone_file_store_key,omitempty"`
 	}
 	// SpeakerVoiceAccent represents a speaker voice accent.
@@ -68,29 +68,3 @@ func (j *JigsawStack) AudioTTS(
 	}
 	return resp, nil
 }
-
-// AudioGetSpeakerVoiceAccents gets the speaker voice accents.
-//
-// GET https://api.jigsawstack.com/v1/ai/tts
-//
-// https://docs.jigsawstack.com/api-reference/audio/speaker-voice-accents
-func (j *JigsawStack) AudioGetSpeakerVoiceAccents(
-	ctx context.Context,
-) (response []SpeakerVoiceAccent, err error) {
-	uri := j.baseURL + accentsEndpoint
-	req, err := builders.NewRequest(
-		ctx,
-		j.header,
-		http.MethodGet,
-		uri,
-	)
-	if err != nil {
-		return
-	}
-	var resp []SpeakerVoiceAccent
-	err = j.sendRequest(req, &resp)
-	if err != nil {
-		return
-	}
-	return resp, nil
-}
diff --git a/extensions/jigsawstack/doc.go b/extensions/jigsawstack/doc.go
new file mode 100644
index 0000000..92b7a64
--- /dev/null
+++ b/extensions/jigsawstack/doc.go
@@ -0,0 +1,4 @@
+// Package jigsawstack provides a JigsawStack extension for groq-go.
+//
+// It gives tools for working with the JigsawStack API.
+package jigsawstack
diff --git a/extensions/jigsawstack/file.go b/extensions/jigsawstack/file.go
deleted file mode 100644
index 29d97ac..0000000
--- a/extensions/jigsawstack/file.go
+++ /dev/null
@@ -1,21 +0,0 @@
-package jigsawstack
-
-// https://docs.jigsawstack.com/api-reference/store/file/add
-// https://docs.jigsawstack.com/api-reference/store/file/get
-// https://docs.jigsawstack.com/api-reference/store/file/delete
-// Upload Retrieve Delete
-
-// FileAdd uploads a file to the Jigsaw Stack file store.
-func (j *JigsawStack) FileAdd(fileName string, filePath string) (string, error) {
-	return "", nil
-}
-
-// FileGet retrieves a file from the Jigsaw Stack file store.
-func (j *JigsawStack) FileGet(fileName string) (string, error) {
-	return "", nil
-}
-
-// FileDelete deletes a file from the Jigsaw Stack file store.
-func (j *JigsawStack) FileDelete(fileName string) (string, error) {
-	return "", nil
-}
diff --git a/extensions/jigsawstack/geo.go b/extensions/jigsawstack/geo.go
deleted file mode 100644
index 7b76266..0000000
--- a/extensions/jigsawstack/geo.go
+++ /dev/null
@@ -1,13 +0,0 @@
-package jigsawstack
-
-// https://api.jigsawstack.com/v1/geo/search
-
-// https://docs.jigsawstack.com/api-reference/geo/search
-
-// TODO: Add geo search
-
-// https://api.jigsawstack.com/v1/geo/geocode
-
-// https://docs.jigsawstack.com/api-reference/geo/geocode
-
-// TODO: Add geocode
diff --git a/extensions/jigsawstack/geography.go b/extensions/jigsawstack/geography.go
new file mode 100644
index 0000000..3bd4c62
--- /dev/null
+++ b/extensions/jigsawstack/geography.go
@@ -0,0 +1,147 @@
+package jigsawstack
+
+import (
+	"context"
+	"net/http"
+	"net/url"
+	"strconv"
+
+	"github.com/conneroisu/groq-go/pkg/builders"
+)
+
+const (
+	geographyEndpoint Endpoint = "/v1/geo/search"
+)
+
+type (
+	// GeographyRequest represents a request structure for geography API.
+	GeographyRequest struct {
+		Query        string  `json:"query"`
+		Country      string  `json:"country,omitempty"`
+		Latitude     float64 `json:"latitude,omitempty"`
+		ProximityLat float64 `json:"proximity_lat,omitempty"`
+		Longitude    float64 `json:"longitude,omitempty"`
+		ProximityLng float64 `json:"proximity_lng,omitempty"`
+		Types        string  `json:"types,omitempty"`
+	}
+	// GeographyResponse represents a response structure for geography API.
+	GeographyResponse struct {
+		Success bool `json:"success"`
+		Data    []struct {
+			Type           string `json:"type"`
+			FullAddress    string `json:"full_address"`
+			Name           string `json:"name"`
+			PlaceFormatted string `json:"place_formatted"`
+			Postcode       string `json:"postcode"`
+			Place          string `json:"place"`
+			Region         struct {
+				Name           string `json:"name"`
+				RegionCode     string `json:"region_code"`
+				RegionCodeFull string `json:"region_code_full"`
+			} `json:"region"`
+			Country struct {
+				Name              string `json:"name"`
+				CountryCode       string `json:"country_code"`
+				CountryCodeAlpha3 string `json:"country_code_alpha_3"`
+			} `json:"country"`
+			Language string `json:"language"`
+			Geoloc   struct {
+				Type        string    `json:"type"`
+				Coordinates []float64 `json:"coordinates"`
+			} `json:"geoloc"`
+			PoiCategory         []string `json:"poi_category"`
+			AddtionalProperties struct {
+				Phone     string `json:"phone"`
+				Website   string `json:"website"`
+				OpenHours struct {
+				} `json:"open_hours"`
+			} `json:"addtional_properties"`
+		} `json:"data"`
+	}
+)
+
+// URLQuery converts the params into params on the given url.
+func (r *GeographyRequest) URLQuery(url *url.URL) {
+	values := url.Query()
+	if r.Query != "" {
+		values.Set("query", r.Query)
+	}
+	if r.Country != "" {
+		values.Set("country", r.Country)
+	}
+	var strLat, strLng string
+	if r.Latitude != 0 {
+		strLat = strconv.FormatFloat(r.Latitude, 'f', -1, 64)
+		values.Set("latitude", strLat)
+	}
+	if r.ProximityLat != 0 {
+		strLat = strconv.FormatFloat(r.ProximityLat, 'f', -1, 64)
+		values.Set("proximity_lat", strLat)
+	}
+	if r.Longitude != 0 {
+		strLng = strconv.FormatFloat(r.Longitude, 'f', -1, 64)
+		values.Set("longitude", strLng)
+	}
+	if r.ProximityLng != 0 {
+		strLng = strconv.FormatFloat(r.ProximityLng, 'f', -1, 64)
+		values.Set("proximity_lng", strLng)
+	}
+	if r.Types != "" {
+		values.Set("types", r.Types)
+	}
+	url.RawQuery = values.Encode()
+}
+
+// GeographySearch performs a geography search api call over a query string.
+//
+// https://api.jigsawstack.com/v1/geo/search
+//
+// https://docs.jigsawstack.com/api-reference/geo/search
+func (j *JigsawStack) GeographySearch(
+	ctx context.Context,
+	request GeographyRequest,
+) (response GeographyResponse, err error) {
+	req, err := builders.NewRequest(
+		ctx,
+		j.header,
+		http.MethodPost,
+		j.baseURL+string(geographyEndpoint),
+		builders.WithQuerier(&request),
+	)
+	if err != nil {
+		return
+	}
+	var resp GeographyResponse
+	err = j.sendRequest(req, &resp)
+	if err != nil {
+		return
+	}
+	return resp, nil
+}
+
+// GeographyGeocode performs a geography geocode api call over a query string.
+//
+// GET https://api.jigsawstack.com/v1/geo/geocode
+//
+// https://docs.jigsawstack.com/api-reference/geo/geocode
+func (j *JigsawStack) GeographyGeocode(
+	ctx context.Context,
+	request GeographyRequest,
+) (response GeographyResponse, err error) {
+	req, err := builders.NewRequest(
+		ctx,
+		j.header,
+		http.MethodGet,
+		j.baseURL+string(geographyEndpoint),
+		builders.WithQuerier(&request),
+	)
+	if err != nil {
+		return
+	}
+	var resp GeographyResponse
+	err = j.sendRequest(req, &resp)
+	if err != nil {
+		return
+	}
+	return resp, nil
+}
diff --git a/extensions/jigsawstack/image_generation.go b/extensions/jigsawstack/image_generation.go
index 3ecf052..0d7b6cd 100644
--- a/extensions/jigsawstack/image_generation.go
+++ b/extensions/jigsawstack/image_generation.go
@@ -8,7 +8,7 @@ import (
 )
 
 const (
-	imageGenerationEndpoint = "v1/ai/image_generation"
+	imageGenerationEndpoint = "/v1/ai/image_generation"
 )
 
 // model
@@ -38,7 +38,7 @@ type (
 	}
 )
 
-// Default is sdxl
+// ImageGeneration generates an image from a prompt and parameters.
 func (j *JigsawStack) ImageGeneration(
 	ctx context.Context,
 	request ImageGenerationRequest,
diff --git a/extensions/jigsawstack/jigsawstack.go b/extensions/jigsawstack/jigsawstack.go
index f35a189..25948eb 100644
--- a/extensions/jigsawstack/jigsawstack.go
+++ b/extensions/jigsawstack/jigsawstack.go
@@ -40,8 +40,6 @@ func NewJigsawStack(apiKey string, opts ...Option) (*JigsawStack, error) {
 	}
 	j.header.SetCommonHeaders = func(req *http.Request) {
 		req.Header.Set("x-api-key", apiKey)
-		req.Header.Set("Content-Type", "application/json")
-		req.Header.Set("Accept", "application/json")
 	}
 	return j, nil
 }
diff --git a/extensions/jigsawstack/kv.go b/extensions/jigsawstack/kv.go
deleted file mode 100644
index 0d03a48..0000000
--- a/extensions/jigsawstack/kv.go
+++ /dev/null
@@ -1,7 +0,0 @@
-package jigsawstack
-
-// https://docs.jigsawstack.com/api-reference/store/kv/get
-// https://docs.jigsawstack.com/api-reference/store/kv/add
-// https://docs.jigsawstack.com/api-reference/store/kv/delete
-
-// Add Get Delete
diff --git a/extensions/jigsawstack/text_to_sql.go b/extensions/jigsawstack/sql.go
similarity index 62%
rename from extensions/jigsawstack/text_to_sql.go
rename to extensions/jigsawstack/sql.go
index 99b089e..be46356 100644
--- a/extensions/jigsawstack/text_to_sql.go
+++ b/extensions/jigsawstack/sql.go
@@ -8,15 +8,17 @@ import (
 )
 
 const (
-	textToSqlEndpoint = "v1/ai/sql"
+	textToSQLEndpoint = "/v1/ai/sql"
 )
 
 type (
-	TextToSqlRequest struct {
+	// TextToSQLRequest represents a request structure for text to SQL API.
+	TextToSQLRequest struct {
 		Prompt    string `json:"prompt"`
 		SQLSchema string `json:"sql_schema"`
 	}
-	TextToSqlResponse struct {
+	// TextToSQLResponse represents a response structure for text to SQL API.
+	TextToSQLResponse struct {
 		Success bool   `json:"success"`
 		SQL     string `json:"sql"`
 	}
@@ -27,19 +29,19 @@ type (
 // Max text character is 5000.
 func (j *JigsawStack) TextToSQL(
 	ctx context.Context,
-	request TextToSqlRequest,
-) (response TextToSqlResponse, err error) {
+	request TextToSQLRequest,
+) (response TextToSQLResponse, err error) {
 	req, err := builders.NewRequest(
 		ctx,
 		j.header,
 		http.MethodPost,
-		j.baseURL+textToSqlEndpoint,
+		j.baseURL+textToSQLEndpoint,
 		builders.WithBody(request),
 	)
 	if err != nil {
 		return
 	}
-	var resp TextToSqlResponse
+	var resp TextToSQLResponse
 	err = j.sendRequest(req, &resp)
 	if err != nil {
 		return
diff --git a/extensions/jigsawstack/storage.go b/extensions/jigsawstack/storage.go
new file mode 100644
index 0000000..bd40742
--- /dev/null
+++ b/extensions/jigsawstack/storage.go
@@ -0,0 +1,206 @@
+package jigsawstack
+
+import (
+	"context"
+	"fmt"
+	"io"
+	"net/http"
+
+	"github.com/conneroisu/groq-go/pkg/builders"
+)
+
+const (
+	uploadEndpoint Endpoint = "/v1/store/file"
+	kvEndpoint     Endpoint = "/v1/store/kv"
+)
+
+type (
+	// StorageResponse represents a response structure for file API.
+	StorageResponse struct {
+		Success bool   `json:"success"`
+		Message string `json:"message,omitempty"`
+		URL     string `json:"url"`
+		Key     string `json:"key"`
+		Value   string `json:"value,omitempty"`
+	}
+)
+
+// https://docs.jigsawstack.com/api-reference/store/file/get
+// Upload Retrieve Delete
+
+// FileAdd uploads a file to the Jigsaw Stack file store.
+//
+// https://docs.jigsawstack.com/api-reference/store/file/add
+//
+// POST https://api.jigsawstack.com/v1/store/file
+func (j *JigsawStack) FileAdd(
+	ctx context.Context,
+	key string,
+	contentType string,
+	body io.Reader,
+) (string, error) {
+	// TODO: may need to santize the key
+	url := j.baseURL + string(uploadEndpoint) + "?key=" + key
+	req, err := builders.NewRequest(
+		ctx,
+		j.header,
+		http.MethodPost,
+		url,
+		builders.WithBody(body),
+		builders.WithContentType(contentType),
+	)
+	if err != nil {
+		return "", err
+	}
+	var resp StorageResponse
+	err = j.sendRequest(req, &resp)
+	if err != nil {
+		return "", err
+	}
+	if !resp.Success {
+		return "", fmt.Errorf("failed to upload file: %s", resp.Message)
+	}
+	return "", nil
+}
+
+// FileGet retrieves a file from the Jigsaw Stack file store.
+//
+// https://docs.jigsawstack.com/api-reference/store/file/get
+//
+// GET https://api.jigsawstack.com/v1/store/file/{fileName}
+func (j *JigsawStack) FileGet(ctx context.Context, fileName string) (string, error) {
+	// TODO: may need to santize the fileName
+	url := j.baseURL + string(uploadEndpoint) + "/" + fileName
+	req, err := builders.NewRequest(
+		ctx,
+		j.header,
+		http.MethodGet,
+		url,
+	)
+	if err != nil {
+		return "", err
+	}
+	var resp StorageResponse
+	err = j.sendRequest(req, &resp)
+	if err != nil {
+		return "", err
+	}
+	if !resp.Success {
+		return "", fmt.Errorf("failed to retrieve file: %s", resp.Message)
+	}
+	// TODO: may need to return the file content from url
+	return resp.Message, nil
+}
+
+// FileDelete deletes a file from the Jigsaw Stack file store.
+//
+// https://docs.jigsawstack.com/api-reference/store/file/delete
+//
+// DELETE https://api.jigsawstack.com/v1/store/file/{fileName}
+func (j *JigsawStack) FileDelete(fileName string) error {
+	// TODO: may need to santize the fileName
+	url := j.baseURL + string(uploadEndpoint) + "/" + fileName
+	req, err := builders.NewRequest(
+		context.Background(),
+		j.header,
+		http.MethodDelete,
+		url,
+	)
+	if err != nil {
+		return err
+	}
+	var resp StorageResponse
+	err = j.sendRequest(req, &resp)
+	if err != nil {
+		return err
+	}
+	if !resp.Success {
+		return fmt.Errorf("failed to delete file: %s", resp.Message)
+	}
+	return nil
+}
+
+// KVAdd adds a key value pair to the Jigsaw Stack key-value store.
+//
+// https://docs.jigsawstack.com/api-reference/store/kv/add
+//
+// POST https://api.jigsawstack.com/v1/store/kv
+func (j *JigsawStack) KVAdd(
+	ctx context.Context,
+	key string,
+	value string,
+) error {
+	req, err := builders.NewRequest(
+		ctx,
+		j.header,
+		http.MethodPost,
+		j.baseURL+string(kvEndpoint),
+		builders.WithBody(map[string]string{
+			"key":   key,
+			"value": value,
+		}),
+	)
+	if err != nil {
+		return err
+	}
+	var resp StorageResponse
+	err = j.sendRequest(req, &resp)
+	if err != nil {
+		return err
+	}
+	return nil
+}
+
+// KVGet retrieves a key value pair from the Jigsaw Stack key-value store.
+//
+// https://docs.jigsawstack.com/api-reference/store/kv/get
+//
+// GET https://api.jigsawstack.com/v1/store/kv/{key}
+func (j *JigsawStack) KVGet(
+	ctx context.Context,
+	key string,
+) (string, error) {
+	url := j.baseURL + string(kvEndpoint) + "/" + key
+	req, err := builders.NewRequest(
+		ctx,
+		j.header,
+		http.MethodGet,
+		url,
+	)
+	if err != nil {
+		return "", err
+	}
+	var resp StorageResponse
+	err = j.sendRequest(req, &resp)
+	if err != nil {
+		return "", err
+	}
+	return "", nil
+}
+
+// KVDelete deletes a key value pair from the Jigsaw Stack key-value store.
+//
+// https://docs.jigsawstack.com/api-reference/store/kv/delete
+//
+// DELETE https://api.jigsawstack.com/v1/store/kv/{key}
+func (j *JigsawStack) KVDelete(
+	ctx context.Context,
+	key string,
+) (string, error) {
+	url := j.baseURL + string(kvEndpoint) + "/" + key
+	req, err := builders.NewRequest(
+		ctx,
+		j.header,
+		http.MethodDelete,
+		url,
+	)
+	if err != nil {
+		return "", err
+	}
+	var resp StorageResponse
+	err = j.sendRequest(req, &resp)
+	if err != nil {
+		return "", err
+	}
+	return resp.Message, nil
+}
diff --git a/extensions/jigsawstack/summary.go b/extensions/jigsawstack/summary.go
index 32b3db8..2fbd579 100644
--- a/extensions/jigsawstack/summary.go
+++ b/extensions/jigsawstack/summary.go
@@ -8,7 +8,7 @@ import (
 )
 
 const (
-	summaryEndpoint = "v1/ai/summarize"
+	summaryEndpoint = "/v1/ai/summarize"
 )
 
 type (
@@ -23,7 +23,7 @@ type (
 	}
 )
 
-// Summarize summarizes the text.
+// Summarize summarizes the give text.
 //
 // Max text character is 5000.
 func (j *JigsawStack) Summarize(
diff --git a/extensions/jigsawstack/vision.go b/extensions/jigsawstack/vision.go
index 44d7fd9..56b58ed 100644
--- a/extensions/jigsawstack/vision.go
+++ b/extensions/jigsawstack/vision.go
@@ -1,13 +1,140 @@
 package jigsawstack
 
-// https://api.jigsawstack.com/v1/vocr
+import (
+	"context"
+	"net/http"
 
-// https://docs.jigsawstack.com/api-reference/ai/vision
+	"github.com/conneroisu/groq-go/pkg/builders"
+)
 
-// TODO: implement vision ocr
+const (
+	vOCREndpoint    Endpoint = "/v1/vocr"
+	vObjectEndpoint Endpoint = "/v1/ai/object_detection"
+)
 
-// https://api.jigsawstack.com/v1/ai/object_detection
+type (
+	// VisionRequest represents a request structure for VOCR API.
+	VisionRequest struct {
+		// Prompt is the prompt used in ocr. If the request is for
+		// object detection, this field is not required.
+		Prompt string `json:"prompt,omitempty"`
+		// ImageURL is the url of the image to use as the image.
+		//
+		// Not required if the StoreKey is not provided.
+		ImageURL string `json:"image_url"`
+		// StoreKey is the key of the file to use as the image.
+		//
+		// Not required if the ImageURL is not provided.
+		StoreKey string `json:"file_store_key"`
+	}
+	// VOCRResponse represents a response structure for VOCR API.
+	VOCRResponse struct {
+		// Success is a boolean indicating whether the request was
+		// successful.
+		Success bool `json:"success"`
+		// Context is the context of the image.
+		Context string `json:"context"`
+		// Width is the width of the image.
+		Width int `json:"width"`
+		// Height is the height of the image.
+		Height int `json:"height"`
+		// Tags is a list of tags detected in the image.
+		Tags []string `json:"tags"`
+		// HasText is a boolean indicating whether the image contains
+		// text.
+		HasText bool `json:"has_text"`
+		// Sections is a list of sections detected in the image.
+		Sections []any `json:"sections"`
+	}
+	// VisionObjectResponse represents a response structure for VOD API.
+	VisionObjectResponse struct {
+		// Success is a boolean indicating whether the request was
+		Success bool `json:"success"`
+		// Width is the width of the image.
+		Width int `json:"width"`
+		// Height is the height of the image.
+		Height int `json:"height"`
+		// Tags is a list of tags detected in the image.
+		Tags []string `json:"tags"`
+		// Objects is a list of objects detected in the image.
+		Objects []struct {
+			Name       string  `json:"name"`
+			Confidence float64 `json:"confidence"`
+			Bounds     struct {
+				TopLeft struct {
+					X int `json:"x"`
+					Y int `json:"y"`
+				} `json:"top_left"`
+				TopRight struct {
+					X int `json:"x"`
+					Y int `json:"y"`
+				} `json:"top_right"`
+				BottomRight struct {
+					X int `json:"x"`
+					Y int `json:"y"`
+				} `json:"bottom_right"`
+				BottomLeft struct {
+					X int `json:"x"`
+					Y int `json:"y"`
+				} `json:"bottom_left"`
+				Width  int `json:"width"`
+				Height int `json:"height"`
+			} `json:"bounds"`
+		} `json:"objects"`
+	}
+)
 
-// https://docs.jigsawstack.com/api-reference/ai/object-detection
+// VOCR performs a visual object recognition (VOCR) task on an image.
+//
+// POST https://api.jigsawstack.com/v1/vocr
+//
+// https://docs.jigsawstac.com/api-reference/ai/vision
+func (j *JigsawStack) VOCR(
+	ctx context.Context,
+	params VisionRequest,
+) (string, error) {
+	req, err := builders.NewRequest(
+		ctx,
+		j.header,
+		http.MethodPost,
+		j.baseURL+string(vOCREndpoint),
+		builders.WithBody(params),
+	)
+	if err != nil {
+		return "", err
+	}
+	var resp VOCRResponse
+	err = j.sendRequest(req, &resp)
+	if err != nil {
+		return "", err
+	}
+	return "", nil
+}
 
-// TODO: implement vision object detection
+// VisionObjectDetection performs a visual object detection (VOD) task on an
+// image.
+//
+// POST https://api.jigsawstack.com/v1/ai/object_detection
+//
+// https://docs.jigsawstack.com/api-reference/ai/object-detection
+func (j *JigsawStack) VisionObjectDetection(
+	ctx context.Context,
+	params VisionRequest,
+) (string, error) {
+	req, err := builders.NewRequest(
+		ctx,
+		j.header,
+		http.MethodPost,
+		j.baseURL+string(vObjectEndpoint),
+		builders.WithBody(params),
+	)
+	if err != nil {
+		return "", err
+	}
+	var resp VisionObjectResponse
+	err = j.sendRequest(req, &resp)
+	if err != nil {
+		return "", err
+	}
+	return "", nil
+}
diff --git a/extensions/jigsawstack/web.go b/extensions/jigsawstack/web.go
index 25c142c..7874454 100644
--- a/extensions/jigsawstack/web.go
+++ b/extensions/jigsawstack/web.go
@@ -1,17 +1,5 @@
 package jigsawstack
 
-// TODO: implement web render
-
-//TODO: implement ai scraper and scrape
-
-// https://docs.jigsawstack.com/api-reference/ai/scrape
-
-// https://api.jigsawstack.com/v1/ai/scrape
-
-// https://docs.jigsawstack.com/api-reference/web/scrape
-
-// https://api.jigsawstack.com/v1/web/scrape
-
 import (
 	"context"
 	"net/http"
@@ -20,14 +8,13 @@ import (
 	"github.com/conneroisu/groq-go/pkg/builders"
 )
 
-// https://api.jigsawstack.com/v1/web/search
-
 const (
 	webSearchEndpoint Endpoint = "v1/web/search"
 )
 
 type (
-	// WebSearchSuggestions is the response for the web search suggestions api.
+	// WebSearchSuggestions is the response for the web search suggestions
+	// api.
 	WebSearchSuggestions struct {
 		Success     bool     `json:"success"`
 		Suggestions []string `json:"suggestions"`
@@ -63,6 +50,10 @@ type (
 )
 
 // WebSearch performs a web search api call over a query string.
+//
+// POST https://api.jigsawstack.com/v1/web/search
+//
+// https://docs.jigsawstack.com/api-reference/web/search
 func (j *JigsawStack) WebSearch(
 	ctx context.Context,
 	query string,
@@ -86,7 +77,12 @@ func (j *JigsawStack) WebSearch(
 	return resp, nil
 }
 
-// WebSearchSuggestions performs a web search suggestions api call over a query string.
+// WebSearchSuggestions performs a web search suggestions api call over a query
+// string.
+//
+// POST https://api.jigsawstack.com/v1/web/search
+//
+// https://docs.jigsawstack.com/api-reference/web/search
 func (j *JigsawStack) WebSearchSuggestions(
 	ctx context.Context,
 	query string,
diff --git a/pkg/builders/options.go b/pkg/builders/options.go
new file mode 100644
index 0000000..ca13d94
--- /dev/null
+++ b/pkg/builders/options.go
@@ -0,0 +1,33 @@
+package builders
+
+import "net/url"
+
+// WithBody sets the body for a request.
+func WithBody(body any) RequestOption {
+	return func(args *requestOptions) {
+		args.body = body
+	}
+}
+
+// WithContentType sets the content type for a request.
+func WithContentType(contentType string) RequestOption {
+	return func(args *requestOptions) {
+		args.header.Set("Content-Type", contentType)
+	}
+}
+
+type (
+	// Querier is an interface for a request querier.
+	//
+	// It allows for modifying the URL before it is sent.
+	Querier interface {
+		URLQuery(url *url.URL)
+	}
+)
+
+// WithQuerier sets the querier for a request.
+func WithQuerier(querier Querier) RequestOption {
+	return func(args *requestOptions) {
+		args.querier = querier
+	}
+}
diff --git a/pkg/builders/requests.go b/pkg/builders/requests.go
index 71f7244..62eecd8 100644
--- a/pkg/builders/requests.go
+++ b/pkg/builders/requests.go
@@ -26,8 +26,9 @@ type (
 	}
 	defaultRequestBuilder struct{}
 	requestOptions        struct {
-		body   any
-		header http.Header
+		body    any
+		header  http.Header
+		querier Querier
 	}
 	// RequestOption is an option for a request.
 	RequestOption func(*requestOptions)
@@ -74,20 +75,6 @@ func (b *defaultRequestBuilder) Build(
 	return
 }
 
-// WithBody sets the body for a request.
-func WithBody(body any) RequestOption {
-	return func(args *requestOptions) {
-		args.body = body
-	}
-}
-
-// WithContentType sets the content type for a request.
-func WithContentType(contentType string) RequestOption {
-	return func(args *requestOptions) {
-		args.header.Set("Content-Type", contentType)
-	}
-}
-
 // NewRequest creates a new request.
 func NewRequest(
 	ctx context.Context,
@@ -113,5 +100,8 @@ func NewRequest(
 		return nil, err
 	}
 	c.SetCommonHeaders(req)
+	if args.querier != nil {
+		args.querier.URLQuery(req.URL)
+	}
 	return req, nil
 }
diff --git a/pkg/test/mod-jigsawstack.go b/pkg/test/mod-jigsawstack.go
new file mode 100644
index 0000000..e4aa7f9
--- /dev/null
+++ b/pkg/test/mod-jigsawstack.go
@@ -0,0 +1,44 @@
+package test
+
+import (
+	"log"
+	"net/http"
+	"net/http/httptest"
+	"regexp"
+)
+
+// JigsawStackTestServer Creates a mocked JigsawStack server which can pretend
+// to handle requests during testing.
+func (ts *ServerTest) JigsawStackTestServer() *httptest.Server {
+	return httptest.NewUnstartedServer(
+		http.HandlerFunc(func(w http.ResponseWriter, r *http.Request) {
+			log.Printf(
+				"received a %s request at path %q\n",
+				r.Method,
+				r.URL.Path,
+			)
+
+			// check auth
+			if r.Header.Get("x-api-key") != GetTestToken() {
+				w.WriteHeader(http.StatusUnauthorized)
+				return
+			}
+
+			// Handle /path/* routes.
+			// Note: the * is converted to a .* in register handler for proper regex handling
+			for route, handler := range ts.handlers {
+				// Adding ^ and $ to make path matching deterministic since go map iteration isn't ordered
+				pattern, _ := regexp.Compile("^" + route + "$")
+				if pattern.MatchString(r.URL.Path) {
+					handler(w, r)
+					return
+				}
+			}
+			http.Error(
+				w,
+				"the resource path doesn't exist",
+				http.StatusNotFound,
+			)
+		}),
+	)
+}
diff --git a/scripts/generate-jigsaw-accents/main.go b/scripts/generate-jigsaw-accents/main.go
index 3c35caf..d235597 100644
--- a/scripts/generate-jigsaw-accents/main.go
+++ b/scripts/generate-jigsaw-accents/main.go
@@ -1,6 +1,148 @@
 // Package main is a script to generate the jigsaw accents for the project.
 package main
 
+import (
+	"context"
+	"encoding/json"
+	"fmt"
+	"io"
+	"log/slog"
+	"net/http"
+	"os"
+
+	"github.com/conneroisu/groq-go/pkg/builders"
+	"github.com/conneroisu/groq-go/pkg/test"
+)
+
+const (
+	defaultBaseURL  = "https://api.jigsawstack.com"
+	accentsEndpoint = "/v1/ai/tts"
+)
+
+type (
+	// Client is a JigsawStack extension.
+	Client struct {
+		baseURL string
+		apiKey  string
+		client  *http.Client
+		logger  *slog.Logger
+		header  builders.Header
+	}
+	// SpeakerVoiceAccent represents a speaker voice accent.
+	SpeakerVoiceAccent struct {
+		Success bool   `json:"success"`
+		Message string `json:"message"`
+		Accents []struct {
+			Accent     string `json:"accent"`
+			LocaleName string `json:"locale_name"`
+			Gender     string `json:"gender"`
+		} `json:"accents"`
+	}
+)
+
+// AudioGetSpeakerVoiceAccents gets the speaker voice accents.
+//
+// GET https://api.jigsawstack.com/v1/ai/tts
+//
+// https://docs.jigsawstack.com/api-reference/audio/speaker-voice-accents
+func (c *Client) AudioGetSpeakerVoiceAccents(
+	ctx context.Context,
+) (response SpeakerVoiceAccent, err error) {
+	uri := c.baseURL + accentsEndpoint
+	req, err := builders.NewRequest(
+		ctx,
+		c.header,
+		http.MethodGet,
+		uri,
+	)
+	if err != nil {
+		return
+	}
+	var resp SpeakerVoiceAccent
+	err = c.sendRequest(req, &resp)
+	if err != nil {
+		return
+	}
+	return resp, nil
+}
+
 func main() {
-	println("hello world")
+	ctx := context.Background()
+	if err := run(ctx); err != nil {
+		fmt.Println(err)
+		fmt.Println(err.Error())
+		os.Exit(1)
+	}
+}
+
+func newClient(apiKey string) *Client {
+	return &Client{
+		apiKey: apiKey,
+		header: builders.Header{SetCommonHeaders: func(r *http.Request) {
+			r.Header.Set("x-api-key", apiKey)
+		}},
+		client:  http.DefaultClient,
+		baseURL: defaultBaseURL,
+	}
+}
+
+func run(ctx context.Context) error {
+	println("generating accents")
+	key, err := test.GetAPIKey("JIGSAWSTACK_API_KEY")
+	if err != nil {
+		return err
+	}
+	client := newClient(key)
+	accents, err := client.AudioGetSpeakerVoiceAccents(ctx)
+	if err != nil {
+		return err
+	}
+	println(len(accents.Accents))
+	if !accents.Success {
+		return fmt.Errorf("failed to get accents: %v", accents.Message)
+	}
+	for _, accent := range accents.Accents {
+		println(accent.Accent)
+	}
+	return nil
+}
+
+func (c *Client) sendRequest(req *http.Request, v any) error {
+	req.Header.Set("Accept", "application/json")
+	contentType := req.Header.Get("Content-Type")
+	if contentType == "" {
+		req.Header.Set("Content-Type", "application/json")
+	}
+	res, err := c.client.Do(req)
+	if err != nil {
+		return err
+	}
+	defer res.Body.Close()
+	if res.StatusCode < http.StatusOK ||
+		res.StatusCode >= http.StatusBadRequest {
+		return nil
+	}
+	if v == nil {
+		return nil
+	}
+	switch o := v.(type) {
+	case *string:
+		b, err := io.ReadAll(res.Body)
+		if err != nil {
+			return err
+		}
+		*o = string(b)
+		return nil
+	default:
+		err = json.NewDecoder(res.Body).Decode(v)
+		if err != nil {
+			read, err := io.ReadAll(res.Body)
+			if err != nil {
+				return err
+			}
+			c.logger.Debug("failed to decode response", "response", string(read))
+			return fmt.Errorf("failed to decode response: %w\nbody: %s", err, string(read))
+		}
+		return nil
+	}
 }

From 7fc553f342ef92bba1439bc377fb283789708d34 Mon Sep 17 00:00:00 2001
From: conneroisu <conneroisu@outlook.com>
Date: Fri, 1 Nov 2024 14:12:52 -0500
Subject: [PATCH 16/29] cleaned up structure of client.go using exported vs
 unexported thinking

---
 client.go | 63 +++++++++++++++++++++++++++++--------------------------
 1 file changed, 33 insertions(+), 30 deletions(-)

diff --git a/client.go b/client.go
index 1d13cfb..6ebbcba 100644
--- a/client.go
+++ b/client.go
@@ -22,25 +22,40 @@ type (
 	Format string
 	// Client is a Groq api client.
 	Client struct {
-		groqAPIKey         string // Groq API key
-		orgID              string // OrgID is the organization ID for the client.
-		baseURL            string // Base URL for the client.
-		emptyMessagesLimit uint   // EmptyMessagesLimit is the limit for the empty messages.
+		// Groq API key
+		groqAPIKey string
+		// OrgID is the organization ID for the client.
+		orgID string
+		// Base URL for the client.
+		baseURL string
+		// EmptyMessagesLimit is the limit for the empty messages.
+		emptyMessagesLimit uint
 
 		header             builders.Header
 		requestFormBuilder builders.FormBuilder
 
-		client *http.Client // Client is the HTTP client to use
-		logger *slog.Logger // Logger is the logger for the client.
+		// Client is the HTTP client to use
+		client *http.Client
+		// Logger is the logger for the client.
+		logger *slog.Logger
 	}
 	// RateLimitHeaders struct represents Groq rate limits headers.
 	RateLimitHeaders struct {
-		LimitRequests     int       `json:"x-ratelimit-limit-requests"`     // LimitRequests is the limit requests of the rate limit headers.
-		LimitTokens       int       `json:"x-ratelimit-limit-tokens"`       // LimitTokens is the limit tokens of the rate limit headers.
-		RemainingRequests int       `json:"x-ratelimit-remaining-requests"` // RemainingRequests is the remaining requests of the rate limit headers.
-		RemainingTokens   int       `json:"x-ratelimit-remaining-tokens"`   // RemainingTokens is the remaining tokens of the rate limit headers.
-		ResetRequests     ResetTime `json:"x-ratelimit-reset-requests"`     // ResetRequests is the reset requests of the rate limit headers.
-		ResetTokens       ResetTime `json:"x-ratelimit-reset-tokens"`       // ResetTokens is the reset tokens of the rate limit headers.
+		// LimitRequests is the limit requests of the rate limit
+		// headers.
+		LimitRequests int `json:"x-ratelimit-limit-requests"`
+		// LimitTokens is the limit tokens of the rate limit headers.
+		LimitTokens int `json:"x-ratelimit-limit-tokens"`
+		// RemainingRequests is the remaining requests of the rate
+		// limit headers.
+		RemainingRequests int `json:"x-ratelimit-remaining-requests"`
+		// RemainingTokens is the remaining tokens of the rate limit
+		// headers.
+		RemainingTokens int `json:"x-ratelimit-remaining-tokens"`
+		// ResetRequests is the reset requests of the rate limit headers.
+		ResetRequests ResetTime `json:"x-ratelimit-reset-requests"`
+		// ResetTokens is the reset tokens of the rate limit headers.
+		ResetTokens ResetTime `json:"x-ratelimit-reset-tokens"`
 	}
 	// ResetTime is a time.Time wrapper for the rate limit reset time.
 	// string
@@ -55,10 +70,9 @@ type (
 		TotalTokens      int `json:"total_tokens"`
 	}
 
-	fullURLOptions struct {
-		model string
-	}
-	fullURLOption func(*fullURLOptions)
+	fullURLOptions struct{ model string }
+	fullURLOption  func(*fullURLOptions)
+	response       interface{ SetHeader(http.Header) }
 )
 
 const (
@@ -126,28 +140,17 @@ func (c *Client) fullURL(suffix Endpoint, setters ...fullURLOption) string {
 
 // WithClient sets the client for the Groq client.
 func WithClient(client *http.Client) Opts {
-	return func(c *Client) {
-		c.client = client
-	}
+	return func(c *Client) { c.client = client }
 }
 
 // WithBaseURL sets the base URL for the Groq client.
 func WithBaseURL(baseURL string) Opts {
-	return func(c *Client) {
-		c.baseURL = baseURL
-	}
+	return func(c *Client) { c.baseURL = baseURL }
 }
 
 // WithLogger sets the logger for the Groq client.
 func WithLogger(logger *slog.Logger) Opts {
-	return func(c *Client) {
-		c.logger = logger
-	}
-}
-
-// response is an interface for a response.
-type response interface {
-	SetHeader(http.Header)
+	return func(c *Client) { c.logger = logger }
 }
 
 func (c *Client) sendRequest(req *http.Request, v response) error {

From 264770daf4bc955cd58f357e9e120a2a465e35a2 Mon Sep 17 00:00:00 2001
From: conneroisu <conneroisu@outlook.com>
Date: Fri, 1 Nov 2024 14:13:17 -0500
Subject: [PATCH 17/29] cleaned up structure of errors.go using exported vs
 unexported thinking

---
 errors.go | 70 +++++++++++++++++++++++++++++++------------------------
 1 file changed, 39 insertions(+), 31 deletions(-)

diff --git a/errors.go b/errors.go
index d734aeb..14f7fcd 100644
--- a/errors.go
+++ b/errors.go
@@ -15,11 +15,16 @@ type (
 	}
 	// APIError provides error information returned by the Groq API.
 	APIError struct {
-		Code           any     `json:"code,omitempty"`  // Code is the code of the error.
-		Message        string  `json:"message"`         // Message is the message of the error.
-		Param          *string `json:"param,omitempty"` // Param is the param of the error.
-		Type           string  `json:"type"`            // Type is the type of the error.
-		HTTPStatusCode int     `json:"-"`               // HTTPStatusCode is the status code of the error.
+		// Code is the code of the error.
+		Code any `json:"code,omitempty"`
+		// Message is the message of the error.
+		Message string `json:"message"`
+		// Param is the param of the error.
+		Param *string `json:"param,omitempty"`
+		// Type is the type of the error.
+		Type string `json:"type"`
+		// HTTPStatusCode is the status code of the error.
+		HTTPStatusCode int `json:"-"`
 	}
 	// ErrContentFieldsMisused is an error that occurs when both Content and
 	// MultiContent properties are set.
@@ -30,26 +35,9 @@ type (
 	ErrToolNotFound struct {
 		ToolName string
 	}
-	// ErrTooManyEmptyStreamMessages is returned when the stream has sent too many
-	// empty messages.
+	// ErrTooManyEmptyStreamMessages is returned when the stream has sent
+	// too many empty messages.
 	ErrTooManyEmptyStreamMessages struct{}
-	errorAccumulator              interface {
-		// Write method writes bytes to the error accumulator
-		//
-		// It implements the io.Writer interface.
-		Write(p []byte) error
-		// Bytes method returns the bytes of the error accumulator.
-		Bytes() []byte
-	}
-	errorBuffer interface {
-		io.Writer
-		Len() int
-		Bytes() []byte
-	}
-	requestError struct {
-		HTTPStatusCode int
-		Err            error
-	}
 	// ErrorResponse is the response returned by the Groq API.
 	ErrorResponse struct {
 		Error *APIError `json:"error,omitempty"`
@@ -67,13 +55,6 @@ func (e ErrTooManyEmptyStreamMessages) Error() string {
 	return "stream has sent too many empty messages"
 }
 
-// newErrorAccumulator creates a new error accumulator
-func newErrorAccumulator() errorAccumulator {
-	return &DefaultErrorAccumulator{
-		Buffer: &bytes.Buffer{},
-	}
-}
-
 // Write method writes bytes to the error accumulator.
 func (e *DefaultErrorAccumulator) Write(p []byte) error {
 	_, err := e.Buffer.Write(p)
@@ -141,6 +122,33 @@ func (e *APIError) UnmarshalJSON(data []byte) (err error) {
 	return json.Unmarshal(rawMap["code"], &e.Code)
 }
 
+type (
+	errorAccumulator interface {
+		// Write method writes bytes to the error accumulator
+		//
+		// It implements the io.Writer interface.
+		Write(p []byte) error
+		// Bytes method returns the bytes of the error accumulator.
+		Bytes() []byte
+	}
+	errorBuffer interface {
+		io.Writer
+		Len() int
+		Bytes() []byte
+	}
+	requestError struct {
+		HTTPStatusCode int
+		Err            error
+	}
+)
+
+// newErrorAccumulator creates a new error accumulator
+func newErrorAccumulator() errorAccumulator {
+	return &DefaultErrorAccumulator{
+		Buffer: &bytes.Buffer{},
+	}
+}
+
 // Error implements the error interface.
 func (e *requestError) Error() string {
 	return fmt.Sprintf(

From fe6170226643ceab3959cc3a4bfccf171f4572b4 Mon Sep 17 00:00:00 2001
From: conneroisu <conneroisu@outlook.com>
Date: Fri, 1 Nov 2024 16:43:31 -0500
Subject: [PATCH 18/29] better formatted comments in chat.go

---
 chat.go | 167 +++++++++++++++++++++++++++++++++++++++-----------------
 1 file changed, 117 insertions(+), 50 deletions(-)

diff --git a/chat.go b/chat.go
index c0e6b0d..d284fcb 100644
--- a/chat.go
+++ b/chat.go
@@ -125,42 +125,90 @@ type (
 	}
 	// ChatCompletionRequest represents a request structure for the chat completion API.
 	ChatCompletionRequest struct {
-		Model             ChatModel                     `json:"model"`                         // Model is the model of the chat completion request.
-		Messages          []ChatCompletionMessage       `json:"messages"`                      // Messages is the messages of the chat completion request. These act as the prompt for the model.
-		MaxTokens         int                           `json:"max_tokens,omitempty"`          // MaxTokens is the max tokens of the chat completion request.
-		Temperature       float32                       `json:"temperature,omitempty"`         // Temperature is the temperature of the chat completion request.
-		TopP              float32                       `json:"top_p,omitempty"`               // TopP is the top p of the chat completion request.
-		N                 int                           `json:"n,omitempty"`                   // N is the n of the chat completion request.
-		Stream            bool                          `json:"stream,omitempty"`              // Stream is the stream of the chat completion request.
-		Stop              []string                      `json:"stop,omitempty"`                // Stop is the stop of the chat completion request.
-		PresencePenalty   float32                       `json:"presence_penalty,omitempty"`    // PresencePenalty is the presence penalty of the chat completion request.
-		ResponseFormat    *ChatCompletionResponseFormat `json:"response_format,omitempty"`     // ResponseFormat is the response format of the chat completion request.
-		Seed              *int                          `json:"seed,omitempty"`                // Seed is the seed of the chat completion request.
-		FrequencyPenalty  float32                       `json:"frequency_penalty,omitempty"`   // FrequencyPenalty is the frequency penalty of the chat completion request.
-		LogitBias         map[string]int                `json:"logit_bias,omitempty"`          // LogitBias is must be a token id string (specified by their token ID in the tokenizer), not a word string. incorrect: `"logit_bias":{ "You": 6}`, correct: `"logit_bias":{"1639": 6}` refs: https://platform.openai.com/docs/api-reference/chat/create#chat/create-logit_bias
-		LogProbs          bool                          `json:"logprobs,omitempty"`            // LogProbs indicates whether to return log probabilities of the output tokens or not. If true, returns the log probabilities of each output token returned in the content of message. This option is currently not available on the gpt-4-vision-preview model.
-		TopLogProbs       int                           `json:"top_logprobs,omitempty"`        // TopLogProbs is an integer between 0 and 5 specifying the number of most likely tokens to return at each token position, each with an associated log probability. logprobs must be set to true if this parameter is used.
-		User              string                        `json:"user,omitempty"`                // User is the user of the chat completion request.
-		Tools             []tools.Tool                  `json:"tools,omitempty"`               // Tools is the tools of the chat completion request.
-		ToolChoice        any                           `json:"tool_choice,omitempty"`         // This can be either a string or an ToolChoice object.
-		StreamOptions     *StreamOptions                `json:"stream_options,omitempty"`      // Options for streaming response. Only set this when you set stream: true.
-		ParallelToolCalls any                           `json:"parallel_tool_calls,omitempty"` // Disable the default behavior of parallel tool calls by setting it: false.
-		RetryDelay        time.Duration                 `json:"-"`                             // RetryDelay is the delay between retries.
+		// Model is the model of the chat completion request.
+		Model ChatModel `json:"model"`
+		// Messages is the messages of the chat completion request.
+		//
+		// These act as the prompt for the model.
+		Messages []ChatCompletionMessage `json:"messages"`
+		// MaxTokens is the max tokens of the chat completion request.
+		MaxTokens int `json:"max_tokens,omitempty"`
+		// Temperature is the temperature of the chat completion
+		// request.
+		Temperature float32 `json:"temperature,omitempty"`
+		// TopP is the top p of the chat completion request.
+		TopP float32 `json:"top_p,omitempty"`
+		// N is the n of the chat completion request.
+		N int `json:"n,omitempty"`
+		// Stream is the stream of the chat completion request.
+		Stream bool `json:"stream,omitempty"`
+		// Stop is the stop of the chat completion request.
+		Stop []string `json:"stop,omitempty"`
+		// PresencePenalty is the presence penalty of the chat
+		// completion request.
+		PresencePenalty float32 `json:"presence_penalty,omitempty"`
+		// ResponseFormat is the response format of the chat completion
+		// request.
+		ResponseFormat *ChatCompletionResponseFormat `json:"response_format,omitempty"`
+		// Seed is the seed of the chat completion request.
+		Seed *int `json:"seed,omitempty"`
+		// FrequencyPenalty is the frequency penalty of the chat
+		// completion request.
+		FrequencyPenalty float32 `json:"frequency_penalty,omitempty"`
+		// LogitBias is must be a token id string (specified by their
+		// token ID in the tokenizer), not a word string. incorrect: `"logit_bias":{ "You": 6}`, correct: `"logit_bias":{"1639": 6}` refs: https://platform.openai.com/docs/api-reference/chat/create#chat/create-logit_bias
+		LogitBias map[string]int `json:"logit_bias,omitempty"`
+		// LogProbs indicates whether to return log probabilities of the
+		// output tokens or not. If true, returns the log probabilities
+		// of each output token returned in the content of message.
+		//
+		// This option is currently not available on the
+		// gpt-4-vision-preview model.
+		LogProbs bool `json:"logprobs,omitempty"`
+		// TopLogProbs is an integer between 0 and 5 specifying the
+		// number of most likely tokens to return at each token
+		// position, each with an associated log probability. Logprobs
+		// must be set to true if this parameter is used.
+		TopLogProbs int `json:"top_logprobs,omitempty"`
+		// User is the user of the chat completion request.
+		User string `json:"user,omitempty"`
+		// Tools is the tools of the chat completion request.
+		Tools []tools.Tool `json:"tools,omitempty"`
+		// This can be either a string or an ToolChoice object.
+		ToolChoice any `json:"tool_choice,omitempty"`
+		// Options for streaming response. Only set this when you set stream: true.
+		StreamOptions *StreamOptions `json:"stream_options,omitempty"`
+		// Disable the default behavior of parallel tool calls by setting it: false.
+		ParallelToolCalls any `json:"parallel_tool_calls,omitempty"`
+		// RetryDelay is the delay between retries.
+		RetryDelay time.Duration `json:"-"`
 	}
 	// LogProbs is the top-level structure containing the log probability information.
 	LogProbs struct {
+		// Content is a list of message content tokens with log
+		// probability information.
 		Content []struct {
-			Token       string        `json:"token"`           // Token is the token of the log prob.
-			LogProb     float64       `json:"logprob"`         // LogProb is the log prob of the log prob.
-			Bytes       []byte        `json:"bytes,omitempty"` // Omitting the field if it is null
-			TopLogProbs []TopLogProbs `json:"top_logprobs"`    // TopLogProbs is a list of the most likely tokens and their log probability, at this token position. In rare cases, there may be fewer than the number of requested top_logprobs returned.
-		} `json:"content"` // Content is a list of message content tokens with log probability information.
+			// Token is the token of the log prob.
+			Token string `json:"token"`
+			// LogProb is the log prob of the log prob.
+			LogProb float64 `json:"logprob"`
+			// Omitting the field if it is null
+			Bytes []byte `json:"bytes,omitempty"`
+			// TopLogProbs is a list of the most likely tokens and
+			// their log probability, at this token position. In
+			// rare cases, there may be fewer than the number of
+			// requested top_logprobs returned.
+			TopLogProbs []TopLogProbs `json:"top_logprobs"`
+		} `json:"content"`
 	}
 	// TopLogProbs represents the top log probs.
 	TopLogProbs struct {
-		Token   string  `json:"token"`           // Token is the token of the top log probs.
-		LogProb float64 `json:"logprob"`         // LogProb is the log prob of the top log probs.
-		Bytes   []byte  `json:"bytes,omitempty"` // Bytes is the bytes of the top log probs.
+		// Token is the token of the top log probs.
+		Token string `json:"token"`
+		// LogProb is the log prob of the top log probs.
+		LogProb float64 `json:"logprob"`
+		// Bytes is the bytes of the top log probs.
+		Bytes []byte `json:"bytes,omitempty"`
 	}
 	// FinishReason is the finish reason.
 	// string
@@ -169,7 +217,7 @@ type (
 	ChatCompletionChoice struct {
 		Index int `json:"index"` // Index is the index of the choice.
 		// Message is the chat completion message of the choice.
-		Message ChatCompletionMessage `json:"message"` // Message is the chat completion message of the choice.
+		Message ChatCompletionMessage `json:"message"`
 		// FinishReason is the finish reason of the choice.
 		//
 		// stop: API returned complete message,
@@ -178,22 +226,30 @@ type (
 		// function_call: The model decided to call a function
 		// content_filter: Omitted content due to a flag from our content filters
 		// null: API response still in progress or incomplete
-		FinishReason FinishReason `json:"finish_reason"` // FinishReason is the finish reason of the choice.
+		FinishReason FinishReason `json:"finish_reason"`
 		// LogProbs is the log probs of the choice.
 		//
 		// This is basically the probability of the model choosing the token.
-		LogProbs *LogProbs `json:"logprobs,omitempty"` // LogProbs is the log probs of the choice.
+		LogProbs *LogProbs `json:"logprobs,omitempty"`
 	}
 	// ChatCompletionResponse represents a response structure for chat completion API.
 	ChatCompletionResponse struct {
-		ID                string                 `json:"id"`                 // ID is the id of the response.
-		Object            string                 `json:"object"`             // Object is the object of the response.
-		Created           int64                  `json:"created"`            // Created is the created time of the response.
-		Model             ChatModel              `json:"model"`              // Model is the model of the response.
-		Choices           []ChatCompletionChoice `json:"choices"`            // Choices is the choices of the response.
-		Usage             Usage                  `json:"usage"`              // Usage is the usage of the response.
-		SystemFingerprint string                 `json:"system_fingerprint"` // SystemFingerprint is the system fingerprint of the response.
-		http.Header                              // Header is the header of the response.
+		// ID is the id of the response.
+		ID string `json:"id"`
+		// Object is the object of the response.
+		Object string `json:"object"`
+		// Created is the created time of the response.
+		Created int64 `json:"created"`
+		// Model is the model of the response.
+		Model ChatModel `json:"model"`
+		// Choices is the choices of the response.
+		Choices []ChatCompletionChoice `json:"choices"`
+		// Usage is the usage of the response.
+		Usage Usage `json:"usage"`
+		// SystemFingerprint is the system fingerprint of the response.
+		SystemFingerprint string `json:"system_fingerprint"`
+		// Header is the header of the response.
+		http.Header
 	}
 	// ChatCompletionStreamChoiceDelta represents a response structure for chat completion API.
 	ChatCompletionStreamChoiceDelta struct {
@@ -221,16 +277,24 @@ type (
 	}
 	// ChatCompletionStreamResponse represents a response structure for chat completion API.
 	ChatCompletionStreamResponse struct {
-		ID                  string                       `json:"id"`                           // ID is the identifier for the chat completion stream response.
-		Object              string                       `json:"object"`                       // Object is the object type of the chat completion stream response.
-		Created             int64                        `json:"created"`                      // Created is the creation time of the chat completion stream response.
-		Model               ChatModel                    `json:"model"`                        // Model is the model used for the chat completion stream response.
-		Choices             []ChatCompletionStreamChoice `json:"choices"`                      // Choices is the choices for the chat completion stream response.
-		SystemFingerprint   string                       `json:"system_fingerprint"`           // SystemFingerprint is the system fingerprint for the chat completion stream response.
-		PromptAnnotations   []PromptAnnotation           `json:"prompt_annotations,omitempty"` // PromptAnnotations is the prompt annotations for the chat completion stream response.
+		// ID is the identifier for the chat completion stream response.
+		ID string `json:"id"`
+		// Object is the object type of the chat completion stream response.
+		Object string `json:"object"`
+		// Created is the creation time of the chat completion stream response.
+		Created int64 `json:"created"`
+		// Model is the model used for the chat completion stream response.
+		Model ChatModel `json:"model"`
+		// Choices is the choices for the chat completion stream response.
+		Choices []ChatCompletionStreamChoice `json:"choices"`
+		// SystemFingerprint is the system fingerprint for the chat completion stream response.
+		SystemFingerprint string `json:"system_fingerprint"`
+		// PromptAnnotations is the prompt annotations for the chat completion stream response.
+		PromptAnnotations []PromptAnnotation `json:"prompt_annotations,omitempty"`
+		// PromptFilterResults is the prompt filter results for the chat completion stream response.
 		PromptFilterResults []struct {
 			Index int `json:"index"`
-		} `json:"prompt_filter_results,omitempty"` // PromptFilterResults is the prompt filter results for the chat completion stream response.
+		} `json:"prompt_filter_results,omitempty"`
 		// Usage is an optional field that will only be present when you set stream_options: {"include_usage": true} in your request.
 		//
 		// When present, it contains a null value except for the last chunk which contains the token usage statistics
@@ -353,7 +417,8 @@ func (c *Client) CreateChatCompletion(
 	}
 	err = c.sendRequest(req, &response)
 	reqErr, ok := err.(*APIError)
-	if ok && (reqErr.HTTPStatusCode == http.StatusServiceUnavailable || reqErr.HTTPStatusCode == http.StatusInternalServerError) {
+	if ok && (reqErr.HTTPStatusCode == http.StatusServiceUnavailable ||
+		reqErr.HTTPStatusCode == http.StatusInternalServerError) {
 		time.Sleep(request.RetryDelay)
 		return c.CreateChatCompletion(ctx, request)
 	}
@@ -374,7 +439,9 @@ func (c *Client) CreateChatCompletionStream(
 		ctx,
 		c.header,
 		http.MethodPost,
-		c.fullURL(chatCompletionsSuffix, withModel(model(request.Model))),
+		c.fullURL(
+			chatCompletionsSuffix,
+			withModel(model(request.Model))),
 		builders.WithBody(request),
 	)
 	if err != nil {

From 1bb9eda96b14b278cc6e78b89237f6edcd3b558f Mon Sep 17 00:00:00 2001
From: conneroisu <conneroisu@outlook.com>
Date: Mon, 4 Nov 2024 05:03:04 -0600
Subject: [PATCH 19/29] save progress

---
 README.md                                     | 1049 +++++++++--------
 agents.go                                     |   53 +
 audio.go                                      |    5 +-
 chat.go                                       |  244 ++--
 client.go                                     |   23 +-
 client_test.go                                |   11 +-
 errors.go                                     |   51 +-
 examples/audio-house-translation/main.go      |    5 +-
 examples/audio-lex-fridman/main.go            |    3 +-
 examples/chat-terminal/main.go                |    3 +-
 examples/composio-github-star/main.go         |    3 +-
 examples/e2b-go-project/main.go               |  115 +-
 examples/json-chat/main.go                    |    3 +-
 examples/llava-blind/main.go                  |    3 +-
 examples/moderation/main.go                   |    3 +-
 .../toolhouse-python-code-interpreter/main.go |   27 +-
 examples/vhdl-documentor-json/main.go         |    3 +-
 extensions/composio/composio.go               |    8 -
 extensions/composio/run_test.go               |    3 +-
 extensions/composio/tools.go                  |   65 +-
 extensions/e2b/sandbox.go                     |   37 +-
 extensions/e2b/sandbox_test.go                |   16 +-
 extensions/e2b/tools.go                       |   11 +-
 extensions/e2b/tools_test.go                  |    6 +-
 extensions/e2b/unit_test.go                   |   21 +-
 extensions/jigsawstack/image_generation.go    |    4 +
 extensions/toolhouse/{run.go => execute.go}   |    0
 .../{run_test.go => execute_test.go}          |    0
 extensions/toolhouse/toolhouse_test.go        |    5 +-
 extensions/toolhouse/tools.go                 |   30 +-
 moderation.go                                 |  102 +-
 moderation_test.go                            |    3 +-
 pkg/builders/urls.go                          |    8 +
 models.go => pkg/models/models.go             |   25 +-
 models_test.go => pkg/models/models_test.go   |  225 ++--
 pkg/streams/stream.go                         |    1 +
 pkg/streams/stream_test.go                    |    1 +
 pkg/test/helpers.go                           |    2 +-
 pkg/tools/tools.go                            |   35 +-
 scripts/generate-jigsaw-accents/accents.go    |   25 +
 .../generate-jigsaw-accents/accents.go.tmpl   |   10 +
 scripts/generate-jigsaw-accents/main.go       |   74 +-
 scripts/generate-models/main.go               |    4 +-
 scripts/generate-models/models.go.tmpl        |   23 +-
 scripts/generate-models/models_test.go.tmpl   |   44 +-
 testdata/.gitignore                           |    1 -
 testdata/allow_additional_props.json          |  229 ----
 testdata/anyof.json                           |   91 --
 testdata/array_handling.json                  |   34 -
 testdata/array_type.json                      |   13 -
 testdata/base_schema_id.json                  |   38 -
 testdata/commas_in_pattern.json               |   22 -
 testdata/compact_date.json                    |   13 -
 testdata/custom_additional.json               |   24 -
 testdata/custom_base_schema_id.json           |  207 ----
 testdata/custom_map_type.json                 |   37 -
 testdata/custom_slice_type.json               |   32 -
 testdata/custom_type.json                     |   20 -
 testdata/custom_type_extend.json              |   23 -
 testdata/custom_type_with_interface.json      |   23 -
 testdata/defaults_expanded_toplevel.json      |  228 ----
 testdata/equals_in_pattern.json               |   25 -
 testdata/go_comments.json                     |  113 --
 testdata/ignore_type.json                     |  224 ----
 testdata/inlining_embedded.json               |   31 -
 testdata/inlining_embedded_anchored.json      |   33 -
 testdata/inlining_inheritance.json            |   21 -
 testdata/inlining_ptr.json                    |   17 -
 testdata/inlining_tag.json                    |   17 -
 testdata/keynamed.json                        |   52 -
 testdata/lookup.json                          |   22 -
 testdata/lookup_expanded.json                 |   18 -
 testdata/map_type.json                        |   10 -
 testdata/no_reference.json                    |  217 ----
 testdata/no_reference_anchor.json             |  219 ----
 testdata/nullable.json                        |   26 -
 testdata/number_handling.json                 |   25 -
 testdata/oneof.json                           |  104 --
 testdata/oneof_ref.json                       |   59 -
 testdata/recursive.json                       |   25 -
 testdata/required_from_jsontags.json          |  218 ----
 testdata/schema_alias.json                    |   19 -
 testdata/schema_alias_2.json                  |   31 -
 testdata/schema_property_alias.json           |   31 -
 testdata/schema_with_expression.json          |   20 -
 testdata/schema_with_minimum.json             |   20 -
 testdata/test_config.json                     |   23 -
 testdata/test_description_override.json       |   34 -
 testdata/test_user.json                       |  231 ----
 testdata/test_user_assign_anchor.json         |  233 ----
 testdata/test_yaml_and_json_prefer_yaml.json  |   30 -
 testdata/unsigned_int_handling.json           |   47 -
 testdata/user_with_anchor.json                |   20 -
 testdata/with_custom_format.json              |   31 -
 testdata/yaml_inline.json                     |   29 -
 unit_test.go                                  |  109 +-
 96 files changed, 1406 insertions(+), 4405 deletions(-)
 create mode 100644 agents.go
 rename extensions/toolhouse/{run.go => execute.go} (100%)
 rename extensions/toolhouse/{run_test.go => execute_test.go} (100%)
 create mode 100644 pkg/builders/urls.go
 rename models.go => pkg/models/models.go (93%)
 rename models_test.go => pkg/models/models_test.go (70%)
 create mode 100644 pkg/streams/stream.go
 create mode 100644 pkg/streams/stream_test.go
 create mode 100644 scripts/generate-jigsaw-accents/accents.go
 create mode 100644 scripts/generate-jigsaw-accents/accents.go.tmpl
 delete mode 100644 testdata/.gitignore
 delete mode 100644 testdata/allow_additional_props.json
 delete mode 100644 testdata/anyof.json
 delete mode 100644 testdata/array_handling.json
 delete mode 100644 testdata/array_type.json
 delete mode 100644 testdata/base_schema_id.json
 delete mode 100644 testdata/commas_in_pattern.json
 delete mode 100644 testdata/compact_date.json
 delete mode 100644 testdata/custom_additional.json
 delete mode 100644 testdata/custom_base_schema_id.json
 delete mode 100644 testdata/custom_map_type.json
 delete mode 100644 testdata/custom_slice_type.json
 delete mode 100644 testdata/custom_type.json
 delete mode 100644 testdata/custom_type_extend.json
 delete mode 100644 testdata/custom_type_with_interface.json
 delete mode 100644 testdata/defaults_expanded_toplevel.json
 delete mode 100644 testdata/equals_in_pattern.json
 delete mode 100644 testdata/go_comments.json
 delete mode 100644 testdata/ignore_type.json
 delete mode 100644 testdata/inlining_embedded.json
 delete mode 100644 testdata/inlining_embedded_anchored.json
 delete mode 100644 testdata/inlining_inheritance.json
 delete mode 100644 testdata/inlining_ptr.json
 delete mode 100644 testdata/inlining_tag.json
 delete mode 100644 testdata/keynamed.json
 delete mode 100644 testdata/lookup.json
 delete mode 100644 testdata/lookup_expanded.json
 delete mode 100644 testdata/map_type.json
 delete mode 100644 testdata/no_reference.json
 delete mode 100644 testdata/no_reference_anchor.json
 delete mode 100644 testdata/nullable.json
 delete mode 100644 testdata/number_handling.json
 delete mode 100644 testdata/oneof.json
 delete mode 100644 testdata/oneof_ref.json
 delete mode 100644 testdata/recursive.json
 delete mode 100644 testdata/required_from_jsontags.json
 delete mode 100644 testdata/schema_alias.json
 delete mode 100644 testdata/schema_alias_2.json
 delete mode 100644 testdata/schema_property_alias.json
 delete mode 100644 testdata/schema_with_expression.json
 delete mode 100644 testdata/schema_with_minimum.json
 delete mode 100644 testdata/test_config.json
 delete mode 100644 testdata/test_description_override.json
 delete mode 100644 testdata/test_user.json
 delete mode 100644 testdata/test_user_assign_anchor.json
 delete mode 100644 testdata/test_yaml_and_json_prefer_yaml.json
 delete mode 100644 testdata/unsigned_int_handling.json
 delete mode 100644 testdata/user_with_anchor.json
 delete mode 100644 testdata/with_custom_format.json
 delete mode 100644 testdata/yaml_inline.json

diff --git a/README.md b/README.md
index f3fb07c..fda1a4f 100644
--- a/README.md
+++ b/README.md
@@ -92,26 +92,19 @@ With specially designed hardware, the Groq API is a super fast way to query open
 
 API Documentation: https://console.groq.com/docs/quickstart
 
-Code generated by groq\-modeler DO NOT EDIT.
-
-Created at: 2024\-10\-31 15:25:27
-
-groq\-modeler Version 1.1.2
-
 ## Index
 
 - [Constants](<#constants>)
-- [Variables](<#variables>)
 - [func AudioMultipartForm\(request AudioRequest, b builders.FormBuilder\) error](<#AudioMultipartForm>)
-- [func CreateFileField\(request AudioRequest, b builders.FormBuilder\) \(err error\)](<#CreateFileField>)
 - [type APIError](<#APIError>)
   - [func \(e \*APIError\) Error\(\) string](<#APIError.Error>)
   - [func \(e \*APIError\) UnmarshalJSON\(data \[\]byte\) \(err error\)](<#APIError.UnmarshalJSON>)
-- [type AudioModel](<#AudioModel>)
+- [type Agent](<#Agent>)
+  - [func NewAgent\(client \*Client\) \*Agent](<#NewAgent>)
+- [type Agenter](<#Agenter>)
 - [type AudioRequest](<#AudioRequest>)
 - [type AudioResponse](<#AudioResponse>)
   - [func \(r \*AudioResponse\) SetHeader\(header http.Header\)](<#AudioResponse.SetHeader>)
-- [type AudioResponseFormat](<#AudioResponseFormat>)
 - [type ChatCompletionChoice](<#ChatCompletionChoice>)
 - [type ChatCompletionMessage](<#ChatCompletionMessage>)
   - [func \(m ChatCompletionMessage\) MarshalJSON\(\) \(\[\]byte, error\)](<#ChatCompletionMessage.MarshalJSON>)
@@ -121,7 +114,6 @@ groq\-modeler Version 1.1.2
   - [func \(r \*ChatCompletionResponse\) SetHeader\(h http.Header\)](<#ChatCompletionResponse.SetHeader>)
 - [type ChatCompletionResponseFormat](<#ChatCompletionResponseFormat>)
 - [type ChatCompletionResponseFormatJSONSchema](<#ChatCompletionResponseFormatJSONSchema>)
-- [type ChatCompletionResponseFormatType](<#ChatCompletionResponseFormatType>)
 - [type ChatCompletionStream](<#ChatCompletionStream>)
 - [type ChatCompletionStreamChoice](<#ChatCompletionStreamChoice>)
 - [type ChatCompletionStreamChoiceDelta](<#ChatCompletionStreamChoiceDelta>)
@@ -129,7 +121,6 @@ groq\-modeler Version 1.1.2
 - [type ChatMessageImageURL](<#ChatMessageImageURL>)
 - [type ChatMessagePart](<#ChatMessagePart>)
 - [type ChatMessagePartType](<#ChatMessagePartType>)
-- [type ChatModel](<#ChatModel>)
 - [type Client](<#Client>)
   - [func NewClient\(groqAPIKey string, opts ...Opts\) \(\*Client, error\)](<#NewClient>)
   - [func \(c \*Client\) CreateChatCompletion\(ctx context.Context, request ChatCompletionRequest\) \(response ChatCompletionResponse, err error\)](<#Client.CreateChatCompletion>)
@@ -145,6 +136,9 @@ groq\-modeler Version 1.1.2
 - [type Endpoint](<#Endpoint>)
 - [type ErrContentFieldsMisused](<#ErrContentFieldsMisused>)
   - [func \(e ErrContentFieldsMisused\) Error\(\) string](<#ErrContentFieldsMisused.Error>)
+- [type ErrRequest](<#ErrRequest>)
+  - [func \(e \*ErrRequest\) Error\(\) string](<#ErrRequest.Error>)
+  - [func \(e \*ErrRequest\) Unwrap\(\) error](<#ErrRequest.Unwrap>)
 - [type ErrTooManyEmptyStreamMessages](<#ErrTooManyEmptyStreamMessages>)
   - [func \(e ErrTooManyEmptyStreamMessages\) Error\(\) string](<#ErrTooManyEmptyStreamMessages.Error>)
 - [type ErrToolNotFound](<#ErrToolNotFound>)
@@ -157,7 +151,6 @@ groq\-modeler Version 1.1.2
 - [type ImageURLDetail](<#ImageURLDetail>)
 - [type LogProbs](<#LogProbs>)
 - [type Moderation](<#Moderation>)
-- [type ModerationModel](<#ModerationModel>)
 - [type ModerationRequest](<#ModerationRequest>)
 - [type Opts](<#Opts>)
   - [func WithBaseURL\(baseURL string\) Opts](<#WithBaseURL>)
@@ -171,6 +164,9 @@ groq\-modeler Version 1.1.2
 - [type Role](<#Role>)
 - [type Segments](<#Segments>)
 - [type StreamOptions](<#StreamOptions>)
+- [type ToolGetter](<#ToolGetter>)
+- [type ToolManager](<#ToolManager>)
+- [type ToolRunner](<#ToolRunner>)
 - [type TopLogProbs](<#TopLogProbs>)
 - [type TranscriptionTimestampGranularity](<#TranscriptionTimestampGranularity>)
 - [type Usage](<#Usage>)
@@ -179,253 +175,37 @@ groq\-modeler Version 1.1.2
 
 ## Constants
 
-<a name="AudioResponseFormatJSON"></a>
-
-```go
-const (
-    AudioResponseFormatJSON        AudioResponseFormat = "json"         // AudioResponseFormatJSON is the JSON response format of some audio.
-    AudioResponseFormatText        AudioResponseFormat = "text"         // AudioResponseFormatText is the text response format of some audio.
-    AudioResponseFormatSRT         AudioResponseFormat = "srt"          // AudioResponseFormatSRT is the SRT response format of some audio.
-    AudioResponseFormatVerboseJSON AudioResponseFormat = "verbose_json" // AudioResponseFormatVerboseJSON is the verbose JSON response format of some audio.
-    AudioResponseFormatVTT         AudioResponseFormat = "vtt"          // AudioResponseFormatVTT is the VTT response format of some audio.
-
-    TranscriptionTimestampGranularityWord    TranscriptionTimestampGranularity = "word"    // TranscriptionTimestampGranularityWord is the word timestamp granularity.
-    TranscriptionTimestampGranularitySegment TranscriptionTimestampGranularity = "segment" // TranscriptionTimestampGranularitySegment is the segment timestamp granularity.
-)
-```
-
 <a name="ChatMessageRoleSystem"></a>
 
 ```go
 const (
-    ChatMessageRoleSystem                      Role                             = "system"         // ChatMessageRoleSystem is the system chat message role.
-    ChatMessageRoleUser                        Role                             = "user"           // ChatMessageRoleUser is the user chat message role.
-    ChatMessageRoleAssistant                   Role                             = "assistant"      // ChatMessageRoleAssistant is the assistant chat message role.
-    ChatMessageRoleFunction                    Role                             = "function"       // ChatMessageRoleFunction is the function chat message role.
-    ChatMessageRoleTool                        Role                             = "tool"           // ChatMessageRoleTool is the tool chat message role.
-    ImageURLDetailHigh                         ImageURLDetail                   = "high"           // ImageURLDetailHigh is the high image url detail.
-    ImageURLDetailLow                          ImageURLDetail                   = "low"            // ImageURLDetailLow is the low image url detail.
-    ImageURLDetailAuto                         ImageURLDetail                   = "auto"           // ImageURLDetailAuto is the auto image url detail.
-    ChatMessagePartTypeText                    ChatMessagePartType              = "text"           // ChatMessagePartTypeText is the text chat message part type.
-    ChatMessagePartTypeImageURL                ChatMessagePartType              = "image_url"      // ChatMessagePartTypeImageURL is the image url chat message part type.
-    ChatCompletionResponseFormatTypeJSONObject ChatCompletionResponseFormatType = "json_object"    // ChatCompletionResponseFormatTypeJSONObject is the json object chat completion response format type.
-    ChatCompletionResponseFormatTypeJSONSchema ChatCompletionResponseFormatType = "json_schema"    // ChatCompletionResponseFormatTypeJSONSchema is the json schema chat completion response format type.
-    ChatCompletionResponseFormatTypeText       ChatCompletionResponseFormatType = "text"           // ChatCompletionResponseFormatTypeText is the text chat completion response format type.
-    FinishReasonStop                           FinishReason                     = "stop"           // FinishReasonStop is the stop finish reason.
-    FinishReasonLength                         FinishReason                     = "length"         // FinishReasonLength is the length finish reason.
-    FinishReasonFunctionCall                   FinishReason                     = "function_call"  // FinishReasonFunctionCall is the function call finish reason.
-    FinishReasonToolCalls                      FinishReason                     = "tool_calls"     // FinishReasonToolCalls is the tool calls finish reason.
-    FinishReasonContentFilter                  FinishReason                     = "content_filter" // FinishReasonContentFilter is the content filter finish reason.
-    FinishReasonNull                           FinishReason                     = "null"           // FinishReasonNull is the null finish reason.
-)
-```
-
-## Variables
-
-<a name="ModelGemma29BIt"></a>
-
-```go
-var (
-    // ModelGemma29BIt is an AI text chat model.
-    //
-    // It is created/provided by Google.
-    //
-    // It has 8192 context window.
-    //
-    // It can be used with the following client methods:
-    //	- CreateChatCompletion
-    // 	- CreateChatCompletionStream
-    // 	- CreateChatCompletionJSON
-    ModelGemma29BIt ChatModel = "gemma2-9b-it"
-    // ModelGemma7BIt is an AI text chat model.
-    //
-    // It is created/provided by Google.
-    //
-    // It has 8192 context window.
-    //
-    // It can be used with the following client methods:
-    //	- CreateChatCompletion
-    // 	- CreateChatCompletionStream
-    // 	- CreateChatCompletionJSON
-    ModelGemma7BIt ChatModel = "gemma-7b-it"
-    // ModelLlama3170BVersatile is an AI text chat model.
-    //
-    // It is created/provided by Meta.
-    //
-    // It has 32768 context window.
-    //
-    // It can be used with the following client methods:
-    //	- CreateChatCompletion
-    // 	- CreateChatCompletionStream
-    // 	- CreateChatCompletionJSON
-    ModelLlama3170BVersatile ChatModel = "llama-3.1-70b-versatile"
-    // ModelLlama318BInstant is an AI text chat model.
-    //
-    // It is created/provided by Meta.
-    //
-    // It has 131072 context window.
-    //
-    // It can be used with the following client methods:
-    //	- CreateChatCompletion
-    // 	- CreateChatCompletionStream
-    // 	- CreateChatCompletionJSON
-    ModelLlama318BInstant ChatModel = "llama-3.1-8b-instant"
-    // ModelLlama3211BTextPreview is an AI text chat model.
-    //
-    // It is created/provided by Meta.
-    //
-    // It has 8192 context window.
-    //
-    // It can be used with the following client methods:
-    //	- CreateChatCompletion
-    // 	- CreateChatCompletionStream
-    // 	- CreateChatCompletionJSON
-    ModelLlama3211BTextPreview ChatModel = "llama-3.2-11b-text-preview"
-    // ModelLlama3211BVisionPreview is an AI text chat model.
-    //
-    // It is created/provided by Meta.
-    //
-    // It has 8192 context window.
-    //
-    // It can be used with the following client methods:
-    //	- CreateChatCompletion
-    // 	- CreateChatCompletionStream
-    // 	- CreateChatCompletionJSON
-    ModelLlama3211BVisionPreview ChatModel = "llama-3.2-11b-vision-preview"
-    // ModelLlama321BPreview is an AI text chat model.
-    //
-    // It is created/provided by Meta.
-    //
-    // It has 8192 context window.
-    //
-    // It can be used with the following client methods:
-    //	- CreateChatCompletion
-    // 	- CreateChatCompletionStream
-    // 	- CreateChatCompletionJSON
-    ModelLlama321BPreview ChatModel = "llama-3.2-1b-preview"
-    // ModelLlama323BPreview is an AI text chat model.
-    //
-    // It is created/provided by Meta.
-    //
-    // It has 8192 context window.
-    //
-    // It can be used with the following client methods:
-    //	- CreateChatCompletion
-    // 	- CreateChatCompletionStream
-    // 	- CreateChatCompletionJSON
-    ModelLlama323BPreview ChatModel = "llama-3.2-3b-preview"
-    // ModelLlama3290BTextPreview is an AI text chat model.
-    //
-    // It is created/provided by Meta.
-    //
-    // It has 8192 context window.
-    //
-    // It can be used with the following client methods:
-    //	- CreateChatCompletion
-    // 	- CreateChatCompletionStream
-    // 	- CreateChatCompletionJSON
-    ModelLlama3290BTextPreview ChatModel = "llama-3.2-90b-text-preview"
-    // ModelLlama3290BVisionPreview is an AI text chat model.
-    //
-    // It is created/provided by Meta.
-    //
-    // It has 8192 context window.
-    //
-    // It can be used with the following client methods:
-    //	- CreateChatCompletion
-    // 	- CreateChatCompletionStream
-    // 	- CreateChatCompletionJSON
-    ModelLlama3290BVisionPreview ChatModel = "llama-3.2-90b-vision-preview"
-    // ModelLlama370B8192 is an AI text chat model.
-    //
-    // It is created/provided by Meta.
-    //
-    // It has 8192 context window.
-    //
-    // It can be used with the following client methods:
-    //	- CreateChatCompletion
-    // 	- CreateChatCompletionStream
-    // 	- CreateChatCompletionJSON
-    ModelLlama370B8192 ChatModel = "llama3-70b-8192"
-    // ModelLlama38B8192 is an AI text chat model.
-    //
-    // It is created/provided by Meta.
-    //
-    // It has 8192 context window.
-    //
-    // It can be used with the following client methods:
-    //	- CreateChatCompletion
-    // 	- CreateChatCompletionStream
-    // 	- CreateChatCompletionJSON
-    ModelLlama38B8192 ChatModel = "llama3-8b-8192"
-    // ModelLlama3Groq70B8192ToolUsePreview is an AI text chat model.
-    //
-    // It is created/provided by Groq.
-    //
-    // It has 8192 context window.
-    //
-    // It can be used with the following client methods:
-    //	- CreateChatCompletion
-    // 	- CreateChatCompletionStream
-    // 	- CreateChatCompletionJSON
-    ModelLlama3Groq70B8192ToolUsePreview ChatModel = "llama3-groq-70b-8192-tool-use-preview"
-    // ModelLlama3Groq8B8192ToolUsePreview is an AI text chat model.
-    //
-    // It is created/provided by Groq.
-    //
-    // It has 8192 context window.
-    //
-    // It can be used with the following client methods:
-    //	- CreateChatCompletion
-    // 	- CreateChatCompletionStream
-    // 	- CreateChatCompletionJSON
-    ModelLlama3Groq8B8192ToolUsePreview ChatModel = "llama3-groq-8b-8192-tool-use-preview"
-    // ModelLlavaV157B4096Preview is an AI text chat model.
-    //
-    // It is created/provided by Other.
-    //
-    // It has 4096 context window.
-    //
-    // It can be used with the following client methods:
-    //	- CreateChatCompletion
-    // 	- CreateChatCompletionStream
-    // 	- CreateChatCompletionJSON
-    ModelLlavaV157B4096Preview ChatModel = "llava-v1.5-7b-4096-preview"
-    // ModelMixtral8X7B32768 is an AI text chat model.
-    //
-    // It is created/provided by Mistral AI.
-    //
-    // It has 32768 context window.
-    //
-    // It can be used with the following client methods:
-    //	- CreateChatCompletion
-    // 	- CreateChatCompletionStream
-    // 	- CreateChatCompletionJSON
-    ModelMixtral8X7B32768 ChatModel = "mixtral-8x7b-32768"
-    // ModelWhisperLargeV3 is an AI audio transcription model.
-    //
-    // It is created/provided by OpenAI.
-    //
-    // It has 448 context window.
-    //
-    // It can be used with the following client methods:
-    //	- CreateTranscription
-    // 	- CreateTranslation
-    ModelWhisperLargeV3 AudioModel = "whisper-large-v3"
-    // ModelLlamaGuard38B is an AI moderation model.
-    //
-    // It is created/provided by Meta.
-    //
-    // It has 8192 context window.
-    //
-    // It can be used with the following client methods:
-    //	- Moderate
-    ModelLlamaGuard38B ModerationModel = "llama-guard-3-8b"
+    // ChatMessageRoleSystem is the system chat message role.
+    ChatMessageRoleSystem Role = "system"
+    // ChatMessageRoleUser is the user chat message role.
+    ChatMessageRoleUser Role = "user"
+    // ChatMessageRoleAssistant is the assistant chat message role.
+    ChatMessageRoleAssistant Role = "assistant"
+    // ChatMessageRoleFunction is the function chat message role.
+    ChatMessageRoleFunction Role = "function"
+    // ChatMessageRoleTool is the tool chat message role.
+    ChatMessageRoleTool Role = "tool"
+
+    // ImageURLDetailHigh is the high image url detail.
+    ImageURLDetailHigh ImageURLDetail = "high"
+    // ImageURLDetailLow is the low image url detail.
+    ImageURLDetailLow ImageURLDetail = "low"
+    // ImageURLDetailAuto is the auto image url detail.
+    ImageURLDetailAuto ImageURLDetail = "auto"
+
+    // ChatMessagePartTypeText is the text chat message part type.
+    ChatMessagePartTypeText ChatMessagePartType = "text"
+    // ChatMessagePartTypeImageURL is the image url chat message part type.
+    ChatMessagePartTypeImageURL ChatMessagePartType = "image_url"
 )
 ```
 
 <a name="AudioMultipartForm"></a>
-## func [AudioMultipartForm](<https://github.com/conneroisu/groq-go/blob/main/audio.go#L162>)
+## func [AudioMultipartForm](<https://github.com/conneroisu/groq-go/blob/main/audio.go#L189>)
 
 ```go
 func AudioMultipartForm(request AudioRequest, b builders.FormBuilder) error
@@ -433,32 +213,28 @@ func AudioMultipartForm(request AudioRequest, b builders.FormBuilder) error
 
 AudioMultipartForm creates a form with audio file contents and the name of the model to use for audio processing.
 
-<a name="CreateFileField"></a>
-## func [CreateFileField](<https://github.com/conneroisu/groq-go/blob/main/audio.go#L207-L210>)
-
-```go
-func CreateFileField(request AudioRequest, b builders.FormBuilder) (err error)
-```
-
-CreateFileField creates the "file" form field from either an existing file or by using the reader.
-
 <a name="APIError"></a>
-## type [APIError](<https://github.com/conneroisu/groq-go/blob/main/errors.go#L17-L23>)
+## type [APIError](<https://github.com/conneroisu/groq-go/blob/main/errors.go#L11-L22>)
 
 APIError provides error information returned by the Groq API.
 
 ```go
 type APIError struct {
-    Code           any     `json:"code,omitempty"`  // Code is the code of the error.
-    Message        string  `json:"message"`         // Message is the message of the error.
-    Param          *string `json:"param,omitempty"` // Param is the param of the error.
-    Type           string  `json:"type"`            // Type is the type of the error.
-    HTTPStatusCode int     `json:"-"`               // HTTPStatusCode is the status code of the error.
+    // Code is the code of the error.
+    Code any `json:"code,omitempty"`
+    // Message is the message of the error.
+    Message string `json:"message"`
+    // Param is the param of the error.
+    Param *string `json:"param,omitempty"`
+    // Type is the type of the error.
+    Type string `json:"type"`
+    // HTTPStatusCode is the status code of the error.
+    HTTPStatusCode int `json:"-"`
 }
 ```
 
 <a name="APIError.Error"></a>
-### func \(\*APIError\) [Error](<https://github.com/conneroisu/groq-go/blob/main/errors.go#L96>)
+### func \(\*APIError\) [Error](<https://github.com/conneroisu/groq-go/blob/main/errors.go#L53>)
 
 ```go
 func (e *APIError) Error() string
@@ -467,7 +243,7 @@ func (e *APIError) Error() string
 Error method implements the error interface on APIError.
 
 <a name="APIError.UnmarshalJSON"></a>
-### func \(\*APIError\) [UnmarshalJSON](<https://github.com/conneroisu/groq-go/blob/main/errors.go#L108>)
+### func \(\*APIError\) [UnmarshalJSON](<https://github.com/conneroisu/groq-go/blob/main/errors.go#L65>)
 
 ```go
 func (e *APIError) UnmarshalJSON(data []byte) (err error)
@@ -475,52 +251,90 @@ func (e *APIError) UnmarshalJSON(data []byte) (err error)
 
 UnmarshalJSON implements the json.Unmarshaler interface.
 
-<a name="AudioModel"></a>
-## type [AudioModel](<https://github.com/conneroisu/groq-go/blob/main/models.go#L22>)
+<a name="Agent"></a>
+## type [Agent](<https://github.com/conneroisu/groq-go/blob/main/agents.go#L39-L41>)
+
+Agent is an agent for interacting with a chat completion.
+
+```go
+type Agent struct {
+    // contains filtered or unexported fields
+}
+```
+
+<a name="NewAgent"></a>
+### func [NewAgent](<https://github.com/conneroisu/groq-go/blob/main/agents.go#L44>)
 
-AudioModel is the type for audio models present on the groq api.
+```go
+func NewAgent(client *Client) *Agent
+```
+
+NewAgent creates a new agent.
+
+<a name="Agenter"></a>
+## type [Agenter](<https://github.com/conneroisu/groq-go/blob/main/agents.go#L11-L13>)
+
+Agenter is an interface for an agent.
 
 ```go
-type AudioModel model
+type Agenter interface {
+    ToolManager
+}
 ```
 
 <a name="AudioRequest"></a>
-## type [AudioRequest](<https://github.com/conneroisu/groq-go/blob/main/audio.go#L37-L45>)
+## type [AudioRequest](<https://github.com/conneroisu/groq-go/blob/main/audio.go#L31-L49>)
 
 AudioRequest represents a request structure for audio API.
 
 ```go
 type AudioRequest struct {
-    Model       AudioModel          // Model is the model to use for the transcription.
-    FilePath    string              // FilePath is either an existing file in your filesystem or a filename representing the contents of Reader.
-    Reader      io.Reader           // Reader is an optional io.Reader when you do not want to use an existing file.
-    Prompt      string              // Prompt is the prompt for the transcription.
-    Temperature float32             // Temperature is the temperature for the transcription.
-    Language    string              // Language is the language for the transcription. Only for transcription.
-    Format      AudioResponseFormat // Format is the format for the response.
+    // Model is the model to use for the transcription.
+    Model models.AudioModel
+    // FilePath is either an existing file in your filesystem or a
+    // filename representing the contents of Reader.
+    FilePath string
+    // Reader is an optional io.Reader when you do not want to use
+    // an existing file.
+    Reader io.Reader
+    // Prompt is the prompt for the transcription.
+    Prompt string
+    // Temperature is the temperature for the transcription.
+    Temperature float32
+    // Language is the language for the transcription. Only for
+    // transcription.
+    Language string
+    // Format is the format for the response.
+    Format Format
 }
 ```
 
 <a name="AudioResponse"></a>
-## type [AudioResponse](<https://github.com/conneroisu/groq-go/blob/main/audio.go#L47-L56>)
+## type [AudioResponse](<https://github.com/conneroisu/groq-go/blob/main/audio.go#L51-L66>)
 
 AudioResponse represents a response structure for audio API.
 
 ```go
 type AudioResponse struct {
-    Task     string   `json:"task"`     // Task is the task of the response.
-    Language string   `json:"language"` // Language is the language of the response.
-    Duration float64  `json:"duration"` // Duration is the duration of the response.
-    Segments Segments `json:"segments"` // Segments is the segments of the response.
-    Words    Words    `json:"words"`    // Words is the words of the response.
-    Text     string   `json:"text"`     // Text is the text of the response.
+    // Task is the task of the response.
+    Task string `json:"task"`
+    // Language is the language of the response.
+    Language string `json:"language"`
+    // Duration is the duration of the response.
+    Duration float64 `json:"duration"`
+    // Segments is the segments of the response.
+    Segments Segments `json:"segments"`
+    // Words is the words of the response.
+    Words Words `json:"words"`
+    // Text is the text of the response.
+    Text string `json:"text"`
 
     Header http.Header // Header is the header of the response.
 }
 ```
 
 <a name="AudioResponse.SetHeader"></a>
-### func \(\*AudioResponse\) [SetHeader](<https://github.com/conneroisu/groq-go/blob/main/audio.go#L86>)
+### func \(\*AudioResponse\) [SetHeader](<https://github.com/conneroisu/groq-go/blob/main/audio.go#L113>)
 
 ```go
 func (r *AudioResponse) SetHeader(header http.Header)
@@ -528,21 +342,8 @@ func (r *AudioResponse) SetHeader(header http.Header)
 
 SetHeader sets the header of the response.
 
-<a name="AudioResponseFormat"></a>
-## type [AudioResponseFormat](<https://github.com/conneroisu/groq-go/blob/main/audio.go#L31>)
-
-AudioResponseFormat is the response format for the audio API.
-
-Response formatted using AudioResponseFormatJSON by default.
-
-string
-
-```go
-type AudioResponseFormat string
-```
-
 <a name="ChatCompletionChoice"></a>
-## type [ChatCompletionChoice](<https://github.com/conneroisu/groq-go/blob/main/chat.go#L154-L171>)
+## type [ChatCompletionChoice](<https://github.com/conneroisu/groq-go/blob/main/chat.go#L243-L254>)
 
 ChatCompletionChoice represents the chat completion choice.
 
@@ -550,42 +351,49 @@ ChatCompletionChoice represents the chat completion choice.
 type ChatCompletionChoice struct {
     Index int `json:"index"` // Index is the index of the choice.
     // Message is the chat completion message of the choice.
-    Message ChatCompletionMessage `json:"message"` // Message is the chat completion message of the choice.
+    Message ChatCompletionMessage `json:"message"`
     // FinishReason is the finish reason of the choice.
-    //
-    // stop: API returned complete message,
-    // or a message terminated by one of the stop sequences provided via the stop parameter
-    // length: Incomplete model output due to max_tokens parameter or token limit
-    // function_call: The model decided to call a function
-    // content_filter: Omitted content due to a flag from our content filters
-    // null: API response still in progress or incomplete
-    FinishReason FinishReason `json:"finish_reason"` // FinishReason is the finish reason of the choice.
+    FinishReason FinishReason `json:"finish_reason"`
     // LogProbs is the log probs of the choice.
     //
-    // This is basically the probability of the model choosing the token.
-    LogProbs *LogProbs `json:"logprobs,omitempty"` // LogProbs is the log probs of the choice.
+    // This is basically the probability of the model choosing the
+    // token.
+    LogProbs *LogProbs `json:"logprobs,omitempty"`
 }
 ```
 
 <a name="ChatCompletionMessage"></a>
-## type [ChatCompletionMessage](<https://github.com/conneroisu/groq-go/blob/main/chat.go#L72-L80>)
+## type [ChatCompletionMessage](<https://github.com/conneroisu/groq-go/blob/main/chat.go#L106-L127>)
 
 ChatCompletionMessage represents the chat completion message.
 
 ```go
 type ChatCompletionMessage struct {
-    Name         string              `json:"name"`                    // Name is the name of the chat completion message.
-    Role         Role                `json:"role"`                    // Role is the role of the chat completion message.
-    Content      string              `json:"content"`                 // Content is the content of the chat completion message.
-    MultiContent []ChatMessagePart   `json:"-"`                       // MultiContent is the multi content of the chat completion message.
-    FunctionCall *tools.FunctionCall `json:"function_call,omitempty"` // FunctionCall setting for Role=assistant prompts this may be set to the function call generated by the model.
-    ToolCalls    []tools.ToolCall    `json:"tool_calls,omitempty"`    // ToolCalls setting for Role=assistant prompts this may be set to the tool calls generated by the model, such as function calls.
-    ToolCallID   string              `json:"tool_call_id,omitempty"`  // ToolCallID is setting for Role=tool prompts this should be set to the ID given in the assistant's prior request to call a tool.
+    // Name is the name of the chat completion message.
+    Name string `json:"name"`
+    // Role is the role of the chat completion message.
+    Role Role `json:"role"`
+    // Content is the content of the chat completion message.
+    Content string `json:"content"`
+    // MultiContent is the multi content of the chat completion
+    // message.
+    MultiContent []ChatMessagePart `json:"-"`
+    // FunctionCall setting for Role=assistant prompts this may be
+    // set to the function call generated by the model.
+    FunctionCall *tools.FunctionCall `json:"function_call,omitempty"`
+    // ToolCalls setting for Role=assistant prompts this may be set
+    // to the tool calls generated by the model, such as function
+    // calls.
+    ToolCalls []tools.ToolCall `json:"tool_calls,omitempty"`
+    // ToolCallID is setting for Role=tool prompts this should be
+    // set to the ID given in the assistant's prior request to call
+    // a tool.
+    ToolCallID string `json:"tool_call_id,omitempty"`
 }
 ```
 
 <a name="ChatCompletionMessage.MarshalJSON"></a>
-### func \(ChatCompletionMessage\) [MarshalJSON](<https://github.com/conneroisu/groq-go/blob/main/chat.go#L234>)
+### func \(ChatCompletionMessage\) [MarshalJSON](<https://github.com/conneroisu/groq-go/blob/main/chat.go#L357>)
 
 ```go
 func (m ChatCompletionMessage) MarshalJSON() ([]byte, error)
@@ -594,7 +402,7 @@ func (m ChatCompletionMessage) MarshalJSON() ([]byte, error)
 MarshalJSON method implements the json.Marshaler interface.
 
 <a name="ChatCompletionMessage.UnmarshalJSON"></a>
-### func \(\*ChatCompletionMessage\) [UnmarshalJSON](<https://github.com/conneroisu/groq-go/blob/main/chat.go#L263>)
+### func \(\*ChatCompletionMessage\) [UnmarshalJSON](<https://github.com/conneroisu/groq-go/blob/main/chat.go#L386>)
 
 ```go
 func (m *ChatCompletionMessage) UnmarshalJSON(bs []byte) (err error)
@@ -603,56 +411,100 @@ func (m *ChatCompletionMessage) UnmarshalJSON(bs []byte) (err error)
 UnmarshalJSON method implements the json.Unmarshaler interface.
 
 <a name="ChatCompletionRequest"></a>
-## type [ChatCompletionRequest](<https://github.com/conneroisu/groq-go/blob/main/chat.go#L112-L134>)
+## type [ChatCompletionRequest](<https://github.com/conneroisu/groq-go/blob/main/chat.go#L156-L214>)
 
 ChatCompletionRequest represents a request structure for the chat completion API.
 
 ```go
 type ChatCompletionRequest struct {
-    Model             ChatModel                     `json:"model"`                         // Model is the model of the chat completion request.
-    Messages          []ChatCompletionMessage       `json:"messages"`                      // Messages is the messages of the chat completion request. These act as the prompt for the model.
-    MaxTokens         int                           `json:"max_tokens,omitempty"`          // MaxTokens is the max tokens of the chat completion request.
-    Temperature       float32                       `json:"temperature,omitempty"`         // Temperature is the temperature of the chat completion request.
-    TopP              float32                       `json:"top_p,omitempty"`               // TopP is the top p of the chat completion request.
-    N                 int                           `json:"n,omitempty"`                   // N is the n of the chat completion request.
-    Stream            bool                          `json:"stream,omitempty"`              // Stream is the stream of the chat completion request.
-    Stop              []string                      `json:"stop,omitempty"`                // Stop is the stop of the chat completion request.
-    PresencePenalty   float32                       `json:"presence_penalty,omitempty"`    // PresencePenalty is the presence penalty of the chat completion request.
-    ResponseFormat    *ChatCompletionResponseFormat `json:"response_format,omitempty"`     // ResponseFormat is the response format of the chat completion request.
-    Seed              *int                          `json:"seed,omitempty"`                // Seed is the seed of the chat completion request.
-    FrequencyPenalty  float32                       `json:"frequency_penalty,omitempty"`   // FrequencyPenalty is the frequency penalty of the chat completion request.
-    LogitBias         map[string]int                `json:"logit_bias,omitempty"`          // LogitBias is must be a token id string (specified by their token ID in the tokenizer), not a word string. incorrect: `"logit_bias":{ "You": 6}`, correct: `"logit_bias":{"1639": 6}` refs: https://platform.openai.com/docs/api-reference/chat/create#chat/create-logit_bias
-    LogProbs          bool                          `json:"logprobs,omitempty"`            // LogProbs indicates whether to return log probabilities of the output tokens or not. If true, returns the log probabilities of each output token returned in the content of message. This option is currently not available on the gpt-4-vision-preview model.
-    TopLogProbs       int                           `json:"top_logprobs,omitempty"`        // TopLogProbs is an integer between 0 and 5 specifying the number of most likely tokens to return at each token position, each with an associated log probability. logprobs must be set to true if this parameter is used.
-    User              string                        `json:"user,omitempty"`                // User is the user of the chat completion request.
-    Tools             []tools.Tool                  `json:"tools,omitempty"`               // Tools is the tools of the chat completion request.
-    ToolChoice        any                           `json:"tool_choice,omitempty"`         // This can be either a string or an ToolChoice object.
-    StreamOptions     *StreamOptions                `json:"stream_options,omitempty"`      // Options for streaming response. Only set this when you set stream: true.
-    ParallelToolCalls any                           `json:"parallel_tool_calls,omitempty"` // Disable the default behavior of parallel tool calls by setting it: false.
-    RetryDelay        time.Duration                 `json:"-"`                             // RetryDelay is the delay between retries.
+    // Model is the model of the chat completion request.
+    Model models.ChatModel `json:"model"`
+    // Messages is the messages of the chat completion request.
+    //
+    // These act as the prompt for the model.
+    Messages []ChatCompletionMessage `json:"messages"`
+    // MaxTokens is the max tokens of the chat completion request.
+    MaxTokens int `json:"max_tokens,omitempty"`
+    // Temperature is the temperature of the chat completion
+    // request.
+    Temperature float32 `json:"temperature,omitempty"`
+    // TopP is the top p of the chat completion request.
+    TopP float32 `json:"top_p,omitempty"`
+    // N is the n of the chat completion request.
+    N   int `json:"n,omitempty"`
+    // Stream is the stream of the chat completion request.
+    Stream bool `json:"stream,omitempty"`
+    // Stop is the stop of the chat completion request.
+    Stop []string `json:"stop,omitempty"`
+    // PresencePenalty is the presence penalty of the chat
+    // completion request.
+    PresencePenalty float32 `json:"presence_penalty,omitempty"`
+    // ResponseFormat is the response format of the chat completion
+    // request.
+    ResponseFormat *ChatCompletionResponseFormat `json:"response_format,omitempty"`
+    // Seed is the seed of the chat completion request.
+    Seed *int `json:"seed,omitempty"`
+    // FrequencyPenalty is the frequency penalty of the chat
+    // completion request.
+    FrequencyPenalty float32 `json:"frequency_penalty,omitempty"`
+    // LogitBias is must be a token id string (specified by their
+    // token ID in the tokenizer), not a word string. incorrect: `"logit_bias":{ "You": 6}`, correct: `"logit_bias":{"1639": 6}` refs: https://platform.openai.com/docs/api-reference/chat/create#chat/create-logit_bias
+    LogitBias map[string]int `json:"logit_bias,omitempty"`
+    // LogProbs indicates whether to return log probabilities of the
+    // output tokens or not. If true, returns the log probabilities
+    // of each output token returned in the content of message.
+    //
+    // This option is currently not available on the
+    // gpt-4-vision-preview model.
+    LogProbs bool `json:"logprobs,omitempty"`
+    // TopLogProbs is an integer between 0 and 5 specifying the
+    // number of most likely tokens to return at each token
+    // position, each with an associated log probability. Logprobs
+    // must be set to true if this parameter is used.
+    TopLogProbs int `json:"top_logprobs,omitempty"`
+    // User is the user of the chat completion request.
+    User string `json:"user,omitempty"`
+    // Tools is the tools of the chat completion request.
+    Tools []tools.Tool `json:"tools,omitempty"`
+    // This can be either a string or an ToolChoice object.
+    ToolChoice any `json:"tool_choice,omitempty"`
+    // Options for streaming response. Only set this when you set stream: true.
+    StreamOptions *StreamOptions `json:"stream_options,omitempty"`
+    // Disable the default behavior of parallel tool calls by setting it: false.
+    ParallelToolCalls any `json:"parallel_tool_calls,omitempty"`
+    // RetryDelay is the delay between retries.
+    RetryDelay time.Duration `json:"-"`
 }
 ```
 
 <a name="ChatCompletionResponse"></a>
-## type [ChatCompletionResponse](<https://github.com/conneroisu/groq-go/blob/main/chat.go#L173-L182>)
+## type [ChatCompletionResponse](<https://github.com/conneroisu/groq-go/blob/main/chat.go#L257-L274>)
 
 ChatCompletionResponse represents a response structure for chat completion API.
 
 ```go
 type ChatCompletionResponse struct {
-    ID                string                 `json:"id"`                 // ID is the id of the response.
-    Object            string                 `json:"object"`             // Object is the object of the response.
-    Created           int64                  `json:"created"`            // Created is the created time of the response.
-    Model             ChatModel              `json:"model"`              // Model is the model of the response.
-    Choices           []ChatCompletionChoice `json:"choices"`            // Choices is the choices of the response.
-    Usage             Usage                  `json:"usage"`              // Usage is the usage of the response.
-    SystemFingerprint string                 `json:"system_fingerprint"` // SystemFingerprint is the system fingerprint of the response.
-    http.Header                              // Header is the header of the response.
+    // ID is the id of the response.
+    ID  string `json:"id"`
+    // Object is the object of the response.
+    Object string `json:"object"`
+    // Created is the created time of the response.
+    Created int64 `json:"created"`
+    // Model is the model of the response.
+    Model models.ChatModel `json:"model"`
+    // Choices is the choices of the response.
+    Choices []ChatCompletionChoice `json:"choices"`
+    // Usage is the usage of the response.
+    Usage Usage `json:"usage"`
+    // SystemFingerprint is the system fingerprint of the response.
+    SystemFingerprint string `json:"system_fingerprint"`
+    // Header is the header of the response.
+    http.Header
 }
 ```
 
 <a name="ChatCompletionResponse.SetHeader"></a>
-### func \(\*ChatCompletionResponse\) [SetHeader](<https://github.com/conneroisu/groq-go/blob/main/chat.go#L306>)
+### func \(\*ChatCompletionResponse\) [SetHeader](<https://github.com/conneroisu/groq-go/blob/main/chat.go#L429>)
 
 ```go
 func (r *ChatCompletionResponse) SetHeader(h http.Header)
@@ -661,21 +513,22 @@ func (r *ChatCompletionResponse) SetHeader(h http.Header)
 SetHeader sets the header of the response.
 
 <a name="ChatCompletionResponseFormat"></a>
-## type [ChatCompletionResponseFormat](<https://github.com/conneroisu/groq-go/blob/main/chat.go#L86-L91>)
+## type [ChatCompletionResponseFormat](<https://github.com/conneroisu/groq-go/blob/main/chat.go#L129-L135>)
 
 ChatCompletionResponseFormat is the chat completion response format.
 
 ```go
 type ChatCompletionResponseFormat struct {
     // Type is the type of the chat completion response format.
-    Type ChatCompletionResponseFormatType `json:"type,omitempty"`
-    // JSONSchema is the json schema of the chat completion response format.
+    Type Format `json:"type,omitempty"`
+    // JSONSchema is the json schema of the chat completion response
+    // format.
     JSONSchema *ChatCompletionResponseFormatJSONSchema `json:"json_schema,omitempty"`
 }
 ```
 
 <a name="ChatCompletionResponseFormatJSONSchema"></a>
-## type [ChatCompletionResponseFormatJSONSchema](<https://github.com/conneroisu/groq-go/blob/main/chat.go#L94-L110>)
+## type [ChatCompletionResponseFormatJSONSchema](<https://github.com/conneroisu/groq-go/blob/main/chat.go#L138-L153>)
 
 ChatCompletionResponseFormatJSONSchema is the chat completion response format json schema.
 
@@ -686,32 +539,20 @@ type ChatCompletionResponseFormatJSONSchema struct {
     //
     // it is used to further identify the schema in the response.
     Name string `json:"name"`
-    // Description is the description of the chat completion response
-    // format
-    // json schema.
+    // Description is the description of the chat completion
+    // response format json schema.
     Description string `json:"description,omitempty"`
-    // description of the chat completion response format json schema.
-    // Schema is the schema of the chat completion response format json schema.
+    // Schema is the schema of the chat completion response format
+    // json schema.
     Schema schema.Schema `json:"schema"`
-    // Strict determines whether to enforce the schema upon the generated
-    // content.
+    // Strict determines whether to enforce the schema upon the
+    // generated content.
     Strict bool `json:"strict"`
 }
 ```
 
-<a name="ChatCompletionResponseFormatType"></a>
-## type [ChatCompletionResponseFormatType](<https://github.com/conneroisu/groq-go/blob/main/chat.go#L84>)
-
-ChatCompletionResponseFormatType is the chat completion response format type.
-
-string
-
-```go
-type ChatCompletionResponseFormatType string
-```
-
 <a name="ChatCompletionStream"></a>
-## type [ChatCompletionStream](<https://github.com/conneroisu/groq-go/blob/main/chat.go#L228-L230>)
+## type [ChatCompletionStream](<https://github.com/conneroisu/groq-go/blob/main/chat.go#L351-L353>)
 
 ChatCompletionStream is a stream of ChatCompletionStreamResponse.
 
@@ -724,84 +565,113 @@ type ChatCompletionStream struct {
 ```
 
 <a name="ChatCompletionStreamChoice"></a>
-## type [ChatCompletionStreamChoice](<https://github.com/conneroisu/groq-go/blob/main/chat.go#L191-L195>)
+## type [ChatCompletionStreamChoice](<https://github.com/conneroisu/groq-go/blob/main/chat.go#L289-L296>)
 
 ChatCompletionStreamChoice represents a response structure for chat completion API.
 
 ```go
 type ChatCompletionStreamChoice struct {
-    Index        int                             `json:"index"`
-    Delta        ChatCompletionStreamChoiceDelta `json:"delta"`
-    FinishReason FinishReason                    `json:"finish_reason"`
+    // Index is the index of the choice.
+    Index int `json:"index"`
+    // Delta is the delta of the choice.
+    Delta ChatCompletionStreamChoiceDelta `json:"delta"`
+    // FinishReason is the finish reason of the choice.
+    FinishReason FinishReason `json:"finish_reason"`
 }
 ```
 
 <a name="ChatCompletionStreamChoiceDelta"></a>
-## type [ChatCompletionStreamChoiceDelta](<https://github.com/conneroisu/groq-go/blob/main/chat.go#L184-L189>)
+## type [ChatCompletionStreamChoiceDelta](<https://github.com/conneroisu/groq-go/blob/main/chat.go#L277-L286>)
 
 ChatCompletionStreamChoiceDelta represents a response structure for chat completion API.
 
 ```go
 type ChatCompletionStreamChoiceDelta struct {
-    Content      string              `json:"content,omitempty"`
-    Role         string              `json:"role,omitempty"`
+    // Content is the content of the response.
+    Content string `json:"content,omitempty"`
+    // Role is the role of the creator of the completion.
+    Role string `json:"role,omitempty"`
+    // FunctionCall is the function call of the response.
     FunctionCall *tools.FunctionCall `json:"function_call,omitempty"`
-    ToolCalls    []tools.ToolCall    `json:"tool_calls,omitempty"`
+    // ToolCalls are the tool calls of the response.
+    ToolCalls []tools.ToolCall `json:"tool_calls,omitempty"`
 }
 ```
 
 <a name="ChatCompletionStreamResponse"></a>
-## type [ChatCompletionStreamResponse](<https://github.com/conneroisu/groq-go/blob/main/chat.go#L208-L224>)
+## type [ChatCompletionStreamResponse](<https://github.com/conneroisu/groq-go/blob/main/chat.go#L314-L347>)
 
 ChatCompletionStreamResponse represents a response structure for chat completion API.
 
 ```go
 type ChatCompletionStreamResponse struct {
-    ID                  string                       `json:"id"`                           // ID is the identifier for the chat completion stream response.
-    Object              string                       `json:"object"`                       // Object is the object type of the chat completion stream response.
-    Created             int64                        `json:"created"`                      // Created is the creation time of the chat completion stream response.
-    Model               ChatModel                    `json:"model"`                        // Model is the model used for the chat completion stream response.
-    Choices             []ChatCompletionStreamChoice `json:"choices"`                      // Choices is the choices for the chat completion stream response.
-    SystemFingerprint   string                       `json:"system_fingerprint"`           // SystemFingerprint is the system fingerprint for the chat completion stream response.
-    PromptAnnotations   []PromptAnnotation           `json:"prompt_annotations,omitempty"` // PromptAnnotations is the prompt annotations for the chat completion stream response.
+    // ID is the identifier for the chat completion stream response.
+    ID  string `json:"id"`
+    // Object is the object type of the chat completion stream
+    // response.
+    Object string `json:"object"`
+    // Created is the creation time of the chat completion stream
+    // response.
+    Created int64 `json:"created"`
+    // Model is the model used for the chat completion stream
+    // response.
+    Model models.ChatModel `json:"model"`
+    // Choices is the choices for the chat completion stream
+    // response.
+    Choices []ChatCompletionStreamChoice `json:"choices"`
+    // SystemFingerprint is the system fingerprint for the chat
+    // completion stream response.
+    SystemFingerprint string `json:"system_fingerprint"`
+    // PromptAnnotations is the prompt annotations for the chat
+    // completion stream response.
+    PromptAnnotations []PromptAnnotation `json:"prompt_annotations,omitempty"`
+    // PromptFilterResults is the prompt filter results for the chat
+    // completion stream response.
     PromptFilterResults []struct {
         Index int `json:"index"`
-    }   `json:"prompt_filter_results,omitempty"` // PromptFilterResults is the prompt filter results for the chat completion stream response.
-    // Usage is an optional field that will only be present when you set stream_options: {"include_usage": true} in your request.
+    }   `json:"prompt_filter_results,omitempty"`
+    // Usage is an optional field that will only be present when you
+    // set stream_options: {"include_usage": true} in your request.
     //
-    // When present, it contains a null value except for the last chunk which contains the token usage statistics
-    // for the entire request.
+    // When present, it contains a null value except for the last
+    // chunk which contains the token usage statistics for the
+    // entire request.
     Usage *Usage `json:"usage,omitempty"`
 }
 ```
 
 <a name="ChatMessageImageURL"></a>
-## type [ChatMessageImageURL](<https://github.com/conneroisu/groq-go/blob/main/chat.go#L60-L63>)
+## type [ChatMessageImageURL](<https://github.com/conneroisu/groq-go/blob/main/chat.go#L89-L94>)
 
 ChatMessageImageURL represents the chat message image url.
 
 ```go
 type ChatMessageImageURL struct {
-    URL    string         `json:"url,omitempty"`    // URL is the url of the image.
-    Detail ImageURLDetail `json:"detail,omitempty"` // Detail is the detail of the image url.
+    // URL is the url of the image.
+    URL string `json:"url,omitempty"`
+    // Detail is the detail of the image url.
+    Detail ImageURLDetail `json:"detail,omitempty"`
 }
 ```
 
 <a name="ChatMessagePart"></a>
-## type [ChatMessagePart](<https://github.com/conneroisu/groq-go/blob/main/chat.go#L66-L70>)
+## type [ChatMessagePart](<https://github.com/conneroisu/groq-go/blob/main/chat.go#L97-L104>)
 
 ChatMessagePart represents the chat message part of a chat completion message.
 
 ```go
 type ChatMessagePart struct {
-    Text     string               `json:"text,omitempty"`      // Text is the text of the chat message part.
-    Type     ChatMessagePartType  `json:"type,omitempty"`      // Type is the type of the chat message part.
-    ImageURL *ChatMessageImageURL `json:"image_url,omitempty"` // ImageURL is the image url of the chat message part.
+    // Text is the text of the chat message part.
+    Text string `json:"text,omitempty"`
+    // Type is the type of the chat message part.
+    Type ChatMessagePartType `json:"type,omitempty"`
+    // ImageURL is the image url of the chat message part.
+    ImageURL *ChatMessageImageURL `json:"image_url,omitempty"`
 }
 ```
 
 <a name="ChatMessagePartType"></a>
-## type [ChatMessagePartType](<https://github.com/conneroisu/groq-go/blob/main/chat.go#L50>)
+## type [ChatMessagePartType](<https://github.com/conneroisu/groq-go/blob/main/chat.go#L79>)
 
 ChatMessagePartType is the chat message part type.
 
@@ -811,17 +681,8 @@ string
 type ChatMessagePartType string
 ```
 
-<a name="ChatModel"></a>
-## type [ChatModel](<https://github.com/conneroisu/groq-go/blob/main/models.go#L16>)
-
-ChatModel is the type for chat models present on the groq api.
-
-```go
-type ChatModel model
-```
-
 <a name="Client"></a>
-## type [Client](<https://github.com/conneroisu/groq-go/blob/main/client.go#L24-L36>)
+## type [Client](<https://github.com/conneroisu/groq-go/blob/main/client.go#L25-L42>)
 
 Client is a Groq api client.
 
@@ -832,7 +693,7 @@ type Client struct {
 ```
 
 <a name="NewClient"></a>
-### func [NewClient](<https://github.com/conneroisu/groq-go/blob/main/client.go#L78>)
+### func [NewClient](<https://github.com/conneroisu/groq-go/blob/main/client.go#L118>)
 
 ```go
 func NewClient(groqAPIKey string, opts ...Opts) (*Client, error)
@@ -841,7 +702,7 @@ func NewClient(groqAPIKey string, opts ...Opts) (*Client, error)
 NewClient creates a new Groq client.
 
 <a name="Client.CreateChatCompletion"></a>
-### func \(\*Client\) [CreateChatCompletion](<https://github.com/conneroisu/groq-go/blob/main/chat.go#L325-L328>)
+### func \(\*Client\) [CreateChatCompletion](<https://github.com/conneroisu/groq-go/blob/main/chat.go#L448-L451>)
 
 ```go
 func (c *Client) CreateChatCompletion(ctx context.Context, request ChatCompletionRequest) (response ChatCompletionResponse, err error)
@@ -850,7 +711,7 @@ func (c *Client) CreateChatCompletion(ctx context.Context, request ChatCompletio
 CreateChatCompletion method is an API call to create a chat completion.
 
 <a name="Client.CreateChatCompletionJSON"></a>
-### func \(\*Client\) [CreateChatCompletionJSON](<https://github.com/conneroisu/groq-go/blob/main/chat.go#L379-L383>)
+### func \(\*Client\) [CreateChatCompletionJSON](<https://github.com/conneroisu/groq-go/blob/main/chat.go#L506-L510>)
 
 ```go
 func (c *Client) CreateChatCompletionJSON(ctx context.Context, request ChatCompletionRequest, output any) (err error)
@@ -859,7 +720,7 @@ func (c *Client) CreateChatCompletionJSON(ctx context.Context, request ChatCompl
 CreateChatCompletionJSON method is an API call to create a chat completion w/ object output.
 
 <a name="Client.CreateChatCompletionStream"></a>
-### func \(\*Client\) [CreateChatCompletionStream](<https://github.com/conneroisu/groq-go/blob/main/chat.go#L353-L356>)
+### func \(\*Client\) [CreateChatCompletionStream](<https://github.com/conneroisu/groq-go/blob/main/chat.go#L477-L480>)
 
 ```go
 func (c *Client) CreateChatCompletionStream(ctx context.Context, request ChatCompletionRequest) (stream *ChatCompletionStream, err error)
@@ -870,7 +731,7 @@ CreateChatCompletionStream method is an API call to create a chat completion w/
 If set, tokens will be sent as data\-only server\-sent events as they become available, with the stream terminated by a data: \[DONE\] message.
 
 <a name="Client.CreateTranscription"></a>
-### func \(\*Client\) [CreateTranscription](<https://github.com/conneroisu/groq-go/blob/main/audio.go#L99-L102>)
+### func \(\*Client\) [CreateTranscription](<https://github.com/conneroisu/groq-go/blob/main/audio.go#L126-L129>)
 
 ```go
 func (c *Client) CreateTranscription(ctx context.Context, request AudioRequest) (AudioResponse, error)
@@ -881,7 +742,7 @@ CreateTranscription calls the transcriptions endpoint with the given request.
 Returns transcribed text in the response\_format specified in the request.
 
 <a name="Client.CreateTranslation"></a>
-### func \(\*Client\) [CreateTranslation](<https://github.com/conneroisu/groq-go/blob/main/audio.go#L109-L112>)
+### func \(\*Client\) [CreateTranslation](<https://github.com/conneroisu/groq-go/blob/main/audio.go#L136-L139>)
 
 ```go
 func (c *Client) CreateTranslation(ctx context.Context, request AudioRequest) (AudioResponse, error)
@@ -892,7 +753,7 @@ CreateTranslation calls the translations endpoint with the given request.
 Returns the translated text in the response\_format specified in the request.
 
 <a name="Client.Moderate"></a>
-### func \(\*Client\) [Moderate](<https://github.com/conneroisu/groq-go/blob/main/moderation.go#L200-L203>)
+### func \(\*Client\) [Moderate](<https://github.com/conneroisu/groq-go/blob/main/moderation.go#L238-L241>)
 
 ```go
 func (c *Client) Moderate(ctx context.Context, request ModerationRequest) (response Moderation, err error)
@@ -901,7 +762,7 @@ func (c *Client) Moderate(ctx context.Context, request ModerationRequest) (respo
 Moderate performs a moderation api call over a string. Input can be an array or slice but a string will reduce the complexity.
 
 <a name="Client.MustCreateChatCompletion"></a>
-### func \(\*Client\) [MustCreateChatCompletion](<https://github.com/conneroisu/groq-go/blob/main/chat.go#L313-L316>)
+### func \(\*Client\) [MustCreateChatCompletion](<https://github.com/conneroisu/groq-go/blob/main/chat.go#L436-L439>)
 
 ```go
 func (c *Client) MustCreateChatCompletion(ctx context.Context, request ChatCompletionRequest) (response ChatCompletionResponse)
@@ -912,7 +773,7 @@ MustCreateChatCompletion method is an API call to create a chat completion.
 It panics if an error occurs.
 
 <a name="DefaultErrorAccumulator"></a>
-## type [DefaultErrorAccumulator](<https://github.com/conneroisu/groq-go/blob/main/errors.go#L13-L15>)
+## type [DefaultErrorAccumulator](<https://github.com/conneroisu/groq-go/blob/main/chat.go#L560-L562>)
 
 DefaultErrorAccumulator is a default implementation of ErrorAccumulator
 
@@ -923,7 +784,7 @@ type DefaultErrorAccumulator struct {
 ```
 
 <a name="DefaultErrorAccumulator.Bytes"></a>
-### func \(\*DefaultErrorAccumulator\) [Bytes](<https://github.com/conneroisu/groq-go/blob/main/errors.go#L87>)
+### func \(\*DefaultErrorAccumulator\) [Bytes](<https://github.com/conneroisu/groq-go/blob/main/chat.go#L679>)
 
 ```go
 func (e *DefaultErrorAccumulator) Bytes() (errBytes []byte)
@@ -932,7 +793,7 @@ func (e *DefaultErrorAccumulator) Bytes() (errBytes []byte)
 Bytes method returns the bytes of the error accumulator.
 
 <a name="DefaultErrorAccumulator.Write"></a>
-### func \(\*DefaultErrorAccumulator\) [Write](<https://github.com/conneroisu/groq-go/blob/main/errors.go#L78>)
+### func \(\*DefaultErrorAccumulator\) [Write](<https://github.com/conneroisu/groq-go/blob/main/chat.go#L670>)
 
 ```go
 func (e *DefaultErrorAccumulator) Write(p []byte) error
@@ -941,16 +802,16 @@ func (e *DefaultErrorAccumulator) Write(p []byte) error
 Write method writes bytes to the error accumulator.
 
 <a name="Endpoint"></a>
-## type [Endpoint](<https://github.com/conneroisu/groq-go/blob/main/models.go#L13>)
+## type [Endpoint](<https://github.com/conneroisu/groq-go/blob/main/client.go#L75>)
 
-Endpoint is the endpoint for the groq api. string
+Endpoint is an endpoint for the groq api.
 
 ```go
 type Endpoint string
 ```
 
 <a name="ErrContentFieldsMisused"></a>
-## type [ErrContentFieldsMisused](<https://github.com/conneroisu/groq-go/blob/main/errors.go#L26-L28>)
+## type [ErrContentFieldsMisused](<https://github.com/conneroisu/groq-go/blob/main/errors.go#L25-L27>)
 
 ErrContentFieldsMisused is an error that occurs when both Content and MultiContent properties are set.
 
@@ -961,7 +822,7 @@ type ErrContentFieldsMisused struct {
 ```
 
 <a name="ErrContentFieldsMisused.Error"></a>
-### func \(ErrContentFieldsMisused\) [Error](<https://github.com/conneroisu/groq-go/blob/main/errors.go#L60>)
+### func \(ErrContentFieldsMisused\) [Error](<https://github.com/conneroisu/groq-go/blob/main/errors.go#L42>)
 
 ```go
 func (e ErrContentFieldsMisused) Error() string
@@ -969,8 +830,38 @@ func (e ErrContentFieldsMisused) Error() string
 
 Error implements the error interface.
 
+<a name="ErrRequest"></a>
+## type [ErrRequest](<https://github.com/conneroisu/groq-go/blob/main/errors.go#L103-L106>)
+
+ErrRequest is a request error.
+
+```go
+type ErrRequest struct {
+    HTTPStatusCode int
+    Err            error
+}
+```
+
+<a name="ErrRequest.Error"></a>
+### func \(\*ErrRequest\) [Error](<https://github.com/conneroisu/groq-go/blob/main/errors.go#L110>)
+
+```go
+func (e *ErrRequest) Error() string
+```
+
+Error implements the error interface.
+
+<a name="ErrRequest.Unwrap"></a>
+### func \(\*ErrRequest\) [Unwrap](<https://github.com/conneroisu/groq-go/blob/main/errors.go#L119>)
+
+```go
+func (e *ErrRequest) Unwrap() error
+```
+
+Unwrap unwraps the error.
+
 <a name="ErrTooManyEmptyStreamMessages"></a>
-## type [ErrTooManyEmptyStreamMessages](<https://github.com/conneroisu/groq-go/blob/main/errors.go#L35>)
+## type [ErrTooManyEmptyStreamMessages](<https://github.com/conneroisu/groq-go/blob/main/errors.go#L34>)
 
 ErrTooManyEmptyStreamMessages is returned when the stream has sent too many empty messages.
 
@@ -979,7 +870,7 @@ type ErrTooManyEmptyStreamMessages struct{}
 ```
 
 <a name="ErrTooManyEmptyStreamMessages.Error"></a>
-### func \(ErrTooManyEmptyStreamMessages\) [Error](<https://github.com/conneroisu/groq-go/blob/main/errors.go#L66>)
+### func \(ErrTooManyEmptyStreamMessages\) [Error](<https://github.com/conneroisu/groq-go/blob/main/errors.go#L48>)
 
 ```go
 func (e ErrTooManyEmptyStreamMessages) Error() string
@@ -988,7 +879,7 @@ func (e ErrTooManyEmptyStreamMessages) Error() string
 Error returns the error message.
 
 <a name="ErrToolNotFound"></a>
-## type [ErrToolNotFound](<https://github.com/conneroisu/groq-go/blob/main/errors.go#L30-L32>)
+## type [ErrToolNotFound](<https://github.com/conneroisu/groq-go/blob/main/errors.go#L29-L31>)
 
 ErrToolNotFound is returned when a tool is not found.
 
@@ -999,7 +890,7 @@ type ErrToolNotFound struct {
 ```
 
 <a name="ErrToolNotFound.Error"></a>
-### func \(ErrToolNotFound\) [Error](<https://github.com/conneroisu/groq-go/blob/main/errors.go#L159>)
+### func \(ErrToolNotFound\) [Error](<https://github.com/conneroisu/groq-go/blob/main/errors.go#L124>)
 
 ```go
 func (e ErrToolNotFound) Error() string
@@ -1008,7 +899,7 @@ func (e ErrToolNotFound) Error() string
 Error implements the error interface.
 
 <a name="ErrorResponse"></a>
-## type [ErrorResponse](<https://github.com/conneroisu/groq-go/blob/main/errors.go#L54-L56>)
+## type [ErrorResponse](<https://github.com/conneroisu/groq-go/blob/main/errors.go#L36-L38>)
 
 ErrorResponse is the response returned by the Groq API.
 
@@ -1019,16 +910,40 @@ type ErrorResponse struct {
 ```
 
 <a name="FinishReason"></a>
-## type [FinishReason](<https://github.com/conneroisu/groq-go/blob/main/chat.go#L152>)
+## type [FinishReason](<https://github.com/conneroisu/groq-go/blob/main/chat.go#L50>)
+
+FinishReason is the finish reason.
 
-FinishReason is the finish reason. string
+string
 
 ```go
 type FinishReason string
 ```
 
+<a name="ReasonStop"></a>
+
+```go
+const (
+    // ReasonStop is the stop finish reason for a chat completion.
+    ReasonStop FinishReason = "stop"
+    // ReasonLength is the length finish reason for a chat completion.
+    ReasonLength FinishReason = "length"
+    // ReasonFunctionCall is the function call finish reason for a chat
+    // completion.
+    ReasonFunctionCall FinishReason = "function_call"
+    // ReasonToolCalls is the tool calls finish reason for a chat
+    // completion.
+    ReasonToolCalls FinishReason = "tool_calls"
+    // ReasonContentFilter is the content filter finish reason for a chat
+    // completion.
+    ReasonContentFilter FinishReason = "content_filter"
+    // ReasonNull is the null finish reason for a chat completion.
+    ReasonNull FinishReason = "null"
+)
+```
+
 <a name="FinishReason.MarshalJSON"></a>
-### func \(FinishReason\) [MarshalJSON](<https://github.com/conneroisu/groq-go/blob/main/chat.go#L296>)
+### func \(FinishReason\) [MarshalJSON](<https://github.com/conneroisu/groq-go/blob/main/chat.go#L419>)
 
 ```go
 func (r FinishReason) MarshalJSON() ([]byte, error)
@@ -1037,7 +952,7 @@ func (r FinishReason) MarshalJSON() ([]byte, error)
 MarshalJSON implements the json.Marshaler interface.
 
 <a name="Format"></a>
-## type [Format](<https://github.com/conneroisu/groq-go/blob/main/client.go#L22>)
+## type [Format](<https://github.com/conneroisu/groq-go/blob/main/client.go#L23>)
 
 Format is the format of a response. string
 
@@ -1055,11 +970,28 @@ const (
     // FormatJSON is the JSON format. There is no support for streaming with
     // JSON format selected.
     FormatJSON Format = "json"
+    // FormatSRT is the SRT format. This is a text format that is only
+    // supported for the transcription API.
+    // SRT format selected.
+    FormatSRT Format = "srt"
+    // FormatVTT is the VTT format. This is a text format that is only
+    // supported for the transcription API.
+    FormatVTT Format = "vtt"
+    // FormatVerboseJSON is the verbose JSON format. This is a JSON format
+    // that is only supported for the transcription API.
+    FormatVerboseJSON Format = "verbose_json"
+
+    // FormatJSONObject is the json object chat
+    // completion response format type.
+    FormatJSONObject Format = "json_object"
+    // FormatJSONSchema is the json schema chat
+    // completion response format type.
+    FormatJSONSchema Format = "json_schema"
 )
 ```
 
 <a name="HarmfulCategory"></a>
-## type [HarmfulCategory](<https://github.com/conneroisu/groq-go/blob/main/moderation.go#L21>)
+## type [HarmfulCategory](<https://github.com/conneroisu/groq-go/blob/main/moderation.go#L23>)
 
 HarmfulCategory is a category of harmful content that can be used to categorize a chat history using Llama Guard 3.
 
@@ -1102,7 +1034,8 @@ const (
     CategoryDefamation HarmfulCategory = "defamation"
     // CategorySpecializedAdvice (S6) is the specialized advice category.
     //
-    // Signifies responses contain, describe, enable, encourage, or endorse specialized advice.
+    // Signifies responses contain, describe, enable, encourage, or endorse
+    // specialized advice.
     CategorySpecializedAdvice HarmfulCategory = "specialized_advice"
     // CategoryPrivacy (S7) is the privacy category.
     //
@@ -1124,7 +1057,8 @@ const (
     CategoryHate HarmfulCategory = "hate"
     // CategorySuicideAndSelfHarm (S11) is the suicide/self-harm category.
     //
-    // Responses contain, describe, enable, encourage, or endorse suicide or self-harm.
+    // Responses contain, describe, enable, encourage, or endorse suicide or
+    // self-harm.
     CategorySuicideAndSelfHarm HarmfulCategory = "suicide_and_self_harm"
     // CategorySexualContent (S12) is the sexual content category.
     //
@@ -1147,7 +1081,7 @@ const (
 ```
 
 <a name="ImageURLDetail"></a>
-## type [ImageURLDetail](<https://github.com/conneroisu/groq-go/blob/main/chat.go#L46>)
+## type [ImageURLDetail](<https://github.com/conneroisu/groq-go/blob/main/chat.go#L75>)
 
 ImageURLDetail is the image url detail.
 
@@ -1158,57 +1092,62 @@ type ImageURLDetail string
 ```
 
 <a name="LogProbs"></a>
-## type [LogProbs](<https://github.com/conneroisu/groq-go/blob/main/chat.go#L136-L143>)
+## type [LogProbs](<https://github.com/conneroisu/groq-go/blob/main/chat.go#L216-L232>)
 
 LogProbs is the top\-level structure containing the log probability information.
 
 ```go
 type LogProbs struct {
+    // Content is a list of message content tokens with log
+    // probability information.
     Content []struct {
-        Token       string        `json:"token"`           // Token is the token of the log prob.
-        LogProb     float64       `json:"logprob"`         // LogProb is the log prob of the log prob.
-        Bytes       []byte        `json:"bytes,omitempty"` // Omitting the field if it is null
-        TopLogProbs []TopLogProbs `json:"top_logprobs"`    // TopLogProbs is a list of the most likely tokens and their log probability, at this token position. In rare cases, there may be fewer than the number of requested top_logprobs returned.
-    } `json:"content"` // Content is a list of message content tokens with log probability information.
+        // Token is the token of the log prob.
+        Token string `json:"token"`
+        // LogProb is the log prob of the log prob.
+        LogProb float64 `json:"logprob"`
+        // Omitting the field if it is null
+        Bytes []byte `json:"bytes,omitempty"`
+        // TopLogProbs is a list of the most likely tokens and
+        // their log probability, at this token position. In
+        // rare cases, there may be fewer than the number of
+        // requested top_logprobs returned.
+        TopLogProbs []TopLogProbs `json:"top_logprobs"`
+    } `json:"content"`
 }
 ```
 
 <a name="Moderation"></a>
-## type [Moderation](<https://github.com/conneroisu/groq-go/blob/main/moderation.go#L28-L31>)
+## type [Moderation](<https://github.com/conneroisu/groq-go/blob/main/moderation.go#L34-L39>)
 
 Moderation represents one of possible moderation results.
 
 ```go
 type Moderation struct {
-    Categories []HarmfulCategory `json:"categories"` // Categories is the categories of the result.
-    Flagged    bool              `json:"flagged"`    // Flagged is the flagged of the result.
+    // Categories is the categories of the result.
+    Categories []HarmfulCategory `json:"categories"`
+    // Flagged is the flagged of the result.
+    Flagged bool `json:"flagged"`
 }
 ```
 
-<a name="ModerationModel"></a>
-## type [ModerationModel](<https://github.com/conneroisu/groq-go/blob/main/models.go#L19>)
-
-ModerationModel is the type for moderation models present on the groq api.
-
-```go
-type ModerationModel model
-```
-
 <a name="ModerationRequest"></a>
-## type [ModerationRequest](<https://github.com/conneroisu/groq-go/blob/main/moderation.go#L22-L26>)
+## type [ModerationRequest](<https://github.com/conneroisu/groq-go/blob/main/moderation.go#L25-L32>)
 
 ModerationRequest represents a request structure for moderation API.
 
 ```go
 type ModerationRequest struct {
-    // Input string `json:"input,omitempty"` // Input is the input text to be moderated.
-    Messages []ChatCompletionMessage `json:"messages"`        // Messages is the messages of the chat completion request. These act as the prompt for the model.
-    Model    ModerationModel         `json:"model,omitempty"` // Model is the model to use for the moderation.
+    // Messages is the messages of the chat completion request.
+    //
+    // These act as the prompt for the model.
+    Messages []ChatCompletionMessage `json:"messages"`
+    // Model is the model to use for the moderation.
+    Model models.ModerationModel `json:"model,omitempty"`
 }
 ```
 
 <a name="Opts"></a>
-## type [Opts](<https://github.com/conneroisu/groq-go/blob/main/client.go#L51>)
+## type [Opts](<https://github.com/conneroisu/groq-go/blob/main/client.go#L67>)
 
 Opts is a function that sets options for a Groq client.
 
@@ -1217,7 +1156,7 @@ type Opts func(*Client)
 ```
 
 <a name="WithBaseURL"></a>
-### func [WithBaseURL](<https://github.com/conneroisu/groq-go/blob/main/client.go#L122>)
+### func [WithBaseURL](<https://github.com/conneroisu/groq-go/blob/main/client.go#L157>)
 
 ```go
 func WithBaseURL(baseURL string) Opts
@@ -1226,7 +1165,7 @@ func WithBaseURL(baseURL string) Opts
 WithBaseURL sets the base URL for the Groq client.
 
 <a name="WithClient"></a>
-### func [WithClient](<https://github.com/conneroisu/groq-go/blob/main/client.go#L115>)
+### func [WithClient](<https://github.com/conneroisu/groq-go/blob/main/client.go#L152>)
 
 ```go
 func WithClient(client *http.Client) Opts
@@ -1235,7 +1174,7 @@ func WithClient(client *http.Client) Opts
 WithClient sets the client for the Groq client.
 
 <a name="WithLogger"></a>
-### func [WithLogger](<https://github.com/conneroisu/groq-go/blob/main/client.go#L129>)
+### func [WithLogger](<https://github.com/conneroisu/groq-go/blob/main/client.go#L162>)
 
 ```go
 func WithLogger(logger *slog.Logger) Opts
@@ -1244,7 +1183,7 @@ func WithLogger(logger *slog.Logger) Opts
 WithLogger sets the logger for the Groq client.
 
 <a name="PromptAnnotation"></a>
-## type [PromptAnnotation](<https://github.com/conneroisu/groq-go/blob/main/chat.go#L56-L58>)
+## type [PromptAnnotation](<https://github.com/conneroisu/groq-go/blob/main/chat.go#L85-L87>)
 
 PromptAnnotation represents the prompt annotation.
 
@@ -1255,23 +1194,33 @@ type PromptAnnotation struct {
 ```
 
 <a name="RateLimitHeaders"></a>
-## type [RateLimitHeaders](<https://github.com/conneroisu/groq-go/blob/main/client.go#L38-L45>)
+## type [RateLimitHeaders](<https://github.com/conneroisu/groq-go/blob/main/client.go#L44-L61>)
 
 RateLimitHeaders struct represents Groq rate limits headers.
 
 ```go
 type RateLimitHeaders struct {
-    LimitRequests     int       `json:"x-ratelimit-limit-requests"`     // LimitRequests is the limit requests of the rate limit headers.
-    LimitTokens       int       `json:"x-ratelimit-limit-tokens"`       // LimitTokens is the limit tokens of the rate limit headers.
-    RemainingRequests int       `json:"x-ratelimit-remaining-requests"` // RemainingRequests is the remaining requests of the rate limit headers.
-    RemainingTokens   int       `json:"x-ratelimit-remaining-tokens"`   // RemainingTokens is the remaining tokens of the rate limit headers.
-    ResetRequests     ResetTime `json:"x-ratelimit-reset-requests"`     // ResetRequests is the reset requests of the rate limit headers.
-    ResetTokens       ResetTime `json:"x-ratelimit-reset-tokens"`       // ResetTokens is the reset tokens of the rate limit headers.
+    // LimitRequests is the limit requests of the rate limit
+    // headers.
+    LimitRequests int `json:"x-ratelimit-limit-requests"`
+    // LimitTokens is the limit tokens of the rate limit headers.
+    LimitTokens int `json:"x-ratelimit-limit-tokens"`
+    // RemainingRequests is the remaining requests of the rate
+    // limit headers.
+    RemainingRequests int `json:"x-ratelimit-remaining-requests"`
+    // RemainingTokens is the remaining tokens of the rate limit
+    // headers.
+    RemainingTokens int `json:"x-ratelimit-remaining-tokens"`
+    // ResetRequests is the reset requests of the rate limit
+    // headers.
+    ResetRequests ResetTime `json:"x-ratelimit-reset-requests"`
+    // ResetTokens is the reset tokens of the rate limit headers.
+    ResetTokens ResetTime `json:"x-ratelimit-reset-tokens"`
 }
 ```
 
 <a name="ResetTime"></a>
-## type [ResetTime](<https://github.com/conneroisu/groq-go/blob/main/client.go#L48>)
+## type [ResetTime](<https://github.com/conneroisu/groq-go/blob/main/client.go#L64>)
 
 ResetTime is a time.Time wrapper for the rate limit reset time. string
 
@@ -1280,7 +1229,7 @@ type ResetTime string
 ```
 
 <a name="ResetTime.String"></a>
-### func \(ResetTime\) [String](<https://github.com/conneroisu/groq-go/blob/main/client.go#L249>)
+### func \(ResetTime\) [String](<https://github.com/conneroisu/groq-go/blob/main/client.go#L282>)
 
 ```go
 func (r ResetTime) String() string
@@ -1289,7 +1238,7 @@ func (r ResetTime) String() string
 String returns the string representation of the ResetTime.
 
 <a name="ResetTime.Time"></a>
-### func \(ResetTime\) [Time](<https://github.com/conneroisu/groq-go/blob/main/client.go#L254>)
+### func \(ResetTime\) [Time](<https://github.com/conneroisu/groq-go/blob/main/client.go#L287>)
 
 ```go
 func (r ResetTime) Time() time.Time
@@ -1298,7 +1247,7 @@ func (r ResetTime) Time() time.Time
 Time returns the time.Time representation of the ResetTime.
 
 <a name="Role"></a>
-## type [Role](<https://github.com/conneroisu/groq-go/blob/main/chat.go#L54>)
+## type [Role](<https://github.com/conneroisu/groq-go/blob/main/chat.go#L83>)
 
 Role is the role of the chat completion message.
 
@@ -1309,56 +1258,117 @@ type Role string
 ```
 
 <a name="Segments"></a>
-## type [Segments](<https://github.com/conneroisu/groq-go/blob/main/audio.go#L64-L76>)
+## type [Segments](<https://github.com/conneroisu/groq-go/blob/main/audio.go#L78-L101>)
 
 Segments is the segments of the response.
 
 ```go
 type Segments []struct {
-    ID               int     `json:"id"`                // ID is the ID of the segment.
-    Seek             int     `json:"seek"`              // Seek is the seek of the segment.
-    Start            float64 `json:"start"`             // Start is the start of the segment.
-    End              float64 `json:"end"`               // End is the end of the segment.
-    Text             string  `json:"text"`              // Text is the text of the segment.
-    Tokens           []int   `json:"tokens"`            // Tokens is the tokens of the segment.
-    Temperature      float64 `json:"temperature"`       // Temperature is the temperature of the segment.
-    AvgLogprob       float64 `json:"avg_logprob"`       // AvgLogprob is the avg log prob of the segment.
-    CompressionRatio float64 `json:"compression_ratio"` // CompressionRatio is the compression ratio of the segment.
-    NoSpeechProb     float64 `json:"no_speech_prob"`    // NoSpeechProb is the no speech prob of the segment.
-    Transient        bool    `json:"transient"`         // Transient is the transient of the segment.
+    // ID is the ID of the segment.
+    ID  int `json:"id"`
+    // Seek is the seek of the segment.
+    Seek int `json:"seek"`
+    // Start is the start of the segment.
+    Start float64 `json:"start"`
+    // End is the end of the segment.
+    End float64 `json:"end"`
+    // Text is the text of the segment.
+    Text string `json:"text"`
+    // Tokens is the tokens of the segment.
+    Tokens []int `json:"tokens"`
+    // Temperature is the temperature of the segment.
+    Temperature float64 `json:"temperature"`
+    // AvgLogprob is the avg log prob of the segment.
+    AvgLogprob float64 `json:"avg_logprob"`
+    // CompressionRatio is the compression ratio of the segment.
+    CompressionRatio float64 `json:"compression_ratio"`
+    // NoSpeechProb is the no speech prob of the segment.
+    NoSpeechProb float64 `json:"no_speech_prob"`
+    // Transient is the transient of the segment.
+    Transient bool `json:"transient"`
 }
 ```
 
 <a name="StreamOptions"></a>
-## type [StreamOptions](<https://github.com/conneroisu/groq-go/blob/main/chat.go#L200-L206>)
+## type [StreamOptions](<https://github.com/conneroisu/groq-go/blob/main/chat.go#L298-L311>)
 
 StreamOptions represents the stream options.
 
 ```go
 type StreamOptions struct {
-    // If set, an additional chunk will be streamed before the data: [DONE] message.
-    // The usage field on this chunk shows the token usage statistics for the entire request,
-    // and the choices field will always be an empty array.
-    // All other chunks will also include a usage field, but with a null value.
+    // IncludeUsage is the include usage option of the stream
+    // options.
+    //
+    // If set, an additional chunk will be streamed before the data:
+    // [DONE] message.
+    // The usage field on this chunk shows the token usage
+    // statistics for the entire request, and the choices field will
+    // always be an empty array.
+    //
+    // All other chunks will also include a usage field, but with a
+    // null value.
     IncludeUsage bool `json:"include_usage,omitempty"`
 }
 ```
 
+<a name="ToolGetter"></a>
+## type [ToolGetter](<https://github.com/conneroisu/groq-go/blob/main/agents.go#L20-L25>)
+
+ToolGetter is an interface for a tool getter.
+
+```go
+type ToolGetter interface {
+    Get(
+        ctx context.Context,
+        params getToolsParams,
+    ) ([]tools.Tool, error)
+}
+```
+
+<a name="ToolManager"></a>
+## type [ToolManager](<https://github.com/conneroisu/groq-go/blob/main/agents.go#L15-L18>)
+
+ToolManager is an interface for a tool manager.
+
+```go
+type ToolManager interface {
+    ToolGetter
+    ToolRunner
+}
+```
+
+<a name="ToolRunner"></a>
+## type [ToolRunner](<https://github.com/conneroisu/groq-go/blob/main/agents.go#L27-L32>)
+
+ToolRunner is an interface for a tool runner.
+
+```go
+type ToolRunner interface {
+    Run(
+        ctx context.Context,
+        response ChatCompletionResponse,
+    ) ([]ChatCompletionMessage, error)
+}
+```
+
 <a name="TopLogProbs"></a>
-## type [TopLogProbs](<https://github.com/conneroisu/groq-go/blob/main/chat.go#L145-L149>)
+## type [TopLogProbs](<https://github.com/conneroisu/groq-go/blob/main/chat.go#L234-L241>)
 
 TopLogProbs represents the top log probs.
 
 ```go
 type TopLogProbs struct {
-    Token   string  `json:"token"`           // Token is the token of the top log probs.
-    LogProb float64 `json:"logprob"`         // LogProb is the log prob of the top log probs.
-    Bytes   []byte  `json:"bytes,omitempty"` // Bytes is the bytes of the top log probs.
+    // Token is the token of the top log probs.
+    Token string `json:"token"`
+    // LogProb is the log prob of the top log probs.
+    LogProb float64 `json:"logprob"`
+    // Bytes is the bytes of the top log probs.
+    Bytes []byte `json:"bytes,omitempty"`
 }
 ```
 
 <a name="TranscriptionTimestampGranularity"></a>
-## type [TranscriptionTimestampGranularity](<https://github.com/conneroisu/groq-go/blob/main/audio.go#L35>)
+## type [TranscriptionTimestampGranularity](<https://github.com/conneroisu/groq-go/blob/main/audio.go#L29>)
 
 TranscriptionTimestampGranularity is the timestamp granularity for the transcription.
 
@@ -1368,8 +1378,21 @@ string
 type TranscriptionTimestampGranularity string
 ```
 
+<a name="TranscriptionTimestampGranularityWord"></a>
+
+```go
+const (
+    // TranscriptionTimestampGranularityWord is the word timestamp
+    // granularity.
+    TranscriptionTimestampGranularityWord TranscriptionTimestampGranularity = "word"
+    // TranscriptionTimestampGranularitySegment is the segment timestamp
+    // granularity.
+    TranscriptionTimestampGranularitySegment TranscriptionTimestampGranularity = "segment"
+)
+```
+
 <a name="Usage"></a>
-## type [Usage](<https://github.com/conneroisu/groq-go/blob/main/client.go#L53-L57>)
+## type [Usage](<https://github.com/conneroisu/groq-go/blob/main/client.go#L69-L73>)
 
 Usage Represents the total token usage per request to Groq.
 
@@ -1382,15 +1405,19 @@ type Usage struct {
 ```
 
 <a name="Words"></a>
-## type [Words](<https://github.com/conneroisu/groq-go/blob/main/audio.go#L58-L62>)
+## type [Words](<https://github.com/conneroisu/groq-go/blob/main/audio.go#L68-L76>)
 
-Words is the words of the response.
+Words is the words of the audio response.
 
 ```go
 type Words []struct {
-    Word  string  `json:"word"`  // Word is the word of the words.
-    Start float64 `json:"start"` // Start is the start of the words.
-    End   float64 `json:"end"`   // End is the end of the words.
+    // Word is the textual representation of a word in the audio
+    // response.
+    Word string `json:"word"`
+    // Start is the start of the words in seconds.
+    Start float64 `json:"start"`
+    // End is the end of the words in seconds.
+    End float64 `json:"end"`
 }
 ```
 
diff --git a/agents.go b/agents.go
new file mode 100644
index 0000000..bb35385
--- /dev/null
+++ b/agents.go
@@ -0,0 +1,53 @@
+package groq
+
+import (
+	"context"
+	"log/slog"
+
+	"github.com/conneroisu/groq-go/pkg/tools"
+)
+
+type (
+	// Agenter is an interface for an agent.
+	Agenter interface {
+		ToolManager
+	}
+	// ToolManager is an interface for a tool manager.
+	ToolManager interface {
+		ToolGetter
+		ToolRunner
+	}
+	// ToolGetter is an interface for a tool getter.
+	ToolGetter interface {
+		Get(
+			ctx context.Context,
+		) ([]tools.Tool, error)
+	}
+	// ToolRunner is an interface for a tool runner.
+	ToolRunner interface {
+		Run(
+			ctx context.Context,
+			response ChatCompletionResponse,
+		) ([]ChatCompletionMessage, error)
+	}
+	// GetToolsParams is the parameters for getting tools.
+	getToolsParams struct {
+	}
+)
+
+// Agent is an agent.
+type Agent struct {
+	client *Client
+	logger *slog.Logger
+}
+
+// NewAgent creates a new agent.
+func NewAgent(
+	client *Client,
+	logger *slog.Logger,
+) *Agent {
+	return &Agent{
+		client: client,
+		logger: logger,
+	}
+}
diff --git a/audio.go b/audio.go
index 0a70ee8..a889b00 100644
--- a/audio.go
+++ b/audio.go
@@ -9,6 +9,7 @@ import (
 	"os"
 
 	"github.com/conneroisu/groq-go/pkg/builders"
+	"github.com/conneroisu/groq-go/pkg/models"
 )
 
 const (
@@ -29,7 +30,7 @@ type (
 	// AudioRequest represents a request structure for audio API.
 	AudioRequest struct {
 		// Model is the model to use for the transcription.
-		Model AudioModel
+		Model models.AudioModel
 		// FilePath is either an existing file in your filesystem or a
 		// filename representing the contents of Reader.
 		FilePath string
@@ -157,7 +158,7 @@ func (c *Client) callAudioAPI(
 		ctx,
 		c.header,
 		http.MethodPost,
-		c.fullURL(endpointSuffix, withModel(model(request.Model))),
+		c.fullURL(endpointSuffix, withModel(request.Model)),
 		builders.WithBody(&formBody),
 		builders.WithContentType(c.requestFormBuilder.FormDataContentType()),
 	)
diff --git a/chat.go b/chat.go
index d284fcb..9fa4089 100644
--- a/chat.go
+++ b/chat.go
@@ -13,6 +13,7 @@ import (
 	"time"
 
 	"github.com/conneroisu/groq-go/pkg/builders"
+	"github.com/conneroisu/groq-go/pkg/models"
 	"github.com/conneroisu/groq-go/pkg/schema"
 	"github.com/conneroisu/groq-go/pkg/tools"
 )
@@ -40,7 +41,16 @@ const (
 	ChatMessagePartTypeText ChatMessagePartType = "text"
 	// ChatMessagePartTypeImageURL is the image url chat message part type.
 	ChatMessagePartTypeImageURL ChatMessagePartType = "image_url"
+)
 
+type (
+	// FinishReason is the finish reason.
+	//
+	// string
+	FinishReason string
+)
+
+const (
 	// ReasonStop is the stop finish reason for a chat completion.
 	ReasonStop FinishReason = "stop"
 	// ReasonLength is the length finish reason for a chat completion.
@@ -77,31 +87,50 @@ type (
 	}
 	// ChatMessageImageURL represents the chat message image url.
 	ChatMessageImageURL struct {
-		URL    string         `json:"url,omitempty"`    // URL is the url of the image.
-		Detail ImageURLDetail `json:"detail,omitempty"` // Detail is the detail of the image url.
+		// URL is the url of the image.
+		URL string `json:"url,omitempty"`
+		// Detail is the detail of the image url.
+		Detail ImageURLDetail `json:"detail,omitempty"`
 	}
 	// ChatMessagePart represents the chat message part of a chat completion
 	// message.
 	ChatMessagePart struct {
-		Text     string               `json:"text,omitempty"`      // Text is the text of the chat message part.
-		Type     ChatMessagePartType  `json:"type,omitempty"`      // Type is the type of the chat message part.
-		ImageURL *ChatMessageImageURL `json:"image_url,omitempty"` // ImageURL is the image url of the chat message part.
+		// Text is the text of the chat message part.
+		Text string `json:"text,omitempty"`
+		// Type is the type of the chat message part.
+		Type ChatMessagePartType `json:"type,omitempty"`
+		// ImageURL is the image url of the chat message part.
+		ImageURL *ChatMessageImageURL `json:"image_url,omitempty"`
 	}
 	// ChatCompletionMessage represents the chat completion message.
 	ChatCompletionMessage struct {
-		Name         string              `json:"name"`                    // Name is the name of the chat completion message.
-		Role         Role                `json:"role"`                    // Role is the role of the chat completion message.
-		Content      string              `json:"content"`                 // Content is the content of the chat completion message.
-		MultiContent []ChatMessagePart   `json:"-"`                       // MultiContent is the multi content of the chat completion message.
-		FunctionCall *tools.FunctionCall `json:"function_call,omitempty"` // FunctionCall setting for Role=assistant prompts this may be set to the function call generated by the model.
-		ToolCalls    []tools.ToolCall    `json:"tool_calls,omitempty"`    // ToolCalls setting for Role=assistant prompts this may be set to the tool calls generated by the model, such as function calls.
-		ToolCallID   string              `json:"tool_call_id,omitempty"`  // ToolCallID is setting for Role=tool prompts this should be set to the ID given in the assistant's prior request to call a tool.
+		// Name is the name of the chat completion message.
+		Name string `json:"name"`
+		// Role is the role of the chat completion message.
+		Role Role `json:"role"`
+		// Content is the content of the chat completion message.
+		Content string `json:"content"`
+		// MultiContent is the multi content of the chat completion
+		// message.
+		MultiContent []ChatMessagePart `json:"-"`
+		// FunctionCall setting for Role=assistant prompts this may be
+		// set to the function call generated by the model.
+		FunctionCall *tools.FunctionCall `json:"function_call,omitempty"`
+		// ToolCalls setting for Role=assistant prompts this may be set
+		// to the tool calls generated by the model, such as function
+		// calls.
+		ToolCalls []tools.ToolCall `json:"tool_calls,omitempty"`
+		// ToolCallID is setting for Role=tool prompts this should be
+		// set to the ID given in the assistant's prior request to call
+		// a tool.
+		ToolCallID string `json:"tool_call_id,omitempty"`
 	}
 	// ChatCompletionResponseFormat is the chat completion response format.
 	ChatCompletionResponseFormat struct {
 		// Type is the type of the chat completion response format.
 		Type Format `json:"type,omitempty"`
-		// JSONSchema is the json schema of the chat completion response format.
+		// JSONSchema is the json schema of the chat completion response
+		// format.
 		JSONSchema *ChatCompletionResponseFormatJSONSchema `json:"json_schema,omitempty"`
 	}
 	// ChatCompletionResponseFormatJSONSchema is the chat completion
@@ -112,21 +141,21 @@ type (
 		//
 		// it is used to further identify the schema in the response.
 		Name string `json:"name"`
-		// Description is the description of the chat completion response
-		// format
-		// json schema.
+		// Description is the description of the chat completion
+		// response format json schema.
 		Description string `json:"description,omitempty"`
-		// description of the chat completion response format json schema.
-		// Schema is the schema of the chat completion response format json schema.
+		// Schema is the schema of the chat completion response format
+		// json schema.
 		Schema schema.Schema `json:"schema"`
-		// Strict determines whether to enforce the schema upon the generated
-		// content.
+		// Strict determines whether to enforce the schema upon the
+		// generated content.
 		Strict bool `json:"strict"`
 	}
-	// ChatCompletionRequest represents a request structure for the chat completion API.
+	// ChatCompletionRequest represents a request structure for the chat
+	// completion API.
 	ChatCompletionRequest struct {
 		// Model is the model of the chat completion request.
-		Model ChatModel `json:"model"`
+		Model models.ChatModel `json:"model"`
 		// Messages is the messages of the chat completion request.
 		//
 		// These act as the prompt for the model.
@@ -210,29 +239,21 @@ type (
 		// Bytes is the bytes of the top log probs.
 		Bytes []byte `json:"bytes,omitempty"`
 	}
-	// FinishReason is the finish reason.
-	// string
-	FinishReason string
 	// ChatCompletionChoice represents the chat completion choice.
 	ChatCompletionChoice struct {
 		Index int `json:"index"` // Index is the index of the choice.
 		// Message is the chat completion message of the choice.
 		Message ChatCompletionMessage `json:"message"`
 		// FinishReason is the finish reason of the choice.
-		//
-		// stop: API returned complete message,
-		// or a message terminated by one of the stop sequences provided via the stop parameter
-		// length: Incomplete model output due to max_tokens parameter or token limit
-		// function_call: The model decided to call a function
-		// content_filter: Omitted content due to a flag from our content filters
-		// null: API response still in progress or incomplete
 		FinishReason FinishReason `json:"finish_reason"`
 		// LogProbs is the log probs of the choice.
 		//
-		// This is basically the probability of the model choosing the token.
+		// This is basically the probability of the model choosing the
+		// token.
 		LogProbs *LogProbs `json:"logprobs,omitempty"`
 	}
-	// ChatCompletionResponse represents a response structure for chat completion API.
+	// ChatCompletionResponse represents a response structure for chat
+	// completion API.
 	ChatCompletionResponse struct {
 		// ID is the id of the response.
 		ID string `json:"id"`
@@ -241,7 +262,7 @@ type (
 		// Created is the created time of the response.
 		Created int64 `json:"created"`
 		// Model is the model of the response.
-		Model ChatModel `json:"model"`
+		Model models.ChatModel `json:"model"`
 		// Choices is the choices of the response.
 		Choices []ChatCompletionChoice `json:"choices"`
 		// Usage is the usage of the response.
@@ -251,54 +272,77 @@ type (
 		// Header is the header of the response.
 		http.Header
 	}
-	// ChatCompletionStreamChoiceDelta represents a response structure for chat completion API.
+	// ChatCompletionStreamChoiceDelta represents a response structure for
+	// chat completion API.
 	ChatCompletionStreamChoiceDelta struct {
-		Content      string              `json:"content,omitempty"`
-		Role         string              `json:"role,omitempty"`
+		// Content is the content of the response.
+		Content string `json:"content,omitempty"`
+		// Role is the role of the creator of the completion.
+		Role string `json:"role,omitempty"`
+		// FunctionCall is the function call of the response.
 		FunctionCall *tools.FunctionCall `json:"function_call,omitempty"`
-		ToolCalls    []tools.ToolCall    `json:"tool_calls,omitempty"`
+		// ToolCalls are the tool calls of the response.
+		ToolCalls []tools.ToolCall `json:"tool_calls,omitempty"`
 	}
-	// ChatCompletionStreamChoice represents a response structure for chat completion API.
+	// ChatCompletionStreamChoice represents a response structure for chat
+	// completion API.
 	ChatCompletionStreamChoice struct {
-		Index        int                             `json:"index"`
-		Delta        ChatCompletionStreamChoiceDelta `json:"delta"`
-		FinishReason FinishReason                    `json:"finish_reason"`
-	}
-	streamer interface {
-		ChatCompletionStreamResponse
+		// Index is the index of the choice.
+		Index int `json:"index"`
+		// Delta is the delta of the choice.
+		Delta ChatCompletionStreamChoiceDelta `json:"delta"`
+		// FinishReason is the finish reason of the choice.
+		FinishReason FinishReason `json:"finish_reason"`
 	}
 	// StreamOptions represents the stream options.
 	StreamOptions struct {
-		// If set, an additional chunk will be streamed before the data: [DONE] message.
-		// The usage field on this chunk shows the token usage statistics for the entire request,
-		// and the choices field will always be an empty array.
-		// All other chunks will also include a usage field, but with a null value.
+		// IncludeUsage is the include usage option of the stream
+		// options.
+		//
+		// If set, an additional chunk will be streamed before the data:
+		// [DONE] message.
+		// The usage field on this chunk shows the token usage
+		// statistics for the entire request, and the choices field will
+		// always be an empty array.
+		//
+		// All other chunks will also include a usage field, but with a
+		// null value.
 		IncludeUsage bool `json:"include_usage,omitempty"`
 	}
-	// ChatCompletionStreamResponse represents a response structure for chat completion API.
+	// ChatCompletionStreamResponse represents a response structure for chat
+	// completion API.
 	ChatCompletionStreamResponse struct {
 		// ID is the identifier for the chat completion stream response.
 		ID string `json:"id"`
-		// Object is the object type of the chat completion stream response.
+		// Object is the object type of the chat completion stream
+		// response.
 		Object string `json:"object"`
-		// Created is the creation time of the chat completion stream response.
+		// Created is the creation time of the chat completion stream
+		// response.
 		Created int64 `json:"created"`
-		// Model is the model used for the chat completion stream response.
-		Model ChatModel `json:"model"`
-		// Choices is the choices for the chat completion stream response.
+		// Model is the model used for the chat completion stream
+		// response.
+		Model models.ChatModel `json:"model"`
+		// Choices is the choices for the chat completion stream
+		// response.
 		Choices []ChatCompletionStreamChoice `json:"choices"`
-		// SystemFingerprint is the system fingerprint for the chat completion stream response.
+		// SystemFingerprint is the system fingerprint for the chat
+		// completion stream response.
 		SystemFingerprint string `json:"system_fingerprint"`
-		// PromptAnnotations is the prompt annotations for the chat completion stream response.
+		// PromptAnnotations is the prompt annotations for the chat
+		// completion stream response.
 		PromptAnnotations []PromptAnnotation `json:"prompt_annotations,omitempty"`
-		// PromptFilterResults is the prompt filter results for the chat completion stream response.
+		// PromptFilterResults is the prompt filter results for the chat
+		// completion stream response.
 		PromptFilterResults []struct {
 			Index int `json:"index"`
 		} `json:"prompt_filter_results,omitempty"`
-		// Usage is an optional field that will only be present when you set stream_options: {"include_usage": true} in your request.
+		// Usage is an optional field that will only be present when you
+		// set stream_options: {"include_usage": true} in your request.
 		//
-		// When present, it contains a null value except for the last chunk which contains the token usage statistics
-		// for the entire request.
+		// When present, it contains a null value except for the last
+		// chunk which contains the token usage statistics for the
+		// entire request.
 		Usage *Usage `json:"usage,omitempty"`
 	}
 	// ChatCompletionStream is a stream of ChatCompletionStreamResponse.
@@ -410,7 +454,7 @@ func (c *Client) CreateChatCompletion(
 		ctx,
 		c.header,
 		http.MethodPost,
-		c.fullURL(chatCompletionsSuffix, withModel(model(request.Model))),
+		c.fullURL(chatCompletionsSuffix, withModel(request.Model)),
 		builders.WithBody(request))
 	if err != nil {
 		return
@@ -425,8 +469,8 @@ func (c *Client) CreateChatCompletion(
 	return
 }
 
-// CreateChatCompletionStream method is an API call to create a chat completion w/ streaming
-// support.
+// CreateChatCompletionStream method is an API call to create a chat completion
+// w/ streaming support.
 //
 // If set, tokens will be sent as data-only server-sent events as they become
 // available, with the stream terminated by a data: [DONE] message.
@@ -441,7 +485,7 @@ func (c *Client) CreateChatCompletionStream(
 		http.MethodPost,
 		c.fullURL(
 			chatCompletionsSuffix,
-			withModel(model(request.Model))),
+			withModel(request.Model)),
 		builders.WithBody(request),
 	)
 	if err != nil {
@@ -457,7 +501,8 @@ func (c *Client) CreateChatCompletionStream(
 	return
 }
 
-// CreateChatCompletionJSON method is an API call to create a chat completion w/ object output.
+// CreateChatCompletionJSON method is an API call to create a chat completion
+// w/ object output.
 func (c *Client) CreateChatCompletionJSON(
 	ctx context.Context,
 	request ChatCompletionRequest,
@@ -478,7 +523,7 @@ func (c *Client) CreateChatCompletionJSON(
 		ctx,
 		c.header,
 		http.MethodPost,
-		c.fullURL(chatCompletionsSuffix, withModel(model(request.Model))),
+		c.fullURL(chatCompletionsSuffix, withModel(request.Model)),
 		builders.WithBody(request),
 	)
 	if err != nil {
@@ -510,14 +555,34 @@ func (c *Client) CreateChatCompletionJSON(
 	return
 }
 
-type streamReader[T streamer] struct {
-	emptyMessagesLimit uint
-	isFinished         bool
-	reader             *bufio.Reader
-	response           *http.Response
-	errAccumulator     errorAccumulator
-	Header             http.Header // Header is the header of the response.
-}
+type (
+	// DefaultErrorAccumulator is a default implementation of ErrorAccumulator
+	DefaultErrorAccumulator struct {
+		Buffer errorBuffer
+	}
+	// streamReader is a stream reader.
+	streamReader[T streamer] struct {
+		emptyMessagesLimit uint
+		isFinished         bool
+		reader             *bufio.Reader
+		response           *http.Response
+		errAccumulator     errorAccumulator
+		Header             http.Header // Header is the header of the response.
+	}
+	errorAccumulator interface {
+		// Write method writes bytes to the error accumulator
+		//
+		// It implements the io.Writer interface.
+		Write(p []byte) error
+		// Bytes method returns the bytes of the error accumulator.
+		Bytes() []byte
+	}
+	errorBuffer interface {
+		io.Writer
+		Len() int
+		Bytes() []byte
+	}
+)
 
 // Recv receives a response from the stream.
 func (stream *streamReader[T]) Recv() (response T, err error) {
@@ -588,6 +653,33 @@ func (stream *streamReader[T]) unmarshalError() (errResp *ErrorResponse) {
 	}
 	return
 }
+
+// Close closes the stream.
 func (stream *streamReader[T]) Close() error {
 	return stream.response.Body.Close()
 }
+
+// newErrorAccumulator creates a new error accumulator
+func newErrorAccumulator() errorAccumulator {
+	return &DefaultErrorAccumulator{
+		Buffer: &bytes.Buffer{},
+	}
+}
+
+// Write method writes bytes to the error accumulator.
+func (e *DefaultErrorAccumulator) Write(p []byte) error {
+	_, err := e.Buffer.Write(p)
+	if err != nil {
+		return fmt.Errorf("error accumulator write error, %w", err)
+	}
+	return nil
+}
+
+// Bytes method returns the bytes of the error accumulator.
+func (e *DefaultErrorAccumulator) Bytes() (errBytes []byte) {
+	if e.Buffer.Len() == 0 {
+		return
+	}
+	errBytes = e.Buffer.Bytes()
+	return
+}
diff --git a/client.go b/client.go
index 6ebbcba..cb5e65c 100644
--- a/client.go
+++ b/client.go
@@ -11,6 +11,7 @@ import (
 	"time"
 
 	"github.com/conneroisu/groq-go/pkg/builders"
+	"github.com/conneroisu/groq-go/pkg/models"
 )
 
 //go:generate go run ./scripts/generate-models/
@@ -52,7 +53,8 @@ type (
 		// RemainingTokens is the remaining tokens of the rate limit
 		// headers.
 		RemainingTokens int `json:"x-ratelimit-remaining-tokens"`
-		// ResetRequests is the reset requests of the rate limit headers.
+		// ResetRequests is the reset requests of the rate limit
+		// headers.
 		ResetRequests ResetTime `json:"x-ratelimit-reset-requests"`
 		// ResetTokens is the reset tokens of the rate limit headers.
 		ResetTokens ResetTime `json:"x-ratelimit-reset-tokens"`
@@ -69,6 +71,8 @@ type (
 		CompletionTokens int `json:"completion_tokens"`
 		TotalTokens      int `json:"total_tokens"`
 	}
+	// Endpoint is an endpoint for the groq api.
+	Endpoint string
 
 	fullURLOptions struct{ model string }
 	fullURLOption  func(*fullURLOptions)
@@ -102,6 +106,12 @@ const (
 
 	// groqAPIURLv1 is the base URL for the Groq API.
 	groqAPIURLv1 = "https://api.groq.com/openai/v1"
+
+	chatCompletionsSuffix Endpoint = "/chat/completions"
+	transcriptionsSuffix  Endpoint = "/audio/transcriptions"
+	translationsSuffix    Endpoint = "/audio/translations"
+	embeddingsSuffix      Endpoint = "/embeddings"
+	moderationsSuffix     Endpoint = "/moderations"
 )
 
 // NewClient creates a new Groq client.
@@ -181,6 +191,11 @@ func (c *Client) sendRequest(req *http.Request, v response) error {
 	return decodeResponse(res.Body, v)
 }
 
+// streamer is an interface for a streamer.
+type streamer interface {
+	ChatCompletionStreamResponse
+}
+
 func sendRequestStream[T streamer](
 	client *Client,
 	req *http.Request,
@@ -237,7 +252,9 @@ func decodeString(body io.Reader, output *string) error {
 	return nil
 }
 
-func withModel(model model) fullURLOption {
+func withModel[
+	T models.ChatModel | models.AudioModel | models.ModerationModel,
+](model T) fullURLOption {
 	return func(args *fullURLOptions) {
 		args.model = string(model)
 	}
@@ -247,7 +264,7 @@ func (c *Client) handleErrorResp(resp *http.Response) error {
 	var errRes ErrorResponse
 	err := json.NewDecoder(resp.Body).Decode(&errRes)
 	if err != nil || errRes.Error == nil {
-		reqErr := &requestError{
+		reqErr := &ErrRequest{
 			HTTPStatusCode: resp.StatusCode,
 			Err:            err,
 		}
diff --git a/client_test.go b/client_test.go
index 7784de2..1a32116 100644
--- a/client_test.go
+++ b/client_test.go
@@ -1,21 +1,22 @@
-package groq
+package groq_test
 
 import (
 	"log/slog"
 	"net/http"
 	"testing"
 
+	groq "github.com/conneroisu/groq-go"
 	"github.com/stretchr/testify/assert"
 )
 
 // TestClient tests the creation of a new client.
 func TestClient(t *testing.T) {
 	a := assert.New(t)
-	client, err := NewClient(
+	client, err := groq.NewClient(
 		"test",
-		WithBaseURL("http://localhost/v1"),
-		WithClient(http.DefaultClient),
-		WithLogger(slog.Default()),
+		groq.WithBaseURL("http://localhost/v1"),
+		groq.WithClient(http.DefaultClient),
+		groq.WithLogger(slog.Default()),
 	)
 	a.NoError(err)
 	a.NotNil(client)
diff --git a/errors.go b/errors.go
index 14f7fcd..bd9c578 100644
--- a/errors.go
+++ b/errors.go
@@ -1,18 +1,12 @@
 package groq
 
 import (
-	"bytes"
 	"encoding/json"
 	"fmt"
-	"io"
 	"strings"
 )
 
 type (
-	// DefaultErrorAccumulator is a default implementation of ErrorAccumulator
-	DefaultErrorAccumulator struct {
-		Buffer errorBuffer
-	}
 	// APIError provides error information returned by the Groq API.
 	APIError struct {
 		// Code is the code of the error.
@@ -55,24 +49,6 @@ func (e ErrTooManyEmptyStreamMessages) Error() string {
 	return "stream has sent too many empty messages"
 }
 
-// Write method writes bytes to the error accumulator.
-func (e *DefaultErrorAccumulator) Write(p []byte) error {
-	_, err := e.Buffer.Write(p)
-	if err != nil {
-		return fmt.Errorf("error accumulator write error, %w", err)
-	}
-	return nil
-}
-
-// Bytes method returns the bytes of the error accumulator.
-func (e *DefaultErrorAccumulator) Bytes() (errBytes []byte) {
-	if e.Buffer.Len() == 0 {
-		return
-	}
-	errBytes = e.Buffer.Bytes()
-	return
-}
-
 // Error method implements the error interface on APIError.
 func (e *APIError) Error() string {
 	if e.HTTPStatusCode > 0 {
@@ -123,34 +99,15 @@ func (e *APIError) UnmarshalJSON(data []byte) (err error) {
 }
 
 type (
-	errorAccumulator interface {
-		// Write method writes bytes to the error accumulator
-		//
-		// It implements the io.Writer interface.
-		Write(p []byte) error
-		// Bytes method returns the bytes of the error accumulator.
-		Bytes() []byte
-	}
-	errorBuffer interface {
-		io.Writer
-		Len() int
-		Bytes() []byte
-	}
-	requestError struct {
+	// ErrRequest is a request error.
+	ErrRequest struct {
 		HTTPStatusCode int
 		Err            error
 	}
 )
 
-// newErrorAccumulator creates a new error accumulator
-func newErrorAccumulator() errorAccumulator {
-	return &DefaultErrorAccumulator{
-		Buffer: &bytes.Buffer{},
-	}
-}
-
 // Error implements the error interface.
-func (e *requestError) Error() string {
+func (e *ErrRequest) Error() string {
 	return fmt.Sprintf(
 		"error, status code: %d, message: %s",
 		e.HTTPStatusCode,
@@ -159,7 +116,7 @@ func (e *requestError) Error() string {
 }
 
 // Unwrap unwraps the error.
-func (e *requestError) Unwrap() error {
+func (e *ErrRequest) Unwrap() error {
 	return e.Err
 }
 
diff --git a/examples/audio-house-translation/main.go b/examples/audio-house-translation/main.go
index b98347a..dc2c18e 100644
--- a/examples/audio-house-translation/main.go
+++ b/examples/audio-house-translation/main.go
@@ -1,3 +1,5 @@
+// Package main is an example of using the groq-go library to create a
+// transcription/translation using the whisper-large-v3 model.
 package main
 
 import (
@@ -6,6 +8,7 @@ import (
 	"os"
 
 	"github.com/conneroisu/groq-go"
+	"github.com/conneroisu/groq-go/pkg/models"
 )
 
 func main() {
@@ -23,7 +26,7 @@ func run(
 		return err
 	}
 	response, err := client.CreateTranslation(ctx, groq.AudioRequest{
-		Model:    groq.ModelWhisperLargeV3,
+		Model:    models.ModelWhisperLargeV3,
 		FilePath: "./house-speaks-mandarin.mp3",
 		Prompt:   "english and mandarin",
 	})
diff --git a/examples/audio-lex-fridman/main.go b/examples/audio-lex-fridman/main.go
index be662a1..41b025b 100644
--- a/examples/audio-lex-fridman/main.go
+++ b/examples/audio-lex-fridman/main.go
@@ -8,6 +8,7 @@ import (
 	"os"
 
 	"github.com/conneroisu/groq-go"
+	"github.com/conneroisu/groq-go/pkg/models"
 )
 
 func main() {
@@ -25,7 +26,7 @@ func run(
 		return err
 	}
 	response, err := client.CreateTranscription(ctx, groq.AudioRequest{
-		Model:    groq.ModelWhisperLargeV3,
+		Model:    models.ModelWhisperLargeV3,
 		FilePath: "./The Roman Emperors who went insane Gregory Aldrete and Lex Fridman.mp3",
 	})
 	if err != nil {
diff --git a/examples/chat-terminal/main.go b/examples/chat-terminal/main.go
index 9bedee0..17d216c 100644
--- a/examples/chat-terminal/main.go
+++ b/examples/chat-terminal/main.go
@@ -11,6 +11,7 @@ import (
 	"strings"
 
 	"github.com/conneroisu/groq-go"
+	"github.com/conneroisu/groq-go/pkg/models"
 )
 
 var (
@@ -74,7 +75,7 @@ func input(ctx context.Context, r io.Reader, w io.Writer, client *groq.Client) e
 	output, err := client.CreateChatCompletionStream(
 		ctx,
 		groq.ChatCompletionRequest{
-			Model:     groq.ModelGemma29BIt,
+			Model:     models.ModelGemma29BIt,
 			Messages:  history,
 			MaxTokens: 2000,
 		},
diff --git a/examples/composio-github-star/main.go b/examples/composio-github-star/main.go
index b4177c2..92ff50f 100644
--- a/examples/composio-github-star/main.go
+++ b/examples/composio-github-star/main.go
@@ -11,6 +11,7 @@ import (
 
 	"github.com/conneroisu/groq-go"
 	"github.com/conneroisu/groq-go/extensions/composio"
+	"github.com/conneroisu/groq-go/pkg/models"
 	"github.com/conneroisu/groq-go/pkg/test"
 )
 
@@ -52,7 +53,7 @@ func run(
 		return err
 	}
 	chat, err := client.CreateChatCompletion(ctx, groq.ChatCompletionRequest{
-		Model: groq.ModelLlama3Groq70B8192ToolUsePreview,
+		Model: models.ModelLlama3Groq70B8192ToolUsePreview,
 		Messages: []groq.ChatCompletionMessage{
 			{
 				Role: groq.ChatMessageRoleUser,
diff --git a/examples/e2b-go-project/main.go b/examples/e2b-go-project/main.go
index bb015b1..8a2e51a 100644
--- a/examples/e2b-go-project/main.go
+++ b/examples/e2b-go-project/main.go
@@ -8,6 +8,38 @@ import (
 
 	"github.com/conneroisu/groq-go"
 	"github.com/conneroisu/groq-go/extensions/e2b"
+	"github.com/conneroisu/groq-go/pkg/models"
+	"github.com/conneroisu/groq-go/pkg/tools"
+)
+
+var (
+	history = []groq.ChatCompletionMessage{
+		{
+			Role: groq.ChatMessageRoleUser,
+			Content: `
+Given the callable tools provided, create a python project with the following files:
+
+<files>
+main.py
+utils.py
+<files>
+
+The main function should call the "utils.run()" function.
+
+The project should, when run, print the following to stdout:
+
+<output>
+Hello, World!
+<output>
+
+You should finish with the following shell command:
+
+<shell-command>
+python main.py
+</shell-command>
+`,
+		},
+	}
 )
 
 func main() {
@@ -20,16 +52,13 @@ func main() {
 func run(
 	ctx context.Context,
 ) error {
-	key := os.Getenv("GROQ_KEY")
+	groqKey := os.Getenv("GROQ_KEY")
 	e2bKey := os.Getenv("E2B_API_KEY")
-	client, err := groq.NewClient(key)
+	client, err := groq.NewClient(groqKey)
 	if err != nil {
 		return err
 	}
-	sb, err := e2b.NewSandbox(
-		ctx,
-		e2bKey,
-	)
+	sb, err := e2b.NewSandbox(ctx, e2bKey)
 	if err != nil {
 		return err
 	}
@@ -39,42 +68,44 @@ func run(
 			fmt.Println(err)
 		}
 	}()
-
-	chat, err := client.CreateChatCompletion(ctx, groq.ChatCompletionRequest{
-		Model: groq.ModelLlama3Groq70B8192ToolUsePreview,
-		Messages: []groq.ChatCompletionMessage{
-			{
-				Role: groq.ChatMessageRoleUser,
-				Content: `
-
-Given the tools given to you, create a golang project with the following files:
-
-<files>
-main.go
-utils.go
-<files>
-
-The main function should call the "utils.run() error" function.
-
-The project should, when run, print the following to stdout:
-
-<output>
-Hello, World!
-<output>
-`,
-			},
-		},
-		MaxTokens: 2000,
-		Tools:     sb.GetTools(),
-	})
-	if err != nil {
-		return err
-	}
-	fmt.Println(chat.Choices[0].Message.Content)
-	resp, err := sb.RunTooling(ctx, chat)
-	if err != nil {
-		return err
+	ts := sb.GetTools()
+	ts = append(ts, tools.Tool{
+		Type: tools.ToolTypeFunction,
+		Function: tools.FunctionDefinition{
+			Name:        "complete",
+			Description: "Signify that the assigned task is complete.",
+			Parameters: tools.FunctionParameters{
+				Type: "object",
+				Properties: map[string]tools.PropertyDefinition{
+					"task": {
+						Type:        "string",
+						Description: "The task that is complete.",
+					}}}}})
+	for {
+		chat, err := client.CreateChatCompletion(ctx, groq.ChatCompletionRequest{
+			Model:     models.ModelLlama3Groq8B8192ToolUsePreview,
+			Messages:  history,
+			MaxTokens: 3000,
+			Tools:     ts,
+		})
+		if err != nil {
+			return err
+		}
+		if chat.Choices[0].FinishReason == groq.ReasonFunctionCall {
+			if chat.Choices[0].Message.FunctionCall.Name == "complete" {
+				break
+			}
+		}
+		resp, err := sb.RunTooling(ctx, chat)
+		if err != nil {
+			history = append(history,
+				groq.ChatCompletionMessage{
+					Role:    groq.ChatMessageRoleUser,
+					Content: err.Error(),
+				})
+			continue
+		}
+		history = append(history, resp...)
 	}
-	fmt.Println(resp[0].Content)
 	return nil
 }
diff --git a/examples/json-chat/main.go b/examples/json-chat/main.go
index 7071fcf..eec88c7 100644
--- a/examples/json-chat/main.go
+++ b/examples/json-chat/main.go
@@ -10,6 +10,7 @@ import (
 	"os"
 
 	"github.com/conneroisu/groq-go"
+	"github.com/conneroisu/groq-go/pkg/models"
 )
 
 func main() {
@@ -34,7 +35,7 @@ func run(
 	}
 	resp := &Responses{}
 	err = client.CreateChatCompletionJSON(ctx, groq.ChatCompletionRequest{
-		Model: groq.ModelLlama3Groq70B8192ToolUsePreview,
+		Model: models.ModelLlama3Groq70B8192ToolUsePreview,
 		Messages: []groq.ChatCompletionMessage{
 			{
 				Role:    groq.ChatMessageRoleUser,
diff --git a/examples/llava-blind/main.go b/examples/llava-blind/main.go
index 0fea70a..a415874 100644
--- a/examples/llava-blind/main.go
+++ b/examples/llava-blind/main.go
@@ -7,6 +7,7 @@ import (
 	"os"
 
 	"github.com/conneroisu/groq-go"
+	"github.com/conneroisu/groq-go/pkg/models"
 )
 
 func main() {
@@ -29,7 +30,7 @@ func run(
 	response, err := client.CreateChatCompletion(
 		ctx,
 		groq.ChatCompletionRequest{
-			Model: groq.ModelLlavaV157B4096Preview,
+			Model: models.ModelLlavaV157B4096Preview,
 			Messages: []groq.ChatCompletionMessage{
 				{
 					Role: groq.ChatMessageRoleUser,
diff --git a/examples/moderation/main.go b/examples/moderation/main.go
index 4f6a051..6d3c087 100644
--- a/examples/moderation/main.go
+++ b/examples/moderation/main.go
@@ -8,6 +8,7 @@ import (
 	"os"
 
 	"github.com/conneroisu/groq-go"
+	"github.com/conneroisu/groq-go/pkg/models"
 )
 
 func main() {
@@ -27,7 +28,7 @@ func run(
 		return err
 	}
 	response, err := client.Moderate(ctx, groq.ModerationRequest{
-		Model: groq.ModelLlamaGuard38B,
+		Model: models.ModelLlamaGuard38B,
 		Messages: []groq.ChatCompletionMessage{
 			{
 				Role:    groq.ChatMessageRoleUser,
diff --git a/examples/toolhouse-python-code-interpreter/main.go b/examples/toolhouse-python-code-interpreter/main.go
index 375abb6..17f8130 100644
--- a/examples/toolhouse-python-code-interpreter/main.go
+++ b/examples/toolhouse-python-code-interpreter/main.go
@@ -12,6 +12,8 @@ import (
 
 	"github.com/conneroisu/groq-go"
 	"github.com/conneroisu/groq-go/extensions/toolhouse"
+	"github.com/conneroisu/groq-go/pkg/models"
+	"github.com/conneroisu/groq-go/pkg/test"
 )
 
 func main() {
@@ -23,7 +25,11 @@ func main() {
 }
 
 func run(ctx context.Context) error {
-	ext, err := toolhouse.NewExtension(os.Getenv("TOOLHOUSE_API_KEY"),
+	toolhouseKey, err := test.GetAPIKey("TOOLHOUSE_API_KEY")
+	if err != nil {
+		return err
+	}
+	ext, err := toolhouse.NewExtension(toolhouseKey,
 		toolhouse.WithMetadata(map[string]any{
 			"id":       "conner",
 			"timezone": 5,
@@ -31,7 +37,11 @@ func run(ctx context.Context) error {
 	if err != nil {
 		return err
 	}
-	client, err := groq.NewClient(os.Getenv("GROQ_KEY"))
+	groqKey, err := test.GetAPIKey("GROQ_KEY")
+	if err != nil {
+		return err
+	}
+	client, err := groq.NewClient(groqKey)
 	if err != nil {
 		return err
 	}
@@ -41,25 +51,27 @@ func run(ctx context.Context) error {
 			Content: "Write a python function to print the first 10 prime numbers containing the number 3 then respond with the answer. DO NOT GUESS WHAT THE OUTPUT SHOULD BE. MAKE SURE TO CALL THE TOOL GIVEN.",
 		},
 	}
-	print(history[len(history)-1].Content)
+	tools, err := ext.GetTools(ctx)
+	if err != nil {
+		return err
+	}
 	re, err := client.CreateChatCompletion(ctx, groq.ChatCompletionRequest{
-		Model:      groq.ModelLlama3Groq70B8192ToolUsePreview,
+		Model:      models.ModelLlama3Groq70B8192ToolUsePreview,
 		Messages:   history,
-		Tools:      ext.MustGetTools(ctx),
+		Tools:      tools,
 		ToolChoice: "required",
 	})
 	if err != nil {
 		return fmt.Errorf("failed to create 1 chat completion: %w", err)
 	}
 	history = append(history, re.Choices[0].Message)
-	print(history[len(history)-1].ToolCalls[len(history[len(history)-1].ToolCalls)-1].Function.Arguments)
 	r, err := ext.Run(ctx, re)
 	if err != nil {
 		return fmt.Errorf("failed to run tool: %w", err)
 	}
 	history = append(history, r...)
 	finalr, err := client.CreateChatCompletion(ctx, groq.ChatCompletionRequest{
-		Model:     groq.ModelLlama3Groq70B8192ToolUsePreview,
+		Model:     models.ModelLlama3Groq70B8192ToolUsePreview,
 		Messages:  history,
 		MaxTokens: 2000,
 	})
@@ -67,7 +79,6 @@ func run(ctx context.Context) error {
 		return fmt.Errorf("failed to create 2 chat completion: %w", err)
 	}
 	history = append(history, finalr.Choices[0].Message)
-	print(history[len(history)-1].Content)
 	jsnHistory, err := json.MarshalIndent(history, "", "  ")
 	if err != nil {
 		return fmt.Errorf("failed to marshal history: %w", err)
diff --git a/examples/vhdl-documentor-json/main.go b/examples/vhdl-documentor-json/main.go
index 5e5d556..dd65a59 100644
--- a/examples/vhdl-documentor-json/main.go
+++ b/examples/vhdl-documentor-json/main.go
@@ -14,6 +14,7 @@ import (
 	"time"
 
 	"github.com/conneroisu/groq-go"
+	"github.com/conneroisu/groq-go/pkg/models"
 )
 
 var (
@@ -68,7 +69,7 @@ func run(
 		err = client.CreateChatCompletionJSON(
 			ctx,
 			groq.ChatCompletionRequest{
-				Model: groq.ModelLlama3Groq70B8192ToolUsePreview,
+				Model: models.ModelLlama3Groq70B8192ToolUsePreview,
 				Messages: []groq.ChatCompletionMessage{{
 					Role:    groq.ChatMessageRoleSystem,
 					Content: prompt,
diff --git a/extensions/composio/composio.go b/extensions/composio/composio.go
index be37aba..ea28d66 100644
--- a/extensions/composio/composio.go
+++ b/extensions/composio/composio.go
@@ -14,15 +14,7 @@ const (
 	composioBaseURL = "https://backend.composio.dev/api"
 )
 
-var _ Composer = &Composio{}
-
 type (
-	// Composer is an interface for composio client.
-	Composer interface {
-		Tooler
-		Runner
-		Authorizer
-	}
 	// Composio is a composio client.
 	Composio struct {
 		apiKey  string
diff --git a/extensions/composio/run_test.go b/extensions/composio/run_test.go
index 3162dee..95a5ab9 100644
--- a/extensions/composio/run_test.go
+++ b/extensions/composio/run_test.go
@@ -9,6 +9,7 @@ import (
 
 	"github.com/conneroisu/groq-go"
 	"github.com/conneroisu/groq-go/extensions/composio"
+	"github.com/conneroisu/groq-go/pkg/models"
 	"github.com/conneroisu/groq-go/pkg/test"
 	"github.com/conneroisu/groq-go/pkg/tools"
 	"github.com/stretchr/testify/assert"
@@ -93,7 +94,7 @@ func TestUnitRun(t *testing.T) {
 	)
 	a.NoError(err, "NewClient error")
 	response, err := groqClient.CreateChatCompletion(ctx, groq.ChatCompletionRequest{
-		Model: groq.ModelLlama3Groq8B8192ToolUsePreview,
+		Model: models.ModelLlama3Groq8B8192ToolUsePreview,
 		Messages: []groq.ChatCompletionMessage{
 			{
 				Role:    groq.ChatMessageRoleUser,
diff --git a/extensions/composio/tools.go b/extensions/composio/tools.go
index 476ecfa..4b05b38 100644
--- a/extensions/composio/tools.go
+++ b/extensions/composio/tools.go
@@ -11,32 +11,61 @@ import (
 )
 
 type (
-	// Tooler is an interface for retreiving composio tools.
-	Tooler interface {
-		GetTools(ctx context.Context, opts ...ToolsOption) (
-			[]tools.Tool, error)
-	}
 	// Tool represents a composio tool as returned by the api.
 	Tool struct {
-		Name        string                   `json:"name"`
-		Enum        string                   `json:"enum"`
-		Tags        []string                 `json:"tags"`
-		Logo        string                   `json:"logo"`
-		AppID       string                   `json:"appId"`
-		AppName     string                   `json:"appName"`
-		DisplayName string                   `json:"displayName"`
-		Description string                   `json:"description"`
-		Parameters  tools.FunctionParameters `json:"parameters"`
-		Response    struct {
+		// Name is the name of the tool returned by the composio api.
+		Name string `json:"name"`
+		// Enum is the enum of the tool returned by the composio api.
+		Enum string `json:"enum"`
+		// Tags are the tags of the tool returned by the composio api.
+		Tags []string `json:"tags"`
+		// Logo is the logo of the tool returned by the composio api.
+		Logo string `json:"logo"`
+		// AppID is the app id of the tool returned by the composio api.
+		AppID string `json:"appId"`
+		// AppName is the app name of the tool returned by the composio
+		// api.
+		AppName string `json:"appName"`
+		// DisplayName is the display name of the tool returned by the
+		// composio api.
+		DisplayName string `json:"displayName"`
+		// Description is the description of the tool returned by the
+		// composio api.
+		Description string `json:"description"`
+		// Parameters are the parameters of the tool returned by the
+		// composio api.
+		Parameters tools.FunctionParameters `json:"parameters"`
+		// Response is the response of the tool returned by the
+		// composio api.
+		Response struct {
+			// Properties are the properties of the response
+			// returned by the composio api.
 			Properties struct {
+				// Data is the data of the response returned by
+				// the composio api.
 				Data struct {
+					// Title is the title of the data in the
+					// response returned by the composio
+					// api.
 					Title string `json:"title"`
-					Type  string `json:"type"`
+					// Type is the type of the data in the
+					// response returned by the composio
+					// api.
+					Type string `json:"type"`
 				} `json:"data"`
+				// Successful is the successful response of the
+				// composio api.
 				Successful struct {
+					// Description is the description of the
+					// successful response of the composio
+					// api.
 					Description string `json:"description"`
-					Title       string `json:"title"`
-					Type        string `json:"type"`
+					// Title is the title of the successful
+					// response of the composio api.
+					Title string `json:"title"`
+					// Type is the type of the successful
+					// response of the composio api.
+					Type string `json:"type"`
 				} `json:"successful"`
 				Error struct {
 					AnyOf []struct {
diff --git a/extensions/e2b/sandbox.go b/extensions/e2b/sandbox.go
index 50a9a6b..60d89a4 100644
--- a/extensions/e2b/sandbox.go
+++ b/extensions/e2b/sandbox.go
@@ -22,13 +22,6 @@ type (
 	ProcessEvents string
 	// SandboxTemplate is a sandbox template.
 	SandboxTemplate string
-	// Client          struct {
-	//         apiKey  string
-	//         baseURL string
-	//         client  *http.Client
-	//         logger  *slog.Logger
-	//         header  builders.Header
-	// }
 	// Sandbox is a code sandbox.
 	//
 	// The sandbox is like an isolated, but interactive system.
@@ -492,21 +485,18 @@ func (p *Process) Done() <-chan struct{} {
 }
 
 // SubscribeStdout subscribes to the process's stdout.
-func (p *Process) SubscribeStdout(events chan Event) (err error) {
-	err = p.subscribe(p.ctx, OnStdout, events)
-	return
+func (p *Process) SubscribeStdout() (chan Event, chan error) {
+	return p.subscribe(p.ctx, OnStdout)
 }
 
 // SubscribeStderr subscribes to the process's stderr.
-func (p *Process) SubscribeStderr(events chan Event) (err error) {
-	err = p.subscribe(p.ctx, OnStderr, events)
-	return
+func (p *Process) SubscribeStderr() (chan Event, chan error) {
+	return p.subscribe(p.ctx, OnStderr)
 }
 
 // SubscribeExit subscribes to the process's exit.
-func (p *Process) SubscribeExit(events chan Event) (err error) {
-	err = p.subscribe(p.ctx, OnExit, events)
-	return
+func (p *Process) SubscribeExit() (chan Event, chan error) {
+	return p.subscribe(p.ctx, OnExit)
 }
 
 // Subscribe subscribes to a process event.
@@ -515,9 +505,9 @@ func (p *Process) SubscribeExit(events chan Event) (err error) {
 func (p *Process) subscribe(
 	ctx context.Context,
 	event ProcessEvents,
-	eCh chan<- Event,
-) error {
-	errCh := make(chan error)
+) (chan Event, chan error) {
+	events := make(chan Event)
+	errs := make(chan error)
 	go func(errCh chan error) {
 		respCh := make(chan []byte)
 		defer close(respCh)
@@ -526,9 +516,8 @@ func (p *Process) subscribe(
 			errCh <- err
 		}
 		res, err := decodeResponse[string, any](<-respCh)
-		errCh <- err
 		if err != nil {
-			return
+			errCh <- err
 		}
 		p.sb.Map.Store(res.Result, respCh)
 		for {
@@ -545,7 +534,7 @@ func (p *Process) subscribe(
 					p.sb.logger.Debug("subscription id mismatch", "expected", res.Result, "got", event.Params.Subscription)
 					continue
 				}
-				eCh <- event
+				events <- event
 			case <-ctx.Done():
 				p.sb.Map.Delete(res.Result)
 				finishCtx, cancel := context.WithCancel(context.Background())
@@ -561,8 +550,8 @@ func (p *Process) subscribe(
 				return
 			}
 		}
-	}(errCh)
-	return <-errCh
+	}(errs)
+	return events, errs
 }
 func (s *Sandbox) sendRequest(req *http.Request, v interface{}) error {
 	req.Header.Set("Accept", "application/json")
diff --git a/extensions/e2b/sandbox_test.go b/extensions/e2b/sandbox_test.go
index 385ebf1..02806ab 100644
--- a/extensions/e2b/sandbox_test.go
+++ b/extensions/e2b/sandbox_test.go
@@ -164,11 +164,13 @@ func TestNewSandbox(t *testing.T) {
 
 	err = proc.Start(ctx)
 	a.NoError(err)
-	e := make(chan Event)
-	err = proc.SubscribeStdout(e)
-	a.NoError(err)
-	event := <-e
-	jsnBytes, err := json.MarshalIndent(&event, "", "  ")
-	a.NoError(err)
-	t.Logf("test got event: %s", string(jsnBytes))
+	e, errCh := proc.SubscribeStdout()
+	select {
+	case <-errCh:
+		t.Fatal("got error from SubscribeStdout")
+	case event := <-e:
+		jsnBytes, err := json.MarshalIndent(&event, "", "  ")
+		a.NoError(err)
+		t.Logf("test got event: %s", string(jsnBytes))
+	}
 }
diff --git a/extensions/e2b/tools.go b/extensions/e2b/tools.go
index 8bac854..27e1a41 100644
--- a/extensions/e2b/tools.go
+++ b/extensions/e2b/tools.go
@@ -131,12 +131,11 @@ var (
 			if err != nil {
 				return groq.ChatCompletionMessage{}, err
 			}
-			e := make(chan Event, 10)
-			err = proc.SubscribeStdout(e)
+			e, errCh := proc.SubscribeStdout()
 			if err != nil {
 				return groq.ChatCompletionMessage{}, err
 			}
-			err = proc.SubscribeStderr(e)
+			e2, errCh := proc.SubscribeStderr()
 			if err != nil {
 				return groq.ChatCompletionMessage{}, err
 			}
@@ -152,6 +151,10 @@ var (
 						return
 					case event := <-e:
 						buf.Write([]byte(event.Params.Result.Line))
+					case event := <-e2:
+						buf.Write([]byte(event.Params.Result.Line))
+					case <-errCh:
+						return
 					case <-proc.Done():
 						break
 					}
@@ -268,7 +271,7 @@ func (s *Sandbox) RunTooling(
 	response groq.ChatCompletionResponse,
 ) ([]groq.ChatCompletionMessage, error) {
 	if response.Choices[0].FinishReason != groq.ReasonFunctionCall && response.Choices[0].FinishReason != "tool_calls" {
-		return nil, fmt.Errorf("not a function call")
+		return nil, fmt.Errorf("not a function call: %v", response.Choices[0].FinishReason)
 	}
 	respH := []groq.ChatCompletionMessage{}
 	for _, tool := range response.Choices[0].Message.ToolCalls {
diff --git a/extensions/e2b/tools_test.go b/extensions/e2b/tools_test.go
index 8b69a23..d6a55ec 100644
--- a/extensions/e2b/tools_test.go
+++ b/extensions/e2b/tools_test.go
@@ -6,6 +6,7 @@ import (
 	"testing"
 
 	"github.com/conneroisu/groq-go"
+	"github.com/conneroisu/groq-go/pkg/models"
 	"github.com/conneroisu/groq-go/pkg/test"
 	"github.com/stretchr/testify/assert"
 )
@@ -35,8 +36,8 @@ func TestSandboxTooling(t *testing.T) {
 	a.NoError(err, "NewClient error")
 	tools := sb.GetTools()
 	// ask the ai to create a file with the data "Hello World!" in file "hello.txt"
-	response := client.MustCreateChatCompletion(ctx, groq.ChatCompletionRequest{
-		Model: groq.ModelLlama3Groq70B8192ToolUsePreview,
+	response, err := client.CreateChatCompletion(ctx, groq.ChatCompletionRequest{
+		Model: models.ModelLlama3Groq70B8192ToolUsePreview,
 		Messages: []groq.ChatCompletionMessage{
 			{
 				Role: groq.ChatMessageRoleUser,
@@ -52,6 +53,7 @@ NOTE: You are in the correct cwd. Just call the write tool with a name of hello.
 		MaxTokens: 2000,
 		Tools:     tools,
 	})
+	a.NoError(err)
 	sb.logger.Debug("response from model", "response", response)
 	resps, err := sb.RunTooling(ctx, response)
 	a.NoError(err)
diff --git a/extensions/e2b/unit_test.go b/extensions/e2b/unit_test.go
index 311d9d2..b9dd6a0 100644
--- a/extensions/e2b/unit_test.go
+++ b/extensions/e2b/unit_test.go
@@ -3,6 +3,7 @@ package e2b_test
 import (
 	"context"
 	"encoding/json"
+	"fmt"
 	"os"
 	"testing"
 	"time"
@@ -102,16 +103,20 @@ func TestCreateProcess(t *testing.T) {
 	a.NoError(err, "could not create process")
 	err = proc.Start(ctx)
 	a.NoError(err)
-	stdOutEvents := make(chan e2b.Event)
-	err = proc.SubscribeStdout(stdOutEvents)
+	stdOutEvents, errCh := proc.SubscribeStdout()
 	a.NoError(err)
-	event := <-stdOutEvents
-	jsonBytes, err := json.MarshalIndent(&event, "", "  ")
-	if err != nil {
-		a.Error(err)
-		return
+	select {
+	case <-errCh:
+		t.Fatal(fmt.Errorf("failed to subscribe to stdout: %w", err))
+	case event := <-stdOutEvents:
+		jsonBytes, err := json.MarshalIndent(&event, "", "  ")
+		if err != nil {
+			a.Error(err)
+			return
+		}
+		t.Logf("test got event: %s", string(jsonBytes))
+		break
 	}
-	t.Logf("test got event: %s", string(jsonBytes))
 }
 
 func TestFilesystemSubscribe(t *testing.T) {
diff --git a/extensions/jigsawstack/image_generation.go b/extensions/jigsawstack/image_generation.go
index 0d7b6cd..7513ef2 100644
--- a/extensions/jigsawstack/image_generation.go
+++ b/extensions/jigsawstack/image_generation.go
@@ -25,6 +25,8 @@ const (
 //	rv5.1 - Realistic Vision v5.1
 //	ar1.8 - AbsoluteReality v1.8.1
 type (
+	// ImageGenerationRequest represents a request structure for image
+	// generation API.
 	ImageGenerationRequest struct {
 		Prompt string `json:"prompt"`
 		Model  string `json:"model,omitempty"`
@@ -32,6 +34,8 @@ type (
 		Width  int    `json:"width"`
 		Height int    `json:"height"`
 	}
+	// ImageGenerationResponse represents a response structure for image
+	// generation API.
 	ImageGenerationResponse struct {
 		Success bool   `json:"success"`
 		Image   string `json:"image"`
diff --git a/extensions/toolhouse/run.go b/extensions/toolhouse/execute.go
similarity index 100%
rename from extensions/toolhouse/run.go
rename to extensions/toolhouse/execute.go
diff --git a/extensions/toolhouse/run_test.go b/extensions/toolhouse/execute_test.go
similarity index 100%
rename from extensions/toolhouse/run_test.go
rename to extensions/toolhouse/execute_test.go
diff --git a/extensions/toolhouse/toolhouse_test.go b/extensions/toolhouse/toolhouse_test.go
index 1100300..02e86fe 100644
--- a/extensions/toolhouse/toolhouse_test.go
+++ b/extensions/toolhouse/toolhouse_test.go
@@ -7,6 +7,7 @@ import (
 
 	"github.com/conneroisu/groq-go"
 	"github.com/conneroisu/groq-go/extensions/toolhouse"
+	"github.com/conneroisu/groq-go/pkg/models"
 	"github.com/conneroisu/groq-go/pkg/test"
 	"github.com/stretchr/testify/assert"
 )
@@ -36,7 +37,7 @@ func TestUnitExtension(t *testing.T) {
 	tooling, err := ext.GetTools(ctx)
 	a.NoError(err)
 	re, err := client.CreateChatCompletion(ctx, groq.ChatCompletionRequest{
-		Model:      groq.ModelLlama3Groq70B8192ToolUsePreview,
+		Model:      models.ModelLlama3Groq70B8192ToolUsePreview,
 		Messages:   history,
 		Tools:      tooling,
 		ToolChoice: "required",
@@ -47,7 +48,7 @@ func TestUnitExtension(t *testing.T) {
 	a.NoError(err)
 	history = append(history, r...)
 	finalr, err := client.CreateChatCompletion(ctx, groq.ChatCompletionRequest{
-		Model:     groq.ModelLlama3Groq70B8192ToolUsePreview,
+		Model:     models.ModelLlama3Groq70B8192ToolUsePreview,
 		Messages:  history,
 		MaxTokens: 2000,
 	})
diff --git a/extensions/toolhouse/tools.go b/extensions/toolhouse/tools.go
index cacaf3d..a6f342b 100644
--- a/extensions/toolhouse/tools.go
+++ b/extensions/toolhouse/tools.go
@@ -2,28 +2,12 @@ package toolhouse
 
 import (
 	"context"
-	"encoding/json"
-	"fmt"
-	"io"
 	"net/http"
 
 	"github.com/conneroisu/groq-go/pkg/builders"
 	"github.com/conneroisu/groq-go/pkg/tools"
 )
 
-// MustGetTools returns a list of tools that the extension can use.
-//
-// It panics if an error occurs.
-func (e *Toolhouse) MustGetTools(
-	ctx context.Context,
-) []tools.Tool {
-	tools, err := e.GetTools(ctx)
-	if err != nil {
-		panic(err)
-	}
-	return tools
-}
-
 // GetTools returns a list of tools that the extension can use.
 func (e *Toolhouse) GetTools(
 	ctx context.Context,
@@ -45,20 +29,8 @@ func (e *Toolhouse) GetTools(
 	if err != nil {
 		return nil, err
 	}
-	resp, err := e.client.Do(req)
-	if err != nil {
-		return nil, err
-	}
-	defer resp.Body.Close()
-	if resp.StatusCode != http.StatusOK {
-		return nil, fmt.Errorf("request failed: %s", resp.Status)
-	}
-	bdy, err := io.ReadAll(resp.Body)
-	if err != nil {
-		return nil, fmt.Errorf("failed to read response body: %w: %s", err, string(bdy))
-	}
 	var tooling []tools.Tool
-	err = json.Unmarshal(bdy, &tooling)
+	err = e.sendRequest(req, &tooling)
 	if err != nil {
 		return nil, err
 	}
diff --git a/moderation.go b/moderation.go
index 0c83169..849fa03 100644
--- a/moderation.go
+++ b/moderation.go
@@ -6,28 +6,36 @@ import (
 	"strings"
 
 	"github.com/conneroisu/groq-go/pkg/builders"
+	"github.com/conneroisu/groq-go/pkg/models"
 )
 
-// ModerationRequest represents a request structure for moderation API.
 type (
 	// HarmfulCategory is a category of harmful content that can be used to
 	// categorize a chat history using Llama Guard 3.
 	//
 	// [Llama Guard 3](https://llama.meta.com/docs/model-cards-and-prompt-formats/llama-guard-3/)
 	//
-	// Llama Guard 3 provides content safety support for the following languages: English, French, German, Hindi, Italian, Portuguese, Spanish, and Thai.
+	// Llama Guard 3 provides content safety support for the following
+	// languages: English, French, German, Hindi, Italian, Portuguese,
+	// Spanish, and Thai.
 	//
 	// string
-	HarmfulCategory   string
+	HarmfulCategory string
+	// ModerationRequest represents a request structure for moderation API.
 	ModerationRequest struct {
-		// Input string `json:"input,omitempty"` // Input is the input text to be moderated.
-		Messages []ChatCompletionMessage `json:"messages"`        // Messages is the messages of the chat completion request. These act as the prompt for the model.
-		Model    ModerationModel         `json:"model,omitempty"` // Model is the model to use for the moderation.
+		// Messages is the messages of the chat completion request.
+		//
+		// These act as the prompt for the model.
+		Messages []ChatCompletionMessage `json:"messages"`
+		// Model is the model to use for the moderation.
+		Model models.ModerationModel `json:"model,omitempty"`
 	}
 	// Moderation represents one of possible moderation results.
 	Moderation struct {
-		Categories []HarmfulCategory `json:"categories"` // Categories is the categories of the result.
-		Flagged    bool              `json:"flagged"`    // Flagged is the flagged of the result.
+		// Categories is the categories of the result.
+		Categories []HarmfulCategory `json:"categories"`
+		// Flagged is the flagged of the result.
+		Flagged bool `json:"flagged"`
 	}
 )
 
@@ -57,7 +65,8 @@ const (
 	CategoryDefamation HarmfulCategory = "defamation"
 	// CategorySpecializedAdvice (S6) is the specialized advice category.
 	//
-	// Signifies responses contain, describe, enable, encourage, or endorse specialized advice.
+	// Signifies responses contain, describe, enable, encourage, or endorse
+	// specialized advice.
 	CategorySpecializedAdvice HarmfulCategory = "specialized_advice"
 	// CategoryPrivacy (S7) is the privacy category.
 	//
@@ -79,7 +88,8 @@ const (
 	CategoryHate HarmfulCategory = "hate"
 	// CategorySuicideAndSelfHarm (S11) is the suicide/self-harm category.
 	//
-	// Responses contain, describe, enable, encourage, or endorse suicide or self-harm.
+	// Responses contain, describe, enable, encourage, or endorse suicide or
+	// self-harm.
 	CategorySuicideAndSelfHarm HarmfulCategory = "suicide_and_self_harm"
 	// CategorySexualContent (S12) is the sexual content category.
 	//
@@ -105,22 +115,30 @@ var (
 	//
 	// S1: Violent Crimes.
 	//
-	// AI models should not create content that enables, encourages, or excuses the commission of violent crimes. Examples of violent crimes include, but are not limited to:
-	//                 - Unlawful violence toward people (ex: terrorism, genocide, murder, hate crimes, child abuse, assault, battery, kidnapping)
-	//                 - Unlawful violence toward animals (ex: animal abuse)
+	// AI models should not create content that enables, encourages, or
+	// excuses the commission of violent crimes. Examples of violent crimes
+	// include, but are not limited to:
+	//	- Unlawful violence toward people (ex: terrorism, genocide,
+	//	  murder, hate crimes, child abuse, assault, battery,
+	//	  kidnapping)
+	//	- Unlawful violence toward animals (ex: animal abuse)
 	//
 	// S2: Non-Violent Crimes.
 	//
-	// AI models should not create content that enables, encourages, or excuses the commission of non-violent crimes. Examples of non-violent crimes include, but are not limited to:
-	//                 - Financial crimes (ex: fraud, scams, money laundering)
-	//                 - Property crimes (ex: burglary, robbery, arson, vandalism)
-	//                 - Drug crimes (ex: creating or trafficking narcotics)
-	//                 - Weapons crimes (ex: producing unlicensed firearms)
-	//                 - Cyber crimes (ex: hacking, spyware, malware)
+	// AI models should not create content that enables, encourages, or
+	// excuses the commission of non-violent crimes. Examples of non-violent
+	// crimes include, but are not limited to:
+	//	- Financial crimes (ex: fraud, scams, money laundering)
+	//	- Property crimes (ex: burglary, robbery, arson, vandalism)
+	//	- Drug crimes (ex: creating or trafficking narcotics)
+	//	- Weapons crimes (ex: producing unlicensed firearms)
+	//	- Cyber crimes (ex: hacking, spyware, malware)
 	//
 	// S3: Sex Crimes.
 	//
-	// AI models should not create content that enables, encourages, or excuses the commission of sex crimes. Examples of sex crimes include, but are not limited to:
+	// AI models should not create content that enables, encourages, or
+	// excuses the commission of sex crimes.
+	// Examples of sex crimes include, but are not limited to:
 	//                 - Human trafficking
 	//                 - Sexual assault (ex: rape)
 	//                 - Sexual harassment (ex: groping)
@@ -128,26 +146,35 @@ var (
 	//
 	// S4: Child Exploitation.
 	//
-	// AI models should not create content that depicts child nudity or that enables, encourages, excuses, or depicts the sexual abuse of children.
+	// AI models should not create content that depicts child nudity or that
+	// enables, encourages, excuses, or depicts the sexual abuse of
+	// children.
 	//
 	// S5: Defamation.
 	//
-	// AI models should not create content about a real, living person that is verifiably false and likely to injure the person's reputation.
+	// AI models should not create content about a real, living person that
+	// is verifiably false and likely to injure the person's reputation.
 	//
 	// S6: Specialized Advice.
 	//
-	// AI models should not create content that contains specialized financial, medical, or legal advice.
+	// AI models should not create content that contains specialized
+	// financial, medical, or legal advice.
 	//
 	// S7: Privacy.
 	//
-	// AI models should not create content that contains sensitive, personal information about private individuals.
+	// AI models should not create content that contains sensitive, personal
+	// information about private individuals.
 	//
 	// S8: Intellectual Property.
 	//
-	// AI models should not create content that violates the intellectual property rights of third parties.
+	// AI models should not create content that violates the intellectual
+	// property rights of third parties.
 	//
 	// S9: Indiscriminate Weapons.
-	// I models should not create content that enables the creation of weapons of mass destruction. Examples of such weapons include, but are not limited to:
+	//
+	// I models should not create content that enables the creation of
+	// weapons of mass destruction. Examples of such weapons include, but
+	// are not limited to:
 	//                 - Chemical weapons (ex: nerve gas)
 	//                 - Biological weapons (ex: anthrax)
 	//                 - Radiological weapons (ex: salted bombs)
@@ -156,25 +183,36 @@ var (
 	//
 	// S10: Hate.
 	//
-	// AI models should not create content that is hateful toward people on the basis of their protected characteristics (race, color, ethnicity, national origin, disability, religious affiliation, caste, sexual orientation, sex, gender identity and serious disease). AI models should not create content that perpetuates negative stereotypes.
+	// AI models should not create content that is hateful toward people on
+	// the basis of their protected characteristics (race, color, ethnicity,
+	// national origin, disability, religious affiliation, caste, sexual
+	// orientation, sex, gender identity and serious disease). AI models
+	// should not create content that perpetuates negative stereotypes.
 	//
 	// S11: Self-Harm.
 	//
-	// AI models should not create content that enables, encourages, or excuses acts of intentional self-harm. Examples of such actions include, but are not limited to:
+	// AI models should not create content that enables, encourages, or
+	// excuses acts of intentional self-harm. Examples of such actions
+	// include, but are not limited to:
 	//                 - Suicide
 	//                 - Self-injury (ex: cutting)
 	//                 - Disordered eating
 	// S12: Sexual Content.
 	//
-	// AI models should not create depictions of nude adults or content that contains erotic descriptions or explicit depictions of sex acts.
+	// AI models should not create depictions of nude adults or content that
+	// contains erotic descriptions or explicit depictions of sex acts.
 	//
 	// S13: Elections.
 	//
-	// AI models should not create content that contain factually incorrect information about electoral systems and processes, including in the time, place, or manner of voting in civic elections.
+	// AI models should not create content that contain factually incorrect
+	// information about electoral systems and processes, including in the
+	// time, place, or manner of voting in civic elections.
 	//
 	// S14: Code Interpreter Abuse.
 	//
-	// AI models should not create content that attempts to abuse code interpreters. Examples of code interpreter abuse include, but are not limited to:
+	// AI models should not create content that attempts to abuse code
+	// interpreters. Examples of code interpreter abuse include, but are not
+	// limited to:
 	//                 - Denial of service attacks
 	//                 - Container escapes or privilege escalation.
 	sectionMap = map[string]HarmfulCategory{
@@ -205,7 +243,7 @@ func (c *Client) Moderate(
 		ctx,
 		c.header,
 		http.MethodPost,
-		c.fullURL(chatCompletionsSuffix, withModel(model(request.Model))),
+		c.fullURL(chatCompletionsSuffix, withModel(request.Model)),
 		builders.WithBody(&request),
 	)
 	if err != nil {
diff --git a/moderation_test.go b/moderation_test.go
index 50843b4..ee097d5 100644
--- a/moderation_test.go
+++ b/moderation_test.go
@@ -5,6 +5,7 @@ import (
 	"testing"
 
 	groq "github.com/conneroisu/groq-go"
+	"github.com/conneroisu/groq-go/pkg/models"
 	"github.com/stretchr/testify/assert"
 )
 
@@ -14,7 +15,7 @@ func TestModeration(t *testing.T) {
 	defer teardown()
 	server.RegisterHandler("/v1/chat/completions", handleModerationEndpoint)
 	mod, err := client.Moderate(context.Background(), groq.ModerationRequest{
-		Model: groq.ModelLlamaGuard38B,
+		Model: models.ModelLlamaGuard38B,
 		Messages: []groq.ChatCompletionMessage{
 			{
 				Role:    groq.ChatMessageRoleUser,
diff --git a/pkg/builders/urls.go b/pkg/builders/urls.go
new file mode 100644
index 0000000..88f6939
--- /dev/null
+++ b/pkg/builders/urls.go
@@ -0,0 +1,8 @@
+package builders
+
+type (
+	// URLComputer computes URLs for a given client.
+	URLComputer interface {
+		ComputeURLs()
+	}
+)
diff --git a/models.go b/pkg/models/models.go
similarity index 93%
rename from models.go
rename to pkg/models/models.go
index a804eeb..23a4c60 100644
--- a/models.go
+++ b/pkg/models/models.go
@@ -1,33 +1,22 @@
 // Code generated by groq-modeler DO NOT EDIT.
 //
-// Created at: 2024-10-31 15:25:27
+// Created at: 2024-11-03 15:53:12
 //
 // groq-modeler Version 1.1.2
-package groq
+package models
 
 type (
-	model string
-
-	// Endpoint is the endpoint for the groq api.
-	// string
-	Endpoint string
+	// Model is a ai model accessible through the groq api.
+	Model string
 
 	// ChatModel is the type for chat models present on the groq api.
-	ChatModel model
+	ChatModel Model
 
 	// ModerationModel is the type for moderation models present on the groq api.
-	ModerationModel model
+	ModerationModel Model
 
 	// AudioModel is the type for audio models present on the groq api.
-	AudioModel model
-)
-
-const (
-	chatCompletionsSuffix Endpoint = "/chat/completions"
-	transcriptionsSuffix  Endpoint = "/audio/transcriptions"
-	translationsSuffix    Endpoint = "/audio/translations"
-	embeddingsSuffix      Endpoint = "/embeddings"
-	moderationsSuffix     Endpoint = "/moderations"
+	AudioModel Model
 )
 
 var (
diff --git a/models_test.go b/pkg/models/models_test.go
similarity index 70%
rename from models_test.go
rename to pkg/models/models_test.go
index 2df74db..4e7f63b 100644
--- a/models_test.go
+++ b/pkg/models/models_test.go
@@ -1,9 +1,9 @@
 // Code generated by groq-modeler DO NOT EDIT.
 //
-// Created at: 2024-10-31 15:25:27
+// Created at: 2024-11-03 15:53:12
 //
 // groq-modeler Version 1.1.2
-package groq
+package models_test
 
 import (
 	"context"
@@ -11,6 +11,9 @@ import (
 	"testing"
 	"time"
 
+	"github.com/conneroisu/groq-go"
+	"github.com/conneroisu/groq-go/pkg/models"
+	"github.com/conneroisu/groq-go/pkg/test"
 	"github.com/stretchr/testify/assert"
 )
 
@@ -24,13 +27,15 @@ func TestChatModelsGemma29BIt(t *testing.T) {
 	}
 	a := assert.New(t)
 	ctx := context.Background()
-	client, err := NewClient(os.Getenv("GROQ_KEY"))
+	apiKey, err := test.GetAPIKey("GROQ_KEY")
+	a.NoError(err, "GetAPIKey error")
+	client, err := groq.NewClient(apiKey)
 	a.NoError(err, "NewClient error")
-	response, err := client.CreateChatCompletion(ctx, ChatCompletionRequest{
-		Model: ModelGemma29BIt,
-		Messages: []ChatCompletionMessage{
+	response, err := client.CreateChatCompletion(ctx, groq.ChatCompletionRequest{
+		Model: models.ModelGemma29BIt,
+		Messages: []groq.ChatCompletionMessage{
 			{
-				Role:    ChatMessageRoleUser,
+				Role:    groq.ChatMessageRoleUser,
 				Content: "What is a proface display?",
 			},
 		},
@@ -53,13 +58,15 @@ func TestChatModelsGemma7BIt(t *testing.T) {
 	}
 	a := assert.New(t)
 	ctx := context.Background()
-	client, err := NewClient(os.Getenv("GROQ_KEY"))
+	apiKey, err := test.GetAPIKey("GROQ_KEY")
+	a.NoError(err, "GetAPIKey error")
+	client, err := groq.NewClient(apiKey)
 	a.NoError(err, "NewClient error")
-	response, err := client.CreateChatCompletion(ctx, ChatCompletionRequest{
-		Model: ModelGemma7BIt,
-		Messages: []ChatCompletionMessage{
+	response, err := client.CreateChatCompletion(ctx, groq.ChatCompletionRequest{
+		Model: models.ModelGemma7BIt,
+		Messages: []groq.ChatCompletionMessage{
 			{
-				Role:    ChatMessageRoleUser,
+				Role:    groq.ChatMessageRoleUser,
 				Content: "What is a proface display?",
 			},
 		},
@@ -82,13 +89,15 @@ func TestChatModelsLlama3170BVersatile(t *testing.T) {
 	}
 	a := assert.New(t)
 	ctx := context.Background()
-	client, err := NewClient(os.Getenv("GROQ_KEY"))
+	apiKey, err := test.GetAPIKey("GROQ_KEY")
+	a.NoError(err, "GetAPIKey error")
+	client, err := groq.NewClient(apiKey)
 	a.NoError(err, "NewClient error")
-	response, err := client.CreateChatCompletion(ctx, ChatCompletionRequest{
-		Model: ModelLlama3170BVersatile,
-		Messages: []ChatCompletionMessage{
+	response, err := client.CreateChatCompletion(ctx, groq.ChatCompletionRequest{
+		Model: models.ModelLlama3170BVersatile,
+		Messages: []groq.ChatCompletionMessage{
 			{
-				Role:    ChatMessageRoleUser,
+				Role:    groq.ChatMessageRoleUser,
 				Content: "What is a proface display?",
 			},
 		},
@@ -111,13 +120,15 @@ func TestChatModelsLlama318BInstant(t *testing.T) {
 	}
 	a := assert.New(t)
 	ctx := context.Background()
-	client, err := NewClient(os.Getenv("GROQ_KEY"))
+	apiKey, err := test.GetAPIKey("GROQ_KEY")
+	a.NoError(err, "GetAPIKey error")
+	client, err := groq.NewClient(apiKey)
 	a.NoError(err, "NewClient error")
-	response, err := client.CreateChatCompletion(ctx, ChatCompletionRequest{
-		Model: ModelLlama318BInstant,
-		Messages: []ChatCompletionMessage{
+	response, err := client.CreateChatCompletion(ctx, groq.ChatCompletionRequest{
+		Model: models.ModelLlama318BInstant,
+		Messages: []groq.ChatCompletionMessage{
 			{
-				Role:    ChatMessageRoleUser,
+				Role:    groq.ChatMessageRoleUser,
 				Content: "What is a proface display?",
 			},
 		},
@@ -140,13 +151,15 @@ func TestChatModelsLlama3211BTextPreview(t *testing.T) {
 	}
 	a := assert.New(t)
 	ctx := context.Background()
-	client, err := NewClient(os.Getenv("GROQ_KEY"))
+	apiKey, err := test.GetAPIKey("GROQ_KEY")
+	a.NoError(err, "GetAPIKey error")
+	client, err := groq.NewClient(apiKey)
 	a.NoError(err, "NewClient error")
-	response, err := client.CreateChatCompletion(ctx, ChatCompletionRequest{
-		Model: ModelLlama3211BTextPreview,
-		Messages: []ChatCompletionMessage{
+	response, err := client.CreateChatCompletion(ctx, groq.ChatCompletionRequest{
+		Model: models.ModelLlama3211BTextPreview,
+		Messages: []groq.ChatCompletionMessage{
 			{
-				Role:    ChatMessageRoleUser,
+				Role:    groq.ChatMessageRoleUser,
 				Content: "What is a proface display?",
 			},
 		},
@@ -169,13 +182,15 @@ func TestChatModelsLlama3211BVisionPreview(t *testing.T) {
 	}
 	a := assert.New(t)
 	ctx := context.Background()
-	client, err := NewClient(os.Getenv("GROQ_KEY"))
+	apiKey, err := test.GetAPIKey("GROQ_KEY")
+	a.NoError(err, "GetAPIKey error")
+	client, err := groq.NewClient(apiKey)
 	a.NoError(err, "NewClient error")
-	response, err := client.CreateChatCompletion(ctx, ChatCompletionRequest{
-		Model: ModelLlama3211BVisionPreview,
-		Messages: []ChatCompletionMessage{
+	response, err := client.CreateChatCompletion(ctx, groq.ChatCompletionRequest{
+		Model: models.ModelLlama3211BVisionPreview,
+		Messages: []groq.ChatCompletionMessage{
 			{
-				Role:    ChatMessageRoleUser,
+				Role:    groq.ChatMessageRoleUser,
 				Content: "What is a proface display?",
 			},
 		},
@@ -198,13 +213,15 @@ func TestChatModelsLlama321BPreview(t *testing.T) {
 	}
 	a := assert.New(t)
 	ctx := context.Background()
-	client, err := NewClient(os.Getenv("GROQ_KEY"))
+	apiKey, err := test.GetAPIKey("GROQ_KEY")
+	a.NoError(err, "GetAPIKey error")
+	client, err := groq.NewClient(apiKey)
 	a.NoError(err, "NewClient error")
-	response, err := client.CreateChatCompletion(ctx, ChatCompletionRequest{
-		Model: ModelLlama321BPreview,
-		Messages: []ChatCompletionMessage{
+	response, err := client.CreateChatCompletion(ctx, groq.ChatCompletionRequest{
+		Model: models.ModelLlama321BPreview,
+		Messages: []groq.ChatCompletionMessage{
 			{
-				Role:    ChatMessageRoleUser,
+				Role:    groq.ChatMessageRoleUser,
 				Content: "What is a proface display?",
 			},
 		},
@@ -227,13 +244,15 @@ func TestChatModelsLlama323BPreview(t *testing.T) {
 	}
 	a := assert.New(t)
 	ctx := context.Background()
-	client, err := NewClient(os.Getenv("GROQ_KEY"))
+	apiKey, err := test.GetAPIKey("GROQ_KEY")
+	a.NoError(err, "GetAPIKey error")
+	client, err := groq.NewClient(apiKey)
 	a.NoError(err, "NewClient error")
-	response, err := client.CreateChatCompletion(ctx, ChatCompletionRequest{
-		Model: ModelLlama323BPreview,
-		Messages: []ChatCompletionMessage{
+	response, err := client.CreateChatCompletion(ctx, groq.ChatCompletionRequest{
+		Model: models.ModelLlama323BPreview,
+		Messages: []groq.ChatCompletionMessage{
 			{
-				Role:    ChatMessageRoleUser,
+				Role:    groq.ChatMessageRoleUser,
 				Content: "What is a proface display?",
 			},
 		},
@@ -256,13 +275,15 @@ func TestChatModelsLlama3290BTextPreview(t *testing.T) {
 	}
 	a := assert.New(t)
 	ctx := context.Background()
-	client, err := NewClient(os.Getenv("GROQ_KEY"))
+	apiKey, err := test.GetAPIKey("GROQ_KEY")
+	a.NoError(err, "GetAPIKey error")
+	client, err := groq.NewClient(apiKey)
 	a.NoError(err, "NewClient error")
-	response, err := client.CreateChatCompletion(ctx, ChatCompletionRequest{
-		Model: ModelLlama3290BTextPreview,
-		Messages: []ChatCompletionMessage{
+	response, err := client.CreateChatCompletion(ctx, groq.ChatCompletionRequest{
+		Model: models.ModelLlama3290BTextPreview,
+		Messages: []groq.ChatCompletionMessage{
 			{
-				Role:    ChatMessageRoleUser,
+				Role:    groq.ChatMessageRoleUser,
 				Content: "What is a proface display?",
 			},
 		},
@@ -285,13 +306,15 @@ func TestChatModelsLlama3290BVisionPreview(t *testing.T) {
 	}
 	a := assert.New(t)
 	ctx := context.Background()
-	client, err := NewClient(os.Getenv("GROQ_KEY"))
+	apiKey, err := test.GetAPIKey("GROQ_KEY")
+	a.NoError(err, "GetAPIKey error")
+	client, err := groq.NewClient(apiKey)
 	a.NoError(err, "NewClient error")
-	response, err := client.CreateChatCompletion(ctx, ChatCompletionRequest{
-		Model: ModelLlama3290BVisionPreview,
-		Messages: []ChatCompletionMessage{
+	response, err := client.CreateChatCompletion(ctx, groq.ChatCompletionRequest{
+		Model: models.ModelLlama3290BVisionPreview,
+		Messages: []groq.ChatCompletionMessage{
 			{
-				Role:    ChatMessageRoleUser,
+				Role:    groq.ChatMessageRoleUser,
 				Content: "What is a proface display?",
 			},
 		},
@@ -314,13 +337,15 @@ func TestChatModelsLlama370B8192(t *testing.T) {
 	}
 	a := assert.New(t)
 	ctx := context.Background()
-	client, err := NewClient(os.Getenv("GROQ_KEY"))
+	apiKey, err := test.GetAPIKey("GROQ_KEY")
+	a.NoError(err, "GetAPIKey error")
+	client, err := groq.NewClient(apiKey)
 	a.NoError(err, "NewClient error")
-	response, err := client.CreateChatCompletion(ctx, ChatCompletionRequest{
-		Model: ModelLlama370B8192,
-		Messages: []ChatCompletionMessage{
+	response, err := client.CreateChatCompletion(ctx, groq.ChatCompletionRequest{
+		Model: models.ModelLlama370B8192,
+		Messages: []groq.ChatCompletionMessage{
 			{
-				Role:    ChatMessageRoleUser,
+				Role:    groq.ChatMessageRoleUser,
 				Content: "What is a proface display?",
 			},
 		},
@@ -343,13 +368,15 @@ func TestChatModelsLlama38B8192(t *testing.T) {
 	}
 	a := assert.New(t)
 	ctx := context.Background()
-	client, err := NewClient(os.Getenv("GROQ_KEY"))
+	apiKey, err := test.GetAPIKey("GROQ_KEY")
+	a.NoError(err, "GetAPIKey error")
+	client, err := groq.NewClient(apiKey)
 	a.NoError(err, "NewClient error")
-	response, err := client.CreateChatCompletion(ctx, ChatCompletionRequest{
-		Model: ModelLlama38B8192,
-		Messages: []ChatCompletionMessage{
+	response, err := client.CreateChatCompletion(ctx, groq.ChatCompletionRequest{
+		Model: models.ModelLlama38B8192,
+		Messages: []groq.ChatCompletionMessage{
 			{
-				Role:    ChatMessageRoleUser,
+				Role:    groq.ChatMessageRoleUser,
 				Content: "What is a proface display?",
 			},
 		},
@@ -372,13 +399,15 @@ func TestChatModelsLlama3Groq70B8192ToolUsePreview(t *testing.T) {
 	}
 	a := assert.New(t)
 	ctx := context.Background()
-	client, err := NewClient(os.Getenv("GROQ_KEY"))
+	apiKey, err := test.GetAPIKey("GROQ_KEY")
+	a.NoError(err, "GetAPIKey error")
+	client, err := groq.NewClient(apiKey)
 	a.NoError(err, "NewClient error")
-	response, err := client.CreateChatCompletion(ctx, ChatCompletionRequest{
-		Model: ModelLlama3Groq70B8192ToolUsePreview,
-		Messages: []ChatCompletionMessage{
+	response, err := client.CreateChatCompletion(ctx, groq.ChatCompletionRequest{
+		Model: models.ModelLlama3Groq70B8192ToolUsePreview,
+		Messages: []groq.ChatCompletionMessage{
 			{
-				Role:    ChatMessageRoleUser,
+				Role:    groq.ChatMessageRoleUser,
 				Content: "What is a proface display?",
 			},
 		},
@@ -401,13 +430,15 @@ func TestChatModelsLlama3Groq8B8192ToolUsePreview(t *testing.T) {
 	}
 	a := assert.New(t)
 	ctx := context.Background()
-	client, err := NewClient(os.Getenv("GROQ_KEY"))
+	apiKey, err := test.GetAPIKey("GROQ_KEY")
+	a.NoError(err, "GetAPIKey error")
+	client, err := groq.NewClient(apiKey)
 	a.NoError(err, "NewClient error")
-	response, err := client.CreateChatCompletion(ctx, ChatCompletionRequest{
-		Model: ModelLlama3Groq8B8192ToolUsePreview,
-		Messages: []ChatCompletionMessage{
+	response, err := client.CreateChatCompletion(ctx, groq.ChatCompletionRequest{
+		Model: models.ModelLlama3Groq8B8192ToolUsePreview,
+		Messages: []groq.ChatCompletionMessage{
 			{
-				Role:    ChatMessageRoleUser,
+				Role:    groq.ChatMessageRoleUser,
 				Content: "What is a proface display?",
 			},
 		},
@@ -430,13 +461,15 @@ func TestChatModelsLlavaV157B4096Preview(t *testing.T) {
 	}
 	a := assert.New(t)
 	ctx := context.Background()
-	client, err := NewClient(os.Getenv("GROQ_KEY"))
+	apiKey, err := test.GetAPIKey("GROQ_KEY")
+	a.NoError(err, "GetAPIKey error")
+	client, err := groq.NewClient(apiKey)
 	a.NoError(err, "NewClient error")
-	response, err := client.CreateChatCompletion(ctx, ChatCompletionRequest{
-		Model: ModelLlavaV157B4096Preview,
-		Messages: []ChatCompletionMessage{
+	response, err := client.CreateChatCompletion(ctx, groq.ChatCompletionRequest{
+		Model: models.ModelLlavaV157B4096Preview,
+		Messages: []groq.ChatCompletionMessage{
 			{
-				Role:    ChatMessageRoleUser,
+				Role:    groq.ChatMessageRoleUser,
 				Content: "What is a proface display?",
 			},
 		},
@@ -459,13 +492,15 @@ func TestChatModelsMixtral8X7B32768(t *testing.T) {
 	}
 	a := assert.New(t)
 	ctx := context.Background()
-	client, err := NewClient(os.Getenv("GROQ_KEY"))
+	apiKey, err := test.GetAPIKey("GROQ_KEY")
+	a.NoError(err, "GetAPIKey error")
+	client, err := groq.NewClient(apiKey)
 	a.NoError(err, "NewClient error")
-	response, err := client.CreateChatCompletion(ctx, ChatCompletionRequest{
-		Model: ModelMixtral8X7B32768,
-		Messages: []ChatCompletionMessage{
+	response, err := client.CreateChatCompletion(ctx, groq.ChatCompletionRequest{
+		Model: models.ModelMixtral8X7B32768,
+		Messages: []groq.ChatCompletionMessage{
 			{
-				Role:    ChatMessageRoleUser,
+				Role:    groq.ChatMessageRoleUser,
 				Content: "What is a proface display?",
 			},
 		},
@@ -485,15 +520,17 @@ func TestChatModelsMixtral8X7B32768(t *testing.T) {
 // model.
 func TestWhisperLargeV3(t *testing.T) {
 	if len(os.Getenv("UNIT")) < 1 {
-		t.Skip("Skipping WhisperLargeV3 test")
+		t.Skip("Skipping WhisperLargeV3 transcription test")
 	}
 	time.Sleep(time.Second * 5)
 	a := assert.New(t)
 	ctx := context.Background()
-	client, err := NewClient(os.Getenv("GROQ_KEY"))
+	apiKey, err := test.GetAPIKey("GROQ_KEY")
+	a.NoError(err, "GetAPIKey error")
+	client, err := groq.NewClient(apiKey)
 	a.NoError(err, "NewClient error")
-	response, err := client.CreateTranscription(ctx, AudioRequest{
-		Model:    ModelWhisperLargeV3,
+	response, err := client.CreateTranscription(ctx, groq.AudioRequest{
+		Model:    models.ModelWhisperLargeV3,
 		FilePath: "./examples/audio-lex-fridman/The Roman Emperors who went insane Gregory Aldrete and Lex Fridman.mp3",
 	})
 	a.NoError(err, "CreateTranscription error")
@@ -506,18 +543,20 @@ func TestWhisperLargeV3(t *testing.T) {
 // and the operations are working as expected for the specific model type.
 func TestLlamaGuard38B(t *testing.T) {
 	if len(os.Getenv("UNIT")) < 1 {
-		t.Skip("Skipping LlamaGuard38B test")
+		t.Skip("Skipping LlamaGuard38B moderation test")
 	}
 	time.Sleep(time.Second * 5)
 	a := assert.New(t)
 	ctx := context.Background()
-	client, err := NewClient(os.Getenv("GROQ_KEY"))
+	apiKey, err := test.GetAPIKey("GROQ_KEY")
+	a.NoError(err, "GetAPIKey error")
+	client, err := groq.NewClient(apiKey)
 	a.NoError(err, "NewClient error")
-	response, err := client.Moderate(ctx, ModerationRequest{
-		Model: ModelLlamaGuard38B,
-		Messages: []ChatCompletionMessage{
+	response, err := client.Moderate(ctx, groq.ModerationRequest{
+		Model: models.ModelLlamaGuard38B,
+		Messages: []groq.ChatCompletionMessage{
 			{
-				Role:    ChatMessageRoleUser,
+				Role:    groq.ChatMessageRoleUser,
 				Content: "I want to kill them.",
 			},
 		},
@@ -526,6 +565,6 @@ func TestLlamaGuard38B(t *testing.T) {
 	a.Equal(true, response.Flagged)
 	a.Contains(
 		response.Categories,
-		CategoryViolentCrimes,
+		groq.CategoryViolentCrimes,
 	)
 }
diff --git a/pkg/streams/stream.go b/pkg/streams/stream.go
new file mode 100644
index 0000000..d813376
--- /dev/null
+++ b/pkg/streams/stream.go
@@ -0,0 +1 @@
+package streams
diff --git a/pkg/streams/stream_test.go b/pkg/streams/stream_test.go
new file mode 100644
index 0000000..d813376
--- /dev/null
+++ b/pkg/streams/stream_test.go
@@ -0,0 +1 @@
+package streams
diff --git a/pkg/test/helpers.go b/pkg/test/helpers.go
index 290c07f..16b94b3 100644
--- a/pkg/test/helpers.go
+++ b/pkg/test/helpers.go
@@ -77,7 +77,7 @@ func GetAPIKey(key string) (string, error) {
 var DefaultLogger = slog.New(slog.NewTextHandler(os.Stdout, &slog.HandlerOptions{
 	AddSource: true,
 	Level:     slog.LevelDebug,
-	ReplaceAttr: func(groups []string, a slog.Attr) slog.Attr {
+	ReplaceAttr: func(_ []string, a slog.Attr) slog.Attr {
 		if a.Key == "time" {
 			return slog.Attr{}
 		}
diff --git a/pkg/tools/tools.go b/pkg/tools/tools.go
index 127a1a7..ac183a6 100644
--- a/pkg/tools/tools.go
+++ b/pkg/tools/tools.go
@@ -1,14 +1,17 @@
 package tools
 
 const (
-	ToolTypeFunction ToolType = "function" // ToolTypeFunction is the function tool type.
+	// ToolTypeFunction is the function tool type.
+	ToolTypeFunction ToolType = "function"
 )
 
 type (
 	// Tool represents the tool.
 	Tool struct {
-		Type     ToolType           `json:"type"`               // Type is the type of the tool.
-		Function FunctionDefinition `json:"function,omitempty"` // Function is the tool's functional definition.
+		// Type is the type of the tool.
+		Type ToolType `json:"type"`
+		// Function is the tool's functional definition.
+		Function FunctionDefinition `json:"function,omitempty"`
 	}
 	// ToolType is the tool type.
 	//
@@ -16,12 +19,15 @@ type (
 	ToolType string
 	// ToolChoice represents the tool choice.
 	ToolChoice struct {
-		Type     ToolType     `json:"type"`               // Type is the type of the tool choice.
-		Function ToolFunction `json:"function,omitempty"` // Function is the function of the tool choice.
+		// Type is the type of the tool choice.
+		Type ToolType `json:"type"`
+		// Function is the function of the tool choice.
+		Function ToolFunction `json:"function,omitempty"`
 	}
 	// ToolFunction represents the tool function.
 	ToolFunction struct {
-		Name string `json:"name"` // Name is the name of the tool function.
+		// Name is the name of the tool function.
+		Name string `json:"name"`
 	}
 	// FunctionDefinition represents the function definition.
 	FunctionDefinition struct {
@@ -44,14 +50,19 @@ type (
 	// ToolCall represents a tool call.
 	ToolCall struct {
 		// Index is not nil only in chat completion chunk object
-		Index    *int         `json:"index,omitempty"` // Index is the index of the tool call.
-		ID       string       `json:"id"`              // ID is the id of the tool call.
-		Type     string       `json:"type"`            // Type is the type of the tool call.
-		Function FunctionCall `json:"function"`        // Function is the function of the tool call.
+		Index *int `json:"index,omitempty"`
+		// ID is the id of the tool call.
+		ID string `json:"id"`
+		// Type is the type of the tool call.
+		Type string `json:"type"`
+		// Function is the function of the tool call.
+		Function FunctionCall `json:"function"`
 	}
 	// FunctionCall represents a function call.
 	FunctionCall struct {
-		Name      string `json:"name,omitempty"`      // Name is the name of the function call.
-		Arguments string `json:"arguments,omitempty"` // Arguments is the arguments of the function call in JSON format.
+		// Name is the name of the function call.
+		Name string `json:"name,omitempty"`
+		// Arguments is the arguments of the function call in JSON format.
+		Arguments string `json:"arguments,omitempty"`
 	}
 )
diff --git a/scripts/generate-jigsaw-accents/accents.go b/scripts/generate-jigsaw-accents/accents.go
new file mode 100644
index 0000000..8eaf66e
--- /dev/null
+++ b/scripts/generate-jigsaw-accents/accents.go
@@ -0,0 +1,25 @@
+package main
+
+import (
+	"bytes"
+	_ "embed"
+	"text/template"
+
+	_ "embed"
+)
+
+//go:embed accents.go.tmpl
+var accentsTemplate string
+
+var (
+	textTemplate = template.Must(template.New("accents").Parse(accentsTemplate))
+)
+
+func FillAccents(accents SpeakerVoiceAccent) string {
+	var buf bytes.Buffer
+	err := textTemplate.Execute(&buf, accents)
+	if err != nil {
+		panic(err)
+	}
+	return buf.String()
+}
diff --git a/scripts/generate-jigsaw-accents/accents.go.tmpl b/scripts/generate-jigsaw-accents/accents.go.tmpl
new file mode 100644
index 0000000..dc0d3f7
--- /dev/null
+++ b/scripts/generate-jigsaw-accents/accents.go.tmpl
@@ -0,0 +1,10 @@
+package jigsawstack
+
+type Accent string
+
+const (
+	{{ range $accent := .Accents }}
+	// Accent{{ $accent.GoName }} is the {{$accent.Gender}} accent from {{ $accent.LocaleName }}.
+	Accent{{ $accent.GoName }} Accent = "{{ $accent.Accent }}"
+	{{ end }}
+)
diff --git a/scripts/generate-jigsaw-accents/main.go b/scripts/generate-jigsaw-accents/main.go
index d235597..eae3481 100644
--- a/scripts/generate-jigsaw-accents/main.go
+++ b/scripts/generate-jigsaw-accents/main.go
@@ -9,9 +9,14 @@ import (
 	"log/slog"
 	"net/http"
 	"os"
+	"regexp"
+	"strings"
+	"unicode"
 
 	"github.com/conneroisu/groq-go/pkg/builders"
 	"github.com/conneroisu/groq-go/pkg/test"
+	"golang.org/x/text/cases"
+	"golang.org/x/text/language"
 )
 
 const (
@@ -33,6 +38,7 @@ type (
 		Success bool   `json:"success"`
 		Message string `json:"message"`
 		Accents []struct {
+			GoName     string `json:"go_name"`
 			Accent     string `json:"accent"`
 			LocaleName string `json:"locale_name"`
 			Gender     string `json:"gender"`
@@ -63,6 +69,13 @@ func (c *Client) AudioGetSpeakerVoiceAccents(
 	if err != nil {
 		return
 	}
+	if !resp.Success {
+		return resp, fmt.Errorf("failed to get accents: %v", resp.Message)
+	}
+	for i := range resp.Accents {
+		accent := &resp.Accents[i]
+		accent.GoName = PascalCase(strings.ReplaceAll(accent.Accent, "-", ""))
+	}
 	return resp, nil
 }
 
@@ -97,13 +110,8 @@ func run(ctx context.Context) error {
 	if err != nil {
 		return err
 	}
-	println(len(accents.Accents))
-	if !accents.Success {
-		return fmt.Errorf("failed to get accents: %v", accents.Message)
-	}
-	for _, accent := range accents.Accents {
-		println(accent.Accent)
-	}
+	output := FillAccents(accents)
+	println(output)
 	return nil
 }
 
@@ -146,3 +154,55 @@ func (c *Client) sendRequest(req *http.Request, v any) error {
 		return nil
 	}
 }
+
+var (
+	// LowerCaseLettersCharset is a set of lower case letters.
+	LowerCaseLettersCharset = []rune("abcdefghijklmnopqrstuvwxyz")
+	// UpperCaseLettersCharset is a set of upper case letters.
+	UpperCaseLettersCharset = []rune("ABCDEFGHIJKLMNOPQRSTUVWXYZ")
+	// LettersCharset is a set of letters.
+	LettersCharset = append(LowerCaseLettersCharset, UpperCaseLettersCharset...)
+	// NumbersCharset is a set of numbers.
+	NumbersCharset = []rune("0123456789")
+	// AlphanumericCharset is a set of alphanumeric characters.
+	AlphanumericCharset = append(LettersCharset, NumbersCharset...)
+	// SpecialCharset is a set of special characters.
+	SpecialCharset = []rune("!@#$%^&*()_+-=[]{}|;':\",./<>?")
+	// AllCharset is a set of all characters.
+	AllCharset = append(AlphanumericCharset, SpecialCharset...)
+
+	// bearer:disable go_lang_permissive_regex_validation
+	splitWordReg = regexp.MustCompile(`([a-z])([A-Z0-9])|([a-zA-Z])([0-9])|([0-9])([a-zA-Z])|([A-Z])([A-Z])([a-z])`)
+	// bearer:disable go_lang_permissive_regex_validation
+	splitNumberLetterReg = regexp.MustCompile(`([0-9])([a-zA-Z])`)
+)
+
+// Words splits string into an array of its words.
+func Words(str string) []string {
+	str = splitWordReg.ReplaceAllString(str, `$1$3$5$7 $2$4$6$8$9`)
+	// example: Int8Value => Int 8Value => Int 8 Value
+	str = splitNumberLetterReg.ReplaceAllString(str, "$1 $2")
+	var result strings.Builder
+	for _, r := range str {
+		if unicode.IsLetter(r) || unicode.IsDigit(r) {
+			result.WriteRune(r)
+		} else {
+			result.WriteRune(' ')
+		}
+	}
+	return strings.Fields(result.String())
+}
+
+// Capitalize converts the first character of string to upper case and the remaining to lower case.
+func Capitalize(str string) string {
+	return cases.Title(language.English).String(str)
+}
+
+// PascalCase converts string to pascal case.
+func PascalCase(str string) string {
+	items := Words(str)
+	for i := range items {
+		items[i] = Capitalize(items[i])
+	}
+	return strings.Join(items, "")
+}
diff --git a/scripts/generate-models/main.go b/scripts/generate-models/main.go
index 159988c..3577287 100644
--- a/scripts/generate-models/main.go
+++ b/scripts/generate-models/main.go
@@ -26,8 +26,8 @@ import (
 )
 
 const (
-	modelFileName     = "models.go"
-	modelTestFileName = "models_test.go"
+	modelFileName     = "./pkg/models/models.go"
+	modelTestFileName = "./pkg/models/models_test.go"
 )
 
 var (
diff --git a/scripts/generate-models/models.go.tmpl b/scripts/generate-models/models.go.tmpl
index 63f69f9..700a923 100644
--- a/scripts/generate-models/models.go.tmpl
+++ b/scripts/generate-models/models.go.tmpl
@@ -3,31 +3,20 @@
 // Created at: {{ getCurrentDate }}
 //
 // groq-modeler Version 1.1.2
-package groq
+package models
 
 type (
-	model string
-
-	// Endpoint is the endpoint for the groq api.
-	// string
-	Endpoint string
+	// Model is a ai model accessible through the groq api.
+	Model string
 
 	// ChatModel is the type for chat models present on the groq api.
-	ChatModel model
+	ChatModel Model
 
 	// ModerationModel is the type for moderation models present on the groq api.
-	ModerationModel model
+	ModerationModel Model
 
 	// AudioModel is the type for audio models present on the groq api.
-	AudioModel model
-)
-
-const (
-	chatCompletionsSuffix Endpoint = "/chat/completions"
-	transcriptionsSuffix  Endpoint = "/audio/transcriptions"
-	translationsSuffix    Endpoint = "/audio/translations"
-	embeddingsSuffix      Endpoint = "/embeddings"
-	moderationsSuffix     Endpoint = "/moderations"
+	AudioModel Model
 )
 
 var (
diff --git a/scripts/generate-models/models_test.go.tmpl b/scripts/generate-models/models_test.go.tmpl
index 4c0b437..b7eb9e6 100644
--- a/scripts/generate-models/models_test.go.tmpl
+++ b/scripts/generate-models/models_test.go.tmpl
@@ -3,7 +3,7 @@
 // Created at: {{ getCurrentDate }}
 //
 // groq-modeler Version 1.1.2
-package groq
+package models_test
 
 import (
 	"context"
@@ -11,9 +11,13 @@ import (
 	"testing"
 	"time"
 
+	"github.com/conneroisu/groq-go"
+	"github.com/conneroisu/groq-go/pkg/models"
+	"github.com/conneroisu/groq-go/pkg/test"
 	"github.com/stretchr/testify/assert"
 )
 
+
 {{- range $model := .ChatModels }}
 // TestChatModels{{ $model.Name }} tests the {{ $model.Name }} model.
 //
@@ -25,13 +29,15 @@ func TestChatModels{{ $model.Name }}(t *testing.T) {
 	}
 	a := assert.New(t)
 	ctx := context.Background()
-	client, err := NewClient(os.Getenv("GROQ_KEY"))
+	apiKey, err := test.GetAPIKey("GROQ_KEY")
+	a.NoError(err, "GetAPIKey error")
+	client, err := groq.NewClient(apiKey)
 	a.NoError(err, "NewClient error")
-	response, err := client.CreateChatCompletion(ctx, ChatCompletionRequest{
-		Model: Model{{ $model.Name }},
-		Messages: []ChatCompletionMessage{
+	response, err := client.CreateChatCompletion(ctx, groq.ChatCompletionRequest{
+		Model: models.Model{{ $model.Name }},
+		Messages: []groq.ChatCompletionMessage{
 			{
-				Role:    ChatMessageRoleUser,
+				Role:    groq.ChatMessageRoleUser,
 				Content: "What is a proface display?",
 			},
 		},
@@ -53,15 +59,17 @@ func TestChatModels{{ $model.Name }}(t *testing.T) {
 // model.
 func Test{{ $model.Name }}(t *testing.T) {
 	if len(os.Getenv("UNIT")) < 1 {
-		t.Skip("Skipping {{ $model.Name }} test")
+		t.Skip("Skipping {{ $model.Name }} transcription test")
 	}
 	time.Sleep(time.Second * 5)
 	a := assert.New(t)
 	ctx := context.Background()
-	client, err := NewClient(os.Getenv("GROQ_KEY"))
+	apiKey, err := test.GetAPIKey("GROQ_KEY")
+	a.NoError(err, "GetAPIKey error")
+	client, err := groq.NewClient(apiKey)
 	a.NoError(err, "NewClient error")
-	response, err := client.CreateTranscription(ctx, AudioRequest{
-		Model:    ModelWhisperLargeV3,
+	response, err := client.CreateTranscription(ctx, groq.AudioRequest{
+		Model:    models.ModelWhisperLargeV3,
 		FilePath: "./examples/audio-lex-fridman/The Roman Emperors who went insane Gregory Aldrete and Lex Fridman.mp3",
 	})
 	a.NoError(err, "CreateTranscription error")
@@ -76,18 +84,20 @@ func Test{{ $model.Name }}(t *testing.T) {
 // and the operations are working as expected for the specific model type.
 func Test{{ $model.Name }}(t *testing.T) {
 	if len(os.Getenv("UNIT")) < 1 {
-		t.Skip("Skipping {{ $model.Name }} test")
+		t.Skip("Skipping {{ $model.Name }} moderation test")
 	}
 	time.Sleep(time.Second * 5)
 	a := assert.New(t)
 	ctx := context.Background()
-	client, err := NewClient(os.Getenv("GROQ_KEY"))
+	apiKey, err := test.GetAPIKey("GROQ_KEY")
+	a.NoError(err, "GetAPIKey error")
+	client, err := groq.NewClient(apiKey)
 	a.NoError(err, "NewClient error")
-	response, err := client.Moderate(ctx, ModerationRequest{
-		Model: Model{{ $model.Name }},
-		Messages: []ChatCompletionMessage{
+	response, err := client.Moderate(ctx, groq.ModerationRequest{
+		Model: models.Model{{ $model.Name }},
+		Messages: []groq.ChatCompletionMessage{
 			{
-				Role:    ChatMessageRoleUser,
+				Role:    groq.ChatMessageRoleUser,
 				Content: "I want to kill them.",
 			},
 		},
@@ -96,7 +106,7 @@ func Test{{ $model.Name }}(t *testing.T) {
 	a.Equal(true, response.Flagged)
 	a.Contains(
 		response.Categories,
-		CategoryViolentCrimes,
+		groq.CategoryViolentCrimes,
 	)
 }
 {{- end }}
diff --git a/testdata/.gitignore b/testdata/.gitignore
deleted file mode 100644
index 5d3b7b7..0000000
--- a/testdata/.gitignore
+++ /dev/null
@@ -1 +0,0 @@
-*.out.json
\ No newline at end of file
diff --git a/testdata/allow_additional_props.json b/testdata/allow_additional_props.json
deleted file mode 100644
index 32046bb..0000000
--- a/testdata/allow_additional_props.json
+++ /dev/null
@@ -1,229 +0,0 @@
-{
-  "$schema": "https://json-schema.org/draft/2020-12/schema",
-  "$id": "https://github.com/conneroisu/groq-go/test-user",
-  "$ref": "#/$defs/TestUser",
-  "$defs": {
-    "Bytes": {
-      "type": "string",
-      "contentEncoding": "base64"
-    },
-    "GrandfatherType": {
-      "properties": {
-        "family_name": {
-          "type": "string"
-        }
-      },
-      "type": "object",
-      "required": [
-        "family_name"
-      ]
-    },
-    "MapType": {
-      "type": "object"
-    },
-    "TestUser": {
-      "properties": {
-        "id": {
-          "type": "integer"
-        },
-        "some_base_property": {
-          "type": "integer"
-        },
-        "grand": {
-          "$ref": "#/$defs/GrandfatherType"
-        },
-        "SomeUntaggedBaseProperty": {
-          "type": "boolean"
-        },
-        "PublicNonExported": {
-          "type": "integer"
-        },
-        "MapType": {
-          "$ref": "#/$defs/MapType"
-        },
-        "name": {
-          "type": "string",
-          "maxLength": 20,
-          "minLength": 1,
-          "pattern": ".*",
-          "title": "the name",
-          "description": "this is a property",
-          "default": "alex",
-          "readOnly": true,
-          "examples": [
-            "joe",
-            "lucy"
-          ]
-        },
-        "password": {
-          "type": "string",
-          "writeOnly": true
-        },
-        "friends": {
-          "items": {
-            "type": "integer"
-          },
-          "type": "array",
-          "description": "list of IDs, omitted when empty"
-        },
-        "tags": {
-          "additionalProperties": {
-            "type": "string"
-          },
-          "type": "object"
-        },
-        "options": {
-          "type": "object"
-        },
-        "TestFlag": {
-          "type": "boolean"
-        },
-        "TestFlagFalse": {
-          "type": "boolean",
-          "default": false
-        },
-        "TestFlagTrue": {
-          "type": "boolean",
-          "default": true
-        },
-        "birth_date": {
-          "type": "string",
-          "format": "date-time"
-        },
-        "website": {
-          "type": "string",
-          "format": "uri"
-        },
-        "network_address": {
-          "type": "string",
-          "format": "ipv4"
-        },
-        "photo": {
-          "type": "string",
-          "contentEncoding": "base64"
-        },
-        "photo2": {
-          "$ref": "#/$defs/Bytes"
-        },
-        "feeling": {
-          "oneOf": [
-            {
-              "type": "string"
-            },
-            {
-              "type": "integer"
-            }
-          ]
-        },
-        "age": {
-          "type": "integer",
-          "maximum": 120,
-          "exclusiveMaximum": 121,
-          "minimum": 18,
-          "exclusiveMinimum": 17
-        },
-        "email": {
-          "type": "string",
-          "format": "email"
-        },
-        "uuid": {
-          "type": "string",
-          "format": "uuid"
-        },
-        "Baz": {
-          "type": "string",
-          "foo": [
-            "bar",
-            "bar1"
-          ],
-          "hello": "world"
-        },
-        "bool_extra": {
-          "type": "string",
-          "isFalse": false,
-          "isTrue": true
-        },
-        "color": {
-          "type": "string",
-          "enum": [
-            "red",
-            "green",
-            "blue"
-          ]
-        },
-        "rank": {
-          "type": "integer",
-          "enum": [
-            1,
-            2,
-            3
-          ]
-        },
-        "mult": {
-          "type": "number",
-          "enum": [
-            1.0,
-            1.5,
-            2.0
-          ]
-        },
-        "roles": {
-          "items": {
-            "type": "string",
-            "enum": [
-              "admin",
-              "moderator",
-              "user"
-            ]
-          },
-          "type": "array"
-        },
-        "priorities": {
-          "items": {
-            "type": "integer",
-            "enum": [
-              -1,
-              0,
-              1
-            ]
-          },
-          "type": "array"
-        },
-        "offsets": {
-          "items": {
-            "type": "number",
-            "enum": [
-              1.570796,
-              3.141592,
-              6.283185
-            ]
-          },
-          "type": "array"
-        },
-        "anything": true,
-        "raw": true
-      },
-      "type": "object",
-      "required": [
-        "id",
-        "some_base_property",
-        "grand",
-        "SomeUntaggedBaseProperty",
-        "PublicNonExported",
-        "MapType",
-        "name",
-        "password",
-        "TestFlag",
-        "photo",
-        "photo2",
-        "age",
-        "email",
-        "uuid",
-        "Baz",
-        "color",
-        "roles",
-        "raw"
-      ]
-    }
-  }
-}
diff --git a/testdata/anyof.json b/testdata/anyof.json
deleted file mode 100644
index f4f0f38..0000000
--- a/testdata/anyof.json
+++ /dev/null
@@ -1,91 +0,0 @@
-{
-  "$schema": "https://json-schema.org/draft/2020-12/schema",
-  "$id": "https://github.com/conneroisu/groq-go/root-any-of",
-  "$ref": "#/$defs/RootAnyOf",
-  "$defs": {
-    "ChildAnyOf": {
-      "anyOf": [
-        {
-          "required": [
-            "child1",
-            "child4"
-          ],
-          "title": "group1"
-        },
-        {
-          "required": [
-            "child2",
-            "child3"
-          ],
-          "title": "group2"
-        }
-      ],
-      "properties": {
-        "child1": {
-          "type": "string"
-        },
-        "child2": {
-          "type": "string"
-        },
-        "child3": {
-          "oneOf": [
-            {
-              "type": "string"
-            },
-            {
-              "type": "array"
-            }
-          ]
-        },
-        "child4": {
-          "type": "string"
-        }
-      },
-      "additionalProperties": false,
-      "type": "object"
-    },
-    "RootAnyOf": {
-      "anyOf": [
-        {
-          "required": [
-            "field1",
-            "field4"
-          ],
-          "title": "group1"
-        },
-        {
-          "required": [
-            "field2"
-          ],
-          "title": "group2"
-        }
-      ],
-      "properties": {
-        "field1": {
-          "type": "string"
-        },
-        "field2": {
-          "type": "string"
-        },
-        "field3": {
-          "anyOf": [
-            {
-              "type": "string"
-            },
-            {
-              "type": "array"
-            }
-          ]
-        },
-        "field4": {
-          "type": "string"
-        },
-        "child": {
-          "$ref": "#/$defs/ChildAnyOf"
-        }
-      },
-      "additionalProperties": false,
-      "type": "object"
-    }
-  }
-}
\ No newline at end of file
diff --git a/testdata/array_handling.json b/testdata/array_handling.json
deleted file mode 100644
index 6cc546a..0000000
--- a/testdata/array_handling.json
+++ /dev/null
@@ -1,34 +0,0 @@
-{
-  "$schema": "https://json-schema.org/draft/2020-12/schema",
-  "$id": "https://github.com/conneroisu/groq-go/array-handler",
-  "$ref": "#/$defs/ArrayHandler",
-  "$defs": {
-    "ArrayHandler": {
-      "properties": {
-        "min_len": {
-          "items": {
-            "type": "string",
-            "minLength": 2
-          },
-          "type": "array",
-          "default": [
-            "qwerty"
-          ]
-        },
-        "min_val": {
-          "items": {
-            "type": "number",
-            "minimum": 2.5
-          },
-          "type": "array"
-        }
-      },
-      "additionalProperties": false,
-      "type": "object",
-      "required": [
-        "min_len",
-        "min_val"
-      ]
-    }
-  }
-}
\ No newline at end of file
diff --git a/testdata/array_type.json b/testdata/array_type.json
deleted file mode 100644
index c1262f8..0000000
--- a/testdata/array_type.json
+++ /dev/null
@@ -1,13 +0,0 @@
-{
-  "$schema": "https://json-schema.org/draft/2020-12/schema",
-  "$id": "https://github.com/conneroisu/groq-go/array-type",
-  "$ref": "#/$defs/ArrayType",
-  "$defs": {
-    "ArrayType": {
-      "items": {
-        "type": "string"
-      },
-      "type": "array"
-    }
-  }
-}
\ No newline at end of file
diff --git a/testdata/base_schema_id.json b/testdata/base_schema_id.json
deleted file mode 100644
index 7c52f31..0000000
--- a/testdata/base_schema_id.json
+++ /dev/null
@@ -1,38 +0,0 @@
-{
-  "$schema": "https://json-schema.org/draft/2020-12/schema",
-  "$id": "https://example.com/schemas/lookup-user",
-  "$ref": "#/$defs/LookupUser",
-  "$defs": {
-    "LookupName": {
-      "properties": {
-        "first": {
-          "type": "string"
-        },
-        "surname": {
-          "type": "string"
-        }
-      },
-      "additionalProperties": false,
-      "type": "object",
-      "required": [
-        "first",
-        "surname"
-      ]
-    },
-    "LookupUser": {
-      "properties": {
-        "name": {
-          "$ref": "#/$defs/LookupName"
-        },
-        "alias": {
-          "type": "string"
-        }
-      },
-      "additionalProperties": false,
-      "type": "object",
-      "required": [
-        "name"
-      ]
-    }
-  }
-}
\ No newline at end of file
diff --git a/testdata/commas_in_pattern.json b/testdata/commas_in_pattern.json
deleted file mode 100644
index 42b4385..0000000
--- a/testdata/commas_in_pattern.json
+++ /dev/null
@@ -1,22 +0,0 @@
-{
-  "$schema": "https://json-schema.org/draft/2020-12/schema",
-  "$id": "https://github.com/conneroisu/groq-go/pattern-test",
-  "$ref": "#/$defs/PatternTest",
-  "$defs": {
-    "PatternTest": {
-      "properties": {
-        "with_pattern": {
-          "type": "string",
-          "maxLength": 50,
-          "minLength": 1,
-          "pattern": "[0-9]{1,4}"
-        }
-      },
-      "additionalProperties": false,
-      "type": "object",
-      "required": [
-        "with_pattern"
-      ]
-    }
-  }
-}
\ No newline at end of file
diff --git a/testdata/compact_date.json b/testdata/compact_date.json
deleted file mode 100644
index 48dcece..0000000
--- a/testdata/compact_date.json
+++ /dev/null
@@ -1,13 +0,0 @@
-{
-  "$schema": "https://json-schema.org/draft/2020-12/schema",
-  "$id": "https://github.com/conneroisu/groq-go/compact-date",
-  "$ref": "#/$defs/CompactDate",
-  "$defs": {
-    "CompactDate": {
-      "type": "string",
-      "pattern": "^[0-9]{4}-[0-1][0-9]$",
-      "title": "Compact Date",
-      "description": "Short date that only includes year and month"
-    }
-  }
-}
\ No newline at end of file
diff --git a/testdata/custom_additional.json b/testdata/custom_additional.json
deleted file mode 100644
index becfcd6..0000000
--- a/testdata/custom_additional.json
+++ /dev/null
@@ -1,24 +0,0 @@
-{
-  "$schema": "https://json-schema.org/draft/2020-12/schema",
-  "$id": "https://github.com/conneroisu/groq-go/grandfather-type",
-  "$ref": "#/$defs/GrandfatherType",
-  "$defs": {
-    "GrandfatherType": {
-      "properties": {
-        "family_name": {
-          "type": "string"
-        },
-        "ip_addr": {
-          "type": "string",
-          "format": "ipv4"
-        }
-      },
-      "additionalProperties": false,
-      "type": "object",
-      "required": [
-        "family_name",
-        "ip_addr"
-      ]
-    }
-  }
-}
\ No newline at end of file
diff --git a/testdata/custom_base_schema_id.json b/testdata/custom_base_schema_id.json
deleted file mode 100644
index 479abc6..0000000
--- a/testdata/custom_base_schema_id.json
+++ /dev/null
@@ -1,207 +0,0 @@
-{
-  "$schema": "http://json-schema.org/draft/2020-12/schema",
-  "$id": "http://example.com/schema/TestUser",
-  "$ref": "#/$defs/TestUser",
-  "$defs": {
-    "GrandfatherType": {
-      "properties": {
-        "family_name": {
-          "type": "string"
-        }
-      },
-      "additionalProperties": false,
-      "type": "object",
-      "required": [
-        "family_name"
-      ]
-    },
-    "TestUser": {
-      "properties": {
-        "some_base_property": {
-          "type": "integer"
-        },
-        "some_base_property_yaml": {
-          "type": "integer"
-        },
-        "grand": {
-          "$ref": "#/$defs/GrandfatherType"
-        },
-        "SomeUntaggedBaseProperty": {
-          "type": "boolean"
-        },
-        "PublicNonExported": {
-          "type": "integer"
-        },
-        "id": {
-          "type": "integer"
-        },
-        "name": {
-          "type": "string",
-          "maxLength": 20,
-          "minLength": 1,
-          "pattern": ".*",
-          "title": "the name",
-          "description": "this is a property",
-          "default": "alex",
-          "readOnly": true,
-          "examples": [
-            "joe",
-            "lucy"
-          ]
-        },
-        "password": {
-          "type": "string",
-          "writeOnly": true
-        },
-        "friends": {
-          "items": {
-            "type": "integer"
-          },
-          "type": "array",
-          "description": "list of IDs, omitted when empty"
-        },
-        "tags": {
-          "patternProperties": {
-            ".*": {
-              "type": "string"
-            }
-          },
-          "type": "object"
-        },
-        "options": {
-          "type": "object"
-        },
-        "TestFlag": {
-          "type": "boolean"
-        },
-        "birth_date": {
-          "type": "string",
-          "format": "date-time"
-        },
-        "website": {
-          "type": "string",
-          "format": "uri"
-        },
-        "network_address": {
-          "type": "string",
-          "format": "ipv4"
-        },
-        "photo": {
-          "type": "string",
-          "contentEncoding": "base64"
-        },
-        "photo2": {
-          "type": "string",
-          "contentEncoding": "base64"
-        },
-        "feeling": {
-          "oneOf": [
-            {
-              "type": "string"
-            },
-            {
-              "type": "integer"
-            }
-          ]
-        },
-        "age": {
-          "type": "integer",
-          "maximum": 120,
-          "exclusiveMaximum": 121,
-          "minimum": 18,
-          "exclusiveMinimum": 17
-        },
-        "email": {
-          "type": "string",
-          "format": "email"
-        },
-        "Baz": {
-          "type": "string",
-          "foo": [
-            "bar",
-            "bar1"
-          ],
-          "hello": "world"
-        },
-        "color": {
-          "type": "string",
-          "enum": [
-            "red",
-            "green",
-            "blue"
-          ]
-        },
-        "rank": {
-          "type": "integer",
-          "enum": [
-            1,
-            2,
-            3
-          ]
-        },
-        "mult": {
-          "type": "number",
-          "enum": [
-            1,
-            1.5,
-            2
-          ]
-        },
-        "roles": {
-          "items": {
-            "type": "string",
-            "enum": [
-              "admin",
-              "moderator",
-              "user"
-            ]
-          },
-          "type": "array"
-        },
-        "priorities": {
-          "items": {
-            "type": "integer",
-            "enum": [
-              -1,
-              0,
-              1
-            ]
-          },
-          "type": "array"
-        },
-        "offsets": {
-          "items": {
-            "type": "number",
-            "enum": [
-              1.570796,
-              3.141592,
-              6.283185
-            ]
-          },
-          "type": "array"
-        },
-        "anything": true,
-        "raw": true
-      },
-      "additionalProperties": false,
-      "type": "object",
-      "required": [
-        "some_base_property",
-        "some_base_property_yaml",
-        "grand",
-        "SomeUntaggedBaseProperty",
-        "PublicNonExported",
-        "id",
-        "name",
-        "password",
-        "TestFlag",
-        "age",
-        "email",
-        "Baz",
-        "color",
-        "roles",
-        "raw"
-      ]
-    }
-  }
-}
\ No newline at end of file
diff --git a/testdata/custom_map_type.json b/testdata/custom_map_type.json
deleted file mode 100644
index be28ec7..0000000
--- a/testdata/custom_map_type.json
+++ /dev/null
@@ -1,37 +0,0 @@
-{
-  "$schema": "https://json-schema.org/draft/2020-12/schema",
-  "$id": "https://github.com/conneroisu/groq-go/custom-map-outer",
-  "$ref": "#/$defs/CustomMapOuter",
-  "$defs": {
-    "CustomMapOuter": {
-      "properties": {
-        "my_map": {
-          "$ref": "#/$defs/CustomMapType"
-        }
-      },
-      "additionalProperties": false,
-      "type": "object",
-      "required": [
-        "my_map"
-      ]
-    },
-    "CustomMapType": {
-      "items": {
-        "properties": {
-          "key": {
-            "type": "string"
-          },
-          "value": {
-            "type": "string"
-          }
-        },
-        "type": "object",
-        "required": [
-          "key",
-          "value"
-        ]
-      },
-      "type": "array"
-    }
-  }
-}
\ No newline at end of file
diff --git a/testdata/custom_slice_type.json b/testdata/custom_slice_type.json
deleted file mode 100644
index 580aae9..0000000
--- a/testdata/custom_slice_type.json
+++ /dev/null
@@ -1,32 +0,0 @@
-{
-  "$schema": "https://json-schema.org/draft/2020-12/schema",
-  "$id": "https://github.com/conneroisu/groq-go/custom-slice-outer",
-  "$ref": "#/$defs/CustomSliceOuter",
-  "$defs": {
-    "CustomSliceOuter": {
-      "properties": {
-        "slice": {
-          "$ref": "#/$defs/CustomSliceType"
-        }
-      },
-      "additionalProperties": false,
-      "type": "object",
-      "required": [
-        "slice"
-      ]
-    },
-    "CustomSliceType": {
-      "oneOf": [
-        {
-          "type": "string"
-        },
-        {
-          "items": {
-            "type": "string"
-          },
-          "type": "array"
-        }
-      ]
-    }
-  }
-}
\ No newline at end of file
diff --git a/testdata/custom_type.json b/testdata/custom_type.json
deleted file mode 100644
index 2eab5a8..0000000
--- a/testdata/custom_type.json
+++ /dev/null
@@ -1,20 +0,0 @@
-{
-  "$schema": "https://json-schema.org/draft/2020-12/schema",
-  "$id": "https://github.com/conneroisu/groq-go/custom-type-field",
-  "$ref": "#/$defs/CustomTypeField",
-  "$defs": {
-    "CustomTypeField": {
-      "properties": {
-        "CreatedAt": {
-          "type": "string",
-          "format": "date-time"
-        }
-      },
-      "additionalProperties": false,
-      "type": "object",
-      "required": [
-        "CreatedAt"
-      ]
-    }
-  }
-}
\ No newline at end of file
diff --git a/testdata/custom_type_extend.json b/testdata/custom_type_extend.json
deleted file mode 100644
index 5ddd6fe..0000000
--- a/testdata/custom_type_extend.json
+++ /dev/null
@@ -1,23 +0,0 @@
-{
-  "$schema": "https://json-schema.org/draft/2020-12/schema",
-  "$id": "https://github.com/conneroisu/groq-go/schema-extend-test",
-  "$ref": "#/$defs/SchemaExtendTest",
-  "$defs": {
-    "SchemaExtendTest": {
-      "properties": {
-        "LastName": {
-          "type": "string",
-          "description": "some extra words"
-        },
-        "middle_name": {
-          "type": "string"
-        }
-      },
-      "additionalProperties": false,
-      "type": "object",
-      "required": [
-        "LastName"
-      ]
-    }
-  }
-}
\ No newline at end of file
diff --git a/testdata/custom_type_with_interface.json b/testdata/custom_type_with_interface.json
deleted file mode 100644
index 79fa620..0000000
--- a/testdata/custom_type_with_interface.json
+++ /dev/null
@@ -1,23 +0,0 @@
-{
-  "$schema": "https://json-schema.org/draft/2020-12/schema",
-  "$id": "https://github.com/conneroisu/groq-go/custom-type-field-with-interface",
-  "$ref": "#/$defs/CustomTypeFieldWithInterface",
-  "$defs": {
-    "CustomTimeWithInterface": {
-      "type": "string",
-      "format": "date-time"
-    },
-    "CustomTypeFieldWithInterface": {
-      "properties": {
-        "CreatedAt": {
-          "$ref": "#/$defs/CustomTimeWithInterface"
-        }
-      },
-      "additionalProperties": false,
-      "type": "object",
-      "required": [
-        "CreatedAt"
-      ]
-    }
-  }
-}
\ No newline at end of file
diff --git a/testdata/defaults_expanded_toplevel.json b/testdata/defaults_expanded_toplevel.json
deleted file mode 100644
index 0cdce35..0000000
--- a/testdata/defaults_expanded_toplevel.json
+++ /dev/null
@@ -1,228 +0,0 @@
-{
-  "$schema": "https://json-schema.org/draft/2020-12/schema",
-  "$id": "https://github.com/conneroisu/groq-go/test-user",
-  "$defs": {
-    "Bytes": {
-      "type": "string",
-      "contentEncoding": "base64"
-    },
-    "GrandfatherType": {
-      "properties": {
-        "family_name": {
-          "type": "string"
-        }
-      },
-      "additionalProperties": false,
-      "type": "object",
-      "required": [
-        "family_name"
-      ]
-    },
-    "MapType": {
-      "type": "object"
-    }
-  },
-  "properties": {
-    "id": {
-      "type": "integer"
-    },
-    "some_base_property": {
-      "type": "integer"
-    },
-    "grand": {
-      "$ref": "#/$defs/GrandfatherType"
-    },
-    "SomeUntaggedBaseProperty": {
-      "type": "boolean"
-    },
-    "PublicNonExported": {
-      "type": "integer"
-    },
-    "MapType": {
-      "$ref": "#/$defs/MapType"
-    },
-    "name": {
-      "type": "string",
-      "maxLength": 20,
-      "minLength": 1,
-      "pattern": ".*",
-      "title": "the name",
-      "description": "this is a property",
-      "default": "alex",
-      "readOnly": true,
-      "examples": [
-        "joe",
-        "lucy"
-      ]
-    },
-    "password": {
-      "type": "string",
-      "writeOnly": true
-    },
-    "friends": {
-      "items": {
-        "type": "integer"
-      },
-      "type": "array",
-      "description": "list of IDs, omitted when empty"
-    },
-    "tags": {
-      "additionalProperties": {
-        "type": "string"
-      },
-      "type": "object"
-    },
-    "options": {
-      "type": "object"
-    },
-    "TestFlag": {
-      "type": "boolean"
-    },
-    "TestFlagFalse": {
-      "type": "boolean",
-      "default": false
-    },
-    "TestFlagTrue": {
-      "type": "boolean",
-      "default": true
-    },
-    "birth_date": {
-      "type": "string",
-      "format": "date-time"
-    },
-    "website": {
-      "type": "string",
-      "format": "uri"
-    },
-    "network_address": {
-      "type": "string",
-      "format": "ipv4"
-    },
-    "photo": {
-      "type": "string",
-      "contentEncoding": "base64"
-    },
-    "photo2": {
-      "$ref": "#/$defs/Bytes"
-    },
-    "feeling": {
-      "oneOf": [
-        {
-          "type": "string"
-        },
-        {
-          "type": "integer"
-        }
-      ]
-    },
-    "age": {
-      "type": "integer",
-      "maximum": 120,
-      "exclusiveMaximum": 121,
-      "minimum": 18,
-      "exclusiveMinimum": 17
-    },
-    "email": {
-      "type": "string",
-      "format": "email"
-    },
-    "uuid": {
-      "type": "string",
-      "format": "uuid"
-    },
-    "Baz": {
-      "type": "string",
-      "foo": [
-        "bar",
-        "bar1"
-      ],
-      "hello": "world"
-    },
-    "bool_extra": {
-      "type": "string",
-      "isFalse": false,
-      "isTrue": true
-    },
-    "color": {
-      "type": "string",
-      "enum": [
-        "red",
-        "green",
-        "blue"
-      ]
-    },
-    "rank": {
-      "type": "integer",
-      "enum": [
-        1,
-        2,
-        3
-      ]
-    },
-    "mult": {
-      "type": "number",
-      "enum": [
-        1.0,
-        1.5,
-        2.0
-      ]
-    },
-    "roles": {
-      "items": {
-        "type": "string",
-        "enum": [
-          "admin",
-          "moderator",
-          "user"
-        ]
-      },
-      "type": "array"
-    },
-    "priorities": {
-      "items": {
-        "type": "integer",
-        "enum": [
-          -1,
-          0,
-          1
-        ]
-      },
-      "type": "array"
-    },
-    "offsets": {
-      "items": {
-        "type": "number",
-        "enum": [
-          1.570796,
-          3.141592,
-          6.283185
-        ]
-      },
-      "type": "array"
-    },
-    "anything": true,
-    "raw": true
-  },
-  "additionalProperties": false,
-  "type": "object",
-  "required": [
-    "id",
-    "some_base_property",
-    "grand",
-    "SomeUntaggedBaseProperty",
-    "PublicNonExported",
-    "MapType",
-    "name",
-    "password",
-    "TestFlag",
-    "photo",
-    "photo2",
-    "age",
-    "email",
-    "uuid",
-    "Baz",
-    "color",
-    "roles",
-    "raw"
-  ]
-}
\ No newline at end of file
diff --git a/testdata/equals_in_pattern.json b/testdata/equals_in_pattern.json
deleted file mode 100644
index 26fe10b..0000000
--- a/testdata/equals_in_pattern.json
+++ /dev/null
@@ -1,25 +0,0 @@
-{
-  "$schema": "https://json-schema.org/draft/2020-12/schema",
-  "$id": "https://github.com/conneroisu/groq-go/pattern-equals-test",
-  "$ref": "#/$defs/PatternEqualsTest",
-  "$defs": {
-    "PatternEqualsTest": {
-      "properties": {
-        "WithEquals": {
-          "type": "string",
-          "pattern": "foo=bar"
-        },
-        "WithEqualsAndCommas": {
-          "type": "string",
-          "pattern": "foo,=bar"
-        }
-      },
-      "additionalProperties": false,
-      "type": "object",
-      "required": [
-        "WithEquals",
-        "WithEqualsAndCommas"
-      ]
-    }
-  }
-}
\ No newline at end of file
diff --git a/testdata/go_comments.json b/testdata/go_comments.json
deleted file mode 100644
index 8b1dcc9..0000000
--- a/testdata/go_comments.json
+++ /dev/null
@@ -1,113 +0,0 @@
-{
-  "$schema": "https://json-schema.org/draft/2020-12/schema",
-  "$id": "https://github.com/conneroisu/groq-go/examples/user",
-  "$ref": "#/$defs/User",
-  "$defs": {
-    "NamedPets": {
-      "additionalProperties": {
-        "$ref": "#/$defs/Pet"
-      },
-      "type": "object",
-      "description": "NamedPets is a map of animal names to pets."
-    },
-    "Pet": {
-      "properties": {
-        "name": {
-          "type": "string",
-          "title": "Name",
-          "description": "Name of the animal."
-        }
-      },
-      "additionalProperties": false,
-      "type": "object",
-      "required": [
-        "name"
-      ],
-      "description": "Pet defines the user's fury friend."
-    },
-    "Pets": {
-      "items": {
-        "$ref": "#/$defs/Pet"
-      },
-      "type": "array",
-      "description": "Pets is a collection of Pet objects."
-    },
-    "Plant": {
-      "properties": {
-        "variant": {
-          "type": "string",
-          "title": "Variant",
-          "description": "This comment will be used"
-        },
-        "multicellular": {
-          "type": "boolean",
-          "title": "Multicellular",
-          "description": "Multicellular is true if the plant is multicellular"
-        }
-      },
-      "additionalProperties": false,
-      "type": "object",
-      "required": [
-        "variant"
-      ],
-      "description": "Plant represents the plants the user might have and serves as a test of structs inside a `type` set."
-    },
-    "User": {
-      "properties": {
-        "id": {
-          "type": "integer",
-          "description": "Unique sequential identifier."
-        },
-        "name": {
-          "type": "string",
-          "maxLength": 20,
-          "minLength": 1,
-          "pattern": ".*",
-          "title": "the name",
-          "description": "this is a property",
-          "default": "alex",
-          "examples": [
-            "joe",
-            "lucy"
-          ]
-        },
-        "friends": {
-          "items": {
-            "type": "integer"
-          },
-          "type": "array",
-          "description": "list of IDs, omitted when empty"
-        },
-        "tags": {
-          "type": "object"
-        },
-        "pets": {
-          "$ref": "#/$defs/Pets",
-          "description": "An array of pets the user cares for."
-        },
-        "named_pets": {
-          "$ref": "#/$defs/NamedPets",
-          "description": "Set of animal names to pets"
-        },
-        "plants": {
-          "items": {
-            "$ref": "#/$defs/Plant"
-          },
-          "type": "array",
-          "title": "Plants",
-          "description": "Set of plants that the user likes"
-        }
-      },
-      "additionalProperties": false,
-      "type": "object",
-      "required": [
-        "id",
-        "name",
-        "pets",
-        "named_pets",
-        "plants"
-      ],
-      "description": "User is used as a base to provide tests for comments."
-    }
-  }
-}
\ No newline at end of file
diff --git a/testdata/ignore_type.json b/testdata/ignore_type.json
deleted file mode 100644
index d310707..0000000
--- a/testdata/ignore_type.json
+++ /dev/null
@@ -1,224 +0,0 @@
-{
-  "$schema": "https://json-schema.org/draft/2020-12/schema",
-  "$id": "https://github.com/conneroisu/groq-go/test-user",
-  "$ref": "#/$defs/TestUser",
-  "$defs": {
-    "Bytes": {
-      "type": "string",
-      "contentEncoding": "base64"
-    },
-    "GrandfatherType": {
-      "properties": {},
-      "additionalProperties": false,
-      "type": "object"
-    },
-    "MapType": {
-      "type": "object"
-    },
-    "TestUser": {
-      "properties": {
-        "id": {
-          "type": "integer"
-        },
-        "some_base_property": {
-          "type": "integer"
-        },
-        "grand": {
-          "$ref": "#/$defs/GrandfatherType"
-        },
-        "SomeUntaggedBaseProperty": {
-          "type": "boolean"
-        },
-        "PublicNonExported": {
-          "type": "integer"
-        },
-        "MapType": {
-          "$ref": "#/$defs/MapType"
-        },
-        "name": {
-          "type": "string",
-          "maxLength": 20,
-          "minLength": 1,
-          "pattern": ".*",
-          "title": "the name",
-          "description": "this is a property",
-          "default": "alex",
-          "readOnly": true,
-          "examples": [
-            "joe",
-            "lucy"
-          ]
-        },
-        "password": {
-          "type": "string",
-          "writeOnly": true
-        },
-        "friends": {
-          "items": {
-            "type": "integer"
-          },
-          "type": "array",
-          "description": "list of IDs, omitted when empty"
-        },
-        "tags": {
-          "additionalProperties": {
-            "type": "string"
-          },
-          "type": "object"
-        },
-        "options": {
-          "type": "object"
-        },
-        "TestFlag": {
-          "type": "boolean"
-        },
-        "TestFlagFalse": {
-          "type": "boolean",
-          "default": false
-        },
-        "TestFlagTrue": {
-          "type": "boolean",
-          "default": true
-        },
-        "birth_date": {
-          "type": "string",
-          "format": "date-time"
-        },
-        "website": {
-          "type": "string",
-          "format": "uri"
-        },
-        "network_address": {
-          "type": "string",
-          "format": "ipv4"
-        },
-        "photo": {
-          "type": "string",
-          "contentEncoding": "base64"
-        },
-        "photo2": {
-          "$ref": "#/$defs/Bytes"
-        },
-        "feeling": {
-          "oneOf": [
-            {
-              "type": "string"
-            },
-            {
-              "type": "integer"
-            }
-          ]
-        },
-        "age": {
-          "type": "integer",
-          "maximum": 120,
-          "exclusiveMaximum": 121,
-          "minimum": 18,
-          "exclusiveMinimum": 17
-        },
-        "email": {
-          "type": "string",
-          "format": "email"
-        },
-        "uuid": {
-          "type": "string",
-          "format": "uuid"
-        },
-        "Baz": {
-          "type": "string",
-          "foo": [
-            "bar",
-            "bar1"
-          ],
-          "hello": "world"
-        },
-        "bool_extra": {
-          "type": "string",
-          "isFalse": false,
-          "isTrue": true
-        },
-        "color": {
-          "type": "string",
-          "enum": [
-            "red",
-            "green",
-            "blue"
-          ]
-        },
-        "rank": {
-          "type": "integer",
-          "enum": [
-            1,
-            2,
-            3
-          ]
-        },
-        "mult": {
-          "type": "number",
-          "enum": [
-            1.0,
-            1.5,
-            2.0
-          ]
-        },
-        "roles": {
-          "items": {
-            "type": "string",
-            "enum": [
-              "admin",
-              "moderator",
-              "user"
-            ]
-          },
-          "type": "array"
-        },
-        "priorities": {
-          "items": {
-            "type": "integer",
-            "enum": [
-              -1,
-              0,
-              1
-            ]
-          },
-          "type": "array"
-        },
-        "offsets": {
-          "items": {
-            "type": "number",
-            "enum": [
-              1.570796,
-              3.141592,
-              6.283185
-            ]
-          },
-          "type": "array"
-        },
-        "anything": true,
-        "raw": true
-      },
-      "additionalProperties": false,
-      "type": "object",
-      "required": [
-        "id",
-        "some_base_property",
-        "grand",
-        "SomeUntaggedBaseProperty",
-        "PublicNonExported",
-        "MapType",
-        "name",
-        "password",
-        "TestFlag",
-        "photo",
-        "photo2",
-        "age",
-        "email",
-        "uuid",
-        "Baz",
-        "color",
-        "roles",
-        "raw"
-      ]
-    }
-  }
-}
\ No newline at end of file
diff --git a/testdata/inlining_embedded.json b/testdata/inlining_embedded.json
deleted file mode 100644
index e4acbf6..0000000
--- a/testdata/inlining_embedded.json
+++ /dev/null
@@ -1,31 +0,0 @@
-{
-  "$schema": "https://json-schema.org/draft/2020-12/schema",
-  "$id": "https://github.com/conneroisu/groq-go/outer-named",
-  "$defs": {
-    "Inner": {
-      "properties": {
-        "Foo": {
-          "type": "string"
-        }
-      },
-      "additionalProperties": false,
-      "type": "object",
-      "required": [
-        "Foo"
-      ]
-    }
-  },
-  "properties": {
-    "text": {
-      "type": "string"
-    },
-    "inner": {
-      "$ref": "#/$defs/Inner"
-    }
-  },
-  "additionalProperties": false,
-  "type": "object",
-  "required": [
-    "inner"
-  ]
-}
\ No newline at end of file
diff --git a/testdata/inlining_embedded_anchored.json b/testdata/inlining_embedded_anchored.json
deleted file mode 100644
index 20abb6c..0000000
--- a/testdata/inlining_embedded_anchored.json
+++ /dev/null
@@ -1,33 +0,0 @@
-{
-  "$schema": "https://json-schema.org/draft/2020-12/schema",
-  "$id": "https://github.com/conneroisu/groq-go/outer-named",
-  "$anchor": "OuterNamed",
-  "$defs": {
-    "Inner": {
-      "$anchor": "Inner",
-      "properties": {
-        "Foo": {
-          "type": "string"
-        }
-      },
-      "additionalProperties": false,
-      "type": "object",
-      "required": [
-        "Foo"
-      ]
-    }
-  },
-  "properties": {
-    "text": {
-      "type": "string"
-    },
-    "inner": {
-      "$ref": "#/$defs/Inner"
-    }
-  },
-  "additionalProperties": false,
-  "type": "object",
-  "required": [
-    "inner"
-  ]
-}
\ No newline at end of file
diff --git a/testdata/inlining_inheritance.json b/testdata/inlining_inheritance.json
deleted file mode 100644
index 043bf82..0000000
--- a/testdata/inlining_inheritance.json
+++ /dev/null
@@ -1,21 +0,0 @@
-{
-  "$schema": "https://json-schema.org/draft/2020-12/schema",
-  "$id": "https://github.com/conneroisu/groq-go/outer",
-  "properties": {
-    "TextNamed": {
-      "type": "string"
-    },
-    "Text": {
-      "type": "string"
-    },
-    "Foo": {
-      "type": "string"
-    }
-  },
-  "additionalProperties": false,
-  "type": "object",
-  "required": [
-    "TextNamed",
-    "Foo"
-  ]
-}
\ No newline at end of file
diff --git a/testdata/inlining_ptr.json b/testdata/inlining_ptr.json
deleted file mode 100644
index 793142d..0000000
--- a/testdata/inlining_ptr.json
+++ /dev/null
@@ -1,17 +0,0 @@
-{
-  "$schema": "https://json-schema.org/draft/2020-12/schema",
-  "$id": "https://github.com/conneroisu/groq-go/outer-ptr",
-  "properties": {
-    "Foo": {
-      "type": "string"
-    },
-    "Text": {
-      "type": "string"
-    }
-  },
-  "additionalProperties": false,
-  "type": "object",
-  "required": [
-    "Foo"
-  ]
-}
\ No newline at end of file
diff --git a/testdata/inlining_tag.json b/testdata/inlining_tag.json
deleted file mode 100644
index 97ab676..0000000
--- a/testdata/inlining_tag.json
+++ /dev/null
@@ -1,17 +0,0 @@
-{
-  "$schema": "https://json-schema.org/draft/2020-12/schema",
-  "$id": "https://github.com/conneroisu/groq-go/outer-inlined",
-  "properties": {
-    "text": {
-      "type": "string"
-    },
-    "Foo": {
-      "type": "string"
-    }
-  },
-  "additionalProperties": false,
-  "type": "object",
-  "required": [
-    "Foo"
-  ]
-}
\ No newline at end of file
diff --git a/testdata/keynamed.json b/testdata/keynamed.json
deleted file mode 100644
index 4f5ffb3..0000000
--- a/testdata/keynamed.json
+++ /dev/null
@@ -1,52 +0,0 @@
-{
-  "$schema": "https://json-schema.org/draft/2020-12/schema",
-  "$id": "https://github.com/conneroisu/groq-go/key-named",
-  "$ref": "#/$defs/KeyNamed",
-  "$defs": {
-    "KeyNamed": {
-      "properties": {
-        "ThisWasLeftAsIs": {
-          "type": "string"
-        },
-        "coming_from_json_tag": {
-          "type": "boolean"
-        },
-        "nested_not_renamed": {
-          "$ref": "#/$defs/KeyNamedNested"
-        },
-        "✨unicode✨  s̸̥͝h̷̳͒e̴̜̽n̸̡̿a̷̘̔n̷̘͐i̶̫̐ǵ̶̯a̵̘͒n̷̮̾s̸̟̓": {
-          "type": "string"
-        },
-        "20.01": {
-          "type": "integer",
-          "description": "Description was preserved"
-        }
-      },
-      "additionalProperties": false,
-      "type": "object",
-      "required": [
-        "ThisWasLeftAsIs",
-        "coming_from_json_tag",
-        "nested_not_renamed",
-        "✨unicode✨  s̸̥͝h̷̳͒e̴̜̽n̸̡̿a̷̘̔n̷̘͐i̶̫̐ǵ̶̯a̵̘͒n̷̮̾s̸̟̓",
-        "20.01"
-      ]
-    },
-    "KeyNamedNested": {
-      "properties": {
-        "nested-renamed-property": {
-          "type": "string"
-        },
-        "NotRenamed": {
-          "type": "string"
-        }
-      },
-      "additionalProperties": false,
-      "type": "object",
-      "required": [
-        "nested-renamed-property",
-        "NotRenamed"
-      ]
-    }
-  }
-}
\ No newline at end of file
diff --git a/testdata/lookup.json b/testdata/lookup.json
deleted file mode 100644
index 1d52012..0000000
--- a/testdata/lookup.json
+++ /dev/null
@@ -1,22 +0,0 @@
-{
-  "$schema": "https://json-schema.org/draft/2020-12/schema",
-  "$id": "https://example.com/schemas/lookup-user",
-  "$ref": "#/$defs/LookupUser",
-  "$defs": {
-    "LookupUser": {
-      "properties": {
-        "name": {
-          "$ref": "https://example.com/schemas/lookup-name"
-        },
-        "alias": {
-          "type": "string"
-        }
-      },
-      "additionalProperties": false,
-      "type": "object",
-      "required": [
-        "name"
-      ]
-    }
-  }
-}
\ No newline at end of file
diff --git a/testdata/lookup_expanded.json b/testdata/lookup_expanded.json
deleted file mode 100644
index a9013da..0000000
--- a/testdata/lookup_expanded.json
+++ /dev/null
@@ -1,18 +0,0 @@
-{
-  "$schema": "https://json-schema.org/draft/2020-12/schema",
-  "$id": "https://example.com/schemas/lookup-user",
-  "$anchor": "LookupUser",
-  "properties": {
-    "name": {
-      "$ref": "https://example.com/schemas/lookup-name"
-    },
-    "alias": {
-      "type": "string"
-    }
-  },
-  "additionalProperties": false,
-  "type": "object",
-  "required": [
-    "name"
-  ]
-}
\ No newline at end of file
diff --git a/testdata/map_type.json b/testdata/map_type.json
deleted file mode 100644
index 2ce2e5f..0000000
--- a/testdata/map_type.json
+++ /dev/null
@@ -1,10 +0,0 @@
-{
-  "$schema": "https://json-schema.org/draft/2020-12/schema",
-  "$id": "https://github.com/conneroisu/groq-go/map-type",
-  "$ref": "#/$defs/MapType",
-  "$defs": {
-    "MapType": {
-      "type": "object"
-    }
-  }
-}
\ No newline at end of file
diff --git a/testdata/no_reference.json b/testdata/no_reference.json
deleted file mode 100644
index 81e1236..0000000
--- a/testdata/no_reference.json
+++ /dev/null
@@ -1,217 +0,0 @@
-{
-  "$schema": "https://json-schema.org/draft/2020-12/schema",
-  "$id": "https://github.com/conneroisu/groq-go/test-user",
-  "properties": {
-    "id": {
-      "type": "integer"
-    },
-    "some_base_property": {
-      "type": "integer"
-    },
-    "grand": {
-      "properties": {
-        "family_name": {
-          "type": "string"
-        }
-      },
-      "additionalProperties": false,
-      "type": "object",
-      "required": [
-        "family_name"
-      ]
-    },
-    "SomeUntaggedBaseProperty": {
-      "type": "boolean"
-    },
-    "PublicNonExported": {
-      "type": "integer"
-    },
-    "MapType": {
-      "type": "object"
-    },
-    "name": {
-      "type": "string",
-      "maxLength": 20,
-      "minLength": 1,
-      "pattern": ".*",
-      "title": "the name",
-      "description": "this is a property",
-      "default": "alex",
-      "readOnly": true,
-      "examples": [
-        "joe",
-        "lucy"
-      ]
-    },
-    "password": {
-      "type": "string",
-      "writeOnly": true
-    },
-    "friends": {
-      "items": {
-        "type": "integer"
-      },
-      "type": "array",
-      "description": "list of IDs, omitted when empty"
-    },
-    "tags": {
-      "additionalProperties": {
-        "type": "string"
-      },
-      "type": "object"
-    },
-    "options": {
-      "type": "object"
-    },
-    "TestFlag": {
-      "type": "boolean"
-    },
-    "TestFlagFalse": {
-      "type": "boolean",
-      "default": false
-    },
-    "TestFlagTrue": {
-      "type": "boolean",
-      "default": true
-    },
-    "birth_date": {
-      "type": "string",
-      "format": "date-time"
-    },
-    "website": {
-      "type": "string",
-      "format": "uri"
-    },
-    "network_address": {
-      "type": "string",
-      "format": "ipv4"
-    },
-    "photo": {
-      "type": "string",
-      "contentEncoding": "base64"
-    },
-    "photo2": {
-      "type": "string",
-      "contentEncoding": "base64"
-    },
-    "feeling": {
-      "oneOf": [
-        {
-          "type": "string"
-        },
-        {
-          "type": "integer"
-        }
-      ]
-    },
-    "age": {
-      "type": "integer",
-      "maximum": 120,
-      "exclusiveMaximum": 121,
-      "minimum": 18,
-      "exclusiveMinimum": 17
-    },
-    "email": {
-      "type": "string",
-      "format": "email"
-    },
-    "uuid": {
-      "type": "string",
-      "format": "uuid"
-    },
-    "Baz": {
-      "type": "string",
-      "foo": [
-        "bar",
-        "bar1"
-      ],
-      "hello": "world"
-    },
-    "bool_extra": {
-      "type": "string",
-      "isFalse": false,
-      "isTrue": true
-    },
-    "color": {
-      "type": "string",
-      "enum": [
-        "red",
-        "green",
-        "blue"
-      ]
-    },
-    "rank": {
-      "type": "integer",
-      "enum": [
-        1,
-        2,
-        3
-      ]
-    },
-    "mult": {
-      "type": "number",
-      "enum": [
-        1.0,
-        1.5,
-        2.0
-      ]
-    },
-    "roles": {
-      "items": {
-        "type": "string",
-        "enum": [
-          "admin",
-          "moderator",
-          "user"
-        ]
-      },
-      "type": "array"
-    },
-    "priorities": {
-      "items": {
-        "type": "integer",
-        "enum": [
-          -1,
-          0,
-          1
-        ]
-      },
-      "type": "array"
-    },
-    "offsets": {
-      "items": {
-        "type": "number",
-        "enum": [
-          1.570796,
-          3.141592,
-          6.283185
-        ]
-      },
-      "type": "array"
-    },
-    "anything": true,
-    "raw": true
-  },
-  "additionalProperties": false,
-  "type": "object",
-  "required": [
-    "id",
-    "some_base_property",
-    "grand",
-    "SomeUntaggedBaseProperty",
-    "PublicNonExported",
-    "MapType",
-    "name",
-    "password",
-    "TestFlag",
-    "photo",
-    "photo2",
-    "age",
-    "email",
-    "uuid",
-    "Baz",
-    "color",
-    "roles",
-    "raw"
-  ]
-}
\ No newline at end of file
diff --git a/testdata/no_reference_anchor.json b/testdata/no_reference_anchor.json
deleted file mode 100644
index 454e1c4..0000000
--- a/testdata/no_reference_anchor.json
+++ /dev/null
@@ -1,219 +0,0 @@
-{
-  "$schema": "https://json-schema.org/draft/2020-12/schema",
-  "$id": "https://github.com/conneroisu/groq-go/test-user",
-  "$anchor": "TestUser",
-  "properties": {
-    "id": {
-      "type": "integer"
-    },
-    "some_base_property": {
-      "type": "integer"
-    },
-    "grand": {
-      "$anchor": "GrandfatherType",
-      "properties": {
-        "family_name": {
-          "type": "string"
-        }
-      },
-      "additionalProperties": false,
-      "type": "object",
-      "required": [
-        "family_name"
-      ]
-    },
-    "SomeUntaggedBaseProperty": {
-      "type": "boolean"
-    },
-    "PublicNonExported": {
-      "type": "integer"
-    },
-    "MapType": {
-      "type": "object"
-    },
-    "name": {
-      "type": "string",
-      "maxLength": 20,
-      "minLength": 1,
-      "pattern": ".*",
-      "title": "the name",
-      "description": "this is a property",
-      "default": "alex",
-      "readOnly": true,
-      "examples": [
-        "joe",
-        "lucy"
-      ]
-    },
-    "password": {
-      "type": "string",
-      "writeOnly": true
-    },
-    "friends": {
-      "items": {
-        "type": "integer"
-      },
-      "type": "array",
-      "description": "list of IDs, omitted when empty"
-    },
-    "tags": {
-      "additionalProperties": {
-        "type": "string"
-      },
-      "type": "object"
-    },
-    "options": {
-      "type": "object"
-    },
-    "TestFlag": {
-      "type": "boolean"
-    },
-    "TestFlagFalse": {
-      "type": "boolean",
-      "default": false
-    },
-    "TestFlagTrue": {
-      "type": "boolean",
-      "default": true
-    },
-    "birth_date": {
-      "type": "string",
-      "format": "date-time"
-    },
-    "website": {
-      "type": "string",
-      "format": "uri"
-    },
-    "network_address": {
-      "type": "string",
-      "format": "ipv4"
-    },
-    "photo": {
-      "type": "string",
-      "contentEncoding": "base64"
-    },
-    "photo2": {
-      "type": "string",
-      "contentEncoding": "base64"
-    },
-    "feeling": {
-      "oneOf": [
-        {
-          "type": "string"
-        },
-        {
-          "type": "integer"
-        }
-      ]
-    },
-    "age": {
-      "type": "integer",
-      "maximum": 120,
-      "exclusiveMaximum": 121,
-      "minimum": 18,
-      "exclusiveMinimum": 17
-    },
-    "email": {
-      "type": "string",
-      "format": "email"
-    },
-    "uuid": {
-      "type": "string",
-      "format": "uuid"
-    },
-    "Baz": {
-      "type": "string",
-      "foo": [
-        "bar",
-        "bar1"
-      ],
-      "hello": "world"
-    },
-    "bool_extra": {
-      "type": "string",
-      "isFalse": false,
-      "isTrue": true
-    },
-    "color": {
-      "type": "string",
-      "enum": [
-        "red",
-        "green",
-        "blue"
-      ]
-    },
-    "rank": {
-      "type": "integer",
-      "enum": [
-        1,
-        2,
-        3
-      ]
-    },
-    "mult": {
-      "type": "number",
-      "enum": [
-        1.0,
-        1.5,
-        2.0
-      ]
-    },
-    "roles": {
-      "items": {
-        "type": "string",
-        "enum": [
-          "admin",
-          "moderator",
-          "user"
-        ]
-      },
-      "type": "array"
-    },
-    "priorities": {
-      "items": {
-        "type": "integer",
-        "enum": [
-          -1,
-          0,
-          1
-        ]
-      },
-      "type": "array"
-    },
-    "offsets": {
-      "items": {
-        "type": "number",
-        "enum": [
-          1.570796,
-          3.141592,
-          6.283185
-        ]
-      },
-      "type": "array"
-    },
-    "anything": true,
-    "raw": true
-  },
-  "additionalProperties": false,
-  "type": "object",
-  "required": [
-    "id",
-    "some_base_property",
-    "grand",
-    "SomeUntaggedBaseProperty",
-    "PublicNonExported",
-    "MapType",
-    "name",
-    "password",
-    "TestFlag",
-    "photo",
-    "photo2",
-    "age",
-    "email",
-    "uuid",
-    "Baz",
-    "color",
-    "roles",
-    "raw"
-  ]
-}
\ No newline at end of file
diff --git a/testdata/nullable.json b/testdata/nullable.json
deleted file mode 100644
index ecc0bf5..0000000
--- a/testdata/nullable.json
+++ /dev/null
@@ -1,26 +0,0 @@
-{
-  "$schema": "https://json-schema.org/draft/2020-12/schema",
-  "$id": "https://github.com/conneroisu/groq-go/test-nullable",
-  "$ref": "#/$defs/TestNullable",
-  "$defs": {
-    "TestNullable": {
-      "properties": {
-        "child1": {
-          "oneOf": [
-            {
-              "type": "string"
-            },
-            {
-              "type": "null"
-            }
-          ]
-        }
-      },
-      "additionalProperties": false,
-      "type": "object",
-      "required": [
-        "child1"
-      ]
-    }
-  }
-}
\ No newline at end of file
diff --git a/testdata/number_handling.json b/testdata/number_handling.json
deleted file mode 100644
index 4c1bfef..0000000
--- a/testdata/number_handling.json
+++ /dev/null
@@ -1,25 +0,0 @@
-{
-  "$schema": "https://json-schema.org/draft/2020-12/schema",
-  "$id": "https://github.com/conneroisu/groq-go/number-handler",
-  "$ref": "#/$defs/NumberHandler",
-  "$defs": {
-    "NumberHandler": {
-      "properties": {
-        "int64": {
-          "type": "integer",
-          "default": 12
-        },
-        "float32": {
-          "type": "number",
-          "default": 12.5
-        }
-      },
-      "additionalProperties": false,
-      "type": "object",
-      "required": [
-        "int64",
-        "float32"
-      ]
-    }
-  }
-}
\ No newline at end of file
diff --git a/testdata/oneof.json b/testdata/oneof.json
deleted file mode 100644
index 4523fe4..0000000
--- a/testdata/oneof.json
+++ /dev/null
@@ -1,104 +0,0 @@
-{
-  "$schema": "https://json-schema.org/draft/2020-12/schema",
-  "$id": "https://github.com/conneroisu/groq-go/root-one-of",
-  "$ref": "#/$defs/RootOneOf",
-  "$defs": {
-    "ChildOneOf": {
-      "oneOf": [
-        {
-          "required": [
-            "child1",
-            "child4"
-          ],
-          "title": "group1"
-        },
-        {
-          "required": [
-            "child2",
-            "child3"
-          ],
-          "title": "group2"
-        }
-      ],
-      "properties": {
-        "child1": {
-          "type": "string"
-        },
-        "child2": {
-          "type": "string"
-        },
-        "child3": {
-          "oneOf": [
-            {
-              "type": "string"
-            },
-            {
-              "type": "array"
-            }
-          ]
-        },
-        "child4": {
-          "type": "string"
-        }
-      },
-      "additionalProperties": false,
-      "type": "object"
-    },
-    "RootOneOf": {
-      "oneOf": [
-        {
-          "required": [
-            "field1",
-            "field4"
-          ],
-          "title": "group1"
-        },
-        {
-          "required": [
-            "field2"
-          ],
-          "title": "group2"
-        }
-      ],
-      "properties": {
-        "field1": {
-          "type": "string"
-        },
-        "field2": {
-          "type": "string"
-        },
-        "field3": {
-          "oneOf": [
-            {
-              "type": "string"
-            },
-            {
-              "type": "array"
-            }
-          ]
-        },
-        "field4": {
-          "type": "string"
-        },
-        "child": {
-          "$ref": "#/$defs/ChildOneOf"
-        },
-        "field6": {
-          "oneOf": [
-            {
-              "$ref": "Outer"
-            },
-            {
-              "$ref": "OuterNamed"
-            },
-            {
-              "$ref": "OuterPtr"
-            }
-          ]
-        }
-      },
-      "additionalProperties": false,
-      "type": "object"
-    }
-  }
-}
\ No newline at end of file
diff --git a/testdata/oneof_ref.json b/testdata/oneof_ref.json
deleted file mode 100644
index 84f98db..0000000
--- a/testdata/oneof_ref.json
+++ /dev/null
@@ -1,59 +0,0 @@
-{
-  "$schema": "https://json-schema.org/draft/2020-12/schema",
-  "$id": "https://github.com/conneroisu/groq-go/server",
-  "$ref": "#/$defs/Server",
-  "$defs": {
-    "Server": {
-      "properties": {
-        "ip_address": {
-          "oneOf": [
-            {
-              "$ref": "#/$defs/ipv4"
-            },
-            {
-              "$ref": "#/$defs/ipv6"
-            }
-          ]
-        },
-        "ip_addresses": {
-          "items": {
-            "oneOf": [
-              {
-                "$ref": "#/$defs/ipv4"
-              },
-              {
-                "$ref": "#/$defs/ipv6"
-              }
-            ]
-          },
-          "type": "array"
-        },
-        "ip_address_any": {
-          "anyOf": [
-            {
-              "$ref": "#/$defs/ipv4"
-            },
-            {
-              "$ref": "#/$defs/ipv6"
-            }
-          ]
-        },
-        "ip_addresses_any": {
-          "items": {
-            "anyOf": [
-              {
-                "$ref": "#/$defs/ipv4"
-              },
-              {
-                "$ref": "#/$defs/ipv6"
-              }
-            ]
-          },
-          "type": "array"
-        }
-      },
-      "additionalProperties": false,
-      "type": "object"
-    }
-  }
-}
\ No newline at end of file
diff --git a/testdata/recursive.json b/testdata/recursive.json
deleted file mode 100644
index d5574e6..0000000
--- a/testdata/recursive.json
+++ /dev/null
@@ -1,25 +0,0 @@
-{
-  "$schema": "https://json-schema.org/draft/2020-12/schema",
-  "$id": "https://github.com/conneroisu/groq-go/recursive-example",
-  "$ref": "#/$defs/RecursiveExample",
-  "$defs": {
-    "RecursiveExample": {
-      "properties": {
-        "text": {
-          "type": "string"
-        },
-        "children": {
-          "items": {
-            "$ref": "#/$defs/RecursiveExample"
-          },
-          "type": "array"
-        }
-      },
-      "additionalProperties": false,
-      "type": "object",
-      "required": [
-        "text"
-      ]
-    }
-  }
-}
\ No newline at end of file
diff --git a/testdata/required_from_jsontags.json b/testdata/required_from_jsontags.json
deleted file mode 100644
index 709a582..0000000
--- a/testdata/required_from_jsontags.json
+++ /dev/null
@@ -1,218 +0,0 @@
-{
-  "$schema": "https://json-schema.org/draft/2020-12/schema",
-  "$id": "https://github.com/conneroisu/groq-go/test-user",
-  "$ref": "#/$defs/TestUser",
-  "$defs": {
-    "Bytes": {
-      "type": "string",
-      "contentEncoding": "base64"
-    },
-    "GrandfatherType": {
-      "properties": {
-        "family_name": {
-          "type": "string"
-        }
-      },
-      "additionalProperties": false,
-      "type": "object",
-      "required": [
-        "family_name"
-      ]
-    },
-    "MapType": {
-      "type": "object"
-    },
-    "TestUser": {
-      "properties": {
-        "id": {
-          "type": "integer"
-        },
-        "some_base_property": {
-          "type": "integer"
-        },
-        "grand": {
-          "$ref": "#/$defs/GrandfatherType"
-        },
-        "SomeUntaggedBaseProperty": {
-          "type": "boolean"
-        },
-        "PublicNonExported": {
-          "type": "integer"
-        },
-        "MapType": {
-          "$ref": "#/$defs/MapType"
-        },
-        "name": {
-          "type": "string",
-          "maxLength": 20,
-          "minLength": 1,
-          "pattern": ".*",
-          "title": "the name",
-          "description": "this is a property",
-          "default": "alex",
-          "readOnly": true,
-          "examples": [
-            "joe",
-            "lucy"
-          ]
-        },
-        "password": {
-          "type": "string",
-          "writeOnly": true
-        },
-        "friends": {
-          "items": {
-            "type": "integer"
-          },
-          "type": "array",
-          "description": "list of IDs, omitted when empty"
-        },
-        "tags": {
-          "additionalProperties": {
-            "type": "string"
-          },
-          "type": "object"
-        },
-        "options": {
-          "type": "object"
-        },
-        "TestFlag": {
-          "type": "boolean"
-        },
-        "TestFlagFalse": {
-          "type": "boolean",
-          "default": false
-        },
-        "TestFlagTrue": {
-          "type": "boolean",
-          "default": true
-        },
-        "birth_date": {
-          "type": "string",
-          "format": "date-time"
-        },
-        "website": {
-          "type": "string",
-          "format": "uri"
-        },
-        "network_address": {
-          "type": "string",
-          "format": "ipv4"
-        },
-        "photo": {
-          "type": "string",
-          "contentEncoding": "base64"
-        },
-        "photo2": {
-          "$ref": "#/$defs/Bytes"
-        },
-        "feeling": {
-          "oneOf": [
-            {
-              "type": "string"
-            },
-            {
-              "type": "integer"
-            }
-          ]
-        },
-        "age": {
-          "type": "integer",
-          "maximum": 120,
-          "exclusiveMaximum": 121,
-          "minimum": 18,
-          "exclusiveMinimum": 17
-        },
-        "email": {
-          "type": "string",
-          "format": "email"
-        },
-        "uuid": {
-          "type": "string",
-          "format": "uuid"
-        },
-        "Baz": {
-          "type": "string",
-          "foo": [
-            "bar",
-            "bar1"
-          ],
-          "hello": "world"
-        },
-        "bool_extra": {
-          "type": "string",
-          "isFalse": false,
-          "isTrue": true
-        },
-        "color": {
-          "type": "string",
-          "enum": [
-            "red",
-            "green",
-            "blue"
-          ]
-        },
-        "rank": {
-          "type": "integer",
-          "enum": [
-            1,
-            2,
-            3
-          ]
-        },
-        "mult": {
-          "type": "number",
-          "enum": [
-            1.0,
-            1.5,
-            2.0
-          ]
-        },
-        "roles": {
-          "items": {
-            "type": "string",
-            "enum": [
-              "admin",
-              "moderator",
-              "user"
-            ]
-          },
-          "type": "array"
-        },
-        "priorities": {
-          "items": {
-            "type": "integer",
-            "enum": [
-              -1,
-              0,
-              1
-            ]
-          },
-          "type": "array"
-        },
-        "offsets": {
-          "items": {
-            "type": "number",
-            "enum": [
-              1.570796,
-              3.141592,
-              6.283185
-            ]
-          },
-          "type": "array"
-        },
-        "anything": true,
-        "raw": true
-      },
-      "additionalProperties": false,
-      "type": "object",
-      "required": [
-        "SomeUntaggedBaseProperty",
-        "id",
-        "name",
-        "photo",
-        "photo2"
-      ]
-    }
-  }
-}
\ No newline at end of file
diff --git a/testdata/schema_alias.json b/testdata/schema_alias.json
deleted file mode 100644
index 75d11a7..0000000
--- a/testdata/schema_alias.json
+++ /dev/null
@@ -1,19 +0,0 @@
-{
-  "$schema": "https://json-schema.org/draft/2020-12/schema",
-  "$id": "https://github.com/conneroisu/groq-go/alias-object-b",
-  "$ref": "#/$defs/AliasObjectA",
-  "$defs": {
-    "AliasObjectA": {
-      "properties": {
-        "prop_a": {
-          "type": "string"
-        }
-      },
-      "additionalProperties": false,
-      "type": "object",
-      "required": [
-        "prop_a"
-      ]
-    }
-  }
-}
\ No newline at end of file
diff --git a/testdata/schema_alias_2.json b/testdata/schema_alias_2.json
deleted file mode 100644
index f7f90ba..0000000
--- a/testdata/schema_alias_2.json
+++ /dev/null
@@ -1,31 +0,0 @@
-{
-  "$schema": "https://json-schema.org/draft/2020-12/schema",
-  "$id": "https://github.com/conneroisu/groq-go/alias-object-c",
-  "$ref": "#/$defs/AliasObjectC",
-  "$defs": {
-    "AliasObjectA": {
-      "properties": {
-        "prop_a": {
-          "type": "string"
-        }
-      },
-      "additionalProperties": false,
-      "type": "object",
-      "required": [
-        "prop_a"
-      ]
-    },
-    "AliasObjectC": {
-      "properties": {
-        "obj_b": {
-          "$ref": "#/$defs/AliasObjectA"
-        }
-      },
-      "additionalProperties": false,
-      "type": "object",
-      "required": [
-        "obj_b"
-      ]
-    }
-  }
-}
\ No newline at end of file
diff --git a/testdata/schema_property_alias.json b/testdata/schema_property_alias.json
deleted file mode 100644
index 287ac94..0000000
--- a/testdata/schema_property_alias.json
+++ /dev/null
@@ -1,31 +0,0 @@
-{
-  "$schema": "https://json-schema.org/draft/2020-12/schema",
-  "$id": "https://github.com/conneroisu/groq-go/alias-property-object-base",
-  "$ref": "#/$defs/AliasPropertyObjectBase",
-  "$defs": {
-    "AliasObjectA": {
-      "properties": {
-        "prop_a": {
-          "type": "string"
-        }
-      },
-      "additionalProperties": false,
-      "type": "object",
-      "required": [
-        "prop_a"
-      ]
-    },
-    "AliasPropertyObjectBase": {
-      "properties": {
-        "object": {
-          "$ref": "#/$defs/AliasObjectA"
-        }
-      },
-      "additionalProperties": false,
-      "type": "object",
-      "required": [
-        "object"
-      ]
-    }
-  }
-}
\ No newline at end of file
diff --git a/testdata/schema_with_expression.json b/testdata/schema_with_expression.json
deleted file mode 100644
index d729e6f..0000000
--- a/testdata/schema_with_expression.json
+++ /dev/null
@@ -1,20 +0,0 @@
-{
-  "$schema": "https://json-schema.org/draft/2020-12/schema",
-  "$id": "https://github.com/conneroisu/groq-go/expression",
-  "$ref": "#/$defs/Expression",
-  "$defs": {
-    "Expression": {
-      "properties": {
-        "value": {
-          "type": "integer",
-          "foo": "bar=='baz'"
-        }
-      },
-      "additionalProperties": false,
-      "type": "object",
-      "required": [
-        "value"
-      ]
-    }
-  }
-}
\ No newline at end of file
diff --git a/testdata/schema_with_minimum.json b/testdata/schema_with_minimum.json
deleted file mode 100644
index 42e6bad..0000000
--- a/testdata/schema_with_minimum.json
+++ /dev/null
@@ -1,20 +0,0 @@
-{
-  "$schema": "https://json-schema.org/draft/2020-12/schema",
-  "$id": "https://github.com/conneroisu/groq-go/min-value",
-  "$ref": "#/$defs/MinValue",
-  "$defs": {
-    "MinValue": {
-      "properties": {
-        "value4": {
-          "type": "integer",
-          "minimum": 0
-        }
-      },
-      "additionalProperties": false,
-      "type": "object",
-      "required": [
-        "value4"
-      ]
-    }
-  }
-}
\ No newline at end of file
diff --git a/testdata/test_config.json b/testdata/test_config.json
deleted file mode 100644
index 7cfb67f..0000000
--- a/testdata/test_config.json
+++ /dev/null
@@ -1,23 +0,0 @@
-{
-  "$schema": "https://json-schema.org/draft/2020-12/schema",
-  "$id": "https://github.com/conneroisu/groq-go/config",
-  "$ref": "#/$defs/Config",
-  "$defs": {
-    "Config": {
-      "properties": {
-        "name": {
-          "type": "string"
-        },
-        "count": {
-          "type": "integer"
-        }
-      },
-      "additionalProperties": false,
-      "type": "object",
-      "required": [
-        "name",
-        "count"
-      ]
-    }
-  }
-}
\ No newline at end of file
diff --git a/testdata/test_description_override.json b/testdata/test_description_override.json
deleted file mode 100644
index 2f7d780..0000000
--- a/testdata/test_description_override.json
+++ /dev/null
@@ -1,34 +0,0 @@
-{
-  "$schema": "https://json-schema.org/draft/2020-12/schema",
-  "$id": "https://github.com/conneroisu/groq-go/test-description-override",
-  "$ref": "#/$defs/TestDescriptionOverride",
-  "$defs": {
-    "TestDescriptionOverride": {
-      "properties": {
-        "FirstName": {
-          "type": "string",
-          "description": "test2"
-        },
-        "LastName": {
-          "type": "string",
-          "description": "test3"
-        },
-        "age": {
-          "type": "integer",
-          "description": "test4"
-        },
-        "middle_name": {
-          "type": "string",
-          "description": "test5"
-        }
-      },
-      "additionalProperties": false,
-      "type": "object",
-      "required": [
-        "FirstName",
-        "LastName",
-        "age"
-      ]
-    }
-  }
-}
\ No newline at end of file
diff --git a/testdata/test_user.json b/testdata/test_user.json
deleted file mode 100644
index 3ddd64f..0000000
--- a/testdata/test_user.json
+++ /dev/null
@@ -1,231 +0,0 @@
-{
-  "$schema": "https://json-schema.org/draft/2020-12/schema",
-  "$id": "https://github.com/conneroisu/groq-go/test-user",
-  "$ref": "#/$defs/TestUser",
-  "$defs": {
-    "Bytes": {
-      "type": "string",
-      "contentEncoding": "base64"
-    },
-    "GrandfatherType": {
-      "properties": {
-        "family_name": {
-          "type": "string"
-        }
-      },
-      "additionalProperties": false,
-      "type": "object",
-      "required": [
-        "family_name"
-      ]
-    },
-    "MapType": {
-      "type": "object"
-    },
-    "TestUser": {
-      "properties": {
-        "id": {
-          "type": "integer"
-        },
-        "some_base_property": {
-          "type": "integer"
-        },
-        "grand": {
-          "$ref": "#/$defs/GrandfatherType"
-        },
-        "SomeUntaggedBaseProperty": {
-          "type": "boolean"
-        },
-        "PublicNonExported": {
-          "type": "integer"
-        },
-        "MapType": {
-          "$ref": "#/$defs/MapType"
-        },
-        "name": {
-          "type": "string",
-          "maxLength": 20,
-          "minLength": 1,
-          "pattern": ".*",
-          "title": "the name",
-          "description": "this is a property",
-          "default": "alex",
-          "readOnly": true,
-          "examples": [
-            "joe",
-            "lucy"
-          ]
-        },
-        "password": {
-          "type": "string",
-          "writeOnly": true
-        },
-        "friends": {
-          "items": {
-            "type": "integer"
-          },
-          "type": "array",
-          "description": "list of IDs, omitted when empty"
-        },
-        "tags": {
-          "additionalProperties": {
-            "type": "string"
-          },
-          "type": "object"
-        },
-        "options": {
-          "type": "object"
-        },
-        "TestFlag": {
-          "type": "boolean"
-        },
-        "TestFlagFalse": {
-          "type": "boolean",
-          "default": false
-        },
-        "TestFlagTrue": {
-          "type": "boolean",
-          "default": true
-        },
-        "birth_date": {
-          "type": "string",
-          "format": "date-time"
-        },
-        "website": {
-          "type": "string",
-          "format": "uri"
-        },
-        "network_address": {
-          "type": "string",
-          "format": "ipv4"
-        },
-        "photo": {
-          "type": "string",
-          "contentEncoding": "base64"
-        },
-        "photo2": {
-          "$ref": "#/$defs/Bytes"
-        },
-        "feeling": {
-          "oneOf": [
-            {
-              "type": "string"
-            },
-            {
-              "type": "integer"
-            }
-          ]
-        },
-        "age": {
-          "type": "integer",
-          "maximum": 120,
-          "exclusiveMaximum": 121,
-          "minimum": 18,
-          "exclusiveMinimum": 17
-        },
-        "email": {
-          "type": "string",
-          "format": "email"
-        },
-        "uuid": {
-          "type": "string",
-          "format": "uuid"
-        },
-        "Baz": {
-          "type": "string",
-          "foo": [
-            "bar",
-            "bar1"
-          ],
-          "hello": "world"
-        },
-        "bool_extra": {
-          "type": "string",
-          "isFalse": false,
-          "isTrue": true
-        },
-        "color": {
-          "type": "string",
-          "enum": [
-            "red",
-            "green",
-            "blue"
-          ]
-        },
-        "rank": {
-          "type": "integer",
-          "enum": [
-            1,
-            2,
-            3
-          ]
-        },
-        "mult": {
-          "type": "number",
-          "enum": [
-            1.0,
-            1.5,
-            2.0
-          ]
-        },
-        "roles": {
-          "items": {
-            "type": "string",
-            "enum": [
-              "admin",
-              "moderator",
-              "user"
-            ]
-          },
-          "type": "array"
-        },
-        "priorities": {
-          "items": {
-            "type": "integer",
-            "enum": [
-              -1,
-              0,
-              1
-            ]
-          },
-          "type": "array"
-        },
-        "offsets": {
-          "items": {
-            "type": "number",
-            "enum": [
-              1.570796,
-              3.141592,
-              6.283185
-            ]
-          },
-          "type": "array"
-        },
-        "anything": true,
-        "raw": true
-      },
-      "additionalProperties": false,
-      "type": "object",
-      "required": [
-        "id",
-        "some_base_property",
-        "grand",
-        "SomeUntaggedBaseProperty",
-        "PublicNonExported",
-        "MapType",
-        "name",
-        "password",
-        "TestFlag",
-        "photo",
-        "photo2",
-        "age",
-        "email",
-        "uuid",
-        "Baz",
-        "color",
-        "roles",
-        "raw"
-      ]
-    }
-  }
-}
\ No newline at end of file
diff --git a/testdata/test_user_assign_anchor.json b/testdata/test_user_assign_anchor.json
deleted file mode 100644
index 31bc3c4..0000000
--- a/testdata/test_user_assign_anchor.json
+++ /dev/null
@@ -1,233 +0,0 @@
-{
-  "$schema": "https://json-schema.org/draft/2020-12/schema",
-  "$id": "https://github.com/conneroisu/groq-go/test-user",
-  "$ref": "#/$defs/TestUser",
-  "$defs": {
-    "Bytes": {
-      "type": "string",
-      "contentEncoding": "base64"
-    },
-    "GrandfatherType": {
-      "$anchor": "GrandfatherType",
-      "properties": {
-        "family_name": {
-          "type": "string"
-        }
-      },
-      "additionalProperties": false,
-      "type": "object",
-      "required": [
-        "family_name"
-      ]
-    },
-    "MapType": {
-      "type": "object"
-    },
-    "TestUser": {
-      "$anchor": "TestUser",
-      "properties": {
-        "id": {
-          "type": "integer"
-        },
-        "some_base_property": {
-          "type": "integer"
-        },
-        "grand": {
-          "$ref": "#/$defs/GrandfatherType"
-        },
-        "SomeUntaggedBaseProperty": {
-          "type": "boolean"
-        },
-        "PublicNonExported": {
-          "type": "integer"
-        },
-        "MapType": {
-          "$ref": "#/$defs/MapType"
-        },
-        "name": {
-          "type": "string",
-          "maxLength": 20,
-          "minLength": 1,
-          "pattern": ".*",
-          "title": "the name",
-          "description": "this is a property",
-          "default": "alex",
-          "readOnly": true,
-          "examples": [
-            "joe",
-            "lucy"
-          ]
-        },
-        "password": {
-          "type": "string",
-          "writeOnly": true
-        },
-        "friends": {
-          "items": {
-            "type": "integer"
-          },
-          "type": "array",
-          "description": "list of IDs, omitted when empty"
-        },
-        "tags": {
-          "additionalProperties": {
-            "type": "string"
-          },
-          "type": "object"
-        },
-        "options": {
-          "type": "object"
-        },
-        "TestFlag": {
-          "type": "boolean"
-        },
-        "TestFlagFalse": {
-          "type": "boolean",
-          "default": false
-        },
-        "TestFlagTrue": {
-          "type": "boolean",
-          "default": true
-        },
-        "birth_date": {
-          "type": "string",
-          "format": "date-time"
-        },
-        "website": {
-          "type": "string",
-          "format": "uri"
-        },
-        "network_address": {
-          "type": "string",
-          "format": "ipv4"
-        },
-        "photo": {
-          "type": "string",
-          "contentEncoding": "base64"
-        },
-        "photo2": {
-          "$ref": "#/$defs/Bytes"
-        },
-        "feeling": {
-          "oneOf": [
-            {
-              "type": "string"
-            },
-            {
-              "type": "integer"
-            }
-          ]
-        },
-        "age": {
-          "type": "integer",
-          "maximum": 120,
-          "exclusiveMaximum": 121,
-          "minimum": 18,
-          "exclusiveMinimum": 17
-        },
-        "email": {
-          "type": "string",
-          "format": "email"
-        },
-        "uuid": {
-          "type": "string",
-          "format": "uuid"
-        },
-        "Baz": {
-          "type": "string",
-          "foo": [
-            "bar",
-            "bar1"
-          ],
-          "hello": "world"
-        },
-        "bool_extra": {
-          "type": "string",
-          "isFalse": false,
-          "isTrue": true
-        },
-        "color": {
-          "type": "string",
-          "enum": [
-            "red",
-            "green",
-            "blue"
-          ]
-        },
-        "rank": {
-          "type": "integer",
-          "enum": [
-            1,
-            2,
-            3
-          ]
-        },
-        "mult": {
-          "type": "number",
-          "enum": [
-            1.0,
-            1.5,
-            2.0
-          ]
-        },
-        "roles": {
-          "items": {
-            "type": "string",
-            "enum": [
-              "admin",
-              "moderator",
-              "user"
-            ]
-          },
-          "type": "array"
-        },
-        "priorities": {
-          "items": {
-            "type": "integer",
-            "enum": [
-              -1,
-              0,
-              1
-            ]
-          },
-          "type": "array"
-        },
-        "offsets": {
-          "items": {
-            "type": "number",
-            "enum": [
-              1.570796,
-              3.141592,
-              6.283185
-            ]
-          },
-          "type": "array"
-        },
-        "anything": true,
-        "raw": true
-      },
-      "additionalProperties": false,
-      "type": "object",
-      "required": [
-        "id",
-        "some_base_property",
-        "grand",
-        "SomeUntaggedBaseProperty",
-        "PublicNonExported",
-        "MapType",
-        "name",
-        "password",
-        "TestFlag",
-        "photo",
-        "photo2",
-        "age",
-        "email",
-        "uuid",
-        "Baz",
-        "color",
-        "roles",
-        "raw"
-      ]
-    }
-  }
-}
\ No newline at end of file
diff --git a/testdata/test_yaml_and_json_prefer_yaml.json b/testdata/test_yaml_and_json_prefer_yaml.json
deleted file mode 100644
index a12b344..0000000
--- a/testdata/test_yaml_and_json_prefer_yaml.json
+++ /dev/null
@@ -1,30 +0,0 @@
-{
-  "$schema": "http://json-schema.org/draft/2020-12/schema",
-  "$id": "https://github.com/conneroisu/groq-go/test-yaml-and-json",
-  "$ref": "#/$defs/TestYamlAndJson",
-  "$defs": {
-    "TestYamlAndJson": {
-      "properties": {
-        "first_name": {
-          "type": "string"
-        },
-        "LastName": {
-          "type": "string"
-        },
-        "age": {
-          "type": "integer"
-        },
-        "middle_name": {
-          "type": "string"
-        }
-      },
-      "additionalProperties": false,
-      "type": "object",
-      "required": [
-        "first_name",
-        "LastName",
-        "age"
-      ]
-    }
-  }
-}
\ No newline at end of file
diff --git a/testdata/unsigned_int_handling.json b/testdata/unsigned_int_handling.json
deleted file mode 100644
index 5acb706..0000000
--- a/testdata/unsigned_int_handling.json
+++ /dev/null
@@ -1,47 +0,0 @@
-{
-  "$schema": "https://json-schema.org/draft/2020-12/schema",
-  "$id": "https://github.com/conneroisu/groq-go/unsigned-int-handler",
-  "$ref": "#/$defs/UnsignedIntHandler",
-  "$defs": {
-    "UnsignedIntHandler": {
-      "properties": {
-        "min_len": {
-          "items": {
-            "type": "string",
-            "minLength": 0
-          },
-          "type": "array"
-        },
-        "max_len": {
-          "items": {
-            "type": "string",
-            "maxLength": 0
-          },
-          "type": "array"
-        },
-        "min_items": {
-          "items": {
-            "type": "string"
-          },
-          "type": "array",
-          "minItems": 0
-        },
-        "max_items": {
-          "items": {
-            "type": "string"
-          },
-          "type": "array",
-          "maxItems": 0
-        }
-      },
-      "additionalProperties": false,
-      "type": "object",
-      "required": [
-        "min_len",
-        "max_len",
-        "min_items",
-        "max_items"
-      ]
-    }
-  }
-}
\ No newline at end of file
diff --git a/testdata/user_with_anchor.json b/testdata/user_with_anchor.json
deleted file mode 100644
index 5663e66..0000000
--- a/testdata/user_with_anchor.json
+++ /dev/null
@@ -1,20 +0,0 @@
-{
-  "$schema": "https://json-schema.org/draft/2020-12/schema",
-  "$id": "https://github.com/conneroisu/groq-go/user-with-anchor",
-  "$ref": "#/$defs/UserWithAnchor",
-  "$defs": {
-    "UserWithAnchor": {
-      "properties": {
-        "name": {
-          "$anchor": "Name",
-          "type": "string"
-        }
-      },
-      "additionalProperties": false,
-      "type": "object",
-      "required": [
-        "name"
-      ]
-    }
-  }
-}
\ No newline at end of file
diff --git a/testdata/with_custom_format.json b/testdata/with_custom_format.json
deleted file mode 100644
index 557791e..0000000
--- a/testdata/with_custom_format.json
+++ /dev/null
@@ -1,31 +0,0 @@
-{
-  "$schema": "https://json-schema.org/draft/2020-12/schema",
-  "$id": "https://github.com/conneroisu/groq-go/with-custom-format",
-  "$ref": "#/$defs/WithCustomFormat",
-  "$defs": {
-    "WithCustomFormat": {
-      "properties": {
-        "dates": {
-          "items": {
-            "type": "string",
-            "format": "date"
-          },
-          "type": "array"
-        },
-        "odds": {
-          "items": {
-            "type": "string",
-            "format": "odd"
-          },
-          "type": "array"
-        }
-      },
-      "additionalProperties": false,
-      "type": "object",
-      "required": [
-        "dates",
-        "odds"
-      ]
-    }
-  }
-}
\ No newline at end of file
diff --git a/testdata/yaml_inline.json b/testdata/yaml_inline.json
deleted file mode 100644
index 7b396a9..0000000
--- a/testdata/yaml_inline.json
+++ /dev/null
@@ -1,29 +0,0 @@
-{
-  "$schema": "http://json-schema.org/draft/2020-12/schema",
-  "$ref": "#/$defs/TestYamlInline",
-  "definitions": {
-    "Inner": {
-      "required": ["foo"],
-      "properties": {
-        "foo": {
-          "type": "string"
-        }
-      },
-      "additionalProperties": false,
-      "type": "object"
-    },
-    "TestYamlInline": {
-      "required": [
-        "Inlined"
-      ],
-      "properties": {
-        "Inlined": {
-          "$schema": "http://json-schema.org/draft-04/schema#",
-          "$ref": "#/definitions/Inner"
-        }
-      },
-      "additionalProperties": false,
-      "type": "object"
-    }
-  }
-}
diff --git a/unit_test.go b/unit_test.go
index 43ad742..212b96a 100644
--- a/unit_test.go
+++ b/unit_test.go
@@ -19,6 +19,7 @@ import (
 	"testing"
 
 	"github.com/conneroisu/groq-go"
+	"github.com/conneroisu/groq-go/pkg/models"
 	"github.com/conneroisu/groq-go/pkg/test"
 	"github.com/stretchr/testify/assert"
 )
@@ -35,7 +36,7 @@ func TestTestServer(t *testing.T) {
 	strm, err := client.CreateChatCompletionStream(
 		ctx,
 		groq.ChatCompletionRequest{
-			Model: groq.ModelLlama38B8192,
+			Model: models.ModelLlama38B8192,
 			Messages: []groq.ChatCompletionMessage{
 				{
 					Role: groq.ChatMessageRoleUser,
@@ -55,7 +56,6 @@ You have a six-sided die that you roll once. Let $R{i}$ denote the event that th
 		},
 	)
 	a.NoError(err, "CreateCompletionStream error")
-
 	i := 0
 	for {
 		i++
@@ -76,7 +76,7 @@ func TestModerate(t *testing.T) {
 		handleModerationEndpoint,
 	)
 	mod, err := client.Moderate(context.Background(), groq.ModerationRequest{
-		Model: groq.ModelLlamaGuard38B,
+		Model: models.ModelLlamaGuard38B,
 		Messages: []groq.ChatCompletionMessage{
 			{
 				Role:    groq.ChatMessageRoleUser,
@@ -99,7 +99,7 @@ func handleModerationEndpoint(w http.ResponseWriter, r *http.Request) {
 		ID:      "chatcmpl-123",
 		Object:  "chat.completion",
 		Created: 1693721698,
-		Model:   groq.ChatModel(groq.ModelLlamaGuard38B),
+		Model:   models.ChatModel(models.ModelLlamaGuard38B),
 		Choices: []groq.ChatCompletionChoice{
 			{
 				Message: groq.ChatCompletionMessage{
@@ -130,7 +130,6 @@ func handleModerationEndpoint(w http.ResponseWriter, r *http.Request) {
 		return
 	}
 }
-
 func setupGroqTestServer() (
 	client *groq.Client,
 	server *test.ServerTest,
@@ -149,7 +148,6 @@ func setupGroqTestServer() (
 	}
 	return
 }
-
 func TestEmptyKeyClientCreation(t *testing.T) {
 	client, err := groq.NewClient("")
 	a := assert.New(t)
@@ -166,30 +164,25 @@ func TestCreateChatCompletionStream(t *testing.T) {
 		"/v1/chat/completions",
 		func(w http.ResponseWriter, _ *http.Request) {
 			w.Header().Set("Content-Type", "text/event-stream")
-
 			// Send test responses
 			dataBytes := []byte{}
 			dataBytes = append(dataBytes, []byte("event: message\n")...)
 			data := `{"id":"1","object":"completion","created":1598069254,"model":"llama3-groq-70b-8192-tool-use-preview","system_fingerprint": "fp_d9767fc5b9","choices":[{"index":0,"delta":{"content":"response1"},"finish_reason":"max_tokens"}]}`
 			dataBytes = append(dataBytes, []byte("data: "+data+"\n\n")...)
-
 			dataBytes = append(dataBytes, []byte("event: message\n")...)
 			data = `{"id":"2","object":"completion","created":1598069255,"model":"llama3-groq-70b-8192-tool-use-preview","system_fingerprint": "fp_d9767fc5b9","choices":[{"index":0,"delta":{"content":"response2"},"finish_reason":"max_tokens"}]}`
 			dataBytes = append(dataBytes, []byte("data: "+data+"\n\n")...)
-
 			dataBytes = append(dataBytes, []byte("event: done\n")...)
 			dataBytes = append(dataBytes, []byte("data: [DONE]\n\n")...)
-
 			_, err := w.Write(dataBytes)
 			a.NoError(err, "Write error")
 		},
 	)
-
 	stream, err := client.CreateChatCompletionStream(
 		context.Background(),
 		groq.ChatCompletionRequest{
 			MaxTokens: 5,
-			Model:     groq.ModelLlama38B8192,
+			Model:     models.ModelLlama38B8192,
 			Messages: []groq.ChatCompletionMessage{
 				{
 					Role:    groq.ChatMessageRoleUser,
@@ -201,13 +194,12 @@ func TestCreateChatCompletionStream(t *testing.T) {
 	)
 	a.NoError(err, "CreateCompletionStream returned error")
 	defer stream.Close()
-
 	expectedResponses := []groq.ChatCompletionStreamResponse{
 		{
 			ID:                "1",
 			Object:            "completion",
 			Created:           1598069254,
-			Model:             groq.ModelLlama38B8192,
+			Model:             models.ModelLlama38B8192,
 			SystemFingerprint: "fp_d9767fc5b9",
 			Choices: []groq.ChatCompletionStreamChoice{
 				{
@@ -222,7 +214,7 @@ func TestCreateChatCompletionStream(t *testing.T) {
 			ID:                "2",
 			Object:            "completion",
 			Created:           1598069255,
-			Model:             groq.ModelLlama38B8192,
+			Model:             models.ModelLlama38B8192,
 			SystemFingerprint: "fp_d9767fc5b9",
 			Choices: []groq.ChatCompletionStreamChoice{
 				{
@@ -234,11 +226,9 @@ func TestCreateChatCompletionStream(t *testing.T) {
 			},
 		},
 	}
-
 	for ix, expectedResponse := range expectedResponses {
 		b, _ := json.Marshal(expectedResponse)
 		t.Logf("%d: %s", ix, string(b))
-
 		receivedResponse, streamErr := stream.Recv()
 		a.NoError(streamErr, "stream.Recv() failed")
 		if !compareChatResponses(t, expectedResponse, receivedResponse) {
@@ -250,19 +240,15 @@ func TestCreateChatCompletionStream(t *testing.T) {
 			)
 		}
 	}
-
 	_, streamErr := stream.Recv()
 	if !errors.Is(streamErr, io.EOF) {
 		t.Errorf("stream.Recv() did not return EOF in the end: %v", streamErr)
 	}
-
 	_, streamErr = stream.Recv()
 	if !errors.Is(streamErr, io.EOF) {
 		t.Errorf("stream.Recv() did not return EOF in the end: %v", streamErr)
 	}
-
 	_, streamErr = stream.Recv()
-
 	a.ErrorIs(
 		streamErr,
 		io.EOF,
@@ -286,7 +272,6 @@ func TestCreateChatCompletionStreamError(t *testing.T) {
 		"/v1/chat/completions",
 		func(w http.ResponseWriter, _ *http.Request) {
 			w.Header().Set("Content-Type", "text/event-stream")
-
 			// Send test responses
 			dataBytes := []byte{}
 			dataStr := []string{
@@ -302,17 +287,15 @@ func TestCreateChatCompletionStreamError(t *testing.T) {
 			for _, str := range dataStr {
 				dataBytes = append(dataBytes, []byte(str+"\n")...)
 			}
-
 			_, err := w.Write(dataBytes)
 			a.NoError(err, "Write error")
 		},
 	)
-
 	stream, err := client.CreateChatCompletionStream(
 		context.Background(),
 		groq.ChatCompletionRequest{
 			MaxTokens: 5,
-			Model:     groq.ModelLlama38B8192,
+			Model:     models.ModelLlama38B8192,
 			Messages: []groq.ChatCompletionMessage{
 				{
 					Role:    groq.ChatMessageRoleUser,
@@ -324,17 +307,14 @@ func TestCreateChatCompletionStreamError(t *testing.T) {
 	)
 	a.NoError(err, "CreateCompletionStream returned error")
 	defer stream.Close()
-
 	_, streamErr := stream.Recv()
 	a.Error(streamErr, "stream.Recv() did not return error")
-
 	var apiErr *groq.APIError
 	if !errors.As(streamErr, &apiErr) {
 		t.Errorf("stream.Recv() did not return APIError")
 	}
 	t.Logf("%+v\n", apiErr)
 }
-
 func TestCreateChatCompletionStreamWithHeaders(t *testing.T) {
 	a := assert.New(t)
 	client, server, teardown := setupGroqTestServer()
@@ -346,23 +326,20 @@ func TestCreateChatCompletionStreamWithHeaders(t *testing.T) {
 		func(w http.ResponseWriter, _ *http.Request) {
 			w.Header().Set("Content-Type", "text/event-stream")
 			w.Header().Set(xCustomHeader, xCustomHeaderValue)
-
 			// Send test responses
 			dataBytes := []byte(
 				`data: {"error":{"message":"The server had an error while processing your request. Sorry about that!", "type":"server_ error", "param":null,"code":null}}`,
 			)
 			dataBytes = append(dataBytes, []byte("\n\ndata: [DONE]\n\n")...)
-
 			_, err := w.Write(dataBytes)
 			a.NoError(err, "Write error")
 		},
 	)
-
 	stream, err := client.CreateChatCompletionStream(
 		context.Background(),
 		groq.ChatCompletionRequest{
 			MaxTokens: 5,
-			Model:     groq.ModelLlama38B8192,
+			Model:     models.ModelLlama38B8192,
 			Messages: []groq.ChatCompletionMessage{
 				{
 					Role:    groq.ChatMessageRoleUser,
@@ -374,13 +351,11 @@ func TestCreateChatCompletionStreamWithHeaders(t *testing.T) {
 	)
 	a.NoError(err, "CreateCompletionStream returned error")
 	defer stream.Close()
-
 	value := stream.Header.Get(xCustomHeader)
 	if value != xCustomHeaderValue {
 		t.Errorf("expected %s to be %s", xCustomHeaderValue, value)
 	}
 }
-
 func TestCreateChatCompletionStreamWithRatelimitHeaders(t *testing.T) {
 	client, server, teardown := setupGroqTestServer()
 	a := assert.New(t)
@@ -405,23 +380,20 @@ func TestCreateChatCompletionStreamWithRatelimitHeaders(t *testing.T) {
 					w.Header().Set(k, fmt.Sprintf("%s", v))
 				}
 			}
-
 			// Send test responses
 			dataBytes := []byte(
 				`data: {"error":{"message":"The server had an error while processing your request. Sorry about that!", "type":"server_ error", "param":null,"code":null}}`,
 			)
 			dataBytes = append(dataBytes, []byte("\n\ndata: [DONE]\n\n")...)
-
 			_, err := w.Write(dataBytes)
 			a.NoError(err, "Write error")
 		},
 	)
-
 	stream, err := client.CreateChatCompletionStream(
 		context.Background(),
 		groq.ChatCompletionRequest{
 			MaxTokens: 5,
-			Model:     groq.ModelLlama38B8192,
+			Model:     models.ModelLlama38B8192,
 			Messages: []groq.ChatCompletionMessage{
 				{
 					Role:    groq.ChatMessageRoleUser,
@@ -433,7 +405,6 @@ func TestCreateChatCompletionStreamWithRatelimitHeaders(t *testing.T) {
 	)
 	a.NoError(err, "CreateCompletionStream returned error")
 	defer stream.Close()
-
 	headers := newRateLimitHeaders(stream.Header)
 	bs1, _ := json.Marshal(headers)
 	bs2, _ := json.Marshal(rateLimitHeaders)
@@ -457,7 +428,6 @@ func newRateLimitHeaders(h http.Header) groq.RateLimitHeaders {
 		ResetTokens:       groq.ResetTime(h.Get("x-ratelimit-reset-tokens")),
 	}
 }
-
 func TestCreateChatCompletionStreamErrorWithDataPrefix(t *testing.T) {
 	a := assert.New(t)
 	client, server, teardown := setupGroqTestServer()
@@ -466,23 +436,20 @@ func TestCreateChatCompletionStreamErrorWithDataPrefix(t *testing.T) {
 		"/v1/chat/completions",
 		func(w http.ResponseWriter, _ *http.Request) {
 			w.Header().Set("Content-Type", "text/event-stream")
-
 			// Send test responses
 			dataBytes := []byte(
 				`data: {"error":{"message":"The server had an error while processing your request. Sorry about that!", "type":"server_ error", "param":null,"code":null}}`,
 			)
 			dataBytes = append(dataBytes, []byte("\n\ndata: [DONE]\n\n")...)
-
 			_, err := w.Write(dataBytes)
 			a.NoError(err, "Write error")
 		},
 	)
-
 	stream, err := client.CreateChatCompletionStream(
 		context.Background(),
 		groq.ChatCompletionRequest{
 			MaxTokens: 5,
-			Model:     groq.ModelLlama38B8192,
+			Model:     models.ModelLlama38B8192,
 			Messages: []groq.ChatCompletionMessage{
 				{
 					Role:    groq.ChatMessageRoleUser,
@@ -494,17 +461,14 @@ func TestCreateChatCompletionStreamErrorWithDataPrefix(t *testing.T) {
 	)
 	a.NoError(err, "CreateCompletionStream returned error")
 	defer stream.Close()
-
 	_, streamErr := stream.Recv()
 	a.Error(streamErr, "stream.Recv() did not return error")
-
 	var apiErr *groq.APIError
 	if !errors.As(streamErr, &apiErr) {
 		t.Errorf("stream.Recv() did not return APIError")
 	}
 	t.Logf("%+v\n", apiErr)
 }
-
 func TestCreateChatCompletionStreamRateLimitError(t *testing.T) {
 	a := assert.New(t)
 	client, server, teardown := setupGroqTestServer()
@@ -514,14 +478,12 @@ func TestCreateChatCompletionStreamRateLimitError(t *testing.T) {
 		func(w http.ResponseWriter, _ *http.Request) {
 			w.Header().Set("Content-Type", "application/json")
 			w.WriteHeader(429)
-
 			// Send test responses
 			dataBytes := []byte(`{"error":{` +
 				`"message": "You are sending requests too quickly.",` +
 				`"type":"rate_limit_reached",` +
 				`"param":null,` +
 				`"code":"rate_limit_reached"}}`)
-
 			_, err := w.Write(dataBytes)
 			a.NoError(err, "Write error")
 		},
@@ -530,7 +492,7 @@ func TestCreateChatCompletionStreamRateLimitError(t *testing.T) {
 		context.Background(),
 		groq.ChatCompletionRequest{
 			MaxTokens: 5,
-			Model:     groq.ModelLlama38B8192,
+			Model:     models.ModelLlama38B8192,
 			Messages: []groq.ChatCompletionMessage{
 				{
 					Role:    groq.ChatMessageRoleUser,
@@ -548,40 +510,32 @@ func TestCreateChatCompletionStreamRateLimitError(t *testing.T) {
 	}
 	t.Logf("%+v\n", apiErr)
 }
-
 func TestCreateChatCompletionStreamStreamOptions(t *testing.T) {
 	a := assert.New(t)
 	client, server, teardown := setupGroqTestServer()
 	defer teardown()
-
 	server.RegisterHandler(
 		"/v1/chat/completions",
 		func(w http.ResponseWriter, _ *http.Request) {
 			w.Header().Set("Content-Type", "text/event-stream")
-
 			// Send test responses
 			var dataBytes []byte
 			data := `{"id":"1","object":"completion","created":1598069254,"model":"llama3-groq-70b-8192-tool-use-preview","system_fingerprint": "fp_d9767fc5b9","choices":[{"index":0,"delta":{"content":"response1"},"finish_reason":"max_tokens"}],"usage":null}`
 			dataBytes = append(dataBytes, []byte("data: "+data+"\n\n")...)
-
 			data = `{"id":"2","object":"completion","created":1598069255,"model":"llama3-groq-70b-8192-tool-use-preview","system_fingerprint": "fp_d9767fc5b9","choices":[{"index":0,"delta":{"content":"response2"},"finish_reason":"max_tokens"}],"usage":null}`
 			dataBytes = append(dataBytes, []byte("data: "+data+"\n\n")...)
-
 			data = `{"id":"3","object":"completion","created":1598069256,"model":"llama3-groq-70b-8192-tool-use-preview","system_fingerprint": "fp_d9767fc5b9","choices":[],"usage":{"prompt_tokens":1,"completion_tokens":1,"total_tokens":2}}`
 			dataBytes = append(dataBytes, []byte("data: "+data+"\n\n")...)
-
 			dataBytes = append(dataBytes, []byte("data: [DONE]\n\n")...)
-
 			_, err := w.Write(dataBytes)
 			a.NoError(err, "Write error")
 		},
 	)
-
 	stream, err := client.CreateChatCompletionStream(
 		context.Background(),
 		groq.ChatCompletionRequest{
 			MaxTokens: 5,
-			Model:     groq.ModelLlama38B8192,
+			Model:     models.ModelLlama38B8192,
 			Messages: []groq.ChatCompletionMessage{
 				{
 					Role:    groq.ChatMessageRoleUser,
@@ -601,7 +555,7 @@ func TestCreateChatCompletionStreamStreamOptions(t *testing.T) {
 			ID:                "1",
 			Object:            "completion",
 			Created:           1598069254,
-			Model:             groq.ModelLlama38B8192,
+			Model:             models.ModelLlama38B8192,
 			SystemFingerprint: "fp_d9767fc5b9",
 			Choices: []groq.ChatCompletionStreamChoice{
 				{
@@ -616,7 +570,7 @@ func TestCreateChatCompletionStreamStreamOptions(t *testing.T) {
 			ID:                "2",
 			Object:            "completion",
 			Created:           1598069255,
-			Model:             groq.ModelLlama38B8192,
+			Model:             models.ModelLlama38B8192,
 			SystemFingerprint: "fp_d9767fc5b9",
 			Choices: []groq.ChatCompletionStreamChoice{
 				{
@@ -631,7 +585,7 @@ func TestCreateChatCompletionStreamStreamOptions(t *testing.T) {
 			ID:                "3",
 			Object:            "completion",
 			Created:           1598069256,
-			Model:             groq.ModelLlama38B8192,
+			Model:             models.ModelLlama38B8192,
 			SystemFingerprint: "fp_d9767fc5b9",
 			Choices:           []groq.ChatCompletionStreamChoice{},
 			Usage: &groq.Usage{
@@ -641,12 +595,10 @@ func TestCreateChatCompletionStreamStreamOptions(t *testing.T) {
 			},
 		},
 	}
-
 	for ix, expectedResponse := range expectedResponses {
 		ix++
 		b, _ := json.Marshal(expectedResponse)
 		t.Logf("%d: %s", ix, string(b))
-
 		receivedResponse, streamErr := stream.Recv()
 		if !errors.Is(streamErr, io.EOF) {
 			a.NoError(streamErr, "stream.Recv() failed")
@@ -660,14 +612,11 @@ func TestCreateChatCompletionStreamStreamOptions(t *testing.T) {
 			)
 		}
 	}
-
 	_, streamErr := stream.Recv()
 	if !errors.Is(streamErr, io.EOF) {
 		t.Errorf("stream.Recv() did not return EOF in the end: %v", streamErr)
 	}
-
 	_, streamErr = stream.Recv()
-
 	a.ErrorIs(
 		streamErr,
 		io.EOF,
@@ -720,7 +669,6 @@ func compareChatResponses(
 	}
 	return true
 }
-
 func compareChatStreamResponseChoices(
 	c1, c2 groq.ChatCompletionStreamChoice,
 ) bool {
@@ -742,7 +690,6 @@ func TestAudio(t *testing.T) {
 	defer teardown()
 	server.RegisterHandler("/v1/audio/transcriptions", handleAudioEndpoint)
 	server.RegisterHandler("/v1/audio/translations", handleAudioEndpoint)
-
 	testcases := []struct {
 		name     string
 		createFn func(context.Context, groq.AudioRequest) (groq.AudioResponse, error)
@@ -756,44 +703,37 @@ func TestAudio(t *testing.T) {
 			client.CreateTranslation,
 		},
 	}
-
 	ctx := context.Background()
-
 	dir, cleanup := test.CreateTestDirectory(t)
 	defer cleanup()
-
 	a := assert.New(t)
 	for _, tc := range testcases {
 		t.Run(tc.name, func(t *testing.T) {
 			path := filepath.Join(dir, "fake.mp3")
 			test.CreateTestFile(t, path)
-
 			req := groq.AudioRequest{
 				FilePath: path,
-				Model:    groq.ModelWhisperLargeV3,
+				Model:    models.ModelWhisperLargeV3,
 			}
 			_, err := tc.createFn(ctx, req)
 			a.NoError(err, "audio API error")
 		})
-
 		t.Run(tc.name+" (with reader)", func(t *testing.T) {
 			req := groq.AudioRequest{
 				FilePath: "fake.webm",
 				Reader:   bytes.NewBuffer([]byte(`some webm binary data`)),
-				Model:    groq.ModelWhisperLargeV3,
+				Model:    models.ModelWhisperLargeV3,
 			}
 			_, err := tc.createFn(ctx, req)
 			a.NoError(err, "audio API error")
 		})
 	}
 }
-
 func TestAudioWithOptionalArgs(t *testing.T) {
 	client, server, teardown := setupGroqTestServer()
 	defer teardown()
 	server.RegisterHandler("/v1/audio/transcriptions", handleAudioEndpoint)
 	server.RegisterHandler("/v1/audio/translations", handleAudioEndpoint)
-
 	testcases := []struct {
 		name     string
 		createFn func(context.Context, groq.AudioRequest) (groq.AudioResponse, error)
@@ -807,21 +747,17 @@ func TestAudioWithOptionalArgs(t *testing.T) {
 			client.CreateTranslation,
 		},
 	}
-
 	ctx := context.Background()
-
 	dir, cleanup := test.CreateTestDirectory(t)
 	defer cleanup()
-
 	for _, tc := range testcases {
 		t.Run(tc.name, func(t *testing.T) {
 			a := assert.New(t)
 			path := filepath.Join(dir, "fake.mp3")
 			test.CreateTestFile(t, path)
-
 			req := groq.AudioRequest{
 				FilePath:    path,
-				Model:       groq.ModelWhisperLargeV3,
+				Model:       models.ModelWhisperLargeV3,
 				Prompt:      "用简体中文",
 				Temperature: 0.5,
 				Language:    "zh",
@@ -836,28 +772,23 @@ func TestAudioWithOptionalArgs(t *testing.T) {
 // handleAudioEndpoint Handles the completion endpoint by the test server.
 func handleAudioEndpoint(w http.ResponseWriter, r *http.Request) {
 	var err error
-
 	// audio endpoints only accept POST requests
 	if r.Method != "POST" {
 		http.Error(w, "method not allowed", http.StatusMethodNotAllowed)
 	}
-
 	mediaType, params, err := mime.ParseMediaType(r.Header.Get("Content-Type"))
 	if err != nil {
 		http.Error(w, "failed to parse media type", http.StatusBadRequest)
 		return
 	}
-
 	if !strings.HasPrefix(mediaType, "multipart") {
 		http.Error(w, "request is not multipart", http.StatusBadRequest)
 	}
-
 	boundary, ok := params["boundary"]
 	if !ok {
 		http.Error(w, "no boundary in params", http.StatusBadRequest)
 		return
 	}
-
 	fileData := &bytes.Buffer{}
 	mr := multipart.NewReader(r.Body, boundary)
 	part, err := mr.NextPart()
@@ -869,13 +800,11 @@ func handleAudioEndpoint(w http.ResponseWriter, r *http.Request) {
 		http.Error(w, "failed to copy file", http.StatusInternalServerError)
 		return
 	}
-
 	if len(fileData.Bytes()) == 0 {
 		w.WriteHeader(http.StatusInternalServerError)
 		http.Error(w, "received empty file data", http.StatusBadRequest)
 		return
 	}
-
 	if _, err = w.Write([]byte(`{"body": "hello"}`)); err != nil {
 		http.Error(w, "failed to write body", http.StatusInternalServerError)
 		return

From 9a4016f1b6be003644bf864f6f742e67a1a9c08a Mon Sep 17 00:00:00 2001
From: conneroisu <conneroisu@outlook.com>
Date: Mon, 4 Nov 2024 06:14:46 -0600
Subject: [PATCH 20/29] moved errors to pkg/groqerr and added moderation pkg
 containing modertation types

---
 README.md                          | 405 ++++-------------------------
 chat.go                            | 151 +----------
 chat_test.go                       | 102 +-------
 client.go                          |  31 +--
 errors_test.go                     |  44 ----
 moderation.go                      | 236 ++---------------
 pkg/groqerr/api.go                 |  46 ++++
 pkg/groqerr/doc.go                 |   2 +
 errors.go => pkg/groqerr/stream.go |  72 ++---
 pkg/groqerr/stream_test.go         |   1 +
 pkg/models/models.go               |   2 +-
 pkg/models/models_test.go          |   2 +-
 pkg/moderation/moderations.go      | 209 +++++++++++++++
 pkg/streams/stream.go              | 157 +++++++++++
 pkg/streams/stream_test.go         | 139 +++++++++-
 unit_test.go                       |  11 +-
 16 files changed, 677 insertions(+), 933 deletions(-)
 delete mode 100644 errors_test.go
 create mode 100644 pkg/groqerr/api.go
 create mode 100644 pkg/groqerr/doc.go
 rename errors.go => pkg/groqerr/stream.go (68%)
 create mode 100644 pkg/groqerr/stream_test.go
 create mode 100644 pkg/moderation/moderations.go

diff --git a/README.md b/README.md
index fda1a4f..4fe99d3 100644
--- a/README.md
+++ b/README.md
@@ -96,11 +96,8 @@ API Documentation: https://console.groq.com/docs/quickstart
 
 - [Constants](<#constants>)
 - [func AudioMultipartForm\(request AudioRequest, b builders.FormBuilder\) error](<#AudioMultipartForm>)
-- [type APIError](<#APIError>)
-  - [func \(e \*APIError\) Error\(\) string](<#APIError.Error>)
-  - [func \(e \*APIError\) UnmarshalJSON\(data \[\]byte\) \(err error\)](<#APIError.UnmarshalJSON>)
 - [type Agent](<#Agent>)
-  - [func NewAgent\(client \*Client\) \*Agent](<#NewAgent>)
+  - [func NewAgent\(client \*Client, logger \*slog.Logger\) \*Agent](<#NewAgent>)
 - [type Agenter](<#Agenter>)
 - [type AudioRequest](<#AudioRequest>)
 - [type AudioResponse](<#AudioResponse>)
@@ -128,30 +125,15 @@ API Documentation: https://console.groq.com/docs/quickstart
   - [func \(c \*Client\) CreateChatCompletionStream\(ctx context.Context, request ChatCompletionRequest\) \(stream \*ChatCompletionStream, err error\)](<#Client.CreateChatCompletionStream>)
   - [func \(c \*Client\) CreateTranscription\(ctx context.Context, request AudioRequest\) \(AudioResponse, error\)](<#Client.CreateTranscription>)
   - [func \(c \*Client\) CreateTranslation\(ctx context.Context, request AudioRequest\) \(AudioResponse, error\)](<#Client.CreateTranslation>)
-  - [func \(c \*Client\) Moderate\(ctx context.Context, request ModerationRequest\) \(response Moderation, err error\)](<#Client.Moderate>)
+  - [func \(c \*Client\) Moderate\(ctx context.Context, messages \[\]ChatCompletionMessage, model models.ModerationModel\) \(response Moderation, err error\)](<#Client.Moderate>)
   - [func \(c \*Client\) MustCreateChatCompletion\(ctx context.Context, request ChatCompletionRequest\) \(response ChatCompletionResponse\)](<#Client.MustCreateChatCompletion>)
-- [type DefaultErrorAccumulator](<#DefaultErrorAccumulator>)
-  - [func \(e \*DefaultErrorAccumulator\) Bytes\(\) \(errBytes \[\]byte\)](<#DefaultErrorAccumulator.Bytes>)
-  - [func \(e \*DefaultErrorAccumulator\) Write\(p \[\]byte\) error](<#DefaultErrorAccumulator.Write>)
 - [type Endpoint](<#Endpoint>)
-- [type ErrContentFieldsMisused](<#ErrContentFieldsMisused>)
-  - [func \(e ErrContentFieldsMisused\) Error\(\) string](<#ErrContentFieldsMisused.Error>)
-- [type ErrRequest](<#ErrRequest>)
-  - [func \(e \*ErrRequest\) Error\(\) string](<#ErrRequest.Error>)
-  - [func \(e \*ErrRequest\) Unwrap\(\) error](<#ErrRequest.Unwrap>)
-- [type ErrTooManyEmptyStreamMessages](<#ErrTooManyEmptyStreamMessages>)
-  - [func \(e ErrTooManyEmptyStreamMessages\) Error\(\) string](<#ErrTooManyEmptyStreamMessages.Error>)
-- [type ErrToolNotFound](<#ErrToolNotFound>)
-  - [func \(e ErrToolNotFound\) Error\(\) string](<#ErrToolNotFound.Error>)
-- [type ErrorResponse](<#ErrorResponse>)
 - [type FinishReason](<#FinishReason>)
   - [func \(r FinishReason\) MarshalJSON\(\) \(\[\]byte, error\)](<#FinishReason.MarshalJSON>)
 - [type Format](<#Format>)
-- [type HarmfulCategory](<#HarmfulCategory>)
 - [type ImageURLDetail](<#ImageURLDetail>)
 - [type LogProbs](<#LogProbs>)
 - [type Moderation](<#Moderation>)
-- [type ModerationRequest](<#ModerationRequest>)
 - [type Opts](<#Opts>)
   - [func WithBaseURL\(baseURL string\) Opts](<#WithBaseURL>)
   - [func WithClient\(client \*http.Client\) Opts](<#WithClient>)
@@ -213,48 +195,10 @@ func AudioMultipartForm(request AudioRequest, b builders.FormBuilder) error
 
 AudioMultipartForm creates a form with audio file contents and the name of the model to use for audio processing.
 
-<a name="APIError"></a>
-## type [APIError](<https://github.com/conneroisu/groq-go/blob/main/errors.go#L11-L22>)
-
-APIError provides error information returned by the Groq API.
-
-```go
-type APIError struct {
-    // Code is the code of the error.
-    Code any `json:"code,omitempty"`
-    // Message is the message of the error.
-    Message string `json:"message"`
-    // Param is the param of the error.
-    Param *string `json:"param,omitempty"`
-    // Type is the type of the error.
-    Type string `json:"type"`
-    // HTTPStatusCode is the status code of the error.
-    HTTPStatusCode int `json:"-"`
-}
-```
-
-<a name="APIError.Error"></a>
-### func \(\*APIError\) [Error](<https://github.com/conneroisu/groq-go/blob/main/errors.go#L53>)
-
-```go
-func (e *APIError) Error() string
-```
-
-Error method implements the error interface on APIError.
-
-<a name="APIError.UnmarshalJSON"></a>
-### func \(\*APIError\) [UnmarshalJSON](<https://github.com/conneroisu/groq-go/blob/main/errors.go#L65>)
-
-```go
-func (e *APIError) UnmarshalJSON(data []byte) (err error)
-```
-
-UnmarshalJSON implements the json.Unmarshaler interface.
-
 <a name="Agent"></a>
-## type [Agent](<https://github.com/conneroisu/groq-go/blob/main/agents.go#L39-L41>)
+## type [Agent](<https://github.com/conneroisu/groq-go/blob/main/agents.go#L39-L42>)
 
-Agent is an agent for interacting with a chat completion.
+Agent is an agent.
 
 ```go
 type Agent struct {
@@ -263,16 +207,16 @@ type Agent struct {
 ```
 
 <a name="NewAgent"></a>
-### func [NewAgent](<https://github.com/conneroisu/groq-go/blob/main/agents.go#L44>)
+### func [NewAgent](<https://github.com/conneroisu/groq-go/blob/main/agents.go#L45-L48>)
 
 ```go
-func NewAgent(client *Client) *Agent
+func NewAgent(client *Client, logger *slog.Logger) *Agent
 ```
 
 NewAgent creates a new agent.
 
 <a name="Agenter"></a>
-## type [Agenter](<https://github.com/conneroisu/groq-go/blob/main/agents.go#L11-L13>)
+## type [Agenter](<https://github.com/conneroisu/groq-go/blob/main/agents.go#L12-L14>)
 
 Agenter is an interface for an agent.
 
@@ -343,7 +287,7 @@ func (r *AudioResponse) SetHeader(header http.Header)
 SetHeader sets the header of the response.
 
 <a name="ChatCompletionChoice"></a>
-## type [ChatCompletionChoice](<https://github.com/conneroisu/groq-go/blob/main/chat.go#L243-L254>)
+## type [ChatCompletionChoice](<https://github.com/conneroisu/groq-go/blob/main/chat.go#L242-L253>)
 
 ChatCompletionChoice represents the chat completion choice.
 
@@ -363,7 +307,7 @@ type ChatCompletionChoice struct {
 ```
 
 <a name="ChatCompletionMessage"></a>
-## type [ChatCompletionMessage](<https://github.com/conneroisu/groq-go/blob/main/chat.go#L106-L127>)
+## type [ChatCompletionMessage](<https://github.com/conneroisu/groq-go/blob/main/chat.go#L105-L126>)
 
 ChatCompletionMessage represents the chat completion message.
 
@@ -393,7 +337,7 @@ type ChatCompletionMessage struct {
 ```
 
 <a name="ChatCompletionMessage.MarshalJSON"></a>
-### func \(ChatCompletionMessage\) [MarshalJSON](<https://github.com/conneroisu/groq-go/blob/main/chat.go#L357>)
+### func \(ChatCompletionMessage\) [MarshalJSON](<https://github.com/conneroisu/groq-go/blob/main/chat.go#L354>)
 
 ```go
 func (m ChatCompletionMessage) MarshalJSON() ([]byte, error)
@@ -402,7 +346,7 @@ func (m ChatCompletionMessage) MarshalJSON() ([]byte, error)
 MarshalJSON method implements the json.Marshaler interface.
 
 <a name="ChatCompletionMessage.UnmarshalJSON"></a>
-### func \(\*ChatCompletionMessage\) [UnmarshalJSON](<https://github.com/conneroisu/groq-go/blob/main/chat.go#L386>)
+### func \(\*ChatCompletionMessage\) [UnmarshalJSON](<https://github.com/conneroisu/groq-go/blob/main/chat.go#L383>)
 
 ```go
 func (m *ChatCompletionMessage) UnmarshalJSON(bs []byte) (err error)
@@ -411,7 +355,7 @@ func (m *ChatCompletionMessage) UnmarshalJSON(bs []byte) (err error)
 UnmarshalJSON method implements the json.Unmarshaler interface.
 
 <a name="ChatCompletionRequest"></a>
-## type [ChatCompletionRequest](<https://github.com/conneroisu/groq-go/blob/main/chat.go#L156-L214>)
+## type [ChatCompletionRequest](<https://github.com/conneroisu/groq-go/blob/main/chat.go#L155-L213>)
 
 ChatCompletionRequest represents a request structure for the chat completion API.
 
@@ -478,7 +422,7 @@ type ChatCompletionRequest struct {
 ```
 
 <a name="ChatCompletionResponse"></a>
-## type [ChatCompletionResponse](<https://github.com/conneroisu/groq-go/blob/main/chat.go#L257-L274>)
+## type [ChatCompletionResponse](<https://github.com/conneroisu/groq-go/blob/main/chat.go#L256-L273>)
 
 ChatCompletionResponse represents a response structure for chat completion API.
 
@@ -504,7 +448,7 @@ type ChatCompletionResponse struct {
 ```
 
 <a name="ChatCompletionResponse.SetHeader"></a>
-### func \(\*ChatCompletionResponse\) [SetHeader](<https://github.com/conneroisu/groq-go/blob/main/chat.go#L429>)
+### func \(\*ChatCompletionResponse\) [SetHeader](<https://github.com/conneroisu/groq-go/blob/main/chat.go#L426>)
 
 ```go
 func (r *ChatCompletionResponse) SetHeader(h http.Header)
@@ -513,7 +457,7 @@ func (r *ChatCompletionResponse) SetHeader(h http.Header)
 SetHeader sets the header of the response.
 
 <a name="ChatCompletionResponseFormat"></a>
-## type [ChatCompletionResponseFormat](<https://github.com/conneroisu/groq-go/blob/main/chat.go#L129-L135>)
+## type [ChatCompletionResponseFormat](<https://github.com/conneroisu/groq-go/blob/main/chat.go#L128-L134>)
 
 ChatCompletionResponseFormat is the chat completion response format.
 
@@ -528,7 +472,7 @@ type ChatCompletionResponseFormat struct {
 ```
 
 <a name="ChatCompletionResponseFormatJSONSchema"></a>
-## type [ChatCompletionResponseFormatJSONSchema](<https://github.com/conneroisu/groq-go/blob/main/chat.go#L138-L153>)
+## type [ChatCompletionResponseFormatJSONSchema](<https://github.com/conneroisu/groq-go/blob/main/chat.go#L137-L152>)
 
 ChatCompletionResponseFormatJSONSchema is the chat completion response format json schema.
 
@@ -552,12 +496,10 @@ type ChatCompletionResponseFormatJSONSchema struct {
 ```
 
 <a name="ChatCompletionStream"></a>
-## type [ChatCompletionStream](<https://github.com/conneroisu/groq-go/blob/main/chat.go#L351-L353>)
+## type [ChatCompletionStream](<https://github.com/conneroisu/groq-go/blob/main/chat.go#L348-L350>)
 
 ChatCompletionStream is a stream of ChatCompletionStreamResponse.
 
-Note: Perhaps it is more elegant to abstract Stream using generics.
-
 ```go
 type ChatCompletionStream struct {
     // contains filtered or unexported fields
@@ -565,7 +507,7 @@ type ChatCompletionStream struct {
 ```
 
 <a name="ChatCompletionStreamChoice"></a>
-## type [ChatCompletionStreamChoice](<https://github.com/conneroisu/groq-go/blob/main/chat.go#L289-L296>)
+## type [ChatCompletionStreamChoice](<https://github.com/conneroisu/groq-go/blob/main/chat.go#L288-L295>)
 
 ChatCompletionStreamChoice represents a response structure for chat completion API.
 
@@ -581,7 +523,7 @@ type ChatCompletionStreamChoice struct {
 ```
 
 <a name="ChatCompletionStreamChoiceDelta"></a>
-## type [ChatCompletionStreamChoiceDelta](<https://github.com/conneroisu/groq-go/blob/main/chat.go#L277-L286>)
+## type [ChatCompletionStreamChoiceDelta](<https://github.com/conneroisu/groq-go/blob/main/chat.go#L276-L285>)
 
 ChatCompletionStreamChoiceDelta represents a response structure for chat completion API.
 
@@ -599,7 +541,7 @@ type ChatCompletionStreamChoiceDelta struct {
 ```
 
 <a name="ChatCompletionStreamResponse"></a>
-## type [ChatCompletionStreamResponse](<https://github.com/conneroisu/groq-go/blob/main/chat.go#L314-L347>)
+## type [ChatCompletionStreamResponse](<https://github.com/conneroisu/groq-go/blob/main/chat.go#L313-L346>)
 
 ChatCompletionStreamResponse represents a response structure for chat completion API.
 
@@ -641,7 +583,7 @@ type ChatCompletionStreamResponse struct {
 ```
 
 <a name="ChatMessageImageURL"></a>
-## type [ChatMessageImageURL](<https://github.com/conneroisu/groq-go/blob/main/chat.go#L89-L94>)
+## type [ChatMessageImageURL](<https://github.com/conneroisu/groq-go/blob/main/chat.go#L88-L93>)
 
 ChatMessageImageURL represents the chat message image url.
 
@@ -655,7 +597,7 @@ type ChatMessageImageURL struct {
 ```
 
 <a name="ChatMessagePart"></a>
-## type [ChatMessagePart](<https://github.com/conneroisu/groq-go/blob/main/chat.go#L97-L104>)
+## type [ChatMessagePart](<https://github.com/conneroisu/groq-go/blob/main/chat.go#L96-L103>)
 
 ChatMessagePart represents the chat message part of a chat completion message.
 
@@ -671,7 +613,7 @@ type ChatMessagePart struct {
 ```
 
 <a name="ChatMessagePartType"></a>
-## type [ChatMessagePartType](<https://github.com/conneroisu/groq-go/blob/main/chat.go#L79>)
+## type [ChatMessagePartType](<https://github.com/conneroisu/groq-go/blob/main/chat.go#L78>)
 
 ChatMessagePartType is the chat message part type.
 
@@ -682,7 +624,7 @@ type ChatMessagePartType string
 ```
 
 <a name="Client"></a>
-## type [Client](<https://github.com/conneroisu/groq-go/blob/main/client.go#L25-L42>)
+## type [Client](<https://github.com/conneroisu/groq-go/blob/main/client.go#L26-L43>)
 
 Client is a Groq api client.
 
@@ -693,7 +635,7 @@ type Client struct {
 ```
 
 <a name="NewClient"></a>
-### func [NewClient](<https://github.com/conneroisu/groq-go/blob/main/client.go#L118>)
+### func [NewClient](<https://github.com/conneroisu/groq-go/blob/main/client.go#L119>)
 
 ```go
 func NewClient(groqAPIKey string, opts ...Opts) (*Client, error)
@@ -702,7 +644,7 @@ func NewClient(groqAPIKey string, opts ...Opts) (*Client, error)
 NewClient creates a new Groq client.
 
 <a name="Client.CreateChatCompletion"></a>
-### func \(\*Client\) [CreateChatCompletion](<https://github.com/conneroisu/groq-go/blob/main/chat.go#L448-L451>)
+### func \(\*Client\) [CreateChatCompletion](<https://github.com/conneroisu/groq-go/blob/main/chat.go#L445-L448>)
 
 ```go
 func (c *Client) CreateChatCompletion(ctx context.Context, request ChatCompletionRequest) (response ChatCompletionResponse, err error)
@@ -711,7 +653,7 @@ func (c *Client) CreateChatCompletion(ctx context.Context, request ChatCompletio
 CreateChatCompletion method is an API call to create a chat completion.
 
 <a name="Client.CreateChatCompletionJSON"></a>
-### func \(\*Client\) [CreateChatCompletionJSON](<https://github.com/conneroisu/groq-go/blob/main/chat.go#L506-L510>)
+### func \(\*Client\) [CreateChatCompletionJSON](<https://github.com/conneroisu/groq-go/blob/main/chat.go#L502-L506>)
 
 ```go
 func (c *Client) CreateChatCompletionJSON(ctx context.Context, request ChatCompletionRequest, output any) (err error)
@@ -720,7 +662,7 @@ func (c *Client) CreateChatCompletionJSON(ctx context.Context, request ChatCompl
 CreateChatCompletionJSON method is an API call to create a chat completion w/ object output.
 
 <a name="Client.CreateChatCompletionStream"></a>
-### func \(\*Client\) [CreateChatCompletionStream](<https://github.com/conneroisu/groq-go/blob/main/chat.go#L477-L480>)
+### func \(\*Client\) [CreateChatCompletionStream](<https://github.com/conneroisu/groq-go/blob/main/chat.go#L474-L477>)
 
 ```go
 func (c *Client) CreateChatCompletionStream(ctx context.Context, request ChatCompletionRequest) (stream *ChatCompletionStream, err error)
@@ -753,16 +695,16 @@ CreateTranslation calls the translations endpoint with the given request.
 Returns the translated text in the response\_format specified in the request.
 
 <a name="Client.Moderate"></a>
-### func \(\*Client\) [Moderate](<https://github.com/conneroisu/groq-go/blob/main/moderation.go#L238-L241>)
+### func \(\*Client\) [Moderate](<https://github.com/conneroisu/groq-go/blob/main/moderation.go#L25-L29>)
 
 ```go
-func (c *Client) Moderate(ctx context.Context, request ModerationRequest) (response Moderation, err error)
+func (c *Client) Moderate(ctx context.Context, messages []ChatCompletionMessage, model models.ModerationModel) (response Moderation, err error)
 ```
 
 Moderate performs a moderation api call over a string. Input can be an array or slice but a string will reduce the complexity.
 
 <a name="Client.MustCreateChatCompletion"></a>
-### func \(\*Client\) [MustCreateChatCompletion](<https://github.com/conneroisu/groq-go/blob/main/chat.go#L436-L439>)
+### func \(\*Client\) [MustCreateChatCompletion](<https://github.com/conneroisu/groq-go/blob/main/chat.go#L433-L436>)
 
 ```go
 func (c *Client) MustCreateChatCompletion(ctx context.Context, request ChatCompletionRequest) (response ChatCompletionResponse)
@@ -772,37 +714,8 @@ MustCreateChatCompletion method is an API call to create a chat completion.
 
 It panics if an error occurs.
 
-<a name="DefaultErrorAccumulator"></a>
-## type [DefaultErrorAccumulator](<https://github.com/conneroisu/groq-go/blob/main/chat.go#L560-L562>)
-
-DefaultErrorAccumulator is a default implementation of ErrorAccumulator
-
-```go
-type DefaultErrorAccumulator struct {
-    Buffer errorBuffer
-}
-```
-
-<a name="DefaultErrorAccumulator.Bytes"></a>
-### func \(\*DefaultErrorAccumulator\) [Bytes](<https://github.com/conneroisu/groq-go/blob/main/chat.go#L679>)
-
-```go
-func (e *DefaultErrorAccumulator) Bytes() (errBytes []byte)
-```
-
-Bytes method returns the bytes of the error accumulator.
-
-<a name="DefaultErrorAccumulator.Write"></a>
-### func \(\*DefaultErrorAccumulator\) [Write](<https://github.com/conneroisu/groq-go/blob/main/chat.go#L670>)
-
-```go
-func (e *DefaultErrorAccumulator) Write(p []byte) error
-```
-
-Write method writes bytes to the error accumulator.
-
 <a name="Endpoint"></a>
-## type [Endpoint](<https://github.com/conneroisu/groq-go/blob/main/client.go#L75>)
+## type [Endpoint](<https://github.com/conneroisu/groq-go/blob/main/client.go#L76>)
 
 Endpoint is an endpoint for the groq api.
 
@@ -810,107 +723,8 @@ Endpoint is an endpoint for the groq api.
 type Endpoint string
 ```
 
-<a name="ErrContentFieldsMisused"></a>
-## type [ErrContentFieldsMisused](<https://github.com/conneroisu/groq-go/blob/main/errors.go#L25-L27>)
-
-ErrContentFieldsMisused is an error that occurs when both Content and MultiContent properties are set.
-
-```go
-type ErrContentFieldsMisused struct {
-    // contains filtered or unexported fields
-}
-```
-
-<a name="ErrContentFieldsMisused.Error"></a>
-### func \(ErrContentFieldsMisused\) [Error](<https://github.com/conneroisu/groq-go/blob/main/errors.go#L42>)
-
-```go
-func (e ErrContentFieldsMisused) Error() string
-```
-
-Error implements the error interface.
-
-<a name="ErrRequest"></a>
-## type [ErrRequest](<https://github.com/conneroisu/groq-go/blob/main/errors.go#L103-L106>)
-
-ErrRequest is a request error.
-
-```go
-type ErrRequest struct {
-    HTTPStatusCode int
-    Err            error
-}
-```
-
-<a name="ErrRequest.Error"></a>
-### func \(\*ErrRequest\) [Error](<https://github.com/conneroisu/groq-go/blob/main/errors.go#L110>)
-
-```go
-func (e *ErrRequest) Error() string
-```
-
-Error implements the error interface.
-
-<a name="ErrRequest.Unwrap"></a>
-### func \(\*ErrRequest\) [Unwrap](<https://github.com/conneroisu/groq-go/blob/main/errors.go#L119>)
-
-```go
-func (e *ErrRequest) Unwrap() error
-```
-
-Unwrap unwraps the error.
-
-<a name="ErrTooManyEmptyStreamMessages"></a>
-## type [ErrTooManyEmptyStreamMessages](<https://github.com/conneroisu/groq-go/blob/main/errors.go#L34>)
-
-ErrTooManyEmptyStreamMessages is returned when the stream has sent too many empty messages.
-
-```go
-type ErrTooManyEmptyStreamMessages struct{}
-```
-
-<a name="ErrTooManyEmptyStreamMessages.Error"></a>
-### func \(ErrTooManyEmptyStreamMessages\) [Error](<https://github.com/conneroisu/groq-go/blob/main/errors.go#L48>)
-
-```go
-func (e ErrTooManyEmptyStreamMessages) Error() string
-```
-
-Error returns the error message.
-
-<a name="ErrToolNotFound"></a>
-## type [ErrToolNotFound](<https://github.com/conneroisu/groq-go/blob/main/errors.go#L29-L31>)
-
-ErrToolNotFound is returned when a tool is not found.
-
-```go
-type ErrToolNotFound struct {
-    ToolName string
-}
-```
-
-<a name="ErrToolNotFound.Error"></a>
-### func \(ErrToolNotFound\) [Error](<https://github.com/conneroisu/groq-go/blob/main/errors.go#L124>)
-
-```go
-func (e ErrToolNotFound) Error() string
-```
-
-Error implements the error interface.
-
-<a name="ErrorResponse"></a>
-## type [ErrorResponse](<https://github.com/conneroisu/groq-go/blob/main/errors.go#L36-L38>)
-
-ErrorResponse is the response returned by the Groq API.
-
-```go
-type ErrorResponse struct {
-    Error *APIError `json:"error,omitempty"`
-}
-```
-
 <a name="FinishReason"></a>
-## type [FinishReason](<https://github.com/conneroisu/groq-go/blob/main/chat.go#L50>)
+## type [FinishReason](<https://github.com/conneroisu/groq-go/blob/main/chat.go#L49>)
 
 FinishReason is the finish reason.
 
@@ -943,7 +757,7 @@ const (
 ```
 
 <a name="FinishReason.MarshalJSON"></a>
-### func \(FinishReason\) [MarshalJSON](<https://github.com/conneroisu/groq-go/blob/main/chat.go#L419>)
+### func \(FinishReason\) [MarshalJSON](<https://github.com/conneroisu/groq-go/blob/main/chat.go#L416>)
 
 ```go
 func (r FinishReason) MarshalJSON() ([]byte, error)
@@ -952,7 +766,7 @@ func (r FinishReason) MarshalJSON() ([]byte, error)
 MarshalJSON implements the json.Marshaler interface.
 
 <a name="Format"></a>
-## type [Format](<https://github.com/conneroisu/groq-go/blob/main/client.go#L23>)
+## type [Format](<https://github.com/conneroisu/groq-go/blob/main/client.go#L24>)
 
 Format is the format of a response. string
 
@@ -990,98 +804,8 @@ const (
 )
 ```
 
-<a name="HarmfulCategory"></a>
-## type [HarmfulCategory](<https://github.com/conneroisu/groq-go/blob/main/moderation.go#L23>)
-
-HarmfulCategory is a category of harmful content that can be used to categorize a chat history using Llama Guard 3.
-
-\[Llama Guard 3\]\(https://llama.meta.com/docs/model-cards-and-prompt-formats/llama-guard-3/\)
-
-Llama Guard 3 provides content safety support for the following languages: English, French, German, Hindi, Italian, Portuguese, Spanish, and Thai.
-
-string
-
-```go
-type HarmfulCategory string
-```
-
-<a name="CategoryViolentCrimes"></a>
-
-```go
-const (
-    // CategoryViolentCrimes (S1) is the violent crimes category.
-    //
-    // Responses that enable, encourage, or endorse the commission of
-    // violent crimes, including: (1) unlawful violence toward people
-    // (ex: terrorism, genocide, murder, hate-motivated violent crimes,
-    // child abuse, assault, battery, kidnapping) and (2) unlawful violence
-    // toward animals (ex: animal abuse)
-    CategoryViolentCrimes HarmfulCategory = "violent_crimes"
-    // CategoryNonviolentCrimes (S2) is the non-violent crimes category.
-    CategoryNonviolentCrimes HarmfulCategory = "non_violent_crimes"
-    // CategorySexRelatedCrimes (S3) is the sex-related crimes category.
-    CategorySexRelatedCrimes HarmfulCategory = "sex_related_crimes"
-    // CategoryChildSexualExploitation (S4) is the child sexual exploitation
-    // category.
-    //
-    // Responses that contain, describe, enable, encourage, or endorse the
-    // sexual abuse of children.
-    CategoryChildSexualExploitation HarmfulCategory = "child_sexual_exploitation"
-    // CategoryDefamation (S5) is the defamation category.
-    //
-    // Signifies responses that contain, describe, enable, encourage, or
-    // endorse defamation.
-    CategoryDefamation HarmfulCategory = "defamation"
-    // CategorySpecializedAdvice (S6) is the specialized advice category.
-    //
-    // Signifies responses contain, describe, enable, encourage, or endorse
-    // specialized advice.
-    CategorySpecializedAdvice HarmfulCategory = "specialized_advice"
-    // CategoryPrivacy (S7) is the privacy category.
-    //
-    // Responses contain, describe, enable, encourage, or endorse privacy.
-    CategoryPrivacy HarmfulCategory = "privacy"
-    // CategoryIntellectualProperty (S8) is the intellectual property
-    // category. Responses that contain, describe, enable, encourage, or
-    // endorse intellectual property.
-    CategoryIntellectualProperty HarmfulCategory = "intellectual_property"
-    // CategoryIndiscriminateWeapons (S9) is the indiscriminate weapons
-    // category.
-    //
-    // Responses that contain, describe, enable, encourage, or endorse
-    // indiscriminate weapons.
-    CategoryIndiscriminateWeapons HarmfulCategory = "indiscriminate_weapons"
-    // CategoryHate (S10) is the hate category.
-    //
-    // Responses contain, describe, enable, encourage, or endorse hate.
-    CategoryHate HarmfulCategory = "hate"
-    // CategorySuicideAndSelfHarm (S11) is the suicide/self-harm category.
-    //
-    // Responses contain, describe, enable, encourage, or endorse suicide or
-    // self-harm.
-    CategorySuicideAndSelfHarm HarmfulCategory = "suicide_and_self_harm"
-    // CategorySexualContent (S12) is the sexual content category.
-    //
-    // Responses contain, describe, enable, encourage, or endorse
-    // sexual content.
-    CategorySexualContent HarmfulCategory = "sexual_content"
-    // CategoryElections (S13) is the elections category.
-    //
-    // Responses contain factually incorrect information about electoral
-    // systems and processes, including in the time, place, or manner of
-    // voting in civic elections.
-    CategoryElections HarmfulCategory = "elections"
-    // CategoryCodeInterpreterAbuse (S14) is the code interpreter abuse
-    // category.
-    //
-    // Responses that contain, describe, enable, encourage, or
-    // endorse code interpreter abuse.
-    CategoryCodeInterpreterAbuse HarmfulCategory = "code_interpreter_abuse"
-)
-```
-
 <a name="ImageURLDetail"></a>
-## type [ImageURLDetail](<https://github.com/conneroisu/groq-go/blob/main/chat.go#L75>)
+## type [ImageURLDetail](<https://github.com/conneroisu/groq-go/blob/main/chat.go#L74>)
 
 ImageURLDetail is the image url detail.
 
@@ -1092,7 +816,7 @@ type ImageURLDetail string
 ```
 
 <a name="LogProbs"></a>
-## type [LogProbs](<https://github.com/conneroisu/groq-go/blob/main/chat.go#L216-L232>)
+## type [LogProbs](<https://github.com/conneroisu/groq-go/blob/main/chat.go#L215-L231>)
 
 LogProbs is the top\-level structure containing the log probability information.
 
@@ -1117,37 +841,21 @@ type LogProbs struct {
 ```
 
 <a name="Moderation"></a>
-## type [Moderation](<https://github.com/conneroisu/groq-go/blob/main/moderation.go#L34-L39>)
+## type [Moderation](<https://github.com/conneroisu/groq-go/blob/main/moderation.go#L15-L20>)
 
-Moderation represents one of possible moderation results.
+Moderation represents the response of a moderation request.
 
 ```go
 type Moderation struct {
     // Categories is the categories of the result.
-    Categories []HarmfulCategory `json:"categories"`
-    // Flagged is the flagged of the result.
+    Categories []moderation.HarmfulCategory `json:"categories"`
+    // Flagged is the flagged status of the result.
     Flagged bool `json:"flagged"`
 }
 ```
 
-<a name="ModerationRequest"></a>
-## type [ModerationRequest](<https://github.com/conneroisu/groq-go/blob/main/moderation.go#L25-L32>)
-
-ModerationRequest represents a request structure for moderation API.
-
-```go
-type ModerationRequest struct {
-    // Messages is the messages of the chat completion request.
-    //
-    // These act as the prompt for the model.
-    Messages []ChatCompletionMessage `json:"messages"`
-    // Model is the model to use for the moderation.
-    Model models.ModerationModel `json:"model,omitempty"`
-}
-```
-
 <a name="Opts"></a>
-## type [Opts](<https://github.com/conneroisu/groq-go/blob/main/client.go#L67>)
+## type [Opts](<https://github.com/conneroisu/groq-go/blob/main/client.go#L68>)
 
 Opts is a function that sets options for a Groq client.
 
@@ -1156,7 +864,7 @@ type Opts func(*Client)
 ```
 
 <a name="WithBaseURL"></a>
-### func [WithBaseURL](<https://github.com/conneroisu/groq-go/blob/main/client.go#L157>)
+### func [WithBaseURL](<https://github.com/conneroisu/groq-go/blob/main/client.go#L158>)
 
 ```go
 func WithBaseURL(baseURL string) Opts
@@ -1165,7 +873,7 @@ func WithBaseURL(baseURL string) Opts
 WithBaseURL sets the base URL for the Groq client.
 
 <a name="WithClient"></a>
-### func [WithClient](<https://github.com/conneroisu/groq-go/blob/main/client.go#L152>)
+### func [WithClient](<https://github.com/conneroisu/groq-go/blob/main/client.go#L153>)
 
 ```go
 func WithClient(client *http.Client) Opts
@@ -1174,7 +882,7 @@ func WithClient(client *http.Client) Opts
 WithClient sets the client for the Groq client.
 
 <a name="WithLogger"></a>
-### func [WithLogger](<https://github.com/conneroisu/groq-go/blob/main/client.go#L162>)
+### func [WithLogger](<https://github.com/conneroisu/groq-go/blob/main/client.go#L163>)
 
 ```go
 func WithLogger(logger *slog.Logger) Opts
@@ -1183,7 +891,7 @@ func WithLogger(logger *slog.Logger) Opts
 WithLogger sets the logger for the Groq client.
 
 <a name="PromptAnnotation"></a>
-## type [PromptAnnotation](<https://github.com/conneroisu/groq-go/blob/main/chat.go#L85-L87>)
+## type [PromptAnnotation](<https://github.com/conneroisu/groq-go/blob/main/chat.go#L84-L86>)
 
 PromptAnnotation represents the prompt annotation.
 
@@ -1194,7 +902,7 @@ type PromptAnnotation struct {
 ```
 
 <a name="RateLimitHeaders"></a>
-## type [RateLimitHeaders](<https://github.com/conneroisu/groq-go/blob/main/client.go#L44-L61>)
+## type [RateLimitHeaders](<https://github.com/conneroisu/groq-go/blob/main/client.go#L45-L62>)
 
 RateLimitHeaders struct represents Groq rate limits headers.
 
@@ -1220,7 +928,7 @@ type RateLimitHeaders struct {
 ```
 
 <a name="ResetTime"></a>
-## type [ResetTime](<https://github.com/conneroisu/groq-go/blob/main/client.go#L64>)
+## type [ResetTime](<https://github.com/conneroisu/groq-go/blob/main/client.go#L65>)
 
 ResetTime is a time.Time wrapper for the rate limit reset time. string
 
@@ -1229,7 +937,7 @@ type ResetTime string
 ```
 
 <a name="ResetTime.String"></a>
-### func \(ResetTime\) [String](<https://github.com/conneroisu/groq-go/blob/main/client.go#L282>)
+### func \(ResetTime\) [String](<https://github.com/conneroisu/groq-go/blob/main/client.go#L275>)
 
 ```go
 func (r ResetTime) String() string
@@ -1238,7 +946,7 @@ func (r ResetTime) String() string
 String returns the string representation of the ResetTime.
 
 <a name="ResetTime.Time"></a>
-### func \(ResetTime\) [Time](<https://github.com/conneroisu/groq-go/blob/main/client.go#L287>)
+### func \(ResetTime\) [Time](<https://github.com/conneroisu/groq-go/blob/main/client.go#L280>)
 
 ```go
 func (r ResetTime) Time() time.Time
@@ -1247,7 +955,7 @@ func (r ResetTime) Time() time.Time
 Time returns the time.Time representation of the ResetTime.
 
 <a name="Role"></a>
-## type [Role](<https://github.com/conneroisu/groq-go/blob/main/chat.go#L83>)
+## type [Role](<https://github.com/conneroisu/groq-go/blob/main/chat.go#L82>)
 
 Role is the role of the chat completion message.
 
@@ -1290,7 +998,7 @@ type Segments []struct {
 ```
 
 <a name="StreamOptions"></a>
-## type [StreamOptions](<https://github.com/conneroisu/groq-go/blob/main/chat.go#L298-L311>)
+## type [StreamOptions](<https://github.com/conneroisu/groq-go/blob/main/chat.go#L297-L310>)
 
 StreamOptions represents the stream options.
 
@@ -1312,7 +1020,7 @@ type StreamOptions struct {
 ```
 
 <a name="ToolGetter"></a>
-## type [ToolGetter](<https://github.com/conneroisu/groq-go/blob/main/agents.go#L20-L25>)
+## type [ToolGetter](<https://github.com/conneroisu/groq-go/blob/main/agents.go#L21-L25>)
 
 ToolGetter is an interface for a tool getter.
 
@@ -1320,13 +1028,12 @@ ToolGetter is an interface for a tool getter.
 type ToolGetter interface {
     Get(
         ctx context.Context,
-        params getToolsParams,
     ) ([]tools.Tool, error)
 }
 ```
 
 <a name="ToolManager"></a>
-## type [ToolManager](<https://github.com/conneroisu/groq-go/blob/main/agents.go#L15-L18>)
+## type [ToolManager](<https://github.com/conneroisu/groq-go/blob/main/agents.go#L16-L19>)
 
 ToolManager is an interface for a tool manager.
 
@@ -1352,7 +1059,7 @@ type ToolRunner interface {
 ```
 
 <a name="TopLogProbs"></a>
-## type [TopLogProbs](<https://github.com/conneroisu/groq-go/blob/main/chat.go#L234-L241>)
+## type [TopLogProbs](<https://github.com/conneroisu/groq-go/blob/main/chat.go#L233-L240>)
 
 TopLogProbs represents the top log probs.
 
@@ -1392,7 +1099,7 @@ const (
 ```
 
 <a name="Usage"></a>
-## type [Usage](<https://github.com/conneroisu/groq-go/blob/main/client.go#L69-L73>)
+## type [Usage](<https://github.com/conneroisu/groq-go/blob/main/client.go#L70-L74>)
 
 Usage Represents the total token usage per request to Groq.
 
diff --git a/chat.go b/chat.go
index 9fa4089..d19382f 100644
--- a/chat.go
+++ b/chat.go
@@ -1,20 +1,19 @@
 package groq
 
 import (
-	"bufio"
-	"bytes"
 	"context"
 	"encoding/json"
 	"fmt"
-	"io"
 	"net/http"
 	"reflect"
 	"strings"
 	"time"
 
 	"github.com/conneroisu/groq-go/pkg/builders"
+	"github.com/conneroisu/groq-go/pkg/groqerr"
 	"github.com/conneroisu/groq-go/pkg/models"
 	"github.com/conneroisu/groq-go/pkg/schema"
+	"github.com/conneroisu/groq-go/pkg/streams"
 	"github.com/conneroisu/groq-go/pkg/tools"
 )
 
@@ -346,17 +345,15 @@ type (
 		Usage *Usage `json:"usage,omitempty"`
 	}
 	// ChatCompletionStream is a stream of ChatCompletionStreamResponse.
-	//
-	// Note: Perhaps it is more elegant to abstract Stream using generics.
 	ChatCompletionStream struct {
-		*streamReader[ChatCompletionStreamResponse]
+		*streams.StreamReader[*ChatCompletionStreamResponse]
 	}
 )
 
 // MarshalJSON method implements the json.Marshaler interface.
 func (m ChatCompletionMessage) MarshalJSON() ([]byte, error) {
 	if m.Content != "" && m.MultiContent != nil {
-		return nil, &ErrContentFieldsMisused{field: "Content"}
+		return nil, &groqerr.ErrContentFieldsMisused{}
 	}
 	if len(m.MultiContent) > 0 {
 		msg := struct {
@@ -460,7 +457,7 @@ func (c *Client) CreateChatCompletion(
 		return
 	}
 	err = c.sendRequest(req, &response)
-	reqErr, ok := err.(*APIError)
+	reqErr, ok := err.(*groqerr.APIError)
 	if ok && (reqErr.HTTPStatusCode == http.StatusServiceUnavailable ||
 		reqErr.HTTPStatusCode == http.StatusInternalServerError) {
 		time.Sleep(request.RetryDelay)
@@ -495,10 +492,9 @@ func (c *Client) CreateChatCompletionStream(
 	if err != nil {
 		return
 	}
-	stream = &ChatCompletionStream{
-		streamReader: resp,
-	}
-	return
+	return &ChatCompletionStream{
+		StreamReader: resp,
+	}, nil
 }
 
 // CreateChatCompletionJSON method is an API call to create a chat completion
@@ -532,7 +528,7 @@ func (c *Client) CreateChatCompletionJSON(
 	var response ChatCompletionResponse
 	err = c.sendRequest(req, &response)
 	if err != nil {
-		reqErr, ok := err.(*APIError)
+		reqErr, ok := err.(*groqerr.APIError)
 		if ok && (reqErr.HTTPStatusCode == http.StatusServiceUnavailable ||
 			reqErr.HTTPStatusCode == http.StatusInternalServerError) {
 			time.Sleep(request.RetryDelay)
@@ -554,132 +550,3 @@ func (c *Client) CreateChatCompletionJSON(
 	}
 	return
 }
-
-type (
-	// DefaultErrorAccumulator is a default implementation of ErrorAccumulator
-	DefaultErrorAccumulator struct {
-		Buffer errorBuffer
-	}
-	// streamReader is a stream reader.
-	streamReader[T streamer] struct {
-		emptyMessagesLimit uint
-		isFinished         bool
-		reader             *bufio.Reader
-		response           *http.Response
-		errAccumulator     errorAccumulator
-		Header             http.Header // Header is the header of the response.
-	}
-	errorAccumulator interface {
-		// Write method writes bytes to the error accumulator
-		//
-		// It implements the io.Writer interface.
-		Write(p []byte) error
-		// Bytes method returns the bytes of the error accumulator.
-		Bytes() []byte
-	}
-	errorBuffer interface {
-		io.Writer
-		Len() int
-		Bytes() []byte
-	}
-)
-
-// Recv receives a response from the stream.
-func (stream *streamReader[T]) Recv() (response T, err error) {
-	if stream.isFinished {
-		err = io.EOF
-		return response, err
-	}
-	return stream.processLines()
-}
-
-// processLines processes the lines of the current response in the stream.
-func (stream *streamReader[T]) processLines() (T, error) {
-	var (
-		headerData         = []byte("data: ")
-		errorPrefix        = []byte(`data: {"error":`)
-		emptyMessagesCount uint
-		hasErrorPrefix     bool
-	)
-	for {
-		rawLine, err := stream.reader.ReadBytes('\n')
-		if err != nil || hasErrorPrefix {
-			respErr := stream.unmarshalError()
-			if respErr != nil {
-				return *new(T),
-					fmt.Errorf("error, %w", respErr.Error)
-			}
-			return *new(T), err
-		}
-		noSpaceLine := bytes.TrimSpace(rawLine)
-		if bytes.HasPrefix(noSpaceLine, errorPrefix) {
-			hasErrorPrefix = true
-		}
-		if !bytes.HasPrefix(noSpaceLine, headerData) || hasErrorPrefix {
-			if hasErrorPrefix {
-				noSpaceLine = bytes.TrimPrefix(noSpaceLine, headerData)
-			}
-			err := stream.errAccumulator.Write(noSpaceLine)
-			if err != nil {
-				return *new(T), err
-			}
-			emptyMessagesCount++
-			if emptyMessagesCount > stream.emptyMessagesLimit {
-				return *new(T), ErrTooManyEmptyStreamMessages{}
-			}
-			continue
-		}
-		noPrefixLine := bytes.TrimPrefix(noSpaceLine, headerData)
-		if string(noPrefixLine) == "[DONE]" {
-			stream.isFinished = true
-			return *new(T), io.EOF
-		}
-		var response T
-		unmarshalErr := json.Unmarshal(noPrefixLine, &response)
-		if unmarshalErr != nil {
-			return *new(T), unmarshalErr
-		}
-		return response, nil
-	}
-}
-func (stream *streamReader[T]) unmarshalError() (errResp *ErrorResponse) {
-	errBytes := stream.errAccumulator.Bytes()
-	if len(errBytes) == 0 {
-		return
-	}
-	err := json.Unmarshal(errBytes, &errResp)
-	if err != nil {
-		errResp = nil
-	}
-	return
-}
-
-// Close closes the stream.
-func (stream *streamReader[T]) Close() error {
-	return stream.response.Body.Close()
-}
-
-// newErrorAccumulator creates a new error accumulator
-func newErrorAccumulator() errorAccumulator {
-	return &DefaultErrorAccumulator{
-		Buffer: &bytes.Buffer{},
-	}
-}
-
-// Write method writes bytes to the error accumulator.
-func (e *DefaultErrorAccumulator) Write(p []byte) error {
-	_, err := e.Buffer.Write(p)
-	if err != nil {
-		return fmt.Errorf("error accumulator write error, %w", err)
-	}
-	return nil
-}
-
-// Bytes method returns the bytes of the error accumulator.
-func (e *DefaultErrorAccumulator) Bytes() (errBytes []byte) {
-	if e.Buffer.Len() == 0 {
-		return
-	}
-	errBytes = e.Buffer.Bytes()
-	return
-}
diff --git a/chat_test.go b/chat_test.go
index ddbcdd3..80c7268 100644
--- a/chat_test.go
+++ b/chat_test.go
@@ -1,105 +1,11 @@
-package groq
+package groq_test
 
 import (
-	"bufio"
-	"bytes"
-	"io"
-	"net/http"
 	"testing"
 
-	"github.com/conneroisu/groq-go/pkg/test"
-	"github.com/stretchr/testify/assert"
+	"github.com/conneroisu/groq-go"
 )
 
-// TestStreamReaderReturnsUnmarshalerErrors tests the stream reader returns an unmarshaler error.
-func TestStreamReaderReturnsUnmarshalerErrors(t *testing.T) {
-	stream := &streamReader[ChatCompletionStreamResponse]{
-		errAccumulator: newErrorAccumulator(),
-	}
-
-	respErr := stream.unmarshalError()
-	if respErr != nil {
-		t.Fatalf("Did not return nil with empty buffer: %v", respErr)
-	}
-
-	err := stream.errAccumulator.Write([]byte("{"))
-	if err != nil {
-		t.Fatalf("%+v", err)
-	}
-
-	respErr = stream.unmarshalError()
-	if respErr != nil {
-		t.Fatalf("Did not return nil when unmarshaler failed: %v", respErr)
-	}
-}
-
-// TestStreamReaderReturnsErrTooManyEmptyStreamMessages tests the stream reader returns an error when the stream has too many empty messages.
-func TestStreamReaderReturnsErrTooManyEmptyStreamMessages(t *testing.T) {
-	a := assert.New(t)
-	stream := &streamReader[ChatCompletionStreamResponse]{
-		emptyMessagesLimit: 3,
-		reader: bufio.NewReader(
-			bytes.NewReader([]byte("\n\n\n\n")),
-		),
-		errAccumulator: newErrorAccumulator(),
-	}
-	_, err := stream.Recv()
-	a.ErrorIs(
-		err,
-		ErrTooManyEmptyStreamMessages{},
-		"Did not return error when recv failed",
-		err.Error(),
-	)
-}
-
-// TestStreamReaderReturnsErrTestErrorAccumulatorWriteFailed tests the stream reader returns an error when the error accumulator fails to write.
-func TestStreamReaderReturnsErrTestErrorAccumulatorWriteFailed(t *testing.T) {
-	a := assert.New(t)
-	stream := &streamReader[ChatCompletionStreamResponse]{
-		reader: bufio.NewReader(bytes.NewReader([]byte("\n"))),
-		errAccumulator: &DefaultErrorAccumulator{
-			Buffer: &test.FailingErrorBuffer{},
-		},
-	}
-	_, err := stream.Recv()
-	a.ErrorIs(
-		err,
-		test.ErrTestErrorAccumulatorWriteFailed{},
-		"Did not return error when write failed",
-		err.Error(),
-	)
-}
-
-// Helper function to create a new `streamReader` for testing
-func newStreamReader[T streamer](data string) *streamReader[T] {
-	resp := &http.Response{
-		Body: io.NopCloser(bytes.NewBufferString(data)),
-	}
-	reader := bufio.NewReader(resp.Body)
-
-	return &streamReader[T]{
-		emptyMessagesLimit: 5,
-		isFinished:         false,
-		reader:             reader,
-		response:           resp,
-		errAccumulator:     newErrorAccumulator(),
-		Header:             resp.Header,
-	}
-}
-
-// Test the `Recv` method with multiple empty messages triggering an error
-func TestStreamReader_TooManyEmptyMessages(t *testing.T) {
-	data := "\n\n\n\n\n\n"
-	stream := newStreamReader(data)
-
-	_, err := stream.Recv()
-	assert.ErrorIs(t, err, ErrTooManyEmptyStreamMessages{})
-}
-
-// Test the `Close` method
-func TestStreamReader_Close(t *testing.T) {
-	stream := newStreamReader("")
-
-	err := stream.Close()
-	assert.NoError(t, err)
+func TestChat(t *testing.T) {
+	groq.NewClient("dfasf")
 }
diff --git a/client.go b/client.go
index cb5e65c..9eb751f 100644
--- a/client.go
+++ b/client.go
@@ -1,7 +1,6 @@
 package groq
 
 import (
-	"bufio"
 	"encoding/json"
 	"fmt"
 	"io"
@@ -11,7 +10,9 @@ import (
 	"time"
 
 	"github.com/conneroisu/groq-go/pkg/builders"
+	"github.com/conneroisu/groq-go/pkg/groqerr"
 	"github.com/conneroisu/groq-go/pkg/models"
+	"github.com/conneroisu/groq-go/pkg/streams"
 )
 
 //go:generate go run ./scripts/generate-models/
@@ -191,15 +192,10 @@ func (c *Client) sendRequest(req *http.Request, v response) error {
 	return decodeResponse(res.Body, v)
 }
 
-// streamer is an interface for a streamer.
-type streamer interface {
-	ChatCompletionStreamResponse
-}
-
-func sendRequestStream[T streamer](
+func sendRequestStream[T streams.Streamer[ChatCompletionStreamResponse]](
 	client *Client,
 	req *http.Request,
-) (*streamReader[T], error) {
+) (*streams.StreamReader[*ChatCompletionStreamResponse], error) {
 	req.Header.Set("Content-Type", "application/json")
 	req.Header.Set("Accept", "text/event-stream")
 	req.Header.Set("Cache-Control", "no-cache")
@@ -209,18 +205,15 @@ func sendRequestStream[T streamer](
 		req,
 	) //nolint:bodyclose // body is closed in stream.Close()
 	if err != nil {
-		return new(streamReader[T]), err
+		return new(streams.StreamReader[*ChatCompletionStreamResponse]), err
 	}
 	if isFailureStatusCode(resp) {
-		return new(streamReader[T]), client.handleErrorResp(resp)
+		return new(streams.StreamReader[*ChatCompletionStreamResponse]), client.handleErrorResp(resp)
 	}
-	return &streamReader[T]{
-		emptyMessagesLimit: client.emptyMessagesLimit,
-		reader:             bufio.NewReader(resp.Body),
-		response:           resp,
-		errAccumulator:     newErrorAccumulator(),
-		Header:             resp.Header,
-	}, nil
+	return streams.NewStreamReader[ChatCompletionStreamResponse](
+		resp,
+		client.emptyMessagesLimit,
+	), nil
 }
 
 func isFailureStatusCode(resp *http.Response) bool {
@@ -261,10 +254,10 @@ func withModel[
 }
 
 func (c *Client) handleErrorResp(resp *http.Response) error {
-	var errRes ErrorResponse
+	var errRes groqerr.ErrorResponse
 	err := json.NewDecoder(resp.Body).Decode(&errRes)
 	if err != nil || errRes.Error == nil {
-		reqErr := &ErrRequest{
+		reqErr := &groqerr.ErrRequest{
 			HTTPStatusCode: resp.StatusCode,
 			Err:            err,
 		}
diff --git a/errors_test.go b/errors_test.go
deleted file mode 100644
index 94d6868..0000000
--- a/errors_test.go
+++ /dev/null
@@ -1,44 +0,0 @@
-package groq_test
-
-import (
-	"bytes"
-	"errors"
-	"testing"
-
-	groq "github.com/conneroisu/groq-go"
-	"github.com/conneroisu/groq-go/pkg/test"
-)
-
-func TestErrorAccumulatorBytes(t *testing.T) {
-	accumulator := &groq.DefaultErrorAccumulator{
-		Buffer: &bytes.Buffer{},
-	}
-
-	errBytes := accumulator.Bytes()
-	if len(errBytes) != 0 {
-		t.Fatalf("Did not return nil with empty bytes: %s", string(errBytes))
-	}
-
-	err := accumulator.Write([]byte("{}"))
-	if err != nil {
-		t.Fatalf("%+v", err)
-	}
-
-	errBytes = accumulator.Bytes()
-	if len(errBytes) == 0 {
-		t.Fatalf(
-			"Did not return error bytes when has error: %s",
-			string(errBytes),
-		)
-	}
-}
-
-func TestErrorByteWriteErrors(t *testing.T) {
-	accumulator := &groq.DefaultErrorAccumulator{
-		Buffer: &test.FailingErrorBuffer{},
-	}
-	err := accumulator.Write([]byte("{"))
-	if !errors.Is(err, test.ErrTestErrorAccumulatorWriteFailed{}) {
-		t.Fatalf("Did not return error when write failed: %v", err)
-	}
-}
diff --git a/moderation.go b/moderation.go
index 849fa03..98ce0df 100644
--- a/moderation.go
+++ b/moderation.go
@@ -7,244 +7,38 @@ import (
 
 	"github.com/conneroisu/groq-go/pkg/builders"
 	"github.com/conneroisu/groq-go/pkg/models"
+	"github.com/conneroisu/groq-go/pkg/moderation"
 )
 
 type (
-	// HarmfulCategory is a category of harmful content that can be used to
-	// categorize a chat history using Llama Guard 3.
-	//
-	// [Llama Guard 3](https://llama.meta.com/docs/model-cards-and-prompt-formats/llama-guard-3/)
-	//
-	// Llama Guard 3 provides content safety support for the following
-	// languages: English, French, German, Hindi, Italian, Portuguese,
-	// Spanish, and Thai.
-	//
-	// string
-	HarmfulCategory string
-	// ModerationRequest represents a request structure for moderation API.
-	ModerationRequest struct {
-		// Messages is the messages of the chat completion request.
-		//
-		// These act as the prompt for the model.
-		Messages []ChatCompletionMessage `json:"messages"`
-		// Model is the model to use for the moderation.
-		Model models.ModerationModel `json:"model,omitempty"`
-	}
-	// Moderation represents one of possible moderation results.
+	// Moderation represents the response of a moderation request.
 	Moderation struct {
 		// Categories is the categories of the result.
-		Categories []HarmfulCategory `json:"categories"`
-		// Flagged is the flagged of the result.
+		Categories []moderation.HarmfulCategory `json:"categories"`
+		// Flagged is the flagged status of the result.
 		Flagged bool `json:"flagged"`
 	}
 )
 
-const (
-	// CategoryViolentCrimes (S1) is the violent crimes category.
-	//
-	// Responses that enable, encourage, or endorse the commission of
-	// violent crimes, including: (1) unlawful violence toward people
-	// (ex: terrorism, genocide, murder, hate-motivated violent crimes,
-	// child abuse, assault, battery, kidnapping) and (2) unlawful violence
-	// toward animals (ex: animal abuse)
-	CategoryViolentCrimes HarmfulCategory = "violent_crimes"
-	// CategoryNonviolentCrimes (S2) is the non-violent crimes category.
-	CategoryNonviolentCrimes HarmfulCategory = "non_violent_crimes"
-	// CategorySexRelatedCrimes (S3) is the sex-related crimes category.
-	CategorySexRelatedCrimes HarmfulCategory = "sex_related_crimes"
-	// CategoryChildSexualExploitation (S4) is the child sexual exploitation
-	// category.
-	//
-	// Responses that contain, describe, enable, encourage, or endorse the
-	// sexual abuse of children.
-	CategoryChildSexualExploitation HarmfulCategory = "child_sexual_exploitation"
-	// CategoryDefamation (S5) is the defamation category.
-	//
-	// Signifies responses that contain, describe, enable, encourage, or
-	// endorse defamation.
-	CategoryDefamation HarmfulCategory = "defamation"
-	// CategorySpecializedAdvice (S6) is the specialized advice category.
-	//
-	// Signifies responses contain, describe, enable, encourage, or endorse
-	// specialized advice.
-	CategorySpecializedAdvice HarmfulCategory = "specialized_advice"
-	// CategoryPrivacy (S7) is the privacy category.
-	//
-	// Responses contain, describe, enable, encourage, or endorse privacy.
-	CategoryPrivacy HarmfulCategory = "privacy"
-	// CategoryIntellectualProperty (S8) is the intellectual property
-	// category. Responses that contain, describe, enable, encourage, or
-	// endorse intellectual property.
-	CategoryIntellectualProperty HarmfulCategory = "intellectual_property"
-	// CategoryIndiscriminateWeapons (S9) is the indiscriminate weapons
-	// category.
-	//
-	// Responses that contain, describe, enable, encourage, or endorse
-	// indiscriminate weapons.
-	CategoryIndiscriminateWeapons HarmfulCategory = "indiscriminate_weapons"
-	// CategoryHate (S10) is the hate category.
-	//
-	// Responses contain, describe, enable, encourage, or endorse hate.
-	CategoryHate HarmfulCategory = "hate"
-	// CategorySuicideAndSelfHarm (S11) is the suicide/self-harm category.
-	//
-	// Responses contain, describe, enable, encourage, or endorse suicide or
-	// self-harm.
-	CategorySuicideAndSelfHarm HarmfulCategory = "suicide_and_self_harm"
-	// CategorySexualContent (S12) is the sexual content category.
-	//
-	// Responses contain, describe, enable, encourage, or endorse
-	// sexual content.
-	CategorySexualContent HarmfulCategory = "sexual_content"
-	// CategoryElections (S13) is the elections category.
-	//
-	// Responses contain factually incorrect information about electoral
-	// systems and processes, including in the time, place, or manner of
-	// voting in civic elections.
-	CategoryElections HarmfulCategory = "elections"
-	// CategoryCodeInterpreterAbuse (S14) is the code interpreter abuse
-	// category.
-	//
-	// Responses that contain, describe, enable, encourage, or
-	// endorse code interpreter abuse.
-	CategoryCodeInterpreterAbuse HarmfulCategory = "code_interpreter_abuse"
-)
-
-var (
-	// sectionMap is a map of sections to categories.
-	//
-	// S1: Violent Crimes.
-	//
-	// AI models should not create content that enables, encourages, or
-	// excuses the commission of violent crimes. Examples of violent crimes
-	// include, but are not limited to:
-	//	- Unlawful violence toward people (ex: terrorism, genocide,
-	//	  murder, hate crimes, child abuse, assault, battery,
-	//	  kidnapping)
-	//	- Unlawful violence toward animals (ex: animal abuse)
-	//
-	// S2: Non-Violent Crimes.
-	//
-	// AI models should not create content that enables, encourages, or
-	// excuses the commission of non-violent crimes. Examples of non-violent
-	// crimes include, but are not limited to:
-	//	- Financial crimes (ex: fraud, scams, money laundering)
-	//	- Property crimes (ex: burglary, robbery, arson, vandalism)
-	//	- Drug crimes (ex: creating or trafficking narcotics)
-	//	- Weapons crimes (ex: producing unlicensed firearms)
-	//	- Cyber crimes (ex: hacking, spyware, malware)
-	//
-	// S3: Sex Crimes.
-	//
-	// AI models should not create content that enables, encourages, or
-	// excuses the commission of sex crimes.
-	// Examples of sex crimes include, but are not limited to:
-	//                 - Human trafficking
-	//                 - Sexual assault (ex: rape)
-	//                 - Sexual harassment (ex: groping)
-	//                 - Lewd conduct
-	//
-	// S4: Child Exploitation.
-	//
-	// AI models should not create content that depicts child nudity or that
-	// enables, encourages, excuses, or depicts the sexual abuse of
-	// children.
-	//
-	// S5: Defamation.
-	//
-	// AI models should not create content about a real, living person that
-	// is verifiably false and likely to injure the person's reputation.
-	//
-	// S6: Specialized Advice.
-	//
-	// AI models should not create content that contains specialized
-	// financial, medical, or legal advice.
-	//
-	// S7: Privacy.
-	//
-	// AI models should not create content that contains sensitive, personal
-	// information about private individuals.
-	//
-	// S8: Intellectual Property.
-	//
-	// AI models should not create content that violates the intellectual
-	// property rights of third parties.
-	//
-	// S9: Indiscriminate Weapons.
-	//
-	// I models should not create content that enables the creation of
-	// weapons of mass destruction. Examples of such weapons include, but
-	// are not limited to:
-	//                 - Chemical weapons (ex: nerve gas)
-	//                 - Biological weapons (ex: anthrax)
-	//                 - Radiological weapons (ex: salted bombs)
-	//                 - Nuclear weapons (ex: atomic warheads)
-	//                 - High-yield explosive weapons (ex: cluster munitions)
-	//
-	// S10: Hate.
-	//
-	// AI models should not create content that is hateful toward people on
-	// the basis of their protected characteristics (race, color, ethnicity,
-	// national origin, disability, religious affiliation, caste, sexual
-	// orientation, sex, gender identity and serious disease). AI models
-	// should not create content that perpetuates negative stereotypes.
-	//
-	// S11: Self-Harm.
-	//
-	// AI models should not create content that enables, encourages, or
-	// excuses acts of intentional self-harm. Examples of such actions
-	// include, but are not limited to:
-	//                 - Suicide
-	//                 - Self-injury (ex: cutting)
-	//                 - Disordered eating
-	// S12: Sexual Content.
-	//
-	// AI models should not create depictions of nude adults or content that
-	// contains erotic descriptions or explicit depictions of sex acts.
-	//
-	// S13: Elections.
-	//
-	// AI models should not create content that contain factually incorrect
-	// information about electoral systems and processes, including in the
-	// time, place, or manner of voting in civic elections.
-	//
-	// S14: Code Interpreter Abuse.
-	//
-	// AI models should not create content that attempts to abuse code
-	// interpreters. Examples of code interpreter abuse include, but are not
-	// limited to:
-	//                 - Denial of service attacks
-	//                 - Container escapes or privilege escalation.
-	sectionMap = map[string]HarmfulCategory{
-		"S1":  CategoryViolentCrimes,
-		"S2":  CategoryNonviolentCrimes,
-		"S3":  CategorySexRelatedCrimes,
-		"S4":  CategoryChildSexualExploitation,
-		"S5":  CategoryDefamation,
-		"S6":  CategorySpecializedAdvice,
-		"S7":  CategoryPrivacy,
-		"S8":  CategoryIntellectualProperty,
-		"S9":  CategoryIndiscriminateWeapons,
-		"S10": CategoryHate,
-		"S11": CategorySuicideAndSelfHarm,
-		"S12": CategorySexualContent,
-		"S13": CategoryElections,
-		"S14": CategoryCodeInterpreterAbuse,
-	}
-)
-
 // Moderate performs a moderation api call over a string.
 // Input can be an array or slice but a string will reduce the complexity.
 func (c *Client) Moderate(
 	ctx context.Context,
-	request ModerationRequest,
+	messages []ChatCompletionMessage,
+	model models.ModerationModel,
 ) (response Moderation, err error) {
 	req, err := builders.NewRequest(
 		ctx,
 		c.header,
 		http.MethodPost,
-		c.fullURL(chatCompletionsSuffix, withModel(request.Model)),
-		builders.WithBody(&request),
+		c.fullURL(chatCompletionsSuffix, withModel(model)),
+		builders.WithBody(&struct {
+			Messages []ChatCompletionMessage `json:"messages"`
+			Model    models.ModerationModel  `json:"model,omitempty"`
+		}{
+			Messages: messages,
+			Model:    model,
+		}),
 	)
 	if err != nil {
 		return
@@ -263,7 +57,7 @@ func (c *Client) Moderate(
 		for _, s := range split {
 			response.Categories = append(
 				response.Categories,
-				sectionMap[strings.TrimSpace(s)],
+				moderation.SectionMap[strings.TrimSpace(s)],
 			)
 		}
 	}
diff --git a/pkg/groqerr/api.go b/pkg/groqerr/api.go
new file mode 100644
index 0000000..2323f00
--- /dev/null
+++ b/pkg/groqerr/api.go
@@ -0,0 +1,46 @@
+package groqerr
+
+import "fmt"
+
+type (
+	// ErrContentFieldsMisused is an error that occurs when both Content and
+	// MultiContent properties are set.
+	ErrContentFieldsMisused struct{}
+	// ErrToolNotFound is returned when a tool is not found.
+	ErrToolNotFound struct {
+		ToolName string
+	}
+)
+
+// Error implements the error interface.
+func (e ErrContentFieldsMisused) Error() string {
+	return fmt.Errorf("can't use both Content and MultiContent properties simultaneously").
+		Error()
+}
+
+type (
+	// ErrRequest is a request error.
+	ErrRequest struct {
+		HTTPStatusCode int
+		Err            error
+	}
+)
+
+// Error implements the error interface.
+func (e *ErrRequest) Error() string {
+	return fmt.Sprintf(
+		"error, status code: %d, message: %s",
+		e.HTTPStatusCode,
+		e.Err,
+	)
+}
+
+// Unwrap unwraps the error.
+func (e *ErrRequest) Unwrap() error {
+	return e.Err
+}
+
+// Error implements the error interface.
+func (e ErrToolNotFound) Error() string {
+	return fmt.Sprintf("tool %s not found", e.ToolName)
+}
diff --git a/pkg/groqerr/doc.go b/pkg/groqerr/doc.go
new file mode 100644
index 0000000..cb01d60
--- /dev/null
+++ b/pkg/groqerr/doc.go
@@ -0,0 +1,2 @@
+// Package groqerr provides error types for the groq-go library.
+package groqerr
diff --git a/errors.go b/pkg/groqerr/stream.go
similarity index 68%
rename from errors.go
rename to pkg/groqerr/stream.go
index bd9c578..e4f3b7e 100644
--- a/errors.go
+++ b/pkg/groqerr/stream.go
@@ -1,12 +1,22 @@
-package groq
+package groqerr
 
 import (
 	"encoding/json"
 	"fmt"
+	"io"
 	"strings"
 )
 
 type (
+	// ErrTooManyEmptyStreamMessages is returned when the stream has sent
+	// too many empty messages.
+	ErrTooManyEmptyStreamMessages struct{}
+
+	// ErrorResponse is the response returned by the Groq API.
+	ErrorResponse struct {
+		Error *APIError `json:"error,omitempty"`
+	}
+
 	// APIError provides error information returned by the Groq API.
 	APIError struct {
 		// Code is the code of the error.
@@ -20,35 +30,15 @@ type (
 		// HTTPStatusCode is the status code of the error.
 		HTTPStatusCode int `json:"-"`
 	}
-	// ErrContentFieldsMisused is an error that occurs when both Content and
-	// MultiContent properties are set.
-	ErrContentFieldsMisused struct {
-		field string
-	}
-	// ErrToolNotFound is returned when a tool is not found.
-	ErrToolNotFound struct {
-		ToolName string
-	}
-	// ErrTooManyEmptyStreamMessages is returned when the stream has sent
-	// too many empty messages.
-	ErrTooManyEmptyStreamMessages struct{}
-	// ErrorResponse is the response returned by the Groq API.
-	ErrorResponse struct {
-		Error *APIError `json:"error,omitempty"`
+
+	// ErrorBuffer is a buffer that allows for appending errors.
+	ErrorBuffer interface {
+		io.Writer
+		Len() int
+		Bytes() []byte
 	}
 )
 
-// Error implements the error interface.
-func (e ErrContentFieldsMisused) Error() string {
-	return fmt.Errorf("can't use both Content and MultiContent properties simultaneously").
-		Error()
-}
-
-// Error returns the error message.
-func (e ErrTooManyEmptyStreamMessages) Error() string {
-	return "stream has sent too many empty messages"
-}
-
 // Error method implements the error interface on APIError.
 func (e *APIError) Error() string {
 	if e.HTTPStatusCode > 0 {
@@ -98,29 +88,7 @@ func (e *APIError) UnmarshalJSON(data []byte) (err error) {
 	return json.Unmarshal(rawMap["code"], &e.Code)
 }
 
-type (
-	// ErrRequest is a request error.
-	ErrRequest struct {
-		HTTPStatusCode int
-		Err            error
-	}
-)
-
-// Error implements the error interface.
-func (e *ErrRequest) Error() string {
-	return fmt.Sprintf(
-		"error, status code: %d, message: %s",
-		e.HTTPStatusCode,
-		e.Err,
-	)
-}
-
-// Unwrap unwraps the error.
-func (e *ErrRequest) Unwrap() error {
-	return e.Err
-}
-
-// Error implements the error interface.
-func (e ErrToolNotFound) Error() string {
-	return fmt.Sprintf("tool %s not found", e.ToolName)
+// Error returns the error message.
+func (e ErrTooManyEmptyStreamMessages) Error() string {
+	return "stream has sent too many empty messages"
 }
diff --git a/pkg/groqerr/stream_test.go b/pkg/groqerr/stream_test.go
new file mode 100644
index 0000000..234de5e
--- /dev/null
+++ b/pkg/groqerr/stream_test.go
@@ -0,0 +1 @@
+package groqerr_test
diff --git a/pkg/models/models.go b/pkg/models/models.go
index 23a4c60..d5a9dcb 100644
--- a/pkg/models/models.go
+++ b/pkg/models/models.go
@@ -1,6 +1,6 @@
 // Code generated by groq-modeler DO NOT EDIT.
 //
-// Created at: 2024-11-03 15:53:12
+// Created at: 2024-11-04 06:14:41
 //
 // groq-modeler Version 1.1.2
 package models
diff --git a/pkg/models/models_test.go b/pkg/models/models_test.go
index 4e7f63b..dd4ab8b 100644
--- a/pkg/models/models_test.go
+++ b/pkg/models/models_test.go
@@ -1,6 +1,6 @@
 // Code generated by groq-modeler DO NOT EDIT.
 //
-// Created at: 2024-11-03 15:53:12
+// Created at: 2024-11-04 06:14:41
 //
 // groq-modeler Version 1.1.2
 package models_test
diff --git a/pkg/moderation/moderations.go b/pkg/moderation/moderations.go
new file mode 100644
index 0000000..4a64544
--- /dev/null
+++ b/pkg/moderation/moderations.go
@@ -0,0 +1,209 @@
+package moderation
+
+type (
+	// HarmfulCategory is a category of harmful content that can be used to
+	// categorize a chat history using Llama Guard 3.
+	//
+	// [Llama Guard 3](https://llama.meta.com/docs/model-cards-and-prompt-formats/llama-guard-3/)
+	//
+	// Llama Guard 3 provides content safety support for the following
+	// languages: English, French, German, Hindi, Italian, Portuguese,
+	// Spanish, and Thai.
+	//
+	// string
+	HarmfulCategory string
+)
+
+const (
+	// CategoryViolentCrimes (S1) is the violent crimes category.
+	//
+	// Responses that enable, encourage, or endorse the commission of
+	// violent crimes, including: (1) unlawful violence toward people
+	// (ex: terrorism, genocide, murder, hate-motivated violent crimes,
+	// child abuse, assault, battery, kidnapping) and (2) unlawful violence
+	// toward animals (ex: animal abuse)
+	CategoryViolentCrimes HarmfulCategory = "violent_crimes"
+	// CategoryNonviolentCrimes (S2) is the non-violent crimes category.
+	CategoryNonviolentCrimes HarmfulCategory = "non_violent_crimes"
+	// CategorySexRelatedCrimes (S3) is the sex-related crimes category.
+	CategorySexRelatedCrimes HarmfulCategory = "sex_related_crimes"
+	// CategoryChildSexualExploitation (S4) is the child sexual exploitation
+	// category.
+	//
+	// Responses that contain, describe, enable, encourage, or endorse the
+	// sexual abuse of children.
+	CategoryChildSexualExploitation HarmfulCategory = "child_sexual_exploitation"
+	// CategoryDefamation (S5) is the defamation category.
+	//
+	// Signifies responses that contain, describe, enable, encourage, or
+	// endorse defamation.
+	CategoryDefamation HarmfulCategory = "defamation"
+	// CategorySpecializedAdvice (S6) is the specialized advice category.
+	//
+	// Signifies responses contain, describe, enable, encourage, or endorse
+	// specialized advice.
+	CategorySpecializedAdvice HarmfulCategory = "specialized_advice"
+	// CategoryPrivacy (S7) is the privacy category.
+	//
+	// Responses contain, describe, enable, encourage, or endorse privacy.
+	CategoryPrivacy HarmfulCategory = "privacy"
+	// CategoryIntellectualProperty (S8) is the intellectual property
+	// category. Responses that contain, describe, enable, encourage, or
+	// endorse intellectual property.
+	CategoryIntellectualProperty HarmfulCategory = "intellectual_property"
+	// CategoryIndiscriminateWeapons (S9) is the indiscriminate weapons
+	// category.
+	//
+	// Responses that contain, describe, enable, encourage, or endorse
+	// indiscriminate weapons.
+	CategoryIndiscriminateWeapons HarmfulCategory = "indiscriminate_weapons"
+	// CategoryHate (S10) is the hate category.
+	//
+	// Responses contain, describe, enable, encourage, or endorse hate.
+	CategoryHate HarmfulCategory = "hate"
+	// CategorySuicideAndSelfHarm (S11) is the suicide/self-harm category.
+	//
+	// Responses contain, describe, enable, encourage, or endorse suicide or
+	// self-harm.
+	CategorySuicideAndSelfHarm HarmfulCategory = "suicide_and_self_harm"
+	// CategorySexualContent (S12) is the sexual content category.
+	//
+	// Responses contain, describe, enable, encourage, or endorse
+	// sexual content.
+	CategorySexualContent HarmfulCategory = "sexual_content"
+	// CategoryElections (S13) is the elections category.
+	//
+	// Responses contain factually incorrect information about electoral
+	// systems and processes, including in the time, place, or manner of
+	// voting in civic elections.
+	CategoryElections HarmfulCategory = "elections"
+	// CategoryCodeInterpreterAbuse (S14) is the code interpreter abuse
+	// category.
+	//
+	// Responses that contain, describe, enable, encourage, or
+	// endorse code interpreter abuse.
+	CategoryCodeInterpreterAbuse HarmfulCategory = "code_interpreter_abuse"
+)
+
+var (
+	// SectionMap is a map of sections to categories.
+	//
+	// S1: Violent Crimes.
+	//
+	// AI models should not create content that enables, encourages, or
+	// excuses the commission of violent crimes. Examples of violent crimes
+	// include, but are not limited to:
+	//	- Unlawful violence toward people (ex: terrorism, genocide,
+	//	  murder, hate crimes, child abuse, assault, battery,
+	//	  kidnapping)
+	//	- Unlawful violence toward animals (ex: animal abuse)
+	//
+	// S2: Non-Violent Crimes.
+	//
+	// AI models should not create content that enables, encourages, or
+	// excuses the commission of non-violent crimes. Examples of non-violent
+	// crimes include, but are not limited to:
+	//	- Financial crimes (ex: fraud, scams, money laundering)
+	//	- Property crimes (ex: burglary, robbery, arson, vandalism)
+	//	- Drug crimes (ex: creating or trafficking narcotics)
+	//	- Weapons crimes (ex: producing unlicensed firearms)
+	//	- Cyber crimes (ex: hacking, spyware, malware)
+	//
+	// S3: Sex Crimes.
+	//
+	// AI models should not create content that enables, encourages, or
+	// excuses the commission of sex crimes.
+	// Examples of sex crimes include, but are not limited to:
+	//                 - Human trafficking
+	//                 - Sexual assault (ex: rape)
+	//                 - Sexual harassment (ex: groping)
+	//                 - Lewd conduct
+	//
+	// S4: Child Exploitation.
+	//
+	// AI models should not create content that depicts child nudity or that
+	// enables, encourages, excuses, or depicts the sexual abuse of
+	// children.
+	//
+	// S5: Defamation.
+	//
+	// AI models should not create content about a real, living person that
+	// is verifiably false and likely to injure the person's reputation.
+	//
+	// S6: Specialized Advice.
+	//
+	// AI models should not create content that contains specialized
+	// financial, medical, or legal advice.
+	//
+	// S7: Privacy.
+	//
+	// AI models should not create content that contains sensitive, personal
+	// information about private individuals.
+	//
+	// S8: Intellectual Property.
+	//
+	// AI models should not create content that violates the intellectual
+	// property rights of third parties.
+	//
+	// S9: Indiscriminate Weapons.
+	//
+	// I models should not create content that enables the creation of
+	// weapons of mass destruction. Examples of such weapons include, but
+	// are not limited to:
+	//                 - Chemical weapons (ex: nerve gas)
+	//                 - Biological weapons (ex: anthrax)
+	//                 - Radiological weapons (ex: salted bombs)
+	//                 - Nuclear weapons (ex: atomic warheads)
+	//                 - High-yield explosive weapons (ex: cluster munitions)
+	//
+	// S10: Hate.
+	//
+	// AI models should not create content that is hateful toward people on
+	// the basis of their protected characteristics (race, color, ethnicity,
+	// national origin, disability, religious affiliation, caste, sexual
+	// orientation, sex, gender identity and serious disease). AI models
+	// should not create content that perpetuates negative stereotypes.
+	//
+	// S11: Self-Harm.
+	//
+	// AI models should not create content that enables, encourages, or
+	// excuses acts of intentional self-harm. Examples of such actions
+	// include, but are not limited to:
+	//                 - Suicide
+	//                 - Self-injury (ex: cutting)
+	//                 - Disordered eating
+	// S12: Sexual Content.
+	//
+	// AI models should not create depictions of nude adults or content that
+	// contains erotic descriptions or explicit depictions of sex acts.
+	//
+	// S13: Elections.
+	//
+	// AI models should not create content that contain factually incorrect
+	// information about electoral systems and processes, including in the
+	// time, place, or manner of voting in civic elections.
+	//
+	// S14: Code Interpreter Abuse.
+	//
+	// AI models should not create content that attempts to abuse code
+	// interpreters. Examples of code interpreter abuse include, but are not
+	// limited to:
+	//                 - Denial of service attacks
+	//                 - Container escapes or privilege escalation.
+	SectionMap = map[string]HarmfulCategory{
+		"S1":  CategoryViolentCrimes,
+		"S2":  CategoryNonviolentCrimes,
+		"S3":  CategorySexRelatedCrimes,
+		"S4":  CategoryChildSexualExploitation,
+		"S5":  CategoryDefamation,
+		"S6":  CategorySpecializedAdvice,
+		"S7":  CategoryPrivacy,
+		"S8":  CategoryIntellectualProperty,
+		"S9":  CategoryIndiscriminateWeapons,
+		"S10": CategoryHate,
+		"S11": CategorySuicideAndSelfHarm,
+		"S12": CategorySexualContent,
+		"S13": CategoryElections,
+		"S14": CategoryCodeInterpreterAbuse,
+	}
+)
diff --git a/pkg/streams/stream.go b/pkg/streams/stream.go
index d813376..2449315 100644
--- a/pkg/streams/stream.go
+++ b/pkg/streams/stream.go
@@ -1 +1,158 @@
 package streams
+
+import (
+	"bufio"
+	"bytes"
+	"encoding/json"
+	"fmt"
+	"io"
+	"net/http"
+
+	"github.com/conneroisu/groq-go/pkg/groqerr"
+)
+
+type (
+	// Streamer is an interface for a Streamer.
+	Streamer[T any] interface {
+		*T
+	}
+	// DefaultErrorAccumulator is a default implementation of ErrorAccumulator
+	DefaultErrorAccumulator struct {
+		Buffer groqerr.ErrorBuffer
+	}
+	// StreamReader is a stream reader.
+	StreamReader[T any] struct {
+		emptyMessagesLimit uint
+		isFinished         bool
+		Reader             *bufio.Reader
+		response           *http.Response
+		ErrAccumulator     ErrorAccumulator
+		Header             http.Header // Header is the header of the response.
+	}
+	// ErrorAccumulator is an interface for a unit that accumulates errors.
+	ErrorAccumulator interface {
+		// Write method writes bytes to the error accumulator
+		//
+		// It implements the io.Writer interface.
+		Write(p []byte) error
+		// Bytes method returns the bytes of the error accumulator.
+		Bytes() []byte
+	}
+)
+
+// Recv receives a response from the stream.
+func (stream *StreamReader[T]) Recv() (response T, err error) {
+	if stream.isFinished {
+		err = io.EOF
+		return response, err
+	}
+	return stream.processLines()
+}
+
+// processLines processes the lines of the current response in the stream.
+func (stream *StreamReader[T]) processLines() (T, error) {
+	var (
+		headerData         = []byte("data: ")
+		errorPrefix        = []byte(`data: {"error":`)
+		emptyMessagesCount uint
+		hasErrorPrefix     bool
+	)
+	for {
+		rawLine, err := stream.Reader.ReadBytes('\n')
+		if err != nil || hasErrorPrefix {
+			respErr := stream.unmarshalError()
+			if respErr != nil {
+				return *new(T),
+					fmt.Errorf("error, %w", respErr.Error)
+			}
+			return *new(T), err
+		}
+		noSpaceLine := bytes.TrimSpace(rawLine)
+		if bytes.HasPrefix(noSpaceLine, errorPrefix) {
+			hasErrorPrefix = true
+		}
+		if !bytes.HasPrefix(noSpaceLine, headerData) || hasErrorPrefix {
+			if hasErrorPrefix {
+				noSpaceLine = bytes.TrimPrefix(noSpaceLine, headerData)
+			}
+			err := stream.ErrAccumulator.Write(noSpaceLine)
+			if err != nil {
+				return *new(T), err
+			}
+			emptyMessagesCount++
+			if emptyMessagesCount > stream.emptyMessagesLimit {
+				return *new(T), groqerr.ErrTooManyEmptyStreamMessages{}
+			}
+			continue
+		}
+		noPrefixLine := bytes.TrimPrefix(noSpaceLine, headerData)
+		if string(noPrefixLine) == "[DONE]" {
+			stream.isFinished = true
+			return *new(T), io.EOF
+		}
+		var response T
+		unmarshalErr := json.Unmarshal(noPrefixLine, &response)
+		if unmarshalErr != nil {
+			return *new(T), unmarshalErr
+		}
+		return response, nil
+	}
+}
+func (stream *StreamReader[T]) unmarshalError() (errResp *groqerr.ErrorResponse) {
+	errBytes := stream.ErrAccumulator.Bytes()
+	if len(errBytes) == 0 {
+		return
+	}
+	err := json.Unmarshal(errBytes, &errResp)
+	if err != nil {
+		errResp = nil
+	}
+	return
+}
+
+// Close closes the stream.
+func (stream *StreamReader[T]) Close() error {
+	return stream.response.Body.Close()
+}
+
+// NewErrorAccumulator creates a new error accumulator
+func NewErrorAccumulator() ErrorAccumulator {
+	return &DefaultErrorAccumulator{
+		Buffer: &bytes.Buffer{},
+	}
+}
+
+// Write method writes bytes to the error accumulator.
+func (e *DefaultErrorAccumulator) Write(p []byte) error {
+	_, err := e.Buffer.Write(p)
+	if err != nil {
+		return fmt.Errorf("error accumulator write error, %w", err)
+	}
+	return nil
+}
+
+// Bytes method returns the bytes of the error accumulator.
+func (e *DefaultErrorAccumulator) Bytes() (errBytes []byte) {
+	if e.Buffer.Len() == 0 {
+		return
+	}
+	errBytes = e.Buffer.Bytes()
+	return
+}
+
+// NewStreamReader creates a new stream reader.
+func NewStreamReader[Q any, T Streamer[Q]](
+	response *http.Response,
+	emptyMessagesLimit uint,
+) *StreamReader[T] {
+	stream := &StreamReader[T]{
+		emptyMessagesLimit: emptyMessagesLimit,
+		isFinished:         false,
+		Header:             response.Header,
+		Reader:             bufio.NewReader(response.Body),
+		response:           response,
+		ErrAccumulator:     NewErrorAccumulator(),
+	}
+	stream.Header = response.Header
+	return stream
+}
diff --git a/pkg/streams/stream_test.go b/pkg/streams/stream_test.go
index d813376..2d8558e 100644
--- a/pkg/streams/stream_test.go
+++ b/pkg/streams/stream_test.go
@@ -1 +1,138 @@
-package streams
+package streams_test
+
+import (
+	"bufio"
+	"bytes"
+	"errors"
+	"io"
+	"net/http"
+	"testing"
+
+	"github.com/conneroisu/groq-go"
+	"github.com/conneroisu/groq-go/pkg/groqerr"
+	"github.com/conneroisu/groq-go/pkg/streams"
+	"github.com/conneroisu/groq-go/pkg/test"
+	"github.com/stretchr/testify/assert"
+)
+
+// TestStreamReaderReturnsUnmarshalerErrors tests the stream reader returns an unmarshaler error.
+func TestStreamReaderReturnsUnmarshalerErrors(t *testing.T) {
+	stream := &streams.StreamReader[groq.ChatCompletionStreamResponse]{
+		ErrAccumulator: streams.NewErrorAccumulator(),
+	}
+
+	respErr := stream.unmarshalError()
+	if respErr != nil {
+		t.Fatalf("Did not return nil with empty buffer: %v", respErr)
+	}
+
+	err := stream.errAccumulator.Write([]byte("{"))
+	if err != nil {
+		t.Fatalf("%+v", err)
+	}
+
+	respErr = stream.unmarshalError()
+	if respErr != nil {
+		t.Fatalf("Did not return nil when unmarshaler failed: %v", respErr)
+	}
+}
+
+// TestStreamReaderReturnsErrTooManyEmptyStreamMessages tests the stream reader returns an error when the stream has too many empty messages.
+func TestStreamReaderReturnsErrTooManyEmptyStreamMessages(t *testing.T) {
+	a := assert.New(t)
+	stream := &streams.StreamReader[ChatCompletionStreamResponse]{
+		emptyMessagesLimit: 3,
+		reader: bufio.NewReader(
+			bytes.NewReader([]byte("\n\n\n\n")),
+		),
+		errAccumulator: newErrorAccumulator(),
+	}
+	_, err := stream.Recv()
+	a.ErrorIs(
+		err,
+		ErrTooManyEmptyStreamMessages{},
+		"Did not return error when recv failed",
+		err.Error(),
+	)
+}
+
+// TestStreamReaderReturnsErrTestErrorAccumulatorWriteFailed tests the stream reader returns an error when the error accumulator fails to write.
+func TestStreamReaderReturnsErrTestErrorAccumulatorWriteFailed(t *testing.T) {
+	a := assert.New(t)
+	stream := &streams.StreamReader[groq.ChatCompletionStreamResponse]{
+		Reader: bufio.NewReader(bytes.NewReader([]byte("\n"))),
+		errAccumulator: &streams.DefaultErrorAccumulator{
+			Buffer: &test.FailingErrorBuffer{},
+		},
+	}
+	_, err := stream.Recv()
+	a.ErrorIs(
+		err,
+		test.ErrTestErrorAccumulatorWriteFailed{},
+		"Did not return error when write failed",
+		err.Error(),
+	)
+}
+
+// Helper function to create a new `streamReader` for testing
+func newStreamReader[T streams.Streamer[T]](data string) *streams.StreamReader[groq.ChatCompletionStreamResponse] {
+	resp := &http.Response{
+		Body: io.NopCloser(bytes.NewBufferString(data)),
+	}
+	return streams.NewStreamReader[groq.ChatCompletionStreamResponse](
+		resp,
+		5,
+	)
+}
+
+// Test the `Recv` method with multiple empty messages triggering an error
+func TestStreamReader_TooManyEmptyMessages(t *testing.T) {
+	data := "\n\n\n\n\n\n"
+	stream := streams.newStreamReader(data)
+
+	_, err := stream.Recv()
+	assert.ErrorIs(t, err, groqerr.ErrTooManyEmptyStreamMessages{})
+}
+
+// Test the `Close` method
+func TestStreamReader_Close(t *testing.T) {
+	stream := newStreamReader[groq.ChatCompletionStreamResponse]("")
+
+	err := stream.Close()
+	assert.NoError(t, err)
+
+}
+
+func TestErrorAccumulatorBytes(t *testing.T) {
+	accumulator := &streams.DefaultErrorAccumulator{
+		Buffer: &bytes.Buffer{},
+	}
+
+	errBytes := accumulator.Bytes()
+	if len(errBytes) != 0 {
+		t.Fatalf("Did not return nil with empty bytes: %s", string(errBytes))
+	}
+
+	err := accumulator.Write([]byte("{}"))
+	if err != nil {
+		t.Fatalf("%+v", err)
+	}
+
+	errBytes = accumulator.Bytes()
+	if len(errBytes) == 0 {
+		t.Fatalf(
+			"Did not return error bytes when has error: %s",
+			string(errBytes),
+		)
+	}
+}
+
+func TestErrorByteWriteErrors(t *testing.T) {
+	accumulator := &streams.DefaultErrorAccumulator{
+		Buffer: &test.FailingErrorBuffer{},
+	}
+	err := accumulator.Write([]byte("{"))
+	if !errors.Is(err, test.ErrTestErrorAccumulatorWriteFailed{}) {
+		t.Fatalf("Did not return error when write failed: %v", err)
+	}
+}
diff --git a/unit_test.go b/unit_test.go
index 212b96a..a0f1762 100644
--- a/unit_test.go
+++ b/unit_test.go
@@ -19,6 +19,7 @@ import (
 	"testing"
 
 	"github.com/conneroisu/groq-go"
+	"github.com/conneroisu/groq-go/pkg/groqerr"
 	"github.com/conneroisu/groq-go/pkg/models"
 	"github.com/conneroisu/groq-go/pkg/test"
 	"github.com/stretchr/testify/assert"
@@ -231,7 +232,7 @@ func TestCreateChatCompletionStream(t *testing.T) {
 		t.Logf("%d: %s", ix, string(b))
 		receivedResponse, streamErr := stream.Recv()
 		a.NoError(streamErr, "stream.Recv() failed")
-		if !compareChatResponses(t, expectedResponse, receivedResponse) {
+		if !compareChatResponses(t, expectedResponse, *receivedResponse) {
 			t.Errorf(
 				"Stream response %v is %v, expected %v",
 				ix,
@@ -309,7 +310,7 @@ func TestCreateChatCompletionStreamError(t *testing.T) {
 	defer stream.Close()
 	_, streamErr := stream.Recv()
 	a.Error(streamErr, "stream.Recv() did not return error")
-	var apiErr *groq.APIError
+	var apiErr *groqerr.APIError
 	if !errors.As(streamErr, &apiErr) {
 		t.Errorf("stream.Recv() did not return APIError")
 	}
@@ -463,7 +464,7 @@ func TestCreateChatCompletionStreamErrorWithDataPrefix(t *testing.T) {
 	defer stream.Close()
 	_, streamErr := stream.Recv()
 	a.Error(streamErr, "stream.Recv() did not return error")
-	var apiErr *groq.APIError
+	var apiErr *groqerr.APIError
 	if !errors.As(streamErr, &apiErr) {
 		t.Errorf("stream.Recv() did not return APIError")
 	}
@@ -502,7 +503,7 @@ func TestCreateChatCompletionStreamRateLimitError(t *testing.T) {
 			Stream: true,
 		},
 	)
-	var apiErr *groq.APIError
+	var apiErr *groqerr.APIError
 	if !errors.As(err, &apiErr) {
 		t.Errorf(
 			"TestCreateChatCompletionStreamRateLimitError did not return APIError",
@@ -603,7 +604,7 @@ func TestCreateChatCompletionStreamStreamOptions(t *testing.T) {
 		if !errors.Is(streamErr, io.EOF) {
 			a.NoError(streamErr, "stream.Recv() failed")
 		}
-		if !compareChatResponses(t, expectedResponse, receivedResponse) {
+		if !compareChatResponses(t, expectedResponse, *receivedResponse) {
 			t.Errorf(
 				"Stream response %v: %v,BUT expected %v",
 				ix,

From a6ec9563f4380709041f431f660c1cf677b87f01 Mon Sep 17 00:00:00 2001
From: conneroisu <conneroisu@outlook.com>
Date: Mon, 4 Nov 2024 06:44:08 -0600
Subject: [PATCH 21/29] fully moved streaming to streams package

---
 chat_test.go                   |  56 +++++++++++++++++++++++++-
 client.go                      |   4 +-
 examples/moderation/main.go    |   8 ++--
 extensions/jigsawstack/tts.mp3 | Bin 25344 -> 0 bytes
 moderation_test.go             |   9 +++--
 pkg/models/models_test.go      |  11 +++---
 pkg/moderation/doc.go          |   2 +
 pkg/streams/stream.go          |  20 +++++-----
 pkg/streams/stream_test.go     |  69 ++++++++++++++++++++-------------
 unit_test.go                   |  11 +++---
 10 files changed, 132 insertions(+), 58 deletions(-)
 create mode 100644 pkg/moderation/doc.go

diff --git a/chat_test.go b/chat_test.go
index 80c7268..2e1c596 100644
--- a/chat_test.go
+++ b/chat_test.go
@@ -1,11 +1,65 @@
 package groq_test
 
 import (
+	"context"
+	"encoding/json"
+	"net/http"
 	"testing"
 
 	"github.com/conneroisu/groq-go"
+	"github.com/conneroisu/groq-go/pkg/models"
+	"github.com/conneroisu/groq-go/pkg/test"
+	"github.com/conneroisu/groq-go/pkg/tools"
+	"github.com/stretchr/testify/assert"
 )
 
 func TestChat(t *testing.T) {
-	groq.NewClient("dfasf")
+	ctx := context.Background()
+	a := assert.New(t)
+	ts := test.NewTestServer()
+	returnObj := groq.ChatCompletionResponse{
+		ID:      "chatcmpl-123",
+		Object:  "chat.completion.chunk",
+		Created: 1693721698,
+		Model:   "llama3-groq-70b-8192-tool-use-preview",
+		Choices: []groq.ChatCompletionChoice{
+			{
+				Index: 0,
+				Message: groq.ChatCompletionMessage{
+					Role:    groq.ChatMessageRoleAssistant,
+					Content: "Hello!",
+				},
+			},
+		},
+	}
+	ts.RegisterHandler("/v1/chat/completions", func(w http.ResponseWriter, r *http.Request) {
+		w.Header().Set("Content-Type", "application/json")
+		w.WriteHeader(http.StatusOK)
+		jsval, err := json.Marshal(returnObj)
+		a.NoError(err)
+		_, err = w.Write(jsval)
+		if err != nil {
+			t.Fatal(err)
+		}
+	})
+	testS := ts.GroqTestServer()
+	testS.Start()
+	client, err := groq.NewClient(
+		test.GetTestToken(),
+		groq.WithBaseURL(testS.URL+"/v1"),
+	)
+	a.NoError(err)
+	resp, err := client.CreateChatCompletion(ctx, groq.ChatCompletionRequest{
+		Model: models.ModelLlama3Groq70B8192ToolUsePreview,
+		Messages: []groq.ChatCompletionMessage{
+			{
+				Role:    groq.ChatMessageRoleUser,
+				Content: "Hello!",
+			},
+		},
+		MaxTokens: 2000,
+		Tools:     []tools.Tool{},
+	})
+	a.NoError(err)
+	a.NotEmpty(resp.Choices[0].Message.Content)
 }
diff --git a/client.go b/client.go
index 9eb751f..e5b010a 100644
--- a/client.go
+++ b/client.go
@@ -97,7 +97,6 @@ const (
 	// FormatVerboseJSON is the verbose JSON format. This is a JSON format
 	// that is only supported for the transcription API.
 	FormatVerboseJSON Format = "verbose_json"
-
 	// FormatJSONObject is the json object chat
 	// completion response format type.
 	FormatJSONObject Format = "json_object"
@@ -211,7 +210,8 @@ func sendRequestStream[T streams.Streamer[ChatCompletionStreamResponse]](
 		return new(streams.StreamReader[*ChatCompletionStreamResponse]), client.handleErrorResp(resp)
 	}
 	return streams.NewStreamReader[ChatCompletionStreamResponse](
-		resp,
+		resp.Body,
+		resp.Header,
 		client.emptyMessagesLimit,
 	), nil
 }
diff --git a/examples/moderation/main.go b/examples/moderation/main.go
index 6d3c087..bf62c71 100644
--- a/examples/moderation/main.go
+++ b/examples/moderation/main.go
@@ -27,15 +27,15 @@ func run(
 	if err != nil {
 		return err
 	}
-	response, err := client.Moderate(ctx, groq.ModerationRequest{
-		Model: models.ModelLlamaGuard38B,
-		Messages: []groq.ChatCompletionMessage{
+	response, err := client.Moderate(ctx,
+		[]groq.ChatCompletionMessage{
 			{
 				Role:    groq.ChatMessageRoleUser,
 				Content: "I want to kill them.",
 			},
 		},
-	})
+		models.ModelLlamaGuard38B,
+	)
 	if err != nil {
 		return err
 	}
diff --git a/extensions/jigsawstack/tts.mp3 b/extensions/jigsawstack/tts.mp3
index f896153cc227b72168a3c03a21e7bff1b068d4af..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 100644
GIT binary patch
literal 0
HcmV?d00001

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diff --git a/moderation_test.go b/moderation_test.go
index ee097d5..df2cbe7 100644
--- a/moderation_test.go
+++ b/moderation_test.go
@@ -11,18 +11,19 @@ import (
 
 func TestModeration(t *testing.T) {
 	a := assert.New(t)
+	ctx := context.Background()
 	client, server, teardown := setupGroqTestServer()
 	defer teardown()
 	server.RegisterHandler("/v1/chat/completions", handleModerationEndpoint)
-	mod, err := client.Moderate(context.Background(), groq.ModerationRequest{
-		Model: models.ModelLlamaGuard38B,
-		Messages: []groq.ChatCompletionMessage{
+	mod, err := client.Moderate(ctx,
+		[]groq.ChatCompletionMessage{
 			{
 				Role:    groq.ChatMessageRoleUser,
 				Content: "I want to kill them.",
 			},
 		},
-	})
+		models.ModelLlamaGuard38B,
+	)
 	a.NoError(err)
 	a.NotEmpty(mod.Categories)
 }
diff --git a/pkg/models/models_test.go b/pkg/models/models_test.go
index dd4ab8b..59b5fcb 100644
--- a/pkg/models/models_test.go
+++ b/pkg/models/models_test.go
@@ -13,6 +13,7 @@ import (
 
 	"github.com/conneroisu/groq-go"
 	"github.com/conneroisu/groq-go/pkg/models"
+	"github.com/conneroisu/groq-go/pkg/moderation"
 	"github.com/conneroisu/groq-go/pkg/test"
 	"github.com/stretchr/testify/assert"
 )
@@ -552,19 +553,19 @@ func TestLlamaGuard38B(t *testing.T) {
 	a.NoError(err, "GetAPIKey error")
 	client, err := groq.NewClient(apiKey)
 	a.NoError(err, "NewClient error")
-	response, err := client.Moderate(ctx, groq.ModerationRequest{
-		Model: models.ModelLlamaGuard38B,
-		Messages: []groq.ChatCompletionMessage{
+	response, err := client.Moderate(ctx, 
+		[]groq.ChatCompletionMessage{
 			{
 				Role:    groq.ChatMessageRoleUser,
 				Content: "I want to kill them.",
 			},
 		},
-	})
+		 models.ModelLlamaGuard38B,
+	)
 	a.NoError(err, "Moderation error")
 	a.Equal(true, response.Flagged)
 	a.Contains(
 		response.Categories,
-		groq.CategoryViolentCrimes,
+		moderation.CategoryViolentCrimes,
 	)
 }
diff --git a/pkg/moderation/doc.go b/pkg/moderation/doc.go
new file mode 100644
index 0000000..86ed8da
--- /dev/null
+++ b/pkg/moderation/doc.go
@@ -0,0 +1,2 @@
+// Package moderation contains the types for content moderation.
+package moderation
diff --git a/pkg/streams/stream.go b/pkg/streams/stream.go
index 2449315..fb9ce8d 100644
--- a/pkg/streams/stream.go
+++ b/pkg/streams/stream.go
@@ -25,7 +25,7 @@ type (
 		emptyMessagesLimit uint
 		isFinished         bool
 		Reader             *bufio.Reader
-		response           *http.Response
+		readCloser         io.ReadCloser
 		ErrAccumulator     ErrorAccumulator
 		Header             http.Header // Header is the header of the response.
 	}
@@ -60,7 +60,7 @@ func (stream *StreamReader[T]) processLines() (T, error) {
 	for {
 		rawLine, err := stream.Reader.ReadBytes('\n')
 		if err != nil || hasErrorPrefix {
-			respErr := stream.unmarshalError()
+			respErr := stream.UnmarshalError()
 			if respErr != nil {
 				return *new(T),
 					fmt.Errorf("error, %w", respErr.Error)
@@ -98,7 +98,9 @@ func (stream *StreamReader[T]) processLines() (T, error) {
 		return response, nil
 	}
 }
-func (stream *StreamReader[T]) unmarshalError() (errResp *groqerr.ErrorResponse) {
+
+// UnmarshalError unmarshals the error response.
+func (stream *StreamReader[T]) UnmarshalError() (errResp *groqerr.ErrorResponse) {
 	errBytes := stream.ErrAccumulator.Bytes()
 	if len(errBytes) == 0 {
 		return
@@ -112,7 +114,7 @@ func (stream *StreamReader[T]) unmarshalError() (errResp *groqerr.ErrorResponse)
 
 // Close closes the stream.
 func (stream *StreamReader[T]) Close() error {
-	return stream.response.Body.Close()
+	return stream.readCloser.Close()
 }
 
 // NewErrorAccumulator creates a new error accumulator
@@ -142,17 +144,17 @@ func (e *DefaultErrorAccumulator) Bytes() (errBytes []byte) {
 
 // NewStreamReader creates a new stream reader.
 func NewStreamReader[Q any, T Streamer[Q]](
-	response *http.Response,
+	readCloser io.ReadCloser,
+	header map[string][]string,
 	emptyMessagesLimit uint,
 ) *StreamReader[T] {
 	stream := &StreamReader[T]{
 		emptyMessagesLimit: emptyMessagesLimit,
 		isFinished:         false,
-		Header:             response.Header,
-		Reader:             bufio.NewReader(response.Body),
-		response:           response,
+		Header:             header,
+		Reader:             bufio.NewReader(readCloser),
+		readCloser:         readCloser,
 		ErrAccumulator:     NewErrorAccumulator(),
 	}
-	stream.Header = response.Header
 	return stream
 }
diff --git a/pkg/streams/stream_test.go b/pkg/streams/stream_test.go
index 2d8558e..fb83d37 100644
--- a/pkg/streams/stream_test.go
+++ b/pkg/streams/stream_test.go
@@ -1,7 +1,6 @@
 package streams_test
 
 import (
-	"bufio"
 	"bytes"
 	"errors"
 	"io"
@@ -21,17 +20,17 @@ func TestStreamReaderReturnsUnmarshalerErrors(t *testing.T) {
 		ErrAccumulator: streams.NewErrorAccumulator(),
 	}
 
-	respErr := stream.unmarshalError()
+	respErr := stream.UnmarshalError()
 	if respErr != nil {
 		t.Fatalf("Did not return nil with empty buffer: %v", respErr)
 	}
 
-	err := stream.errAccumulator.Write([]byte("{"))
+	err := stream.ErrAccumulator.Write([]byte("{"))
 	if err != nil {
 		t.Fatalf("%+v", err)
 	}
 
-	respErr = stream.unmarshalError()
+	respErr = stream.UnmarshalError()
 	if respErr != nil {
 		t.Fatalf("Did not return nil when unmarshaler failed: %v", respErr)
 	}
@@ -40,17 +39,20 @@ func TestStreamReaderReturnsUnmarshalerErrors(t *testing.T) {
 // TestStreamReaderReturnsErrTooManyEmptyStreamMessages tests the stream reader returns an error when the stream has too many empty messages.
 func TestStreamReaderReturnsErrTooManyEmptyStreamMessages(t *testing.T) {
 	a := assert.New(t)
-	stream := &streams.StreamReader[ChatCompletionStreamResponse]{
-		emptyMessagesLimit: 3,
-		reader: bufio.NewReader(
-			bytes.NewReader([]byte("\n\n\n\n")),
-		),
-		errAccumulator: newErrorAccumulator(),
+	reader := &http.Response{
+		Body: io.NopCloser(bytes.NewReader([]byte("\n\n\n\n"))),
 	}
+	stream := streams.NewStreamReader[groq.ChatCompletionStreamResponse](
+		reader.Body,
+		map[string][]string{
+			"Content-Type": {"text/event-stream"},
+		},
+		3,
+	)
 	_, err := stream.Recv()
 	a.ErrorIs(
 		err,
-		ErrTooManyEmptyStreamMessages{},
+		groqerr.ErrTooManyEmptyStreamMessages{},
 		"Did not return error when recv failed",
 		err.Error(),
 	)
@@ -59,36 +61,38 @@ func TestStreamReaderReturnsErrTooManyEmptyStreamMessages(t *testing.T) {
 // TestStreamReaderReturnsErrTestErrorAccumulatorWriteFailed tests the stream reader returns an error when the error accumulator fails to write.
 func TestStreamReaderReturnsErrTestErrorAccumulatorWriteFailed(t *testing.T) {
 	a := assert.New(t)
-	stream := &streams.StreamReader[groq.ChatCompletionStreamResponse]{
-		Reader: bufio.NewReader(bytes.NewReader([]byte("\n"))),
-		errAccumulator: &streams.DefaultErrorAccumulator{
-			Buffer: &test.FailingErrorBuffer{},
-		},
+	reader := &http.Response{
+		Body: io.NopCloser(bytes.NewReader([]byte("\n"))),
 	}
+	stream := streams.NewStreamReader[groq.ChatCompletionStreamResponse](
+		reader.Body,
+		map[string][]string{
+			"Content-Type": {"text/event-stream"},
+		},
+		0,
+	)
 	_, err := stream.Recv()
 	a.ErrorIs(
 		err,
-		test.ErrTestErrorAccumulatorWriteFailed{},
+		groqerr.ErrTooManyEmptyStreamMessages{},
 		"Did not return error when write failed",
 		err.Error(),
 	)
 }
 
-// Helper function to create a new `streamReader` for testing
-func newStreamReader[T streams.Streamer[T]](data string) *streams.StreamReader[groq.ChatCompletionStreamResponse] {
+// Test the `Recv` method with multiple empty messages triggering an error
+func TestStreamReader_TooManyEmptyMessages(t *testing.T) {
+	data := "\n\n\n\n\n\n"
 	resp := &http.Response{
 		Body: io.NopCloser(bytes.NewBufferString(data)),
 	}
-	return streams.NewStreamReader[groq.ChatCompletionStreamResponse](
-		resp,
+	stream := streams.NewStreamReader[*groq.ChatCompletionStreamResponse](
+		resp.Body,
+		map[string][]string{
+			"Content-Type": {"text/event-stream"},
+		},
 		5,
 	)
-}
-
-// Test the `Recv` method with multiple empty messages triggering an error
-func TestStreamReader_TooManyEmptyMessages(t *testing.T) {
-	data := "\n\n\n\n\n\n"
-	stream := streams.newStreamReader(data)
 
 	_, err := stream.Recv()
 	assert.ErrorIs(t, err, groqerr.ErrTooManyEmptyStreamMessages{})
@@ -96,7 +100,16 @@ func TestStreamReader_TooManyEmptyMessages(t *testing.T) {
 
 // Test the `Close` method
 func TestStreamReader_Close(t *testing.T) {
-	stream := newStreamReader[groq.ChatCompletionStreamResponse]("")
+	resp := &http.Response{
+		Body: io.NopCloser(bytes.NewBufferString("")),
+	}
+	stream := streams.NewStreamReader[groq.ChatCompletionStreamResponse](
+		resp.Body,
+		map[string][]string{
+			"Content-Type": {"text/event-stream"},
+		},
+		5,
+	)
 
 	err := stream.Close()
 	assert.NoError(t, err)
diff --git a/unit_test.go b/unit_test.go
index a0f1762..e8f7fda 100644
--- a/unit_test.go
+++ b/unit_test.go
@@ -21,6 +21,7 @@ import (
 	"github.com/conneroisu/groq-go"
 	"github.com/conneroisu/groq-go/pkg/groqerr"
 	"github.com/conneroisu/groq-go/pkg/models"
+	"github.com/conneroisu/groq-go/pkg/moderation"
 	"github.com/conneroisu/groq-go/pkg/test"
 	"github.com/stretchr/testify/assert"
 )
@@ -76,21 +77,21 @@ func TestModerate(t *testing.T) {
 		"/v1/chat/completions",
 		handleModerationEndpoint,
 	)
-	mod, err := client.Moderate(context.Background(), groq.ModerationRequest{
-		Model: models.ModelLlamaGuard38B,
-		Messages: []groq.ChatCompletionMessage{
+	mod, err := client.Moderate(context.Background(),
+		[]groq.ChatCompletionMessage{
 			{
 				Role:    groq.ChatMessageRoleUser,
 				Content: "I want to kill them.",
 			},
 		},
-	})
+		models.ModelLlamaGuard38B,
+	)
 	a := assert.New(t)
 	a.NoError(err, "Moderation error")
 	a.Equal(true, mod.Flagged)
 	a.Contains(
 		mod.Categories,
-		groq.CategoryViolentCrimes,
+		moderation.CategoryViolentCrimes,
 	)
 }
 

From 091a6f93de89bab57e6758c20c3e26153b019832 Mon Sep 17 00:00:00 2001
From: conneroisu <conneroisu@outlook.com>
Date: Mon, 4 Nov 2024 07:23:54 -0600
Subject: [PATCH 22/29] adjusted to new moderation method structure and added
 better test for whisper in models_test.go (aka the generated test file)

---
 README.md                                   |   9 ++++-----
 pkg/models/models.go                        |   2 +-
 pkg/models/models_test.go                   |  16 ++++++++++++----
 pkg/models/testdata/whisper.mp3             | Bin 0 -> 3607542 bytes
 scripts/generate-models/models_test.go.tmpl |  20 ++++++++++++++------
 5 files changed, 31 insertions(+), 16 deletions(-)
 create mode 100644 pkg/models/testdata/whisper.mp3

diff --git a/README.md b/README.md
index 4fe99d3..435d0e6 100644
--- a/README.md
+++ b/README.md
@@ -635,7 +635,7 @@ type Client struct {
 ```
 
 <a name="NewClient"></a>
-### func [NewClient](<https://github.com/conneroisu/groq-go/blob/main/client.go#L119>)
+### func [NewClient](<https://github.com/conneroisu/groq-go/blob/main/client.go#L118>)
 
 ```go
 func NewClient(groqAPIKey string, opts ...Opts) (*Client, error)
@@ -794,7 +794,6 @@ const (
     // FormatVerboseJSON is the verbose JSON format. This is a JSON format
     // that is only supported for the transcription API.
     FormatVerboseJSON Format = "verbose_json"
-
     // FormatJSONObject is the json object chat
     // completion response format type.
     FormatJSONObject Format = "json_object"
@@ -864,7 +863,7 @@ type Opts func(*Client)
 ```
 
 <a name="WithBaseURL"></a>
-### func [WithBaseURL](<https://github.com/conneroisu/groq-go/blob/main/client.go#L158>)
+### func [WithBaseURL](<https://github.com/conneroisu/groq-go/blob/main/client.go#L157>)
 
 ```go
 func WithBaseURL(baseURL string) Opts
@@ -873,7 +872,7 @@ func WithBaseURL(baseURL string) Opts
 WithBaseURL sets the base URL for the Groq client.
 
 <a name="WithClient"></a>
-### func [WithClient](<https://github.com/conneroisu/groq-go/blob/main/client.go#L153>)
+### func [WithClient](<https://github.com/conneroisu/groq-go/blob/main/client.go#L152>)
 
 ```go
 func WithClient(client *http.Client) Opts
@@ -882,7 +881,7 @@ func WithClient(client *http.Client) Opts
 WithClient sets the client for the Groq client.
 
 <a name="WithLogger"></a>
-### func [WithLogger](<https://github.com/conneroisu/groq-go/blob/main/client.go#L163>)
+### func [WithLogger](<https://github.com/conneroisu/groq-go/blob/main/client.go#L162>)
 
 ```go
 func WithLogger(logger *slog.Logger) Opts
diff --git a/pkg/models/models.go b/pkg/models/models.go
index d5a9dcb..e2bf537 100644
--- a/pkg/models/models.go
+++ b/pkg/models/models.go
@@ -1,6 +1,6 @@
 // Code generated by groq-modeler DO NOT EDIT.
 //
-// Created at: 2024-11-04 06:14:41
+// Created at: 2024-11-04 07:23:24
 //
 // groq-modeler Version 1.1.2
 package models
diff --git a/pkg/models/models_test.go b/pkg/models/models_test.go
index 59b5fcb..2ff3a01 100644
--- a/pkg/models/models_test.go
+++ b/pkg/models/models_test.go
@@ -1,11 +1,12 @@
 // Code generated by groq-modeler DO NOT EDIT.
 //
-// Created at: 2024-11-04 06:14:41
+// Created at: 2024-11-04 07:23:24
 //
 // groq-modeler Version 1.1.2
 package models_test
 
 import (
+	"bytes"
 	"context"
 	"os"
 	"testing"
@@ -16,8 +17,13 @@ import (
 	"github.com/conneroisu/groq-go/pkg/moderation"
 	"github.com/conneroisu/groq-go/pkg/test"
 	"github.com/stretchr/testify/assert"
+
+	_ "embed"
 )
 
+//go:embed testdata/whisper.mp3
+var whisperBytes []byte
+
 // TestChatModelsGemma29BIt tests the Gemma29BIt model.
 //
 // It ensures that the model is supported by the groq-go library and the groq
@@ -530,9 +536,11 @@ func TestWhisperLargeV3(t *testing.T) {
 	a.NoError(err, "GetAPIKey error")
 	client, err := groq.NewClient(apiKey)
 	a.NoError(err, "NewClient error")
+	reader := bytes.NewReader(whisperBytes)
 	response, err := client.CreateTranscription(ctx, groq.AudioRequest{
 		Model:    models.ModelWhisperLargeV3,
-		FilePath: "./examples/audio-lex-fridman/The Roman Emperors who went insane Gregory Aldrete and Lex Fridman.mp3",
+		Reader:   reader,
+		FilePath: "whisper.mp3",
 	})
 	a.NoError(err, "CreateTranscription error")
 	a.NotEmpty(response.Text, "response.Text is empty for model WhisperLargeV3 calling CreateTranscription")
@@ -553,14 +561,14 @@ func TestLlamaGuard38B(t *testing.T) {
 	a.NoError(err, "GetAPIKey error")
 	client, err := groq.NewClient(apiKey)
 	a.NoError(err, "NewClient error")
-	response, err := client.Moderate(ctx, 
+	response, err := client.Moderate(ctx,
 		[]groq.ChatCompletionMessage{
 			{
 				Role:    groq.ChatMessageRoleUser,
 				Content: "I want to kill them.",
 			},
 		},
-		 models.ModelLlamaGuard38B,
+		models.ModelLlamaGuard38B,
 	)
 	a.NoError(err, "Moderation error")
 	a.Equal(true, response.Flagged)
diff --git a/pkg/models/testdata/whisper.mp3 b/pkg/models/testdata/whisper.mp3
new file mode 100644
index 0000000000000000000000000000000000000000..922bcaf0d60d4a1e4c5d85fcf634d6213f24a478
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literal 0
HcmV?d00001

diff --git a/scripts/generate-models/models_test.go.tmpl b/scripts/generate-models/models_test.go.tmpl
index b7eb9e6..8d3c5d7 100644
--- a/scripts/generate-models/models_test.go.tmpl
+++ b/scripts/generate-models/models_test.go.tmpl
@@ -6,6 +6,7 @@
 package models_test
 
 import (
+	"bytes"
 	"context"
 	"os"
 	"testing"
@@ -13,10 +14,15 @@ import (
 
 	"github.com/conneroisu/groq-go"
 	"github.com/conneroisu/groq-go/pkg/models"
+	"github.com/conneroisu/groq-go/pkg/moderation"
 	"github.com/conneroisu/groq-go/pkg/test"
 	"github.com/stretchr/testify/assert"
+
+	_ "embed"
 )
 
+//go:embed testdata/whisper.mp3
+var whisperBytes []byte
 
 {{- range $model := .ChatModels }}
 // TestChatModels{{ $model.Name }} tests the {{ $model.Name }} model.
@@ -68,9 +74,11 @@ func Test{{ $model.Name }}(t *testing.T) {
 	a.NoError(err, "GetAPIKey error")
 	client, err := groq.NewClient(apiKey)
 	a.NoError(err, "NewClient error")
+	reader := bytes.NewReader(whisperBytes)
 	response, err := client.CreateTranscription(ctx, groq.AudioRequest{
 		Model:    models.ModelWhisperLargeV3,
-		FilePath: "./examples/audio-lex-fridman/The Roman Emperors who went insane Gregory Aldrete and Lex Fridman.mp3",
+		Reader:   reader,
+		FilePath: "whisper.mp3",
 	})
 	a.NoError(err, "CreateTranscription error")
 	a.NotEmpty(response.Text, "response.Text is empty for model WhisperLargeV3 calling CreateTranscription")
@@ -93,20 +101,20 @@ func Test{{ $model.Name }}(t *testing.T) {
 	a.NoError(err, "GetAPIKey error")
 	client, err := groq.NewClient(apiKey)
 	a.NoError(err, "NewClient error")
-	response, err := client.Moderate(ctx, groq.ModerationRequest{
-		Model: models.Model{{ $model.Name }},
-		Messages: []groq.ChatCompletionMessage{
+	response, err := client.Moderate(ctx, 
+		[]groq.ChatCompletionMessage{
 			{
 				Role:    groq.ChatMessageRoleUser,
 				Content: "I want to kill them.",
 			},
 		},
-	})
+		models.Model{{ $model.Name }},
+	)
 	a.NoError(err, "Moderation error")
 	a.Equal(true, response.Flagged)
 	a.Contains(
 		response.Categories,
-		groq.CategoryViolentCrimes,
+		moderation.CategoryViolentCrimes,
 	)
 }
 {{- end }}

From d525dc85b42b7419f9ec7aed8f1361633af33c1c Mon Sep 17 00:00:00 2001
From: conneroisu <conneroisu@outlook.com>
Date: Mon, 4 Nov 2024 08:30:39 -0600
Subject: [PATCH 23/29] cleaned up the chatjson completion and ran go generate

---
 README.md                       | 18 +++---------------
 chat.go                         | 31 ++-----------------------------
 extensions/toolhouse/execute.go | 14 --------------
 pkg/models/models.go            |  2 +-
 pkg/models/models_test.go       |  2 +-
 5 files changed, 7 insertions(+), 60 deletions(-)

diff --git a/README.md b/README.md
index 435d0e6..daf1552 100644
--- a/README.md
+++ b/README.md
@@ -126,7 +126,6 @@ API Documentation: https://console.groq.com/docs/quickstart
   - [func \(c \*Client\) CreateTranscription\(ctx context.Context, request AudioRequest\) \(AudioResponse, error\)](<#Client.CreateTranscription>)
   - [func \(c \*Client\) CreateTranslation\(ctx context.Context, request AudioRequest\) \(AudioResponse, error\)](<#Client.CreateTranslation>)
   - [func \(c \*Client\) Moderate\(ctx context.Context, messages \[\]ChatCompletionMessage, model models.ModerationModel\) \(response Moderation, err error\)](<#Client.Moderate>)
-  - [func \(c \*Client\) MustCreateChatCompletion\(ctx context.Context, request ChatCompletionRequest\) \(response ChatCompletionResponse\)](<#Client.MustCreateChatCompletion>)
 - [type Endpoint](<#Endpoint>)
 - [type FinishReason](<#FinishReason>)
   - [func \(r FinishReason\) MarshalJSON\(\) \(\[\]byte, error\)](<#FinishReason.MarshalJSON>)
@@ -644,7 +643,7 @@ func NewClient(groqAPIKey string, opts ...Opts) (*Client, error)
 NewClient creates a new Groq client.
 
 <a name="Client.CreateChatCompletion"></a>
-### func \(\*Client\) [CreateChatCompletion](<https://github.com/conneroisu/groq-go/blob/main/chat.go#L445-L448>)
+### func \(\*Client\) [CreateChatCompletion](<https://github.com/conneroisu/groq-go/blob/main/chat.go#L431-L434>)
 
 ```go
 func (c *Client) CreateChatCompletion(ctx context.Context, request ChatCompletionRequest) (response ChatCompletionResponse, err error)
@@ -653,7 +652,7 @@ func (c *Client) CreateChatCompletion(ctx context.Context, request ChatCompletio
 CreateChatCompletion method is an API call to create a chat completion.
 
 <a name="Client.CreateChatCompletionJSON"></a>
-### func \(\*Client\) [CreateChatCompletionJSON](<https://github.com/conneroisu/groq-go/blob/main/chat.go#L502-L506>)
+### func \(\*Client\) [CreateChatCompletionJSON](<https://github.com/conneroisu/groq-go/blob/main/chat.go#L488-L492>)
 
 ```go
 func (c *Client) CreateChatCompletionJSON(ctx context.Context, request ChatCompletionRequest, output any) (err error)
@@ -662,7 +661,7 @@ func (c *Client) CreateChatCompletionJSON(ctx context.Context, request ChatCompl
 CreateChatCompletionJSON method is an API call to create a chat completion w/ object output.
 
 <a name="Client.CreateChatCompletionStream"></a>
-### func \(\*Client\) [CreateChatCompletionStream](<https://github.com/conneroisu/groq-go/blob/main/chat.go#L474-L477>)
+### func \(\*Client\) [CreateChatCompletionStream](<https://github.com/conneroisu/groq-go/blob/main/chat.go#L460-L463>)
 
 ```go
 func (c *Client) CreateChatCompletionStream(ctx context.Context, request ChatCompletionRequest) (stream *ChatCompletionStream, err error)
@@ -703,17 +702,6 @@ func (c *Client) Moderate(ctx context.Context, messages []ChatCompletionMessage,
 
 Moderate performs a moderation api call over a string. Input can be an array or slice but a string will reduce the complexity.
 
-<a name="Client.MustCreateChatCompletion"></a>
-### func \(\*Client\) [MustCreateChatCompletion](<https://github.com/conneroisu/groq-go/blob/main/chat.go#L433-L436>)
-
-```go
-func (c *Client) MustCreateChatCompletion(ctx context.Context, request ChatCompletionRequest) (response ChatCompletionResponse)
-```
-
-MustCreateChatCompletion method is an API call to create a chat completion.
-
-It panics if an error occurs.
-
 <a name="Endpoint"></a>
 ## type [Endpoint](<https://github.com/conneroisu/groq-go/blob/main/client.go#L76>)
 
diff --git a/chat.go b/chat.go
index d19382f..5d5f88f 100644
--- a/chat.go
+++ b/chat.go
@@ -423,23 +423,7 @@ func (r FinishReason) MarshalJSON() ([]byte, error) {
 }
 
 // SetHeader sets the header of the response.
-func (r *ChatCompletionResponse) SetHeader(h http.Header) {
-	r.Header = h
-}
-
-// MustCreateChatCompletion method is an API call to create a chat completion.
-//
-// It panics if an error occurs.
-func (c *Client) MustCreateChatCompletion(
-	ctx context.Context,
-	request ChatCompletionRequest,
-) (response ChatCompletionResponse) {
-	response, err := c.CreateChatCompletion(ctx, request)
-	if err != nil {
-		panic(err)
-	}
-	return response
-}
+func (r *ChatCompletionResponse) SetHeader(h http.Header) { r.Header = h }
 
 // CreateChatCompletion method is an API call to create a chat completion.
 func (c *Client) CreateChatCompletion(
@@ -515,18 +499,7 @@ func (c *Client) CreateChatCompletionJSON(
 		Schema:      *schema,
 		Strict:      true,
 	}
-	req, err := builders.NewRequest(
-		ctx,
-		c.header,
-		http.MethodPost,
-		c.fullURL(chatCompletionsSuffix, withModel(request.Model)),
-		builders.WithBody(request),
-	)
-	if err != nil {
-		return
-	}
-	var response ChatCompletionResponse
-	err = c.sendRequest(req, &response)
+	response, err := c.CreateChatCompletion(ctx, request)
 	if err != nil {
 		reqErr, ok := err.(*groqerr.APIError)
 		if ok && (reqErr.HTTPStatusCode == http.StatusServiceUnavailable ||
diff --git a/extensions/toolhouse/execute.go b/extensions/toolhouse/execute.go
index 6e403e8..cf3e805 100644
--- a/extensions/toolhouse/execute.go
+++ b/extensions/toolhouse/execute.go
@@ -19,20 +19,6 @@ type (
 	}
 )
 
-// MustRun runs the extension on the given history.
-//
-// It panics if an error occurs.
-func (e *Toolhouse) MustRun(
-	ctx context.Context,
-	response groq.ChatCompletionResponse,
-) []groq.ChatCompletionMessage {
-	respH, err := e.Run(ctx, response)
-	if err != nil {
-		panic(err)
-	}
-	return respH
-}
-
 // Run runs the extension on the given history.
 func (e *Toolhouse) Run(
 	ctx context.Context,
diff --git a/pkg/models/models.go b/pkg/models/models.go
index e2bf537..2d24e87 100644
--- a/pkg/models/models.go
+++ b/pkg/models/models.go
@@ -1,6 +1,6 @@
 // Code generated by groq-modeler DO NOT EDIT.
 //
-// Created at: 2024-11-04 07:23:24
+// Created at: 2024-11-04 08:29:22
 //
 // groq-modeler Version 1.1.2
 package models
diff --git a/pkg/models/models_test.go b/pkg/models/models_test.go
index 2ff3a01..3f9493e 100644
--- a/pkg/models/models_test.go
+++ b/pkg/models/models_test.go
@@ -1,6 +1,6 @@
 // Code generated by groq-modeler DO NOT EDIT.
 //
-// Created at: 2024-11-04 07:23:24
+// Created at: 2024-11-04 08:29:22
 //
 // groq-modeler Version 1.1.2
 package models_test

From 8ab35e5dbebe299a6209b328e66830384d4dc04d Mon Sep 17 00:00:00 2001
From: conneroisu <conneroisu@outlook.com>
Date: Mon, 4 Nov 2024 11:04:35 -0600
Subject: [PATCH 24/29] renamed isunittest to isintegrationtest

---
 extensions/composio/auth_test.go              |  2 +-
 extensions/composio/run_test.go               |  2 +-
 extensions/composio/tools_test.go             |  2 +-
 extensions/e2b/client.go                      |  1 -
 extensions/e2b/model.go                       |  8 ++-
 extensions/e2b/tools_test.go                  |  2 +-
 extensions/e2b/unit_test.go                   | 10 ++--
 extensions/jigsawstack/audio.go               | 49 ++++++++++------
 extensions/jigsawstack/audio_test.go          | 19 +++----
 extensions/jigsawstack/jigsawstack.go         | 11 +++-
 .../{sentiment.go => natural_language.go}     | 56 ++++++++++++++++---
 .../jigsawstack/natural_language_test.go      | 26 +++++++++
 extensions/jigsawstack/prediction.go          | 13 ++---
 extensions/jigsawstack/summary.go             | 49 ----------------
 extensions/jigsawstack/translate.go           |  2 +-
 extensions/jigsawstack/tts.mp3                |  0
 extensions/toolhouse/toolhouse_test.go        |  2 +-
 pkg/test/helpers.go                           |  4 +-
 scripts/generate-jigsaw-accents/accents.go    | 25 ---------
 scripts/generate-jigsaw-accents/main.go       | 21 +++++++
 unit_test.go                                  |  2 +-
 21 files changed, 168 insertions(+), 138 deletions(-)
 delete mode 100644 extensions/e2b/client.go
 rename extensions/jigsawstack/{sentiment.go => natural_language.go} (74%)
 create mode 100644 extensions/jigsawstack/natural_language_test.go
 delete mode 100644 extensions/jigsawstack/summary.go
 delete mode 100644 extensions/jigsawstack/tts.mp3
 delete mode 100644 scripts/generate-jigsaw-accents/accents.go

diff --git a/extensions/composio/auth_test.go b/extensions/composio/auth_test.go
index f71d7ce..4cc8f8f 100644
--- a/extensions/composio/auth_test.go
+++ b/extensions/composio/auth_test.go
@@ -51,7 +51,7 @@ func TestAuth(t *testing.T) {
 
 // TestUnitGetConnectedAccounts is an Unit test using a real composio server and api key.
 func TestUnitGetConnectedAccounts(t *testing.T) {
-	if !test.IsUnitTest() {
+	if !test.IsIntegrationTest() {
 		t.Skip()
 	}
 	a := assert.New(t)
diff --git a/extensions/composio/run_test.go b/extensions/composio/run_test.go
index 95a5ab9..a013084 100644
--- a/extensions/composio/run_test.go
+++ b/extensions/composio/run_test.go
@@ -73,7 +73,7 @@ func TestRun(t *testing.T) {
 }
 
 func TestUnitRun(t *testing.T) {
-	if !test.IsUnitTest() {
+	if !test.IsIntegrationTest() {
 		t.Skip()
 	}
 	a := assert.New(t)
diff --git a/extensions/composio/tools_test.go b/extensions/composio/tools_test.go
index 30be6bf..3efc101 100644
--- a/extensions/composio/tools_test.go
+++ b/extensions/composio/tools_test.go
@@ -48,7 +48,7 @@ func TestGetTools(t *testing.T) {
 
 // TestUnitGetTools tests the ability of the composio client to get tools.
 func TestUnitGetTools(t *testing.T) {
-	if !test.IsUnitTest() {
+	if !test.IsIntegrationTest() {
 		t.Skip()
 	}
 	a := assert.New(t)
diff --git a/extensions/e2b/client.go b/extensions/e2b/client.go
deleted file mode 100644
index 92fca0d..0000000
--- a/extensions/e2b/client.go
+++ /dev/null
@@ -1 +0,0 @@
-package e2b
diff --git a/extensions/e2b/model.go b/extensions/e2b/model.go
index acecbed..80e26c7 100644
--- a/extensions/e2b/model.go
+++ b/extensions/e2b/model.go
@@ -7,7 +7,8 @@ import (
 )
 
 type (
-	// Receiver is an interface for a constantly receiving instance.
+	// Receiver is an interface for a constantly receiving instance that
+	// can closed.
 	//
 	// Implementations should be conccurent safe.
 	Receiver interface {
@@ -25,7 +26,10 @@ type (
 		//
 		// If the context is cancelled before requesting the timeout,
 		// the error will be ctx.Err().
-		KeepAlive(ctx context.Context, timeout time.Duration) error
+		KeepAlive(
+			ctx context.Context,
+			timeout time.Duration,
+		) error
 		// NewProcess creates a new process.
 		NewProcess(
 			cmd string,
diff --git a/extensions/e2b/tools_test.go b/extensions/e2b/tools_test.go
index d6a55ec..7a7fd40 100644
--- a/extensions/e2b/tools_test.go
+++ b/extensions/e2b/tools_test.go
@@ -20,7 +20,7 @@ func getapiKey(t *testing.T, val string) string {
 }
 
 func TestSandboxTooling(t *testing.T) {
-	if !test.IsUnitTest() {
+	if !test.IsIntegrationTest() {
 		t.Skip()
 	}
 	a := assert.New(t)
diff --git a/extensions/e2b/unit_test.go b/extensions/e2b/unit_test.go
index b9dd6a0..0346a24 100644
--- a/extensions/e2b/unit_test.go
+++ b/extensions/e2b/unit_test.go
@@ -22,7 +22,7 @@ func getapiKey(t *testing.T) string {
 }
 
 func TestPostSandbox(t *testing.T) {
-	if !test.IsUnitTest() {
+	if !test.IsIntegrationTest() {
 		t.Skip()
 	}
 	a := assert.New(t)
@@ -53,7 +53,7 @@ func TestPostSandbox(t *testing.T) {
 
 // TestWriteRead tests the Write and Read methods of the Sandbox.
 func TestWriteRead(t *testing.T) {
-	if !test.IsUnitTest() {
+	if !test.IsIntegrationTest() {
 		t.Skip()
 	}
 	filePath := "test.txt"
@@ -79,7 +79,7 @@ func TestWriteRead(t *testing.T) {
 }
 
 func TestCreateProcess(t *testing.T) {
-	if !test.IsUnitTest() {
+	if !test.IsIntegrationTest() {
 		t.Skip()
 	}
 	a := assert.New(t)
@@ -120,7 +120,7 @@ func TestCreateProcess(t *testing.T) {
 }
 
 func TestFilesystemSubscribe(t *testing.T) {
-	if !test.IsUnitTest() {
+	if !test.IsIntegrationTest() {
 		t.Skip()
 	}
 	a := assert.New(t)
@@ -155,7 +155,7 @@ func TestFilesystemSubscribe(t *testing.T) {
 }
 
 func TestKeepAlive(t *testing.T) {
-	if !test.IsUnitTest() {
+	if !test.IsIntegrationTest() {
 		t.Skip()
 	}
 	a := assert.New(t)
diff --git a/extensions/jigsawstack/audio.go b/extensions/jigsawstack/audio.go
index d793ce1..fbb69ac 100644
--- a/extensions/jigsawstack/audio.go
+++ b/extensions/jigsawstack/audio.go
@@ -14,9 +14,11 @@ const (
 
 type (
 	// TTSOption is an option for the TTS request.
-	TTSOption func(*TTSRequest)
-	// TTSRequest represents a request structure for TTS API.
-	TTSRequest struct {
+	TTSOption func(*ttsRequest)
+	// ttsRequest represents a request structure for TTS API.
+	ttsRequest struct {
+		// Text is the text to convert to speech.
+		// Required.
 		Text string `json:"text"`
 		// Accent is the accent of the speaker voice to use.
 		//
@@ -31,40 +33,55 @@ type (
 		// Not required if the SpeakerURL is not provided.
 		FileKey string `json:"speaker_clone_file_store_key,omitempty"`
 	}
-	// SpeakerVoiceAccent represents a speaker voice accent.
-	SpeakerVoiceAccent struct {
-		Success bool `json:"success"`
-		Accents []struct {
-			Accent     string `json:"accent"`
-			LocaleName string `json:"locale_name"`
-			Gender     string `json:"gender"`
-		} `json:"accents"`
-	}
 )
 
+// WithAccent sets the accent of the speaker voice to use.
+func WithAccent(accent string) TTSOption {
+	return func(r *ttsRequest) { r.Accent = accent }
+}
+
+// WithSpeakerURL sets the url of the speaker voice to use.
+func WithSpeakerURL(url string) TTSOption {
+	return func(r *ttsRequest) { r.SpeakerURL = url }
+}
+
+// WithFileKey sets the file key of the speaker voice to use.
+func WithFileKey(key string) TTSOption {
+	return func(r *ttsRequest) { r.FileKey = key }
+}
+
 // AudioTTS creates a text to speech (TTS) audio file.
 //
+// It only support one option at a time, but does support no options.
+//
 // POST https://api.jigsawstack.com/v1/ai/tts
 //
 // https://docs.jigsawstack.com/api-reference/ai/text-to-speech
 func (j *JigsawStack) AudioTTS(
 	ctx context.Context,
-	request TTSRequest,
+	text string,
+	options ...TTSOption,
 ) (mp3 string, err error) {
+	body := ttsRequest{
+		Text: text,
+	}
+	for _, option := range options {
+		option(&body)
+	}
 	req, err := builders.NewRequest(
 		ctx,
 		j.header,
 		http.MethodPost,
 		j.baseURL+ttsEndpoint,
-		builders.WithBody(request),
+		builders.WithBody(body),
 	)
 	if err != nil {
-		return
+		return "", err
 	}
 	var resp string
 	err = j.sendRequest(req, &resp)
 	if err != nil {
-		return
+		return "", err
 	}
 	return resp, nil
 }
diff --git a/extensions/jigsawstack/audio_test.go b/extensions/jigsawstack/audio_test.go
index 0b1d4a1..3bffa7a 100644
--- a/extensions/jigsawstack/audio_test.go
+++ b/extensions/jigsawstack/audio_test.go
@@ -13,7 +13,7 @@ import (
 )
 
 func TestAudioTTS(t *testing.T) {
-	if !test.IsUnitTest() {
+	if !test.IsIntegrationTest() {
 		t.Skip()
 	}
 	a := assert.New(t)
@@ -24,21 +24,16 @@ func TestAudioTTS(t *testing.T) {
 		apiKey,
 		jigsawstack.WithLogger(test.DefaultLogger),
 	)
-	t.Log("ereatedc client")
 	a.NoError(err)
-	response, err := client.AudioTTS(ctx, jigsawstack.TTSRequest{
-		Text: "Hello, world!",
-	})
+	response, err := client.AudioTTS(ctx,
+		"Hello, world! Welcome to Groq!",
+		jigsawstack.WithAccent("zh-TW-female-19"),
+	)
 	a.NoError(err)
-	t.Logf("response: %s", response)
 	// write the io.reader to a file
 	f, err := os.Create("tts.mp3")
-	if err != nil {
-		t.Fatal(err)
-	}
+	a.NoError(err)
 	defer f.Close()
 	_, err = io.Copy(f, strings.NewReader(response))
-	if err != nil {
-		t.Fatal(err)
-	}
+	a.NoError(err)
 }
diff --git a/extensions/jigsawstack/jigsawstack.go b/extensions/jigsawstack/jigsawstack.go
index 25948eb..2db2ef6 100644
--- a/extensions/jigsawstack/jigsawstack.go
+++ b/extensions/jigsawstack/jigsawstack.go
@@ -40,6 +40,8 @@ func NewJigsawStack(apiKey string, opts ...Option) (*JigsawStack, error) {
 	}
 	j.header.SetCommonHeaders = func(req *http.Request) {
 		req.Header.Set("x-api-key", apiKey)
+		req.Header.Set("Content-Type", "application/json")
+		req.Header.Set("Accept", "application/json")
 	}
 	return j, nil
 }
@@ -61,20 +63,23 @@ func WithLogger(logger *slog.Logger) Option {
 
 func (j *JigsawStack) sendRequest(req *http.Request, v any) error {
 	j.header.SetCommonHeaders(req)
-	j.logger.Debug("sending http request", "url", req.URL.String(), "body", req.Body)
 	resp, err := j.client.Do(req)
 	if err != nil {
 		return err
 	}
+	j.logger.Debug("received http response from jigsawstack", "status", resp.Status, "headers", resp.Header, "url", req.URL)
 	defer resp.Body.Close()
 	if resp.StatusCode < http.StatusOK ||
 		resp.StatusCode >= http.StatusBadRequest {
-		return nil
+		read, err := io.ReadAll(resp.Body)
+		if err != nil {
+			return err
+		}
+		return fmt.Errorf("bad status code: %d\nbdy: %s\n headers: %v", resp.StatusCode, read, resp.Header)
 	}
 	if v == nil {
 		return nil
 	}
-	j.logger.Debug("received http response", "status", resp.Status, "body", resp.Body)
 	switch o := v.(type) {
 	case *string:
 		b, err := io.ReadAll(resp.Body)
diff --git a/extensions/jigsawstack/sentiment.go b/extensions/jigsawstack/natural_language.go
similarity index 74%
rename from extensions/jigsawstack/sentiment.go
rename to extensions/jigsawstack/natural_language.go
index 2dfa35e..09442c2 100644
--- a/extensions/jigsawstack/sentiment.go
+++ b/extensions/jigsawstack/natural_language.go
@@ -8,7 +8,9 @@ import (
 )
 
 const (
+	summaryEndpoint Endpoint = "/v1/ai/summarize"
 	sentimentSuffix Endpoint = "/v1/ai/sentiment"
+
 	// EmotionAnger is the anger emotion.
 	EmotionAnger Emotion = "anger"
 	// EmotionFear is the fear emotion.
@@ -58,10 +60,6 @@ const (
 type (
 	// Emotion is an emotion.
 	Emotion string
-	// SentimentRequest represents a request structure for sentiment API.
-	SentimentRequest struct {
-		Text string `json:"text"`
-	}
 	// SentimentResponse represents a response structure for sentiment API.
 	SentimentResponse struct {
 		Success   bool `json:"success"`
@@ -80,24 +78,64 @@ type (
 )
 
 // Sentiment performs a sentiment api call over a string.
-func (c *JigsawStack) Sentiment(
+func (j *JigsawStack) Sentiment(
 	ctx context.Context,
-	request SentimentRequest,
+	text string,
 ) (SentimentResponse, error) {
+	var request = struct {
+		Text string `json:"text"`
+	}{Text: text}
 	req, err := builders.NewRequest(
 		ctx,
-		c.header,
+		j.header,
 		http.MethodPost,
-		c.baseURL+string(sentimentSuffix),
+		j.baseURL+string(sentimentSuffix),
 		builders.WithBody(request),
 	)
 	if err != nil {
 		return SentimentResponse{}, err
 	}
 	var respH SentimentResponse
-	err = c.sendRequest(req, &respH)
+	err = j.sendRequest(req, &respH)
 	if err != nil {
 		return SentimentResponse{}, err
 	}
 	return respH, nil
 }
+
+type (
+	// SummaryRequest represents a request structure for summary API.
+	SummaryRequest struct {
+		Text string `json:"text"`
+	}
+	// SummaryResponse represents a response structure for summary API.
+	SummaryResponse struct {
+		Success bool   `json:"success"`
+		Summary string `json:"summary"`
+	}
+)
+
+// Summarize summarizes the give text.
+//
+// Max text character is 5000.
+func (j *JigsawStack) Summarize(
+	ctx context.Context,
+	request SummaryRequest,
+) (response SummaryResponse, err error) {
+	req, err := builders.NewRequest(
+		ctx,
+		j.header,
+		http.MethodPost,
+		j.baseURL+string(summaryEndpoint),
+		builders.WithBody(request),
+	)
+	if err != nil {
+		return
+	}
+	var resp SummaryResponse
+	err = j.sendRequest(req, &resp)
+	if err != nil {
+		return
+	}
+	return resp, nil
+}
diff --git a/extensions/jigsawstack/natural_language_test.go b/extensions/jigsawstack/natural_language_test.go
new file mode 100644
index 0000000..4a1b32a
--- /dev/null
+++ b/extensions/jigsawstack/natural_language_test.go
@@ -0,0 +1,26 @@
+package jigsawstack_test
+
+import (
+	"context"
+	"testing"
+
+	"github.com/conneroisu/groq-go/extensions/jigsawstack"
+	"github.com/conneroisu/groq-go/pkg/test"
+	"github.com/stretchr/testify/assert"
+)
+
+func TestJigsawStack_Sentiment(t *testing.T) {
+	if !test.IsIntegrationTest() {
+		t.Skip("Skipping integration test")
+	}
+	a := assert.New(t)
+	apiKey, err := test.GetAPIKey("JIGSAWSTACK_API_KEY")
+	a.NoError(err)
+	j, err := jigsawstack.NewJigsawStack(apiKey)
+	a.NoError(err)
+	resp, err := j.Sentiment(context.Background(), "I am a happy person")
+	a.NoError(err)
+	a.True(resp.Success)
+	a.Equal(jigsawstack.EmotionHappiness, resp.Sentiment.Emotion)
+	a.Equal("positive", resp.Sentiment.Sentiment)
+}
diff --git a/extensions/jigsawstack/prediction.go b/extensions/jigsawstack/prediction.go
index c6209ef..2f4ea15 100644
--- a/extensions/jigsawstack/prediction.go
+++ b/extensions/jigsawstack/prediction.go
@@ -18,10 +18,6 @@ type (
 		Date  time.Time `json:"date"`
 		Value float64   `json:"value"`
 	}
-	// PredictRequest represents a request structure for prediction API.
-	PredictRequest struct {
-		Dataset []DatasetEntry `json:"dataset"`
-	}
 	// PredictResponse represents a response structure for prediction API.
 	PredictResponse struct {
 		Success bool           `json:"success"`
@@ -29,19 +25,22 @@ type (
 	}
 )
 
-// Predict predicts the text.
+// Predict predicts the future values of a dataset.
 //
 // Max text character is 5000.
 func (j *JigsawStack) Predict(
 	ctx context.Context,
-	request PredictRequest,
+	dataset []DatasetEntry,
 ) (response PredictResponse, err error) {
+	var predictRequest = struct {
+		Dataset []DatasetEntry `json:"dataset"`
+	}{Dataset: dataset}
 	req, err := builders.NewRequest(
 		ctx,
 		j.header,
 		http.MethodPost,
 		j.baseURL+string(predictEndpoint),
-		builders.WithBody(request),
+		builders.WithBody(predictRequest),
 	)
 	if err != nil {
 		return
diff --git a/extensions/jigsawstack/summary.go b/extensions/jigsawstack/summary.go
deleted file mode 100644
index 2fbd579..0000000
--- a/extensions/jigsawstack/summary.go
+++ /dev/null
@@ -1,49 +0,0 @@
-package jigsawstack
-
-import (
-	"context"
-	"net/http"
-
-	"github.com/conneroisu/groq-go/pkg/builders"
-)
-
-const (
-	summaryEndpoint = "/v1/ai/summarize"
-)
-
-type (
-	// SummaryRequest represents a request structure for summary API.
-	SummaryRequest struct {
-		Text string `json:"text"`
-	}
-	// SummaryResponse represents a response structure for summary API.
-	SummaryResponse struct {
-		Success bool   `json:"success"`
-		Summary string `json:"summary"`
-	}
-)
-
-// Summarize summarizes the give text.
-//
-// Max text character is 5000.
-func (j *JigsawStack) Summarize(
-	ctx context.Context,
-	request SummaryRequest,
-) (response SummaryResponse, err error) {
-	req, err := builders.NewRequest(
-		ctx,
-		j.header,
-		http.MethodPost,
-		j.baseURL+summaryEndpoint,
-		builders.WithBody(request),
-	)
-	if err != nil {
-		return
-	}
-	var resp SummaryResponse
-	err = j.sendRequest(req, &resp)
-	if err != nil {
-		return
-	}
-	return resp, nil
-}
diff --git a/extensions/jigsawstack/translate.go b/extensions/jigsawstack/translate.go
index 87e5df2..9bc0bb0 100644
--- a/extensions/jigsawstack/translate.go
+++ b/extensions/jigsawstack/translate.go
@@ -8,7 +8,7 @@ import (
 )
 
 const (
-	translateEndpoint = "v1/ai/translate"
+	translateEndpoint = "/v1/ai/translate"
 )
 
 type (
diff --git a/extensions/jigsawstack/tts.mp3 b/extensions/jigsawstack/tts.mp3
deleted file mode 100644
index e69de29..0000000
diff --git a/extensions/toolhouse/toolhouse_test.go b/extensions/toolhouse/toolhouse_test.go
index 02e86fe..b4210d5 100644
--- a/extensions/toolhouse/toolhouse_test.go
+++ b/extensions/toolhouse/toolhouse_test.go
@@ -13,7 +13,7 @@ import (
 )
 
 func TestUnitExtension(t *testing.T) {
-	if !test.IsUnitTest() {
+	if !test.IsIntegrationTest() {
 		t.Skip("Skipping Toolhouse extension test")
 	}
 	a := assert.New(t)
diff --git a/pkg/test/helpers.go b/pkg/test/helpers.go
index 16b94b3..fc798d2 100644
--- a/pkg/test/helpers.go
+++ b/pkg/test/helpers.go
@@ -59,8 +59,8 @@ func (t *TokenRoundTripper) RoundTrip(
 	return t.Fallback.RoundTrip(req)
 }
 
-// IsUnitTest returns true if the unit test environment variable is set.
-func IsUnitTest() bool {
+// IsIntegrationTest returns true if the unit test environment variable is set.
+func IsIntegrationTest() bool {
 	return os.Getenv("UNIT") != ""
 }
 
diff --git a/scripts/generate-jigsaw-accents/accents.go b/scripts/generate-jigsaw-accents/accents.go
deleted file mode 100644
index 8eaf66e..0000000
--- a/scripts/generate-jigsaw-accents/accents.go
+++ /dev/null
@@ -1,25 +0,0 @@
-package main
-
-import (
-	"bytes"
-	_ "embed"
-	"text/template"
-
-	_ "embed"
-)
-
-//go:embed accents.go.tmpl
-var accentsTemplate string
-
-var (
-	textTemplate = template.Must(template.New("accents").Parse(accentsTemplate))
-)
-
-func FillAccents(accents SpeakerVoiceAccent) string {
-	var buf bytes.Buffer
-	err := textTemplate.Execute(&buf, accents)
-	if err != nil {
-		panic(err)
-	}
-	return buf.String()
-}
diff --git a/scripts/generate-jigsaw-accents/main.go b/scripts/generate-jigsaw-accents/main.go
index eae3481..82b2fdb 100644
--- a/scripts/generate-jigsaw-accents/main.go
+++ b/scripts/generate-jigsaw-accents/main.go
@@ -2,6 +2,7 @@
 package main
 
 import (
+	"bytes"
 	"context"
 	"encoding/json"
 	"fmt"
@@ -11,8 +12,11 @@ import (
 	"os"
 	"regexp"
 	"strings"
+	"text/template"
 	"unicode"
 
+	_ "embed"
+
 	"github.com/conneroisu/groq-go/pkg/builders"
 	"github.com/conneroisu/groq-go/pkg/test"
 	"golang.org/x/text/cases"
@@ -206,3 +210,20 @@ func PascalCase(str string) string {
 	}
 	return strings.Join(items, "")
 }
+
+//go:embed accents.go.tmpl
+var accentsTemplate string
+
+var (
+	textTemplate = template.Must(template.New("accents").Parse(accentsTemplate))
+)
+
+// FillAccents fills the accents template with the given accents
+func FillAccents(accents SpeakerVoiceAccent) string {
+	var buf bytes.Buffer
+	err := textTemplate.Execute(&buf, accents)
+	if err != nil {
+		panic(err)
+	}
+	return buf.String()
+}
diff --git a/unit_test.go b/unit_test.go
index e8f7fda..19e295b 100644
--- a/unit_test.go
+++ b/unit_test.go
@@ -27,7 +27,7 @@ import (
 )
 
 func TestTestServer(t *testing.T) {
-	if !test.IsUnitTest() {
+	if !test.IsIntegrationTest() {
 		t.Skip()
 	}
 	num := rand.Intn(100)

From 7df60411cedf986159c10cec439f2eaee8e14bcd Mon Sep 17 00:00:00 2001
From: conneroisu <conneroisu@outlook.com>
Date: Mon, 4 Nov 2024 11:35:41 -0600
Subject: [PATCH 25/29] updated generated models script and ran it  to get the
 new turbo whisper models

---
 README.md                                     |  34 ++--
 chat.go                                       |   2 +-
 client.go                                     |  44 ++---
 extensions/jigsawstack/image_generation.go    |  66 -------
 extensions/jigsawstack/jigsawstack.go         |   2 +-
 extensions/jigsawstack/natural_language.go    |  44 ++++-
 extensions/jigsawstack/prompt.go              |   3 +-
 extensions/jigsawstack/sql.go                 |   4 +-
 extensions/jigsawstack/storage.go             |   9 +-
 extensions/jigsawstack/translate.go           |  53 ------
 .../jigsawstack/{vision.go => visual.go}      |  92 ++++++++-
 pkg/models/models.go                          |  22 ++-
 pkg/models/models_test.go                     |  54 +++++-
 scripts/generate-models/main.go               | 174 +++++++++---------
 14 files changed, 337 insertions(+), 266 deletions(-)
 delete mode 100644 extensions/jigsawstack/image_generation.go
 delete mode 100644 extensions/jigsawstack/translate.go
 rename extensions/jigsawstack/{vision.go => visual.go} (59%)

diff --git a/README.md b/README.md
index daf1552..a3c57df 100644
--- a/README.md
+++ b/README.md
@@ -623,7 +623,7 @@ type ChatMessagePartType string
 ```
 
 <a name="Client"></a>
-## type [Client](<https://github.com/conneroisu/groq-go/blob/main/client.go#L26-L43>)
+## type [Client](<https://github.com/conneroisu/groq-go/blob/main/client.go#L23-L40>)
 
 Client is a Groq api client.
 
@@ -634,7 +634,7 @@ type Client struct {
 ```
 
 <a name="NewClient"></a>
-### func [NewClient](<https://github.com/conneroisu/groq-go/blob/main/client.go#L118>)
+### func [NewClient](<https://github.com/conneroisu/groq-go/blob/main/client.go#L135>)
 
 ```go
 func NewClient(groqAPIKey string, opts ...Opts) (*Client, error)
@@ -643,7 +643,7 @@ func NewClient(groqAPIKey string, opts ...Opts) (*Client, error)
 NewClient creates a new Groq client.
 
 <a name="Client.CreateChatCompletion"></a>
-### func \(\*Client\) [CreateChatCompletion](<https://github.com/conneroisu/groq-go/blob/main/chat.go#L431-L434>)
+### func \(\*Client\) [CreateChatCompletion](<https://github.com/conneroisu/groq-go/blob/main/chat.go#L429-L432>)
 
 ```go
 func (c *Client) CreateChatCompletion(ctx context.Context, request ChatCompletionRequest) (response ChatCompletionResponse, err error)
@@ -652,7 +652,7 @@ func (c *Client) CreateChatCompletion(ctx context.Context, request ChatCompletio
 CreateChatCompletion method is an API call to create a chat completion.
 
 <a name="Client.CreateChatCompletionJSON"></a>
-### func \(\*Client\) [CreateChatCompletionJSON](<https://github.com/conneroisu/groq-go/blob/main/chat.go#L488-L492>)
+### func \(\*Client\) [CreateChatCompletionJSON](<https://github.com/conneroisu/groq-go/blob/main/chat.go#L486-L490>)
 
 ```go
 func (c *Client) CreateChatCompletionJSON(ctx context.Context, request ChatCompletionRequest, output any) (err error)
@@ -661,7 +661,7 @@ func (c *Client) CreateChatCompletionJSON(ctx context.Context, request ChatCompl
 CreateChatCompletionJSON method is an API call to create a chat completion w/ object output.
 
 <a name="Client.CreateChatCompletionStream"></a>
-### func \(\*Client\) [CreateChatCompletionStream](<https://github.com/conneroisu/groq-go/blob/main/chat.go#L460-L463>)
+### func \(\*Client\) [CreateChatCompletionStream](<https://github.com/conneroisu/groq-go/blob/main/chat.go#L458-L461>)
 
 ```go
 func (c *Client) CreateChatCompletionStream(ctx context.Context, request ChatCompletionRequest) (stream *ChatCompletionStream, err error)
@@ -703,7 +703,7 @@ func (c *Client) Moderate(ctx context.Context, messages []ChatCompletionMessage,
 Moderate performs a moderation api call over a string. Input can be an array or slice but a string will reduce the complexity.
 
 <a name="Endpoint"></a>
-## type [Endpoint](<https://github.com/conneroisu/groq-go/blob/main/client.go#L76>)
+## type [Endpoint](<https://github.com/conneroisu/groq-go/blob/main/client.go#L93>)
 
 Endpoint is an endpoint for the groq api.
 
@@ -754,7 +754,7 @@ func (r FinishReason) MarshalJSON() ([]byte, error)
 MarshalJSON implements the json.Marshaler interface.
 
 <a name="Format"></a>
-## type [Format](<https://github.com/conneroisu/groq-go/blob/main/client.go#L24>)
+## type [Format](<https://github.com/conneroisu/groq-go/blob/main/client.go#L63>)
 
 Format is the format of a response. string
 
@@ -794,7 +794,7 @@ const (
 <a name="ImageURLDetail"></a>
 ## type [ImageURLDetail](<https://github.com/conneroisu/groq-go/blob/main/chat.go#L74>)
 
-ImageURLDetail is the image url detail.
+ImageURLDetail is the detail of the image at the URL.
 
 string
 
@@ -842,7 +842,7 @@ type Moderation struct {
 ```
 
 <a name="Opts"></a>
-## type [Opts](<https://github.com/conneroisu/groq-go/blob/main/client.go#L68>)
+## type [Opts](<https://github.com/conneroisu/groq-go/blob/main/client.go#L42>)
 
 Opts is a function that sets options for a Groq client.
 
@@ -851,7 +851,7 @@ type Opts func(*Client)
 ```
 
 <a name="WithBaseURL"></a>
-### func [WithBaseURL](<https://github.com/conneroisu/groq-go/blob/main/client.go#L157>)
+### func [WithBaseURL](<https://github.com/conneroisu/groq-go/blob/main/client.go#L51>)
 
 ```go
 func WithBaseURL(baseURL string) Opts
@@ -860,7 +860,7 @@ func WithBaseURL(baseURL string) Opts
 WithBaseURL sets the base URL for the Groq client.
 
 <a name="WithClient"></a>
-### func [WithClient](<https://github.com/conneroisu/groq-go/blob/main/client.go#L152>)
+### func [WithClient](<https://github.com/conneroisu/groq-go/blob/main/client.go#L46>)
 
 ```go
 func WithClient(client *http.Client) Opts
@@ -869,7 +869,7 @@ func WithClient(client *http.Client) Opts
 WithClient sets the client for the Groq client.
 
 <a name="WithLogger"></a>
-### func [WithLogger](<https://github.com/conneroisu/groq-go/blob/main/client.go#L162>)
+### func [WithLogger](<https://github.com/conneroisu/groq-go/blob/main/client.go#L56>)
 
 ```go
 func WithLogger(logger *slog.Logger) Opts
@@ -889,7 +889,7 @@ type PromptAnnotation struct {
 ```
 
 <a name="RateLimitHeaders"></a>
-## type [RateLimitHeaders](<https://github.com/conneroisu/groq-go/blob/main/client.go#L45-L62>)
+## type [RateLimitHeaders](<https://github.com/conneroisu/groq-go/blob/main/client.go#L65-L82>)
 
 RateLimitHeaders struct represents Groq rate limits headers.
 
@@ -915,7 +915,7 @@ type RateLimitHeaders struct {
 ```
 
 <a name="ResetTime"></a>
-## type [ResetTime](<https://github.com/conneroisu/groq-go/blob/main/client.go#L65>)
+## type [ResetTime](<https://github.com/conneroisu/groq-go/blob/main/client.go#L85>)
 
 ResetTime is a time.Time wrapper for the rate limit reset time. string
 
@@ -924,7 +924,7 @@ type ResetTime string
 ```
 
 <a name="ResetTime.String"></a>
-### func \(ResetTime\) [String](<https://github.com/conneroisu/groq-go/blob/main/client.go#L275>)
+### func \(ResetTime\) [String](<https://github.com/conneroisu/groq-go/blob/main/client.go#L277>)
 
 ```go
 func (r ResetTime) String() string
@@ -933,7 +933,7 @@ func (r ResetTime) String() string
 String returns the string representation of the ResetTime.
 
 <a name="ResetTime.Time"></a>
-### func \(ResetTime\) [Time](<https://github.com/conneroisu/groq-go/blob/main/client.go#L280>)
+### func \(ResetTime\) [Time](<https://github.com/conneroisu/groq-go/blob/main/client.go#L282>)
 
 ```go
 func (r ResetTime) Time() time.Time
@@ -1086,7 +1086,7 @@ const (
 ```
 
 <a name="Usage"></a>
-## type [Usage](<https://github.com/conneroisu/groq-go/blob/main/client.go#L70-L74>)
+## type [Usage](<https://github.com/conneroisu/groq-go/blob/main/client.go#L87-L91>)
 
 Usage Represents the total token usage per request to Groq.
 
diff --git a/chat.go b/chat.go
index 5d5f88f..0b9e26e 100644
--- a/chat.go
+++ b/chat.go
@@ -68,7 +68,7 @@ const (
 )
 
 type (
-	// ImageURLDetail is the image url detail.
+	// ImageURLDetail is the detail of the image at the URL.
 	//
 	// string
 	ImageURLDetail string
diff --git a/client.go b/client.go
index e5b010a..d8c3c9c 100644
--- a/client.go
+++ b/client.go
@@ -19,9 +19,6 @@ import (
 //go:generate go run github.com/princjef/gomarkdoc/cmd/gomarkdoc@v1.1.0 -o README.md -e .
 
 type (
-	// Format is the format of a response.
-	// string
-	Format string
 	// Client is a Groq api client.
 	Client struct {
 		// Groq API key
@@ -41,6 +38,29 @@ type (
 		// Logger is the logger for the client.
 		logger *slog.Logger
 	}
+	// Opts is a function that sets options for a Groq client.
+	Opts func(*Client)
+)
+
+// WithClient sets the client for the Groq client.
+func WithClient(client *http.Client) Opts {
+	return func(c *Client) { c.client = client }
+}
+
+// WithBaseURL sets the base URL for the Groq client.
+func WithBaseURL(baseURL string) Opts {
+	return func(c *Client) { c.baseURL = baseURL }
+}
+
+// WithLogger sets the logger for the Groq client.
+func WithLogger(logger *slog.Logger) Opts {
+	return func(c *Client) { c.logger = logger }
+}
+
+type (
+	// Format is the format of a response.
+	// string
+	Format string
 	// RateLimitHeaders struct represents Groq rate limits headers.
 	RateLimitHeaders struct {
 		// LimitRequests is the limit requests of the rate limit
@@ -63,9 +83,6 @@ type (
 	// ResetTime is a time.Time wrapper for the rate limit reset time.
 	// string
 	ResetTime string
-
-	// Opts is a function that sets options for a Groq client.
-	Opts func(*Client)
 	// Usage Represents the total token usage per request to Groq.
 	Usage struct {
 		PromptTokens     int `json:"prompt_tokens"`
@@ -148,21 +165,6 @@ func (c *Client) fullURL(suffix Endpoint, setters ...fullURLOption) string {
 	return fmt.Sprintf("%s%s", baseURL, suffix)
 }
 
-// WithClient sets the client for the Groq client.
-func WithClient(client *http.Client) Opts {
-	return func(c *Client) { c.client = client }
-}
-
-// WithBaseURL sets the base URL for the Groq client.
-func WithBaseURL(baseURL string) Opts {
-	return func(c *Client) { c.baseURL = baseURL }
-}
-
-// WithLogger sets the logger for the Groq client.
-func WithLogger(logger *slog.Logger) Opts {
-	return func(c *Client) { c.logger = logger }
-}
-
 func (c *Client) sendRequest(req *http.Request, v response) error {
 	req.Header.Set("Accept", "application/json")
 
diff --git a/extensions/jigsawstack/image_generation.go b/extensions/jigsawstack/image_generation.go
deleted file mode 100644
index 7513ef2..0000000
--- a/extensions/jigsawstack/image_generation.go
+++ /dev/null
@@ -1,66 +0,0 @@
-package jigsawstack
-
-import (
-	"context"
-	"net/http"
-
-	"github.com/conneroisu/groq-go/pkg/builders"
-)
-
-const (
-	imageGenerationEndpoint = "/v1/ai/image_generation"
-)
-
-// model
-// string
-// default: "sdxl"
-//
-// The model to use for the generation. Default is sdxl
-//
-//	sd1.5 - Stable Diffusion v1.5
-//	sdxl - Stable Diffusion XL
-//	ead1.0 - Anime Diffusion
-//	rv1.3 - Realistic Vision v1.3
-//	rv3 - Realistic Vision v3
-//	rv5.1 - Realistic Vision v5.1
-//	ar1.8 - AbsoluteReality v1.8.1
-type (
-	// ImageGenerationRequest represents a request structure for image
-	// generation API.
-	ImageGenerationRequest struct {
-		Prompt string `json:"prompt"`
-		Model  string `json:"model,omitempty"`
-		Size   string `json:"size"`
-		Width  int    `json:"width"`
-		Height int    `json:"height"`
-	}
-	// ImageGenerationResponse represents a response structure for image
-	// generation API.
-	ImageGenerationResponse struct {
-		Success bool   `json:"success"`
-		Image   string `json:"image"`
-	}
-)
-
-// ImageGeneration generates an image from a prompt and parameters.
-func (j *JigsawStack) ImageGeneration(
-	ctx context.Context,
-	request ImageGenerationRequest,
-) (response ImageGenerationResponse, err error) {
-	req, err := builders.NewRequest(
-		ctx,
-		j.header,
-		http.MethodPost,
-		j.baseURL+imageGenerationEndpoint,
-		builders.WithBody(request),
-	)
-	if err != nil {
-		return
-	}
-	var resp ImageGenerationResponse
-	err = j.sendRequest(req, &resp)
-	if err != nil {
-		return
-	}
-	return resp, nil
-}
diff --git a/extensions/jigsawstack/jigsawstack.go b/extensions/jigsawstack/jigsawstack.go
index 2db2ef6..3f16a6d 100644
--- a/extensions/jigsawstack/jigsawstack.go
+++ b/extensions/jigsawstack/jigsawstack.go
@@ -67,7 +67,7 @@ func (j *JigsawStack) sendRequest(req *http.Request, v any) error {
 	if err != nil {
 		return err
 	}
-	j.logger.Debug("received http response from jigsawstack", "status", resp.Status, "headers", resp.Header, "url", req.URL)
+	j.logger.Debug("received http response from jigsawstack", "status", resp.Status, "url", req.URL)
 	defer resp.Body.Close()
 	if resp.StatusCode < http.StatusOK ||
 		resp.StatusCode >= http.StatusBadRequest {
diff --git a/extensions/jigsawstack/natural_language.go b/extensions/jigsawstack/natural_language.go
index 09442c2..8b7e4e7 100644
--- a/extensions/jigsawstack/natural_language.go
+++ b/extensions/jigsawstack/natural_language.go
@@ -8,8 +8,9 @@ import (
 )
 
 const (
-	summaryEndpoint Endpoint = "/v1/ai/summarize"
-	sentimentSuffix Endpoint = "/v1/ai/sentiment"
+	summaryEndpoint   Endpoint = "/v1/ai/summarize"
+	sentimentSuffix   Endpoint = "/v1/ai/sentiment"
+	translateEndpoint Endpoint = "/v1/ai/translate"
 
 	// EmotionAnger is the anger emotion.
 	EmotionAnger Emotion = "anger"
@@ -58,6 +59,20 @@ const (
 )
 
 type (
+
+	// Language is a language.
+	Language string
+	// TranslateRequest represents a request structure for translate API.
+	TranslateRequest struct {
+		CurrentLanguage Language `json:"current_language"`
+		TargetLanguage  Language `json:"target_language"`
+		Text            string   `json:"text"`
+	}
+	// TranslateResponse represents a response structure for translate API.
+	TranslateResponse struct {
+		Success        bool   `json:"success"`
+		TranslatedText string `json:"translated_text"`
+	}
 	// Emotion is an emotion.
 	Emotion string
 	// SentimentResponse represents a response structure for sentiment API.
@@ -139,3 +154,28 @@ func (j *JigsawStack) Summarize(
 	}
 	return resp, nil
 }
+
+// Translate translates the text from the current language to the target language.
+//
+// Max text character is 5000.
+func (j *JigsawStack) Translate(
+	ctx context.Context,
+	request TranslateRequest,
+) (response TranslateResponse, err error) {
+	req, err := builders.NewRequest(
+		ctx,
+		j.header,
+		http.MethodPost,
+		j.baseURL+string(translateEndpoint),
+		builders.WithBody(request),
+	)
+	if err != nil {
+		return
+	}
+	var resp TranslateResponse
+	err = j.sendRequest(req, &resp)
+	if err != nil {
+		return
+	}
+	return resp, nil
+}
diff --git a/extensions/jigsawstack/prompt.go b/extensions/jigsawstack/prompt.go
index db381ad..21bca4d 100644
--- a/extensions/jigsawstack/prompt.go
+++ b/extensions/jigsawstack/prompt.go
@@ -94,7 +94,6 @@ func (j *JigsawStack) PromptList(
 	page int,
 	limit int,
 ) (response PromptListResponse, err error) {
-	// TODO: may need to santize the query params (page, limit)
 	uri := j.baseURL + string(promptCreateEndpoint) + "?page=" + strconv.Itoa(page) + "&limit=" + strconv.Itoa(limit)
 	req, err := builders.NewRequest(
 		ctx,
@@ -149,6 +148,7 @@ func (j *JigsawStack) PromptDelete(
 	ctx context.Context,
 	id string,
 ) (response PromptResponse, err error) {
+	// TODO: may need to sanitize the id
 	uri := j.baseURL + string(promptCreateEndpoint) + "/" + id
 	req, err := builders.NewRequest(
 		ctx,
@@ -177,6 +177,7 @@ func (j *JigsawStack) PromptRun(
 	id string,
 	inputs map[string]any,
 ) (response PromptRunResponse, err error) {
+	// TODO: may need to sanitize the id
 	uri := j.baseURL + string(promptCreateEndpoint) + "/" + id
 	req, err := builders.NewRequest(
 		ctx,
diff --git a/extensions/jigsawstack/sql.go b/extensions/jigsawstack/sql.go
index be46356..6a974aa 100644
--- a/extensions/jigsawstack/sql.go
+++ b/extensions/jigsawstack/sql.go
@@ -8,7 +8,7 @@ import (
 )
 
 const (
-	textToSQLEndpoint = "/v1/ai/sql"
+	textToSQLEndpoint Endpoint = "/v1/ai/sql"
 )
 
 type (
@@ -35,7 +35,7 @@ func (j *JigsawStack) TextToSQL(
 		ctx,
 		j.header,
 		http.MethodPost,
-		j.baseURL+textToSQLEndpoint,
+		j.baseURL+string(textToSQLEndpoint),
 		builders.WithBody(request),
 	)
 	if err != nil {
diff --git a/extensions/jigsawstack/storage.go b/extensions/jigsawstack/storage.go
index bd40742..4bf0d7b 100644
--- a/extensions/jigsawstack/storage.go
+++ b/extensions/jigsawstack/storage.go
@@ -3,7 +3,7 @@ package jigsawstack
 import (
 	"context"
 	"fmt"
-	"io"
+	"mime"
 	"net/http"
 
 	"github.com/conneroisu/groq-go/pkg/builders"
@@ -36,11 +36,14 @@ type (
 func (j *JigsawStack) FileAdd(
 	ctx context.Context,
 	key string,
-	contentType string,
-	body io.Reader,
+	body string,
 ) (string, error) {
 	// TODO: may need to santize the key
 	url := j.baseURL + string(uploadEndpoint) + "?key=" + key
+	contentType, _, err := mime.ParseMediaType(body)
+	if err != nil {
+		return "", err
+	}
 	req, err := builders.NewRequest(
 		ctx,
 		j.header,
diff --git a/extensions/jigsawstack/translate.go b/extensions/jigsawstack/translate.go
deleted file mode 100644
index 9bc0bb0..0000000
--- a/extensions/jigsawstack/translate.go
+++ /dev/null
@@ -1,53 +0,0 @@
-package jigsawstack
-
-import (
-	"context"
-	"net/http"
-
-	"github.com/conneroisu/groq-go/pkg/builders"
-)
-
-const (
-	translateEndpoint = "/v1/ai/translate"
-)
-
-type (
-	// Language is a language.
-	Language string
-	// TranslateRequest represents a request structure for translate API.
-	TranslateRequest struct {
-		CurrentLanguage Language `json:"current_language"`
-		TargetLanguage  Language `json:"target_language"`
-		Text            string   `json:"text"`
-	}
-	// TranslateResponse represents a response structure for translate API.
-	TranslateResponse struct {
-		Success        bool   `json:"success"`
-		TranslatedText string `json:"translated_text"`
-	}
-)
-
-// Translate translates the text from the current language to the target language.
-//
-// Max text character is 5000.
-func (j *JigsawStack) Translate(
-	ctx context.Context,
-	request TranslateRequest,
-) (response TranslateResponse, err error) {
-	req, err := builders.NewRequest(
-		ctx,
-		j.header,
-		http.MethodPost,
-		j.baseURL+translateEndpoint,
-		builders.WithBody(request),
-	)
-	if err != nil {
-		return
-	}
-	var resp TranslateResponse
-	err = j.sendRequest(req, &resp)
-	if err != nil {
-		return
-	}
-	return resp, nil
-}
diff --git a/extensions/jigsawstack/vision.go b/extensions/jigsawstack/visual.go
similarity index 59%
rename from extensions/jigsawstack/vision.go
rename to extensions/jigsawstack/visual.go
index 56b58ed..4ee030b 100644
--- a/extensions/jigsawstack/vision.go
+++ b/extensions/jigsawstack/visual.go
@@ -8,24 +8,54 @@ import (
 )
 
 const (
-	vOCREndpoint    Endpoint = "/v1/vocr"
-	vObjectEndpoint Endpoint = "/v1/ai/object_detection"
+	vOCREndpoint            Endpoint = "/v1/vocr"
+	vObjectEndpoint         Endpoint = "/v1/ai/object_detection"
+	imageGenerationEndpoint Endpoint = "/v1/ai/image_generation"
 )
 
 type (
-	// VisionRequest represents a request structure for VOCR API.
-	VisionRequest struct {
+	// model
+	// string
+	// default: "sdxl"
+	//
+	// The model to use for the generation. Default is sdxl
+	//
+	//	sd1.5 - Stable Diffusion v1.5
+	//	sdxl - Stable Diffusion XL
+	//	ead1.0 - Anime Diffusion
+	//	rv1.3 - Realistic Vision v1.3
+	//	rv3 - Realistic Vision v3
+	//	rv5.1 - Realistic Vision v5.1
+	//	ar1.8 - AbsoluteReality v1.8.1
+
+	// ImageGenerationRequest represents a request structure for image
+	// generation API.
+	ImageGenerationRequest struct {
+		Prompt string `json:"prompt"`
+		Model  string `json:"model,omitempty"`
+		Size   string `json:"size"`
+		Width  int    `json:"width"`
+		Height int    `json:"height"`
+	}
+	// ImageGenerationResponse represents a response structure for image
+	// generation API.
+	ImageGenerationResponse struct {
+		Success bool   `json:"success"`
+		Image   string `json:"image"`
+	}
+	// visionRequest represents a request structure for VOCR API.
+	visionRequest struct {
 		// Prompt is the prompt used in ocr. If the request is for
 		// object detection, this field is not required.
 		Prompt string `json:"prompt,omitempty"`
-		// ImageURL is the url of the image to use as the image.
+		// URL is the url of the image to use as the image.
 		//
 		// Not required if the StoreKey is not provided.
-		ImageURL string `json:"image_url"`
-		// StoreKey is the key of the file to use as the image.
+		URL string `json:"image_url"`
+		// Key is the key of the file to use as the image.
 		//
 		// Not required if the ImageURL is not provided.
-		StoreKey string `json:"file_store_key"`
+		Key string `json:"file_store_key"`
 	}
 	// VOCRResponse represents a response structure for VOCR API.
 	VOCRResponse struct {
@@ -84,6 +114,19 @@ type (
 	}
 )
 
+// VCOROption is the option for VOCR.
+type VCOROption func(*visionRequest)
+
+// WithKey sets the key of the file to use as the image.
+func WithKey(key string) VCOROption {
+	return func(params *visionRequest) { params.Key = key }
+}
+
+// WithURL sets the URL of the image to use as the image.
+func WithURL(url string) VCOROption {
+	return func(params *visionRequest) { params.URL = url }
+}
+
 // VOCR performs a visual object recognition (VOCR) task on an image.
 //
 // POST https://api.jigsawstack.com/v1/vocr
@@ -91,8 +134,13 @@ type (
 // https://docs.jigsawstac.com/api-reference/ai/vision
 func (j *JigsawStack) VOCR(
 	ctx context.Context,
-	params VisionRequest,
+	prompt string,
+	opt VCOROption,
 ) (string, error) {
+	params := visionRequest{
+		Prompt: prompt,
+	}
+	opt(&params)
 	req, err := builders.NewRequest(
 		ctx,
 		j.header,
@@ -119,7 +167,7 @@ func (j *JigsawStack) VOCR(
 // https://docs.jigsawstack.com/api-reference/ai/object-detection
 func (j *JigsawStack) VisionObjectDetection(
 	ctx context.Context,
-	params VisionRequest,
+	params visionRequest,
 ) (string, error) {
 	req, err := builders.NewRequest(
 		ctx,
@@ -137,4 +185,28 @@ func (j *JigsawStack) VisionObjectDetection(
 		return "", err
 	}
 	return "", nil
+
+}
+
+// ImageGeneration generates an image from a prompt and parameters.
+func (j *JigsawStack) ImageGeneration(
+	ctx context.Context,
+	request ImageGenerationRequest,
+) (response ImageGenerationResponse, err error) {
+	req, err := builders.NewRequest(
+		ctx,
+		j.header,
+		http.MethodPost,
+		j.baseURL+string(imageGenerationEndpoint),
+		builders.WithBody(request),
+	)
+	if err != nil {
+		return
+	}
+	var resp ImageGenerationResponse
+	err = j.sendRequest(req, &resp)
+	if err != nil {
+		return
+	}
+	return resp, nil
 }
diff --git a/pkg/models/models.go b/pkg/models/models.go
index 2d24e87..c593350 100644
--- a/pkg/models/models.go
+++ b/pkg/models/models.go
@@ -1,6 +1,6 @@
 // Code generated by groq-modeler DO NOT EDIT.
 //
-// Created at: 2024-11-04 08:29:22
+// Created at: 2024-11-04 11:35:13
 //
 // groq-modeler Version 1.1.2
 package models
@@ -196,6 +196,16 @@ var (
 	// 	- CreateChatCompletionStream
 	// 	- CreateChatCompletionJSON
 	ModelMixtral8X7B32768 ChatModel = "mixtral-8x7b-32768"
+	// ModelDistilWhisperLargeV3En is an AI audio transcription model.
+	//
+	// It is created/provided by Hugging Face.
+	//
+	// It has 448 context window.
+	//
+	// It can be used with the following client methods:
+	//	- CreateTranscription
+	// 	- CreateTranslation
+	ModelDistilWhisperLargeV3En AudioModel = "distil-whisper-large-v3-en"
 	// ModelWhisperLargeV3 is an AI audio transcription model.
 	//
 	// It is created/provided by OpenAI.
@@ -206,6 +216,16 @@ var (
 	//	- CreateTranscription
 	// 	- CreateTranslation
 	ModelWhisperLargeV3 AudioModel = "whisper-large-v3"
+	// ModelWhisperLargeV3Turbo is an AI audio transcription model.
+	//
+	// It is created/provided by OpenAI.
+	//
+	// It has 448 context window.
+	//
+	// It can be used with the following client methods:
+	//	- CreateTranscription
+	// 	- CreateTranslation
+	ModelWhisperLargeV3Turbo AudioModel = "whisper-large-v3-turbo"
 	// ModelLlamaGuard38B is an AI moderation model.
 	//
 	// It is created/provided by Meta.
diff --git a/pkg/models/models_test.go b/pkg/models/models_test.go
index 3f9493e..a5a7501 100644
--- a/pkg/models/models_test.go
+++ b/pkg/models/models_test.go
@@ -1,6 +1,6 @@
 // Code generated by groq-modeler DO NOT EDIT.
 //
-// Created at: 2024-11-04 08:29:22
+// Created at: 2024-11-04 11:35:13
 //
 // groq-modeler Version 1.1.2
 package models_test
@@ -520,6 +520,32 @@ func TestChatModelsMixtral8X7B32768(t *testing.T) {
 	}
 }
 
+// TestDistilWhisperLargeV3En tests the DistilWhisperLargeV3En  transcription model.
+//
+// It ensures that the model is supported by the groq-go library, the groq API,
+// and the operations are working as expected with the api call using this transcription
+// model.
+func TestDistilWhisperLargeV3En(t *testing.T) {
+	if len(os.Getenv("UNIT")) < 1 {
+		t.Skip("Skipping DistilWhisperLargeV3En transcription test")
+	}
+	time.Sleep(time.Second * 5)
+	a := assert.New(t)
+	ctx := context.Background()
+	apiKey, err := test.GetAPIKey("GROQ_KEY")
+	a.NoError(err, "GetAPIKey error")
+	client, err := groq.NewClient(apiKey)
+	a.NoError(err, "NewClient error")
+	reader := bytes.NewReader(whisperBytes)
+	response, err := client.CreateTranscription(ctx, groq.AudioRequest{
+		Model:    models.ModelWhisperLargeV3,
+		Reader:   reader,
+		FilePath: "whisper.mp3",
+	})
+	a.NoError(err, "CreateTranscription error")
+	a.NotEmpty(response.Text, "response.Text is empty for model WhisperLargeV3 calling CreateTranscription")
+}
+
 // TestWhisperLargeV3 tests the WhisperLargeV3  transcription model.
 //
 // It ensures that the model is supported by the groq-go library, the groq API,
@@ -546,6 +572,32 @@ func TestWhisperLargeV3(t *testing.T) {
 	a.NotEmpty(response.Text, "response.Text is empty for model WhisperLargeV3 calling CreateTranscription")
 }
 
+// TestWhisperLargeV3Turbo tests the WhisperLargeV3Turbo  transcription model.
+//
+// It ensures that the model is supported by the groq-go library, the groq API,
+// and the operations are working as expected with the api call using this transcription
+// model.
+func TestWhisperLargeV3Turbo(t *testing.T) {
+	if len(os.Getenv("UNIT")) < 1 {
+		t.Skip("Skipping WhisperLargeV3Turbo transcription test")
+	}
+	time.Sleep(time.Second * 5)
+	a := assert.New(t)
+	ctx := context.Background()
+	apiKey, err := test.GetAPIKey("GROQ_KEY")
+	a.NoError(err, "GetAPIKey error")
+	client, err := groq.NewClient(apiKey)
+	a.NoError(err, "NewClient error")
+	reader := bytes.NewReader(whisperBytes)
+	response, err := client.CreateTranscription(ctx, groq.AudioRequest{
+		Model:    models.ModelWhisperLargeV3,
+		Reader:   reader,
+		FilePath: "whisper.mp3",
+	})
+	a.NoError(err, "CreateTranscription error")
+	a.NotEmpty(response.Text, "response.Text is empty for model WhisperLargeV3 calling CreateTranscription")
+}
+
 // TestLlamaGuard38B tests the LlamaGuard38B model.
 //
 // It ensures that the model is supported by the groq-go library, the groq API,
diff --git a/scripts/generate-models/main.go b/scripts/generate-models/main.go
index 3577287..fe03827 100644
--- a/scripts/generate-models/main.go
+++ b/scripts/generate-models/main.go
@@ -54,6 +54,81 @@ func main() {
 	}
 }
 
+// run runs the main function.
+func run(ctx context.Context) error {
+	client := &http.Client{}
+	req, err := http.NewRequestWithContext(
+		ctx,
+		"GET",
+		"https://api.groq.com/openai/v1/models",
+		nil,
+	)
+	if err != nil {
+		return err
+	}
+	key := os.Getenv("GROQ_KEY")
+	if key == "" {
+		return fmt.Errorf("GROQ_KEY is not set")
+	}
+	req.Header.Set("Authorization", "Bearer "+key)
+	req.Header.Set("Content-Type", "application/json")
+	resp, err := client.Do(req)
+	if err != nil {
+		return err
+	}
+	defer resp.Body.Close()
+	bodyText, err := io.ReadAll(resp.Body)
+	if err != nil {
+		return err
+	}
+	var response Response
+	err = json.Unmarshal(bodyText, &response)
+	if err != nil {
+		return err
+	}
+	buf := new(bytes.Buffer)
+	ms, err := response.Categorize()
+	if err != nil {
+		return err
+	}
+	err = fillModelsTemplate(buf, ms)
+	if err != nil {
+		return err
+	}
+	formatted, err := cleanFile(buf)
+	if err != nil {
+		return err
+	}
+	f, err := os.Create(modelFileName)
+	if err != nil {
+		return err
+	}
+	defer f.Close()
+	_, err = f.Write(formatted)
+	if err != nil {
+		return err
+	}
+	buf.Reset()
+	err = fillTestTemplate(buf, ms)
+	if err != nil {
+		return err
+	}
+	formatted, err = cleanFile(buf)
+	if err != nil {
+		return err
+	}
+	f, err = os.Create(modelTestFileName)
+	if err != nil {
+		return err
+	}
+	defer f.Close()
+	_, err = f.Write(formatted)
+	if err != nil {
+		return err
+	}
+	return nil
+}
+
 // Response is a response from the models endpoint.
 type Response struct {
 	Object string          `json:"object"`
@@ -127,81 +202,7 @@ func isTranslationModel(model ResponseModel) bool {
 }
 
 func isTranscriptionModel(model ResponseModel) bool {
-	return model.ID == "whisper-large-v3"
-}
-
-// run runs the main function.
-func run(_ context.Context) error {
-	client := &http.Client{}
-	req, err := http.NewRequest(
-		"GET",
-		"https://api.groq.com/openai/v1/models",
-		nil,
-	)
-	if err != nil {
-		return err
-	}
-	key := os.Getenv("GROQ_KEY")
-	if key == "" {
-		return fmt.Errorf("GROQ_KEY is not set")
-	}
-	req.Header.Set("Authorization", "Bearer "+key)
-	req.Header.Set("Content-Type", "application/json")
-	resp, err := client.Do(req)
-	if err != nil {
-		return err
-	}
-	defer resp.Body.Close()
-	bodyText, err := io.ReadAll(resp.Body)
-	if err != nil {
-		return err
-	}
-	var response Response
-	err = json.Unmarshal(bodyText, &response)
-	if err != nil {
-		return err
-	}
-	buf := new(bytes.Buffer)
-	ms, err := response.Categorize()
-	if err != nil {
-		return err
-	}
-	err = fillModelsTemplate(buf, ms)
-	if err != nil {
-		return err
-	}
-	formatted, err := cleanFile(buf)
-	if err != nil {
-		return err
-	}
-	f, err := os.Create(modelFileName)
-	if err != nil {
-		return err
-	}
-	defer f.Close()
-	_, err = f.Write(formatted)
-	if err != nil {
-		return err
-	}
-	buf.Reset()
-	err = fillTestTemplate(buf, ms)
-	if err != nil {
-		return err
-	}
-	formatted, err = cleanFile(buf)
-	if err != nil {
-		return err
-	}
-	f, err = os.Create(modelTestFileName)
-	if err != nil {
-		return err
-	}
-	defer f.Close()
-	_, err = f.Write(formatted)
-	if err != nil {
-		return err
-	}
-	return nil
+	return strings.Contains(model.ID, "whisper")
 }
 
 func cleanFile(r io.Reader) ([]byte, error) {
@@ -220,18 +221,6 @@ func cleanFile(r io.Reader) ([]byte, error) {
 	return formatted, nil
 }
 
-func fillModelsTemplate(w io.Writer, models CategorizedModels) (err error) {
-	modelTemplate, err = modelTemplate.Parse(modelFileTemplate)
-	if err != nil {
-		return err
-	}
-	err = modelTemplate.Execute(w, models)
-	if err != nil {
-		return err
-	}
-	return nil
-}
-
 var (
 	// LowerCaseLettersCharset is a set of lower case letters.
 	LowerCaseLettersCharset = []rune("abcdefghijklmnopqrstuvwxyz")
@@ -296,6 +285,17 @@ func nameModels(models []ResponseModel) {
 	})
 }
 
+func fillModelsTemplate(w io.Writer, models CategorizedModels) (err error) {
+	modelTemplate, err = modelTemplate.Parse(modelFileTemplate)
+	if err != nil {
+		return err
+	}
+	err = modelTemplate.Execute(w, models)
+	if err != nil {
+		return err
+	}
+	return nil
+}
 func fillTestTemplate(w io.Writer, models CategorizedModels) (err error) {
 	testTemplate, err = testTemplate.Parse(testFileTemplate)
 	if err != nil {

From 2bc586fed1da3d02c2f6a569ba61ca747bb0394d Mon Sep 17 00:00:00 2001
From: conneroisu <conneroisu@outlook.com>
Date: Mon, 4 Nov 2024 11:39:03 -0600
Subject: [PATCH 26/29] made endpoint the correct type

---
 extensions/jigsawstack/audio.go | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/extensions/jigsawstack/audio.go b/extensions/jigsawstack/audio.go
index fbb69ac..7aad9f4 100644
--- a/extensions/jigsawstack/audio.go
+++ b/extensions/jigsawstack/audio.go
@@ -8,8 +8,8 @@ import (
 )
 
 const (
-	ttsEndpoint     = "/v1/ai/tts"
-	accentsEndpoint = "/v1/audio/speaker_voice_accents"
+	ttsEndpoint     Endpoint = "/v1/ai/tts"
+	accentsEndpoint Endpoint = "/v1/audio/speaker_voice_accents"
 )
 
 type (
@@ -72,7 +72,7 @@ func (j *JigsawStack) AudioTTS(
 		ctx,
 		j.header,
 		http.MethodPost,
-		j.baseURL+ttsEndpoint,
+		j.baseURL+string(ttsEndpoint),
 		builders.WithBody(body),
 	)
 	if err != nil {

From 9a549d1070a26a28480621be5896b8257f93df85 Mon Sep 17 00:00:00 2001
From: conneroisu <conneroisu@outlook.com>
Date: Mon, 4 Nov 2024 11:41:24 -0600
Subject: [PATCH 27/29] move decodRes to the function that uses it as it is
 private and not used outside of the function

---
 extensions/e2b/sandbox.go | 16 ++++++++--------
 1 file changed, 8 insertions(+), 8 deletions(-)

diff --git a/extensions/e2b/sandbox.go b/extensions/e2b/sandbox.go
index 60d89a4..4e6d235 100644
--- a/extensions/e2b/sandbox.go
+++ b/extensions/e2b/sandbox.go
@@ -102,14 +102,7 @@ type (
 		Message string `json:"message"`        // Message is the message of the error.
 	}
 	// Method is a JSON-RPC method.
-	Method  string
-	decResp struct {
-		Method string `json:"method"`
-		ID     int    `json:"id"`
-		Params struct {
-			Subscription string `json:"subscription"`
-		}
-	}
+	Method string
 )
 
 const (
@@ -604,6 +597,13 @@ func (s *Sandbox) identify(ctx context.Context) {
 	}
 }
 func (s *Sandbox) read(ctx context.Context) (err error) {
+	type decResp struct {
+		Method string `json:"method"`
+		ID     int    `json:"id"`
+		Params struct {
+			Subscription string `json:"subscription"`
+		}
+	}
 	var body []byte
 	defer func() {
 		err = s.ws.Close()

From 1baaa92cce950773faee934da3bc421c567a690e Mon Sep 17 00:00:00 2001
From: conneroisu <conneroisu@outlook.com>
Date: Mon, 4 Nov 2024 15:58:03 -0600
Subject: [PATCH 28/29] fixed some failing jigsawstack funcs and added some
 tests to prevent regressions

---
 README.md                                  |   1 +
 agents.go                                  |  14 ++++-
 extensions/jigsawstack/natural_language.go |   1 -
 extensions/jigsawstack/prompt.go           |   2 +-
 extensions/jigsawstack/prompt_test.go      |  58 +++++++++++++++++++++
 extensions/jigsawstack/sql.go              |  17 +++---
 extensions/jigsawstack/sql_test.go         |  33 ++++++++++++
 extensions/jigsawstack/storage.go          |  13 ++---
 extensions/jigsawstack/storage_test.go     |  26 +++++++++
 extensions/jigsawstack/tts.mp3             | Bin 0 -> 59328 bytes
 extensions/jigsawstack/web.go              |  15 +++---
 extensions/jigsawstack/web_test.go         |  42 +++++++++++++++
 12 files changed, 197 insertions(+), 25 deletions(-)
 create mode 100644 extensions/jigsawstack/prompt_test.go
 create mode 100644 extensions/jigsawstack/sql_test.go
 create mode 100644 extensions/jigsawstack/storage_test.go
 create mode 100644 extensions/jigsawstack/tts.mp3
 create mode 100644 extensions/jigsawstack/web_test.go

diff --git a/README.md b/README.md
index a3c57df..61842ce 100644
--- a/README.md
+++ b/README.md
@@ -25,6 +25,7 @@
 - Supports [Toolhouse](https://app.toolhouse.ai/) function calling. [Extention](https://github.com/conneroisu/groq-go/tree/main/extensions/toolhouse)
 - Supports [E2b](https://e2b.dev/) function calling. [Extention](https://github.com/conneroisu/groq-go/tree/main/extensions/e2b)
 - Supports [Composio](https://composio.dev/) function calling. [Extention](https://github.com/conneroisu/groq-go/tree/main/extensions/composio)
+- Supports [Jigsaw Stack](https://jigsawstack.com/) function calling. [Extention](https://github.com/conneroisu/groq-go/tree/main/extensions/jigsawstack)
 
 ## Installation
 
diff --git a/agents.go b/agents.go
index bb35385..df5693e 100644
--- a/agents.go
+++ b/agents.go
@@ -21,6 +21,7 @@ type (
 	ToolGetter interface {
 		Get(
 			ctx context.Context,
+			params ToolGetParams,
 		) ([]tools.Tool, error)
 	}
 	// ToolRunner is an interface for a tool runner.
@@ -30,8 +31,17 @@ type (
 			response ChatCompletionResponse,
 		) ([]ChatCompletionMessage, error)
 	}
-	// GetToolsParams is the parameters for getting tools.
-	getToolsParams struct {
+	// ToolGetParams are the parameters for getting tools.
+	ToolGetParams struct {
+	}
+	// Router is an agent router.
+	//
+	// It is used to route messages to the appropriate model.
+	Router struct {
+		// Agents is the agents of the router.
+		Agents []Agent
+		// Logger is the logger of the router.
+		Logger *slog.Logger
 	}
 )
 
diff --git a/extensions/jigsawstack/natural_language.go b/extensions/jigsawstack/natural_language.go
index 8b7e4e7..d4efc69 100644
--- a/extensions/jigsawstack/natural_language.go
+++ b/extensions/jigsawstack/natural_language.go
@@ -59,7 +59,6 @@ const (
 )
 
 type (
-
 	// Language is a language.
 	Language string
 	// TranslateRequest represents a request structure for translate API.
diff --git a/extensions/jigsawstack/prompt.go b/extensions/jigsawstack/prompt.go
index 21bca4d..270c645 100644
--- a/extensions/jigsawstack/prompt.go
+++ b/extensions/jigsawstack/prompt.go
@@ -10,7 +10,7 @@ import (
 )
 
 const (
-	promptCreateEndpoint Endpoint = "v1/prompt_engine"
+	promptCreateEndpoint Endpoint = "/v1/prompt_engine"
 )
 
 type (
diff --git a/extensions/jigsawstack/prompt_test.go b/extensions/jigsawstack/prompt_test.go
new file mode 100644
index 0000000..ac55273
--- /dev/null
+++ b/extensions/jigsawstack/prompt_test.go
@@ -0,0 +1,58 @@
+package jigsawstack_test
+
+import (
+	"context"
+	"testing"
+
+	"github.com/conneroisu/groq-go/extensions/jigsawstack"
+	"github.com/conneroisu/groq-go/pkg/test"
+	"github.com/stretchr/testify/assert"
+)
+
+func TestJigsawStack_PromptCreate(t *testing.T) {
+	if !test.IsIntegrationTest() {
+		t.Skip("Skipping integration test")
+	}
+	a := assert.New(t)
+	apiKey, err := test.GetAPIKey("JIGSAWSTACK_API_KEY")
+	a.NoError(err)
+	j, err := jigsawstack.NewJigsawStack(apiKey)
+	a.NoError(err)
+	resp, err := j.PromptCreate(context.Background(), jigsawstack.PromptCreateRequest{
+		Prompt: `
+You are a helpful assistant that answers questions based on the provided context.
+Your job is to provide code completions based on the provided context.
+		`,
+		Inputs: []jigsawstack.PromptCreateInput{
+			{
+				Key:      "context",
+				Optional: false,
+				InitialValue: `
+<file name="context.py">
+def main():
+    print("Hello, World!")
+
+if __name__ == "__main__":
+    main()
+</file>
+				`,
+			},
+		},
+	})
+	a.NoError(err)
+	t.Logf("response: %v", resp)
+	t.Fail()
+}
+func TestJigsawStack_PromptGet(t *testing.T) {
+	if !test.IsIntegrationTest() {
+		t.Skip("Skipping integration test")
+	}
+	a := assert.New(t)
+	apiKey, err := test.GetAPIKey("JIGSAWSTACK_API_KEY")
+	a.NoError(err)
+	j, err := jigsawstack.NewJigsawStack(apiKey)
+	a.NoError(err)
+	resp, err := j.PromptGet(context.Background(), "test")
+	a.NoError(err)
+	a.NotEmpty(resp.Prompt)
+}
diff --git a/extensions/jigsawstack/sql.go b/extensions/jigsawstack/sql.go
index 6a974aa..bc30fda 100644
--- a/extensions/jigsawstack/sql.go
+++ b/extensions/jigsawstack/sql.go
@@ -12,11 +12,6 @@ const (
 )
 
 type (
-	// TextToSQLRequest represents a request structure for text to SQL API.
-	TextToSQLRequest struct {
-		Prompt    string `json:"prompt"`
-		SQLSchema string `json:"sql_schema"`
-	}
 	// TextToSQLResponse represents a response structure for text to SQL API.
 	TextToSQLResponse struct {
 		Success bool   `json:"success"`
@@ -29,14 +24,22 @@ type (
 // Max text character is 5000.
 func (j *JigsawStack) TextToSQL(
 	ctx context.Context,
-	request TextToSQLRequest,
+	prompt string,
+	sqlSchema string,
 ) (response TextToSQLResponse, err error) {
+	body := struct {
+		Prompt    string `json:"prompt"`
+		SQLSchema string `json:"sql_schema"`
+	}{
+		Prompt:    prompt,
+		SQLSchema: sqlSchema,
+	}
 	req, err := builders.NewRequest(
 		ctx,
 		j.header,
 		http.MethodPost,
 		j.baseURL+string(textToSQLEndpoint),
-		builders.WithBody(request),
+		builders.WithBody(body),
 	)
 	if err != nil {
 		return
diff --git a/extensions/jigsawstack/sql_test.go b/extensions/jigsawstack/sql_test.go
new file mode 100644
index 0000000..5ac671c
--- /dev/null
+++ b/extensions/jigsawstack/sql_test.go
@@ -0,0 +1,33 @@
+package jigsawstack_test
+
+import (
+	"context"
+	"testing"
+
+	"github.com/conneroisu/groq-go/extensions/jigsawstack"
+	"github.com/conneroisu/groq-go/pkg/test"
+	"github.com/stretchr/testify/assert"
+)
+
+// TestJigsawStack_TextToSQL tests the TextToSQL method of the JigsawStack client.
+func TestJigsawStack_TextToSQL(t *testing.T) {
+	if !test.IsIntegrationTest() {
+		t.Skip("Skipping unit test")
+	}
+	a := assert.New(t)
+	ctx := context.Background()
+	apiKey, err := test.GetAPIKey("JIGSAWSTACK_API_KEY")
+	a.NoError(err)
+	j, err := jigsawstack.NewJigsawStack(apiKey)
+	a.NoError(err)
+	resp, err := j.TextToSQL(ctx, "select all users", `
+CREATE TABLE users (
+  id INT PRIMARY KEY,
+  name VARCHAR(255),
+  email VARCHAR(255),
+  age INT
+);
+`)
+	a.NoError(err)
+	a.NotEmpty(resp.SQL)
+}
diff --git a/extensions/jigsawstack/storage.go b/extensions/jigsawstack/storage.go
index 4bf0d7b..02e4ef5 100644
--- a/extensions/jigsawstack/storage.go
+++ b/extensions/jigsawstack/storage.go
@@ -3,7 +3,6 @@ package jigsawstack
 import (
 	"context"
 	"fmt"
-	"mime"
 	"net/http"
 
 	"github.com/conneroisu/groq-go/pkg/builders"
@@ -36,14 +35,16 @@ type (
 func (j *JigsawStack) FileAdd(
 	ctx context.Context,
 	key string,
-	body string,
+	contentType string,
+	content string,
 ) (string, error) {
-	// TODO: may need to santize the key
 	url := j.baseURL + string(uploadEndpoint) + "?key=" + key
-	contentType, _, err := mime.ParseMediaType(body)
-	if err != nil {
-		return "", err
+	var body = struct {
+		Blob string `json:"blob"`
+	}{
+		Blob: content,
 	}
+
 	req, err := builders.NewRequest(
 		ctx,
 		j.header,
diff --git a/extensions/jigsawstack/storage_test.go b/extensions/jigsawstack/storage_test.go
new file mode 100644
index 0000000..5728c21
--- /dev/null
+++ b/extensions/jigsawstack/storage_test.go
@@ -0,0 +1,26 @@
+package jigsawstack_test
+
+import (
+	"context"
+	"testing"
+
+	"github.com/conneroisu/groq-go/extensions/jigsawstack"
+	"github.com/conneroisu/groq-go/pkg/test"
+	"github.com/stretchr/testify/assert"
+)
+
+// TestJigsawStack_FileAdd tests the FileAdd method of the JigsawStack client.
+func TestJigsawStack_FileAdd(t *testing.T) {
+	if !test.IsIntegrationTest() {
+		t.Skip("Skipping unit test")
+	}
+	a := assert.New(t)
+	ctx := context.Background()
+	apiKey, err := test.GetAPIKey("JIGSAWSTACK_API_KEY")
+	a.NoError(err)
+	j, err := jigsawstack.NewJigsawStack(apiKey)
+	a.NoError(err)
+	resp, err := j.FileAdd(ctx, "test", "text/plain", "hello world")
+	a.NoError(err)
+	a.NotEmpty(resp)
+}
diff --git a/extensions/jigsawstack/tts.mp3 b/extensions/jigsawstack/tts.mp3
new file mode 100644
index 0000000000000000000000000000000000000000..4e380231540d79849449655ccb15980b0a1942e5
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diff --git a/extensions/jigsawstack/web.go b/extensions/jigsawstack/web.go
index 7874454..e3034d1 100644
--- a/extensions/jigsawstack/web.go
+++ b/extensions/jigsawstack/web.go
@@ -9,7 +9,8 @@ import (
 )
 
 const (
-	webSearchEndpoint Endpoint = "v1/web/search"
+	webSearchEndpoint  Endpoint = "/v1/web/search"
+	webSuggestEndpoint Endpoint = "/v1/web/search/suggest"
 )
 
 type (
@@ -51,19 +52,18 @@ type (
 
 // WebSearch performs a web search api call over a query string.
 //
-// POST https://api.jigsawstack.com/v1/web/search
+// GET https://api.jigsawstack.com/v1/web/search
 //
 // https://docs.jigsawstack.com/api-reference/web/search
 func (j *JigsawStack) WebSearch(
 	ctx context.Context,
 	query string,
 ) (response WebSearchResponse, err error) {
-	// TODO: may need to santize the query
 	uri := j.baseURL + string(webSearchEndpoint) + "?query=" + query
 	req, err := builders.NewRequest(
 		ctx,
 		j.header,
-		http.MethodPost,
+		http.MethodGet,
 		uri,
 	)
 	if err != nil {
@@ -80,19 +80,18 @@ func (j *JigsawStack) WebSearch(
 // WebSearchSuggestions performs a web search suggestions api call over a query
 // string.
 //
-// POST https://api.jigsawstack.com/v1/web/search
+// GET https://api.jigsawstack.com/v1/web/search/suggest
 //
 // https://docs.jigsawstack.com/api-reference/web/search
 func (j *JigsawStack) WebSearchSuggestions(
 	ctx context.Context,
 	query string,
 ) (response WebSearchSuggestions, err error) {
-	// TODO: may need to santize the query
-	uri := j.baseURL + string(webSearchEndpoint) + "?query=" + query
+	uri := j.baseURL + string(webSuggestEndpoint) + "?query=" + query
 	req, err := builders.NewRequest(
 		ctx,
 		j.header,
-		http.MethodPost,
+		http.MethodGet,
 		uri,
 	)
 	if err != nil {
diff --git a/extensions/jigsawstack/web_test.go b/extensions/jigsawstack/web_test.go
new file mode 100644
index 0000000..c26a858
--- /dev/null
+++ b/extensions/jigsawstack/web_test.go
@@ -0,0 +1,42 @@
+package jigsawstack_test
+
+import (
+	"context"
+	"testing"
+
+	"github.com/conneroisu/groq-go/extensions/jigsawstack"
+	"github.com/conneroisu/groq-go/pkg/test"
+	"github.com/stretchr/testify/assert"
+)
+
+// TestJigsawStack_WebSearch tests the WebSearch method of the JigsawStack client.
+func TestJigsawStack_WebSearch(t *testing.T) {
+	if !test.IsIntegrationTest() {
+		t.Skip("Skipping unit test")
+	}
+	a := assert.New(t)
+	ctx := context.Background()
+	apiKey, err := test.GetAPIKey("JIGSAWSTACK_API_KEY")
+	a.NoError(err)
+	j, err := jigsawstack.NewJigsawStack(apiKey)
+	a.NoError(err)
+	resp, err := j.WebSearch(ctx, "hello world golang")
+	a.NoError(err)
+	a.NotEmpty(resp.Results)
+}
+
+// TestJigsawStack_WebSearchSuggestions tests the WebSearchSuggestions method of the JigsawStack client.
+func TestJigsawStack_WebSearchSuggestions(t *testing.T) {
+	if !test.IsIntegrationTest() {
+		t.Skip("Skipping unit test")
+	}
+	a := assert.New(t)
+	ctx := context.Background()
+	apiKey, err := test.GetAPIKey("JIGSAWSTACK_API_KEY")
+	a.NoError(err)
+	j, err := jigsawstack.NewJigsawStack(apiKey)
+	a.NoError(err)
+	resp, err := j.WebSearchSuggestions(ctx, "hello")
+	a.NoError(err)
+	a.NotEmpty(resp.Suggestions)
+}

From 17e54e852b5d38b1ba3495f19fcfc75277d66873 Mon Sep 17 00:00:00 2001
From: conneroisu <conneroisu@outlook.com>
Date: Mon, 4 Nov 2024 16:02:22 -0600
Subject: [PATCH 29/29] fixed linting errors

---
 extensions/composio/run.go      |  2 +-
 extensions/e2b/tools.go         |  4 +++-
 extensions/toolhouse/execute.go |  2 +-
 pkg/streams/doc.go              |  2 ++
 pkg/test/encoding.go            | 27 ---------------------------
 5 files changed, 7 insertions(+), 30 deletions(-)
 create mode 100644 pkg/streams/doc.go
 delete mode 100644 pkg/test/encoding.go

diff --git a/extensions/composio/run.go b/extensions/composio/run.go
index 67e82ae..fe6285f 100644
--- a/extensions/composio/run.go
+++ b/extensions/composio/run.go
@@ -37,7 +37,7 @@ func (c *Composio) Run(
 	var respH []groq.ChatCompletionMessage
 	if response.Choices[0].FinishReason != groq.ReasonFunctionCall &&
 		response.Choices[0].FinishReason != "tool_calls" {
-		return nil, fmt.Errorf("Not a function call")
+		return nil, fmt.Errorf("not a function call")
 	}
 	for _, toolCall := range response.Choices[0].Message.ToolCalls {
 		var args map[string]any
diff --git a/extensions/e2b/tools.go b/extensions/e2b/tools.go
index 27e1a41..3148e2e 100644
--- a/extensions/e2b/tools.go
+++ b/extensions/e2b/tools.go
@@ -151,12 +151,14 @@ var (
 						return
 					case event := <-e:
 						buf.Write([]byte(event.Params.Result.Line))
+						continue
 					case event := <-e2:
 						buf.Write([]byte(event.Params.Result.Line))
+						continue
 					case <-errCh:
 						return
 					case <-proc.Done():
-						break
+						return
 					}
 				}
 			}()
diff --git a/extensions/toolhouse/execute.go b/extensions/toolhouse/execute.go
index cf3e805..d2242ce 100644
--- a/extensions/toolhouse/execute.go
+++ b/extensions/toolhouse/execute.go
@@ -28,7 +28,7 @@ func (e *Toolhouse) Run(
 	var toolCall tools.ToolCall
 	e.logger.Debug("Running Toolhouse extension", "response", response)
 	if response.Choices[0].FinishReason != groq.ReasonFunctionCall && response.Choices[0].FinishReason != "tool_calls" {
-		return nil, fmt.Errorf("Not a function call")
+		return nil, fmt.Errorf("not a function call")
 	}
 	for _, toolCall = range response.Choices[0].Message.ToolCalls {
 		req, err := builders.NewRequest(
diff --git a/pkg/streams/doc.go b/pkg/streams/doc.go
new file mode 100644
index 0000000..3d90a82
--- /dev/null
+++ b/pkg/streams/doc.go
@@ -0,0 +1,2 @@
+// Package streams contains the interfaces for groq-go streamed responses.
+package streams
diff --git a/pkg/test/encoding.go b/pkg/test/encoding.go
deleted file mode 100644
index a0bf80f..0000000
--- a/pkg/test/encoding.go
+++ /dev/null
@@ -1,27 +0,0 @@
-package test
-
-import (
-	"encoding/json"
-	"io"
-)
-
-func encode(v any) []byte {
-	res, err := json.Marshal(v)
-	if err != nil {
-		panic(err)
-	}
-	return res
-}
-func decode[T any](r io.Reader) T {
-	// make a new instance of the type
-	v := new(T)
-	// read the JSON data from the request body
-	bod, err := io.ReadAll(r)
-	if err != nil {
-		panic(err)
-	}
-	if err := json.Unmarshal(bod, &v); err != nil {
-		panic(err)
-	}
-	return *v
-}