From 6bb9a3d2981effa5553bb76cefaf9617ab702307 Mon Sep 17 00:00:00 2001 From: BRV158 Date: Tue, 18 Jun 2024 11:13:29 +0300 Subject: [PATCH 01/24] first input - tf and basic helm manifest --- .../01-basic-cluster/weaviate_cluster.yaml | 1730 +++++++++++++++++ .../terraform/gke-autopilot/README.md | 26 + .../weaviate/terraform/gke-autopilot/main.tf | 38 + .../terraform/gke-autopilot/variables.tf | 28 + .../terraform/gke-autopilot/versions.tf | 23 + .../weaviate/terraform/gke-standard/README.md | 26 + .../weaviate/terraform/gke-standard/main.tf | 69 + .../terraform/gke-standard/variables.tf | 55 + .../terraform/gke-standard/versions.tf | 23 + .../modules/cluster-autopilot/main.tf | 40 + .../modules/cluster-autopilot/variables.tf | 34 + .../modules/cluster-autopilot/versions.tf | 23 + .../terraform/modules/cluster/main.tf | 53 + .../terraform/modules/cluster/variables.tf | 49 + .../terraform/modules/cluster/versions.tf | 23 + .../terraform/modules/network/main.tf | 68 + .../terraform/modules/network/variables.tf | 26 + .../terraform/modules/network/versions.tf | 23 + 18 files changed, 2357 insertions(+) create mode 100644 databases/weaviate/manifests/01-basic-cluster/weaviate_cluster.yaml create mode 100644 databases/weaviate/terraform/gke-autopilot/README.md create mode 100644 databases/weaviate/terraform/gke-autopilot/main.tf create mode 100644 databases/weaviate/terraform/gke-autopilot/variables.tf create mode 100644 databases/weaviate/terraform/gke-autopilot/versions.tf create mode 100644 databases/weaviate/terraform/gke-standard/README.md create mode 100644 databases/weaviate/terraform/gke-standard/main.tf create mode 100644 databases/weaviate/terraform/gke-standard/variables.tf create mode 100644 databases/weaviate/terraform/gke-standard/versions.tf create mode 100644 databases/weaviate/terraform/modules/cluster-autopilot/main.tf create mode 100644 databases/weaviate/terraform/modules/cluster-autopilot/variables.tf create mode 100644 databases/weaviate/terraform/modules/cluster-autopilot/versions.tf create mode 100644 databases/weaviate/terraform/modules/cluster/main.tf create mode 100644 databases/weaviate/terraform/modules/cluster/variables.tf create mode 100644 databases/weaviate/terraform/modules/cluster/versions.tf create mode 100644 databases/weaviate/terraform/modules/network/main.tf create mode 100644 databases/weaviate/terraform/modules/network/variables.tf create mode 100644 databases/weaviate/terraform/modules/network/versions.tf diff --git a/databases/weaviate/manifests/01-basic-cluster/weaviate_cluster.yaml b/databases/weaviate/manifests/01-basic-cluster/weaviate_cluster.yaml new file mode 100644 index 0000000000..eb4aa003b9 --- /dev/null +++ b/databases/weaviate/manifests/01-basic-cluster/weaviate_cluster.yaml @@ -0,0 +1,1730 @@ +image: + # registry where weaviate image is stored + registry: cr.weaviate.io + # Tag of weaviate image to deploy + # Note: We strongly recommend you overwrite this value in your own values.yaml. + # Otherwise a mere upgrade of the chart could lead to an unexpected upgrade + # of weaviate. In accordance with Infra-as-code, you should pin this value + # down and only change it if you explicitly want to upgrade the Weaviate + # version. + tag: 1.25.0 + repo: semitechnologies/weaviate + # Image pull policy: https://kubernetes.io/docs/concepts/containers/images/#image-pull-policy + pullPolicy: IfNotPresent + pullSecrets: [] + +# overwrite command and args if you want to run specific startup scripts, for +# example setting the nofile limit +command: ["/bin/weaviate"] +args: + - '--host' + - '0.0.0.0' + - '--port' + - '8080' + - '--scheme' + - 'http' + - '--config-file' + - '/weaviate-config/conf.yaml' + - --read-timeout=60s + - --write-timeout=60s + +# below is an example that can be used to set an arbitrary nofile limit at +# startup: +# +# command: +# - "/bin/sh" +# args: +# - "-c" +# - "ulimit -n 65535 && /bin/weaviate --host 0.0.0.0 --port 8080 --scheme http --config-file /weaviate-config/conf.yaml" + + +# it is possible to change the sysctl's 'vm.max_map_count' using initContainer for Weaviate, +# the init Container runs before Weaviate Container and sets the value for the WHOLE node +# to the one provided below. +# it is possible to run additional initContainer before Weaviate is up and running. You can specify the +# containers as a list in `extraInitContainers`, exactly how they are defined in a kubernetes manifest: +# https://kubernetes.io/docs/concepts/workloads/pods/init-containers/ +initContainers: + sysctlInitContainer: + enabled: true + sysctlVmMaxMapCount: 524288 + image: + registry: docker.io + repo: alpine + tag: latest + pullPolicy: IfNotPresent + + extraInitContainers: {} + # - image: some-image + # name: some-name + +# Scale replicas of Weaviate. Note that as of v1.8.0 dynamic scaling is limited +# to cases where no data is imported yet. Scaling down after importing data may +# break usability. Full dynamic scalability will be added in a future release. +replicas: 3 + +# Define how pods will be created. Possible values: OrderedReady | Parallel +# OrderedReady - pods will be created one after another +# Parallel - all pods will be created at once +podManagementPolicy: Parallel +updateStrategy: + type: RollingUpdate + # This setting is only available in K8s v1.24 and higher. + # Setting maxUnavailable to 100% results in removing all of the pods + # and re-creating them in parallel all at once. + # rollingUpdate: + # maxUnavailable: 100% +resources: + requests: + cpu: '500m' + memory: '300Mi' + limits: + cpu: '1000m' + memory: '1Gi' + +# security Context for the Weaviate Pods. The configurations are the same as setting them +# as described here: https://kubernetes.io/docs/tasks/configure-pod-container/security-context/ +securityContext: {} + +# Security context for the Weaviate container. Override overlapping settings made at the Pod level. +containerSecurityContext: {} + + +# Add a service account ot the Weaviate pods if you need Weaviate to have permissions to +# access kubernetes resources or cloud provider resources. For example for it to have +# access to a backup up bucket, or if you want to restrict Weaviate pod in any way. +# By default, use the default ServiceAccount +serviceAccountName: + +# Kubernetes Cluster domain name, used for resolving intra-cluster requests, i.e +# between instances of weaviate. +# Note: The final '.' on the end of the hostname makes it a FQDN, and is required for +# DNS to resolve in all kubernetes environments. +# See https://github.com/weaviate/weaviate-helm/issues/175 for details. +clusterDomain: cluster.local. + +# The Persistent Volume Claim settings for Weaviate. If there's a +# storage.fullnameOverride field set, then the default pvc will not be +# created, instead the one defined in fullnameOverride will be used +storage: + size: 32Gi + storageClassName: "standard" + +# The service controls how weaviate is exposed to the outside world. If you +# don't want a public load balancer, you can also choose 'ClusterIP' to make +# weaviate only accessible within your cluster. +service: + name: weaviate + ports: + - name: http + protocol: TCP + port: 80 + # Target port is going to be the same for every port + type: LoadBalancer + loadBalancerSourceRanges: [] + # optionally set cluster IP if you want to set a static IP + clusterIP: + annotations: {} + +# The service controls how weaviate gRPC endpoint is exposed to the outside world. +# If you don't want a public load balancer, you can also choose 'ClusterIP' or `NodePort` +# to make weaviate gRPC port be only accessible within your cluster. +# This service is by default enabled but if you don't want it to be deployed in your +# environment then it can be disabled by setting enabled: false option. +grpcService: + enabled: true + name: weaviate-grpc + ports: + - name: grpc + protocol: TCP + port: 50051 + # Target port is going to be the same for every port + type: LoadBalancer + loadBalancerSourceRanges: [] + # optionally set cluster IP if you want to set a static IP + clusterIP: + annotations: {} + +# The service monitor defines prometheus monitoring for a set of services +# https://github.com/prometheus-operator/prometheus-operator/blob/main/Documentation/api.md#monitoring.coreos.com/v1.ServiceMonitor +serviceMonitor: + enabled: false + interval: 30s + scrapeTimeout: 10s + +# Adjust liveness, readiness and startup probes configuration +# below is an example that can be used to switch the probeType to exec command +# readinessProbe: # (Compatible with liveness, readiness and startup probe configurations) +# probeType: exec +# probe: +# exec: +# command: ["/bin/sh", "-c", "wget --spider --server-response --tries=1 --timeout=30 -o /dev/null localhost:8080/v1/.well-known/ready"] + +startupProbe: + # For kubernetes versions prior to 1.18 startupProbe is not supported thus can be disabled. + enabled: false + probeType: httpGet + probe: + httpGet: + path: /v1/.well-known/ready + port: 8080 + initialDelaySeconds: 300 + periodSeconds: 60 + failureThreshold: 50 + successThreshold: 1 + timeoutSeconds: 3 + +livenessProbe: + probeType: httpGet + probe: + httpGet: + path: /v1/.well-known/live + port: 8080 + initialDelaySeconds: 900 + periodSeconds: 10 + failureThreshold: 30 + successThreshold: 1 + timeoutSeconds: 3 + +readinessProbe: + probeType: httpGet + probe: + httpGet: + path: /v1/.well-known/ready + port: 8080 + initialDelaySeconds: 3 + periodSeconds: 10 + failureThreshold: 3 + successThreshold: 1 + timeoutSeconds: 3 + + +terminationGracePeriodSeconds: 600 + +# Weaviate Config +# +# The following settings allow you to customize Weaviate to your needs, for +# example set authentication and authorization options. See weaviate docs +# (https://www.weaviate.io/developers/weaviate/) for all +# configuration. +authentication: + anonymous_access: + enabled: true + # This configuration allows to add API keys to Weaviate. This configuration allows only + # plain text API Keys, if you want to store the API Keys in a Kubernetes secret you can + # configure the same configuration with ENV Vars. Read the `env` section below on what + # needs to be configured. If using ENV Vars over this make sure to comment out the whole + # `apikey` section (as it is by default). ENV Vars has priority over this config. + # apikey: + # enabled: false + # # Any number of allowed API Keys as plain text + # allowed_keys: + # - readOnly-plainText-API-Key + # - admin-plainText-API-Key + # # You can either set a single user for all the listed Allowed API keys OR + # # one user per API Key, i.e. length(apikey.allowed_keys) == length(apikey.users) OR + # # length(apikey.users) == 1 + # # NOTE: Make sure the lister Users are added to the Authorization as well. + # users: + # - api-key-user-readOnly + # - api-key-user-admin + oidc: + enabled: false + # issuer: '' + # username_claim: '' + # groups_claim: '' + # client_id: '' + +authorization: + admin_list: + enabled: false + # users: + # - admin_user1 + # - admin_user2 + # - api-key-user-admin + # read_only_users: + # - readonly_user1 + # - readonly_user2 + # - api-key-user-readOnly + +query_defaults: + limit: 100 +debug: false + + +# Insert any custom environment variables or envSecrets by putting the exact name +# and desired value into the settings below. Any env name passed will be automatically +# set for the statefulSet. +env: + CLUSTER_GOSSIP_BIND_PORT: 7000 + CLUSTER_DATA_BIND_PORT: 7001 + + # Set RAFT cluster expected number of voter nodes at bootstrap. + # By default helm automatically sets this value based on the cluster size. + # RAFT_BOOTSTRAP_EXPECT: 1 + + # Set RAFT cluster bootstrap timeout (in seconds), default is 90 (seconds) + # RAFT_BOOTSTRAP_TIMEOUT: 90 + + # Set manually RAFT voter nodes. + # RAFT_JOIN value is automatically generated by "raft_configuration" + # template, but if someone wants to set this value manually then it can be done + # by setting RAFT_JOIN environment variable, example: RAFT_JOIN: "weaviate-0,weaviate-1" + # Please notice that in this case RAFT_BOOTSTRAP_EXPECT setting needs to be also adjusted manually + # to match the number of RAFT voters, so if there are 2 nodes set using RAFT_JOIN variable + # then RAFT_BOOTSTRAP_EXPECT needs to be equal 2 also. + # RAFT_JOIN: "weaviate-0" + + # Set to true if voters nodes should handle only schema. With this setting enabled + # voter nodes will not accept any data, one needs to resize the cluster using replicas + # setting so that replicas > voters. + # RAFT_METADATA_ONLY_VOTERS: false + + # The aggressiveness of the Go Garbage Collector. 100 is the default value. + GOGC: 100 + + # Expose metrics on port 2112 for Prometheus to scrape + PROMETHEUS_MONITORING_ENABLED: false + PROMETHEUS_MONITORING_GROUP: false + + # Set a MEM limit for the Weaviate Pod so it can help you both increase GC-related + # performance as well as avoid GC-related out-of-memory (“OOM”) situations + # GOMEMLIMIT: 6GiB + + # Maximum results Weaviate can query with/without pagination + # NOTE: Affects performance, do NOT set to a very high value. + # The default is 100K + QUERY_MAXIMUM_RESULTS: 100000 + + # whether to enable vector dimensions tracking metric + TRACK_VECTOR_DIMENSIONS: false + + # whether to re-index/-compute the vector dimensions metric (needed if upgrading from weaviate < v1.16.0) + REINDEX_VECTOR_DIMENSIONS_AT_STARTUP: false + + ########################## + # API Keys with ENV Vars # + ########################## + # If using ENV Vars to set up API Keys make sure to have `authentication.apikey` block commented out + # to avoid any future changes. ENV Vars has priority over the config above `authentication.apikey`. + # If using `authentication.apikey `the below ENV Vars will be used because they have priority, + # so comment them out to avoid any future changes. + # Enables API key authentication. If it is set to 'false' the AUTHENTICATION_APIKEY_ALLOWED_KEYS + # and AUTHENTICATION_APIKEY_USERS will not have any effect. + # AUTHENTICATION_APIKEY_ENABLED: 'true' + + # List one or more keys, separated by commas. Each key corresponds to a specific user identity below. + # If you want to use a kubernetes secret for the API Keys comment out this Variable and use the one in `envSecrets` below + # AUTHENTICATION_APIKEY_ALLOWED_KEYS: 'jane-secret-key,ian-secret-key' (plain text) + + # List one or more user identities, separated by commas. You can have only one User for all the keys or one user per key. + # The User/s can be a simple name or an email, no matter if it exists or not. + # NOTE: Make sure to add the users to the authorization above overwise they will not be allowed to interact with Weaviate. + # AUTHENTICATION_APIKEY_USERS: 'jane@doe.com,ian-smith' + +envSecrets: + # create a Kubernetes secret with AUTHENTICATION_APIKEY_ALLOWED_KEYS key and its respective value + # AUTHENTICATION_APIKEY_ALLOWED_KEYS: name-of-the-k8s-secret-containing-the-comma-separated-api-keys + +# Configure backup providers +backups: + # The backup-filesystem module enables creation of the DB backups in + # the local filesystem + filesystem: + enabled: false + envconfig: + # Configure folder where backups should be saved + BACKUP_FILESYSTEM_PATH: /tmp/backups + + s3: + enabled: false + # If one is using AWS EKS and has already configured K8s Service Account + # that holds the AWS credentials one can pass a name of that service account + # here using this setting. + # NOTE: the root `serviceAccountName` config has priority over this one, and + # if the root one is set this one will NOT overwrite it. This one is here for + # backwards compatibility. + serviceAccountName: + + envconfig: + # Configure bucket where backups should be saved, this setting is mandatory + BACKUP_S3_BUCKET: weaviate-backups + + # Optional setting. Defaults to empty string. + # Set this option if you want to save backups to a given location + # inside the bucket + # BACKUP_S3_PATH: path/inside/bucket + + # Optional setting. Defaults to AWS S3 (s3.amazonaws.com). + # Set this option if you have a MinIO storage configured in your environment + # and want to use it instead of the AWS S3. + # BACKUP_S3_ENDPOINT: custom.minio.endpoint.address + + # Optional setting. Defaults to true. + # Set this option if you don't want to use SSL. + # BACKUP_S3_USE_SSL: true + + # You can pass environment AWS settings here: + # Define the region + # AWS_REGION: eu-west-1 + + # For Weaviate to be able to create bucket objects it needs a user credentials to authenticate to AWS. + # The User must have permissions to read/create/delete bucket objects. + # You can pass the User credentials (access-key id and access-secret-key) in 2 ways: + # 1. by setting the AWS_ACCESS_KEY_ID and AWS_SECRET_ACCESS_KEY plain values in the `secrets` section below + # this chart will create a kubernetes secret for you with these key-values pairs + # 2. create Kubernetes secret/s with AWS_ACCESS_KEY_ID and AWS_SECRET_ACCESS_KEY keys and their respective values + # Set the Key and the secret where it is set in `envSecrets` section below + secrets: {} + # AWS_ACCESS_KEY_ID: access-key-id (plain text) + # AWS_SECRET_ACCESS_KEY: secret-access-key (plain text) + + # If one has already defined secrets with AWS credentials one can pass them using + # this setting: + envSecrets: {} + # AWS_ACCESS_KEY_ID: name-of-the-k8s-secret-containing-the-key-id + # AWS_SECRET_ACCESS_KEY: name-of-the-k8s-secret-containing-the-key + + gcs: + enabled: false + envconfig: + # Configure bucket where backups should be saved, this setting is mandatory + BACKUP_GCS_BUCKET: weaviate-backups + + # Optional setting. Defaults to empty string. + # Set this option if you want to save backups to a given location + # inside the bucket + # BACKUP_GCS_PATH: path/inside/bucket + + # You can pass environment Google settings here: + # Define the project + # GOOGLE_CLOUD_PROJECT: project-id + + # For Weaviate to be able to create bucket objects it needs a ServiceAccount credentials to authenticate to GCP. + # The ServiceAccount must have permissions to read/create/delete bucket objects. + # You can pass the ServiceAccount credentials (as JSON) in 2 ways: + # 1. by setting the GOOGLE_APPLICATION_CREDENTIALS json as plain text in the `secrets` section below + # this chart will create a kubernetes secret for you with this key-values pairs + # 2. create a Kubernetes secret with GOOGLE_APPLICATION_CREDENTIALS key and its respective value + # Set the Key and the secret where it is set in `envSecrets` section below + secrets: {} + # GOOGLE_APPLICATION_CREDENTIALS: credentials-json-string (plain text) + + # If one has already defined a secret with GOOGLE_APPLICATION_CREDENTIALS one can pass them using + # this setting: + envSecrets: {} + # GOOGLE_APPLICATION_CREDENTIALS: name-of-the-k8s-secret-containing-the-key + + azure: + enabled: false + envconfig: + # Configure container where backups should be saved, this setting is mandatory + BACKUP_AZURE_CONTAINER: weaviate-backups + + # Optional setting. Defaults to empty string. + # Set this option if you want to save backups to a given location + # inside the container + # BACKUP_AZURE_PATH: path/inside/container + + # For Weaviate to be able to create container objects it needs a user credentials to authenticate to Azure Storage. + # The User must have permissions to read/create/delete container objects. + # You can pass the User credentials (account-name id and account-key or connection-string) in 2 ways: + # 1. by setting the AZURE_STORAGE_ACCOUNT and AZURE_STORAGE_KEY + # or AZURE_STORAGE_CONNECTION_STRING plain values in the `secrets` section below + # this chart will create a kubernetes secret for you with these key-values pairs + # 2. create Kubernetes secret/s with AZURE_STORAGE_ACCOUNT and AZURE_STORAGE_KEY + # or AZURE_STORAGE_CONNECTION_STRING and their respective values + # Set the Key and the secret where it is set in `envSecrets` section below + secrets: {} + # AZURE_STORAGE_ACCOUNT: account-name (plain text) + # AZURE_STORAGE_KEY: account-key (plain text) + # AZURE_STORAGE_CONNECTION_STRING: connection-string (plain text) + + # If one has already defined secrets with Azure Storage credentials one can pass them using + # this setting: + envSecrets: {} + # AZURE_STORAGE_ACCOUNT: name-of-the-k8s-secret-containing-the-account-name + # AZURE_STORAGE_KEY: name-of-the-k8s-secret-containing-account-key + # AZURE_STORAGE_CONNECTION_STRING: name-of-the-k8s-secret-containing-connection-string + + +# modules are extensions to Weaviate, they can be used to support various +# ML-models, but also other features unrelated to model inference. +# An inference/vectorizer module is not required, you can also run without any +# modules and import your own vectors. +modules: + + # The text2vec-contextionary module uses a fastText-based vector-space to + # derive vector embeddings for your objects. It is very efficient on CPUs, + # but in some situations it cannot reach the same level of accuracy as + # transformers-based models. + text2vec-contextionary: + + # Enable deployment of this module + enabled: false + + # The configuration below is ignored if enabled==false + fullnameOverride: contextionary + tag: en0.16.0-v1.2.1 + repo: semitechnologies/contextionary + registry: cr.weaviate.io + replicas: 1 + strategy: + type: RollingUpdate + imagePullPolicy: IfNotPresent + imagePullSecrets: [] + priorityClassName: "" + livenessProbe: + initialDelaySeconds: 120 + periodSeconds: 3 + timeoutSeconds: 3 + readinessProbe: + initialDelaySeconds: 120 + periodSeconds: 3 + envconfig: + occurrence_weight_linear_factor: 0.75 + neighbor_occurrence_ignore_percentile: 5 + enable_compound_splitting: false + extensions_storage_mode: weaviate + resources: + requests: + cpu: '500m' + memory: '500Mi' + limits: + cpu: '1000m' + memory: '5000Mi' + + # security Context for the Contextionary Pods. The configurations are the same as setting them + # as described here: https://kubernetes.io/docs/tasks/configure-pod-container/security-context/ + securityContext: {} + + # It is possible to add a ServiceAccount to this module's Pods, it can be + # used in cases where the module is in a private registry and you want to + # give access to the registry only to this pod. + # NOTE: if not set the root `serviceAccountName` config will be used. + serviceAccountName: + + # You can guide where the pods are scheduled on a per-module basis, + # as well as for Weaviate overall. Each module accepts nodeSelector, + # tolerations, and affinity configuration. If it is set on a per- + # module basis, this configuration overrides the global config. + + nodeSelector: + tolerations: + affinity: + + # The text2vec-transformers modules uses neural networks, such as BERT, + # DistilBERT, etc. to dynamically compute vector embeddings based on the + # sentence's context. It is very slow on CPUs and should run with + # CUDA-enabled GPUs for optimal performance. + text2vec-transformers: + + # Enable deployment of this module + enabled: false + + # You can set directly an inference URL of this module without deploying it with this release. + # You can do so by setting a value for the `inferenceUrl` here AND by setting the `enable` to `false` + inferenceUrl: {} + + # The configuration below is ignored if enabled==false + + # replace with model of choice, see + # https://weaviate.io/developers/weaviate/modules/retriever-vectorizer-modules/text2vec-transformers + # for all supported models or build your own container. + tag: sentence-transformers-paraphrase-multilingual-MiniLM-L12-v2 + repo: semitechnologies/transformers-inference + registry: cr.weaviate.io + replicas: 1 + strategy: + type: RollingUpdate + imagePullPolicy: IfNotPresent + imagePullSecrets: [] + priorityClassName: "" + fullnameOverride: transformers-inference + # Deprecated setting use initialDelaySeconds instead in each probe instead + # probeInitialDelaySeconds: 120 + livenessProbe: + initialDelaySeconds: 120 + periodSeconds: 3 + timeoutSeconds: 3 + readinessProbe: + initialDelaySeconds: 120 + periodSeconds: 3 + envconfig: + # enable for CUDA support. Your K8s cluster needs to be configured + # accordingly and you need to explicitly set GPU requests & limits below + enable_cuda: false + + # only used when CUDA is enabled + nvidia_visible_devices: all + nvidia_driver_capabilities: compute,utility + + # only used when CUDA is enabled + ld_library_path: /usr/local/nvidia/lib64 + + resources: + requests: + cpu: '1000m' + memory: '3000Mi' + + # enable if running with CUDA support + # nvidia.com/gpu: 1 + limits: + cpu: '1000m' + memory: '5000Mi' + + # enable if running with CUDA support + # nvidia.com/gpu: 1 + + # security Context for the Transformers Pods. The configurations are the same as setting them + # as described here: https://kubernetes.io/docs/tasks/configure-pod-container/security-context/ + # applies to passageQueryService below + securityContext: {} + + # It is possible to add a ServiceAccount to this module's Pods, it can be + # used in cases where the module is in a private registry and you want to + # give access to the registry only to this pod. + # NOTE: if not set the root `serviceAccountName` config will be used. + serviceAccountName: + + # You can guide where the pods are scheduled on a per-module basis, + # as well as for Weaviate overall. Each module accepts nodeSelector, + # tolerations, and affinity configuration. If it is set on a per- + # module basis, this configuration overrides the global config. + nodeSelector: + tolerations: + affinity: + + passageQueryServices: + passage: + enabled: false + # You can set directly an inference URL of this module without deploying it with this release. + # You can do so by setting a value for the `inferenceUrl` here AND by setting the `enable` to `false` + inferenceUrl: {} + + # The configuration below is ignored if enabled==false + tag: facebook-dpr-ctx_encoder-single-nq-base + repo: semitechnologies/transformers-inference + registry: cr.weaviate.io + imagePullPolicy: IfNotPresent + imagePullSecrets: [] + priorityClassName: "" + replicas: 1 + strategy: + type: RollingUpdate + fullnameOverride: transformers-inference-passage + livenessProbe: + initialDelaySeconds: 120 + periodSeconds: 3 + timeoutSeconds: 3 + readinessProbe: + initialDelaySeconds: 120 + periodSeconds: 3 + envconfig: + # enable for CUDA support. Your K8s cluster needs to be configured + # accordingly and you need to explicitly set GPU requests & limits below + enable_cuda: false + + # only used when CUDA is enabled + nvidia_visible_devices: all + nvidia_driver_capabilities: compute,utility + + # only used when CUDA is enabled + ld_library_path: /usr/local/nvidia/lib64 + + resources: + requests: + cpu: '1000m' + memory: '3000Mi' + + # enable if running with CUDA support + # nvidia.com/gpu: 1 + limits: + cpu: '1000m' + memory: '5000Mi' + + # enable if running with CUDA support + # nvidia.com/gpu: 1 + + # security Context for the Transformers Pods. The configurations are the same as setting them + # as described here: https://kubernetes.io/docs/tasks/configure-pod-container/security-context/ + # applies to passageQueryService below + securityContext: {} + + # It is possible to add a ServiceAccount to this module's Pods, it can be + # used in cases where the module is in a private registry and you want to + # give access to the registry only to this pod. + # NOTE: if not set the root `serviceAccountName` config will be used. + serviceAccountName: + + # You can guide where the pods are scheduled on a per-module basis, + # as well as for Weaviate overall. Each module accepts nodeSelector, + # tolerations, and affinity configuration. If it is set on a per- + # module basis, this configuration overrides the global config. + + nodeSelector: + tolerations: + affinity: + + query: + enabled: false + # You can set directly an inference URL of this module without deploying it with this release. + # You can do so by setting a value for the `inferenceUrl` here AND by setting the `enable` to `false` + inferenceUrl: {} + + # The configuration below is ignored if enabled==false + tag: facebook-dpr-question_encoder-single-nq-base + repo: semitechnologies/transformers-inference + registry: cr.weaviate.io + imagePullPolicy: IfNotPresent + imagePullSecrets: [] + priorityClassName: "" + replicas: 1 + strategy: + type: RollingUpdate + fullnameOverride: transformers-inference-query + livenessProbe: + initialDelaySeconds: 120 + periodSeconds: 3 + timeoutSeconds: 3 + readinessProbe: + initialDelaySeconds: 120 + periodSeconds: 3 + envconfig: + # enable for CUDA support. Your K8s cluster needs to be configured + # accordingly and you need to explicitly set GPU requests & limits below + enable_cuda: false + + # only used when CUDA is enabled + nvidia_visible_devices: all + nvidia_driver_capabilities: compute,utility + + # only used when CUDA is enabled + ld_library_path: /usr/local/nvidia/lib64 + + resources: + requests: + cpu: '1000m' + memory: '3000Mi' + + # enable if running with CUDA support + # nvidia.com/gpu: 1 + + limits: + cpu: '1000m' + memory: '5000Mi' + + # enable if running with CUDA support + # nvidia.com/gpu: 1 + + # security Context for the Transformers Pods. The configurations are the same as setting them + # as described here: https://kubernetes.io/docs/tasks/configure-pod-container/security-context/ + # applies to passageQueryService below + securityContext: {} + + # It is possible to add a ServiceAccount to this module's Pods, it can be + # used in cases where the module is in a private registry and you want to + # give access to the registry only to this pod. + # NOTE: if not set the root `serviceAccountName` config will be used. + serviceAccountName: + + # You can guide where the pods are scheduled on a per-module basis, + # as well as for Weaviate overall. Each module accepts nodeSelector, + # tolerations, and affinity configuration. If it is set on a per- + # module basis, this configuration overrides the global config. + + nodeSelector: + tolerations: + affinity: + + # The text2vec-gpt4all is a vectorizer module that allows to run ML models from + # nomic-ai/gpt4all: https://docs.gpt4all.io/gpt4all_python_embedding.html + # These models run only on CPU only and on x86_64 arch + # The ML model is containerized in a Weaviate compatible way. + # If you want to run a different model that published ones you can follow the + # tutorial from here on how to create such a container: https://github.com/weaviate/t2v-gpt4all-models + text2vec-gpt4all: + + # Enable deployment of this module + enabled: false + + # You can set directly an inference URL of this module without deploying it with this release. + # You can do so by setting a value for the `inferenceUrl` here AND by setting the `enable` to `false` + inferenceUrl: {} + + # The configuration below is ignored if enabled==false + tag: all-MiniLM-L6-v2 + repo: semitechnologies/gpt4all-inference + registry: cr.weaviate.io + replicas: 1 + strategy: + type: RollingUpdate + imagePullPolicy: IfNotPresent + imagePullSecrets: [] + priorityClassName: "" + fullnameOverride: gpt4all-inference + livenessProbe: + initialDelaySeconds: 120 + periodSeconds: 3 + timeoutSeconds: 3 + readinessProbe: + initialDelaySeconds: 120 + periodSeconds: 3 + + resources: + requests: + cpu: '1000m' + memory: '3000Mi' + + limits: + cpu: '1000m' + memory: '5000Mi' + + # security Context for the Contextionary Pods. The configurations are the same as setting them + # as described here: https://kubernetes.io/docs/tasks/configure-pod-container/security-context/ + securityContext: {} + + # It is possible to add a ServiceAccount to this module's Pods, it can be + # used in cases where the module is in a private registry and you want to + # give access to the registry only to this pod. + # NOTE: if not set the root `serviceAccountName` config will be used. + serviceAccountName: + + # You can guide where the pods are scheduled on a per-module basis, + # as well as for Weaviate overall. Each module accepts nodeSelector, + # tolerations, and affinity configuration. If it is set on a per- + # module basis, this configuration overrides the global config. + + nodeSelector: + tolerations: + affinity: + + # The text2vec-openai module uses OpenAI Embeddings API + # to dynamically compute vector embeddings based on the + # sentence's context. + # More information about OpenAI Embeddings API can be found here: + # https://beta.openai.com/docs/guides/embeddings/what-are-embeddings + text2vec-openai: + + # enable if you want to use OpenAI module + enabled: false + + # Set your OpenAI API Key to be passed to Weaviate pod as + # an environment variable. You can set either the OpenAI's Service API key + # OR the Azure OpenAI's Service Key. Note that you cannot set both of the at the same time. + apiKey: '' + azureApiKey: '' + + # The text2vec-huggingface module uses HuggingFace API + # to dynamically compute vector embeddings based on the + # sentence's context. + # More information about HuggingFace API can be found here: + # https://huggingface.co/docs/api-inference/detailed_parameters#feature-extraction-task + text2vec-huggingface: + + # enable if you want to use HuggingFace module + enabled: false + + # Set your HuggingFace API Key to be passed to Weaviate pod as + # an environment variable + apiKey: '' + + # The text2vec-cohere module uses Cohere API + # to dynamically compute vector embeddings based on the + # sentence's context. + # More information about Cohere API can be found here: https://docs.cohere.ai/ + text2vec-cohere: + + # enable if you want to use Cohere module + enabled: false + + # Set your Cohere API Key to be passed to Weaviate pod as + # an environment variable + apiKey: '' + + # The text2vec-palm module uses Google PaLM Embeddings API + # to dynamically compute vector embeddings based on the + # sentence's context. + # More information about Google PaLM Embeddings API can be found here: + # https://developers.generativeai.google/ + text2vec-palm: + + # enable if you want to use Google PaLM module + enabled: false + + # Set your Google PaLM API Key to be passed to Weaviate pod as + # an environment variable + apiKey: '' + + # The text2vec-jinaai module uses JinaAI Embeddings API + # to dynamically compute vector embeddings based on the + # sentence's context. + # More information about JinaAI Embeddings API can be found here: + # https://jina.ai/embeddings + text2vec-jinaai: + + # enable if you want to use JinaAI module + enabled: false + + # Set your JinaAI API Key to be passed to Weaviate pod as + # an environment variable + apiKey: '' + + # The ref2vec-centroid module + ref2vec-centroid: + + # enable if you want to use Centroid module + enabled: false + + # The text2vec-aws module uses AWS Bedrock service + # to dynamically compute vector embeddings based on the + # sentence's context. + # More information about AWS Bedrock service can be found here: https://docs.aws.amazon.com/bedrock/ + text2vec-aws: + + # enable if you want to use AWS module + enabled: false + + # For Weaviate to be able to use AWS Bedrock service it needs a user credentials to authenticate to AWS. + # The User must have permissions to use AWS Bedrock service AI. + # You can pass the User credentials (access-key id and access-secret-key) in 2 ways: + # 1. by setting the AWS_ACCESS_KEY_ID and AWS_SECRET_ACCESS_KEY plain values in the `secrets` section below + # this chart will create a kubernetes secret for you with these key-values pairs + # 2. create Kubernetes secret/s with AWS_ACCESS_KEY_ID and AWS_SECRET_ACCESS_KEY keys and their respective values + # Set the Key and the secret where it is set in `envSecrets` section below + secrets: {} + # AWS_ACCESS_KEY_ID: access-key-id (plain text) + # AWS_SECRET_ACCESS_KEY: secret-access-key (plain text) + + # If one has already defined secrets with AWS credentials one can pass them using + # this setting: + envSecrets: {} + # AWS_ACCESS_KEY_ID: name-of-the-k8s-secret-containing-the-key-id + # AWS_SECRET_ACCESS_KEY: name-of-the-k8s-secret-containing-the-key + + # The text2vec-voyageai module uses VoaygeAI Embeddings API + # to dynamically compute vector embeddings based on the + # sentence's context. + # More information about VoaygeAI Embeddings API can be found here: + # https://www.voyageai.com/ + text2vec-voyageai: + + # enable if you want to use VoaygeAI module + enabled: false + + # Set your VoaygeAI API Key to be passed to Weaviate pod as + # an environment variable + apiKey: '' + + # The text2vec-ollama module uses Ollama Embeddings API + # to dynamically compute vector embeddings based on the + # sentence's context. + # More information about Ollama Embeddings API can be found here: + # https://github.com/ollama/ollama/blob/main/docs/api.md#generate-embeddings + # Please note that you have to deploy Ollama container by yourself + # and then properly point the Ollama endpoint using module settings. + # More about this configuration can be found here: + # https://weaviate.io/developers/weaviate/modules/retriever-vectorizer-modules/text2vec-ollama#ollama-endpoint + text2vec-ollama: + + # enable if you want to use Ollama module + enabled: false + + # The text2vec-octoai module uses OctoAI Embeddings API + # to dynamically compute vector embeddings based on the + # sentence's context. + # More information about OctoAI Embeddings API can be found here: + # https://octo.ai/docs/text-gen-solution/getting-started + text2vec-octoai: + + # enable if you want to use OctoAI module + enabled: false + + # Set your OctoAI API Key to be passed to Weaviate pod as + # an environment variable + apiKey: '' + + # The multi2vec-clip modules uses CLIP transformers to vectorize both images + # and text in the same vector space. It is typically slow(er) on CPUs and should + # run with CUDA-enabled GPUs for optimal performance. + multi2vec-clip: + + # Enable deployment of this module + enabled: false + + # You can set directly an inference URL of this module without deploying it with this release. + # You can do so by setting a value for the `inferenceUrl` here AND by setting the `enable` to `false` + inferenceUrl: {} + + # The configuration below is ignored if enabled==false + + # replace with model of choice, see + # https://weaviate.io/developers/weaviate/modules/retriever-vectorizer-modules/multi2vec-clip + # for all supported models or build your own container. + tag: sentence-transformers-clip-ViT-B-32-multilingual-v1 + repo: semitechnologies/multi2vec-clip + registry: cr.weaviate.io + replicas: 1 + strategy: + type: RollingUpdate + imagePullPolicy: IfNotPresent + imagePullSecrets: [] + priorityClassName: "" + fullnameOverride: clip-inference + livenessProbe: + initialDelaySeconds: 120 + periodSeconds: 3 + timeoutSeconds: 3 + readinessProbe: + initialDelaySeconds: 120 + periodSeconds: 3 + envconfig: + # enable for CUDA support. Your K8s cluster needs to be configured + # accordingly and you need to explicitly set GPU requests & limits below + enable_cuda: false + + # only used when CUDA is enabled + nvidia_visible_devices: all + nvidia_driver_capabilities: compute,utility + + # only used when CUDA is enabled + ld_library_path: /usr/local/nvidia/lib64 + + resources: + requests: + cpu: '1000m' + memory: '3000Mi' + + # enable if running with CUDA support + # nvidia.com/gpu: 1 + limits: + cpu: '1000m' + memory: '5000Mi' + + # enable if running with CUDA support + # nvidia.com/gpu: 1 + + # security Context for the Contextionary Pods. The configurations are the same as setting them + # as described here: https://kubernetes.io/docs/tasks/configure-pod-container/security-context/ + securityContext: {} + + # It is possible to add a ServiceAccount to this module's Pods, it can be + # used in cases where the module is in a private registry and you want to + # give access to the registry only to this pod. + # NOTE: if not set the root `serviceAccountName` config will be used. + serviceAccountName: + + annotations: + nodeSelector: + tolerations: + + # The multi2vec-bind is a multi modal inference container it uses Meta's open + # source ImageBind implementation as base for this module: + # https://github.com/facebookresearch/ImageBind + # It is possible to create your own version of this module by following the instructions here: + # https://github.com/weaviate/multi2vec-bind-inference + multi2vec-bind: + + # Enable deployment of this module + enabled: false + + # You can set directly an inference URL of this module without deploying it with this release. + # You can do so by setting a value for the `inferenceUrl` here AND by setting the `enable` to `false` + inferenceUrl: {} + + # The configuration below is ignored if enabled==false + tag: imagebind + repo: semitechnologies/multi2vec-bind + registry: cr.weaviate.io + replicas: 1 + strategy: + type: RollingUpdate + imagePullPolicy: IfNotPresent + imagePullSecrets: [] + priorityClassName: "" + fullnameOverride: bind-inference + livenessProbe: + initialDelaySeconds: 120 + periodSeconds: 3 + timeoutSeconds: 3 + readinessProbe: + initialDelaySeconds: 120 + periodSeconds: 3 + envconfig: + # enable for CUDA support. Your K8s cluster needs to be configured + # accordingly and you need to explicitly set GPU requests & limits below + enable_cuda: false + + # only used when CUDA is enabled + nvidia_visible_devices: all + nvidia_driver_capabilities: compute,utility + + # only used when CUDA is enabled + ld_library_path: /usr/local/nvidia/lib64 + + resources: + requests: + cpu: '1000m' + memory: '7000Mi' + + # enable if running with CUDA support + # nvidia.com/gpu: 1 + limits: + cpu: '1000m' + memory: '7000Mi' + + # enable if running with CUDA support + # nvidia.com/gpu: 1 + + # security Context for the Contextionary Pods. The configurations are the same as setting them + # as described here: https://kubernetes.io/docs/tasks/configure-pod-container/security-context/ + securityContext: {} + + # It is possible to add a ServiceAccount to this module's Pods, it can be + # used in cases where the module is in a private registry and you want to + # give access to the registry only to this pod. + # NOTE: if not set the root `serviceAccountName` config will be used. + serviceAccountName: + + annotations: + nodeSelector: + tolerations: + + # The multi2vec-palm module uses Google PaLM Embeddings API + # to dynamically compute vector embeddings. + # More information about Google PaLM Embeddings API can be found here: + # https://cloud.google.com/vertex-ai/generative-ai/docs/embeddings/get-multimodal-embeddings + multi2vec-palm: + + # enable if you want to use Google Multimodal PaLM module + enabled: false + + # Set your Google PaLM API Key to be passed to Weaviate pod as + # an environment variable + apiKey: '' + + # The qna-transformers module uses neural networks, such as BERT, + # DistilBERT, to find an answer in text to a given question + qna-transformers: + + # Enable deployment of this module + enabled: false + + # You can set directly an inference URL of this module without deploying it with this release. + # You can do so by setting a value for the `inferenceUrl` here AND by setting the `enable` to `false` + inferenceUrl: {} + + # The configuration below is ignored if enabled==false + tag: bert-large-uncased-whole-word-masking-finetuned-squad + repo: semitechnologies/qna-transformers + registry: cr.weaviate.io + replicas: 1 + strategy: + type: RollingUpdate + imagePullPolicy: IfNotPresent + imagePullSecrets: [] + priorityClassName: "" + fullnameOverride: qna-transformers + livenessProbe: + initialDelaySeconds: 120 + periodSeconds: 3 + timeoutSeconds: 3 + readinessProbe: + initialDelaySeconds: 120 + periodSeconds: 3 + envconfig: + # enable for CUDA support. Your K8s cluster needs to be configured + # accordingly and you need to explicitly set GPU requests & limits below + enable_cuda: false + + # only used when CUDA is enabled + nvidia_visible_devices: all + nvidia_driver_capabilities: compute,utility + + # only used when CUDA is enabled + ld_library_path: /usr/local/nvidia/lib64 + + resources: + requests: + cpu: '1000m' + memory: '3000Mi' + + # enable if running with CUDA support + # nvidia.com/gpu: 1 + limits: + cpu: '1000m' + memory: '5000Mi' + + # enable if running with CUDA support + # nvidia.com/gpu: 1 + + # security Context for the Contextionary Pods. The configurations are the same as setting them + # as described here: https://kubernetes.io/docs/tasks/configure-pod-container/security-context/ + securityContext: {} + + # It is possible to add a ServiceAccount to this module's Pods, it can be + # used in cases where the module is in a private registry and you want to + # give access to the registry only to this pod. + # NOTE: if not set the root `serviceAccountName` config will be used. + serviceAccountName: + + # You can guide where the pods are scheduled on a per-module basis, + # as well as for Weaviate overall. Each module accepts nodeSelector, + # tolerations, and affinity configuration. If it is set on a per- + # module basis, this configuration overrides the global config. + + nodeSelector: + tolerations: + affinity: + + # The qna-openai module uses OpenAI Completions API + # to dynamically answer given questions. + # More information about OpenAI Completions API can be found here: + # https://beta.openai.com/docs/api-reference/completions + qna-openai: + + # enable if you want to use OpenAI module + enabled: false + + # Set your OpenAI API Key to be passed to Weaviate pod as + # an environment variable. You can set either the OpenAI's Service API key + # OR the Azure OpenAI's Service Key. Note that you cannot set both of the at the same time. + apiKey: '' + azureApiKey: '' + + # The generative-openai module uses OpenAI Completions API + # along with text-davinci-003 model to behave as ChatGPT. + # More information about OpenAI Completions API can be found here: + # https://beta.openai.com/docs/api-reference/completions + generative-openai: + + # enable if you want to use OpenAI module + enabled: false + + # Set your OpenAI API Key to be passed to Weaviate pod as + # an environment variable. You can set either the OpenAI's Service API key + # OR the Azure OpenAI's Service Key. Note that you cannot set both of the at the same time. + apiKey: '' + azureApiKey: '' + + # The generative-cohere module uses Cohere Generate API + # More information about Cohere's Generate API can be found here: + # https://docs.cohere.com/reference/generate + generative-cohere: + + # enable if you want to use Cohere generative module + enabled: false + + # Set your Cohere API Key to be passed to Weaviate pod as + # an environment variable + apiKey: '' + + # The generative-palm module uses Google PaLM API. + # More information about Google PaLM API can be found here: + # https://developers.generativeai.google/ + generative-palm: + + # enable if you want to use Google PaLM module + enabled: false + + # Set your Google PaLM API Key to be passed to Weaviate pod as + # an environment variable + apiKey: '' + + # The generative-aws module uses AWS Bedrock service. + # More information about AWS Bedrock service can be found here: + # https://docs.aws.amazon.com/bedrock/ + generative-aws: + + # enable if you want to use AWS module + enabled: false + + # For Weaviate to be able to use AWS Bedrock service it needs a user credentials to authenticate to AWS. + # The User must have permissions to use AWS Bedrock service AI. + # You can pass the User credentials (access-key id and access-secret-key) in 2 ways: + # 1. by setting the AWS_ACCESS_KEY_ID and AWS_SECRET_ACCESS_KEY plain values in the `secrets` section below + # this chart will create a kubernetes secret for you with these key-values pairs + # 2. create Kubernetes secret/s with AWS_ACCESS_KEY_ID and AWS_SECRET_ACCESS_KEY keys and their respective values + # Set the Key and the secret where it is set in `envSecrets` section below + secrets: {} + # AWS_ACCESS_KEY_ID: access-key-id (plain text) + # AWS_SECRET_ACCESS_KEY: secret-access-key (plain text) + + # If one has already defined secrets with AWS credentials one can pass them using + # this setting: + envSecrets: {} + # AWS_ACCESS_KEY_ID: name-of-the-k8s-secret-containing-the-key-id + # AWS_SECRET_ACCESS_KEY: name-of-the-k8s-secret-containing-the-key + + # The generative-anyscale module uses Anyscale API + # More information about Anyscale API can be found here: + # https://docs.anyscale.com/endpoints/overview + generative-anyscale: + + # enable if you want to use Anyscale module + enabled: false + + # Set your Anyscale API Key to be passed to Weaviate pod as + # an environment variable. + apiKey: '' + + # The generative-mistral module uses MISTRAL AI Generative API + # More information about MISTRAL AI's Generative API can be found here: + # https://docs.mistral.ai/ + generative-mistral: + + # enable if you want to use MISTRAL AI generative module + enabled: false + + # Set your MISTRAL API Key to be passed to Weaviate pod as + # an environment variable + apiKey: '' + + # The generative-ollama module uses Ollama Generate API + # More information about Ollama's Generate API can be found here: + # https://github.com/ollama/ollama/blob/main/docs/api.md#generate-a-completion + # Please note that you have to deploy Ollama container by yourself + # and then properly point the Ollama endpoint using module settings. + # More about this configuration can be found here: + # https://weaviate.io/developers/weaviate/modules/reader-generator-modules/generative-ollama#ollama-endpoint + generative-ollama: + + # enable if you want to use Ollama module + enabled: false + + # The generative-octoai module uses OctoAI API. + # More information about OctoAI API can be found here: + # https://octo.ai/docs/text-gen-solution/getting-started + generative-octoai: + + # enable if you want to use OctoAI module + enabled: false + + # Set your OctoAI API Key to be passed to Weaviate pod as + # an environment variable + apiKey: '' + + # The img2vec-neural module uses neural networks, to generate + # a vector representation of the image + img2vec-neural: + + # Enable deployment of this module + enabled: false + + # You can set directly an inference URL of this module without deploying it with this release. + # You can do so by setting a value for the `inferenceUrl` here AND by setting the `enable` to `false` + inferenceUrl: {} + + tag: resnet50 + repo: semitechnologies/img2vec-pytorch + registry: cr.weaviate.io + replicas: 1 + strategy: + type: RollingUpdate + imagePullPolicy: IfNotPresent + imagePullSecrets: [] + priorityClassName: "" + fullnameOverride: img2vec-neural + livenessProbe: + initialDelaySeconds: 120 + periodSeconds: 3 + timeoutSeconds: 3 + readinessProbe: + initialDelaySeconds: 120 + periodSeconds: 3 + envconfig: + # enable for CUDA support. Your K8s cluster needs to be configured + # accordingly and you need to explicitly set GPU requests & limits below + enable_cuda: false + + # only used when CUDA is enabled + nvidia_visible_devices: all + nvidia_driver_capabilities: compute,utility + + # only used when CUDA is enabled + ld_library_path: /usr/local/nvidia/lib64 + + resources: + requests: + cpu: '1000m' + memory: '3000Mi' + + # enable if running with CUDA support + # nvidia.com/gpu: 1 + limits: + cpu: '1000m' + memory: '5000Mi' + + # enable if running with CUDA support + # nvidia.com/gpu: 1 + + # security Context for the Contextionary Pods. The configurations are the same as setting them + # as described here: https://kubernetes.io/docs/tasks/configure-pod-container/security-context/ + securityContext: {} + + # It is possible to add a ServiceAccount to this module's Pods, it can be + # used in cases where the module is in a private registry and you want to + # give access to the registry only to this pod. + # NOTE: if not set the root `serviceAccountName` config will be used. + serviceAccountName: + + # You can guide where the pods are scheduled on a per-module basis, + # as well as for Weaviate overall. Each module accepts nodeSelector, + # tolerations, and affinity configuration. If it is set on a per- + # module basis, this configuration overrides the global config. + + nodeSelector: + tolerations: + affinity: + + # The reranker-cohere module uses Cohere API + # to dynamically compute a score for the relevance + # of the query with each of the initial search results. + # More information about Cohere API can be found here: https://docs.cohere.com/docs/rerank-guide + reranker-cohere: + + # enable if you want to use Cohere rerank module + enabled: false + + # Set your Cohere API Key to be passed to Weaviate pod as + # an environment variable + apiKey: '' + + # The reranker-voyageai module uses VoaygeAI API + # to dynamically compute a score for the relevance + # of the query with each of the initial search results. + # More information about Cohere API can be found here: https://www.voyageai.com/ + reranker-voyageai: + + # enable if you want to use VoaygeAI module + enabled: false + + # Set your VoaygeAI API Key to be passed to Weaviate pod as + # an environment variable + apiKey: '' + + # The reranker-transformers module uses Cross-Encoders for + # sentence pair scoring and sentence pair classification tasks. + # More information about Cross-Encoders can be found here: + # https://www.sbert.net/examples/applications/cross-encoder/README.html + reranker-transformers: + + # Enable deployment of this module + enabled: false + + # You can set directly an inference URL of this module without deploying it with this release. + # You can do so by setting a value for the `inferenceUrl` here AND by setting the `enable` to `false` + inferenceUrl: {} + + # The configuration below is ignored if enabled==false + tag: cross-encoder-ms-marco-MiniLM-L-6-v2 + repo: semitechnologies/reranker-transformers + registry: cr.weaviate.io + replicas: 1 + strategy: + type: RollingUpdate + imagePullPolicy: IfNotPresent + imagePullSecrets: [] + priorityClassName: "" + fullnameOverride: reranker-transformers + livenessProbe: + initialDelaySeconds: 120 + periodSeconds: 3 + timeoutSeconds: 3 + readinessProbe: + initialDelaySeconds: 120 + periodSeconds: 3 + envconfig: + # enable for CUDA support. Your K8s cluster needs to be configured + # accordingly and you need to explicitly set GPU requests & limits below + enable_cuda: false + + # only used when CUDA is enabled + nvidia_visible_devices: all + nvidia_driver_capabilities: compute,utility + + # only used when CUDA is enabled + ld_library_path: /usr/local/nvidia/lib64 + + resources: + requests: + cpu: '1000m' + memory: '3000Mi' + + # enable if running with CUDA support + # nvidia.com/gpu: 1 + limits: + cpu: '1000m' + memory: '5000Mi' + + # enable if running with CUDA support + # nvidia.com/gpu: 1 + + # security Context for the Contextionary Pods. The configurations are the same as setting them + # as described here: https://kubernetes.io/docs/tasks/configure-pod-container/security-context/ + securityContext: {} + + # It is possible to add a ServiceAccount to this module's Pods, it can be + # used in cases where the module is in a private registry and you want to + # give access to the registry only to this pod. + # NOTE: if not set the root `serviceAccountName` config will be used. + serviceAccountName: + + # You can guide where the pods are scheduled on a per-module basis, + # as well as for Weaviate overall. Each module accepts nodeSelector, + # tolerations, and affinity configuration. If it is set on a per- + # module basis, this configuration overrides the global config. + + nodeSelector: + tolerations: + affinity: + + # The text-spellcheck module uses spellchecker library to check + # misspellings in a given text + text-spellcheck: + + # Enable deployment of this module + enabled: false + + # You can set directly an inference URL of this module without deploying it with this release. + # You can do so by setting a value for the `inferenceUrl` here AND by setting the `enable` to `false` + inferenceUrl: {} + + # The configuration below is ignored if enabled==false + tag: pyspellchecker-en + repo: semitechnologies/text-spellcheck-model + registry: cr.weaviate.io + replicas: 1 + strategy: + type: RollingUpdate + imagePullPolicy: IfNotPresent + imagePullSecrets: [] + priorityClassName: "" + fullnameOverride: text-spellcheck + livenessProbe: + initialDelaySeconds: 120 + periodSeconds: 3 + timeoutSeconds: 3 + readinessProbe: + initialDelaySeconds: 120 + periodSeconds: 3 + + resources: + requests: + cpu: '400m' + memory: '400Mi' + limits: + cpu: '500m' + memory: '500Mi' + + # security Context for the Contextionary Pods. The configurations are the same as setting them + # as described here: https://kubernetes.io/docs/tasks/configure-pod-container/security-context/ + securityContext: {} + + # It is possible to add a ServiceAccount to this module's Pods, it can be + # used in cases where the module is in a private registry and you want to + # give access to the registry only to this pod. + # NOTE: if not set the root `serviceAccountName` config will be used. + serviceAccountName: + + # You can guide where the pods are scheduled on a per-module basis, + # as well as for Weaviate overall. Each module accepts nodeSelector, + # tolerations, and affinity configuration. If it is set on a per- + # module basis, this configuration overrides the global config. + + nodeSelector: + tolerations: + affinity: + + # The ner-transformers module uses spellchecker library to check + # misspellings in a given text + ner-transformers: + + # Enable deployment of this module + enabled: false + + # You can set directly an inference URL of this module without deploying it with this release. + # You can do so by setting a value for the `inferenceUrl` here AND by setting the `enable` to `false` + inferenceUrl: {} + + # The configuration below is ignored if enabled==false + tag: dbmdz-bert-large-cased-finetuned-conll03-english + repo: semitechnologies/ner-transformers + registry: cr.weaviate.io + replicas: 1 + strategy: + type: RollingUpdate + imagePullPolicy: IfNotPresent + imagePullSecrets: [] + priorityClassName: "" + fullnameOverride: ner-transformers + livenessProbe: + initialDelaySeconds: 120 + periodSeconds: 3 + timeoutSeconds: 3 + readinessProbe: + initialDelaySeconds: 120 + periodSeconds: 3 + envconfig: + # enable for CUDA support. Your K8s cluster needs to be configured + # accordingly and you need to explicitly set GPU requests & limits below + enable_cuda: false + + # only used when CUDA is enabled + nvidia_visible_devices: all + nvidia_driver_capabilities: compute,utility + + # only used when CUDA is enabled + ld_library_path: /usr/local/nvidia/lib64 + + resources: + requests: + cpu: '1000m' + memory: '3000Mi' + + # enable if running with CUDA support + # nvidia.com/gpu: 1 + limits: + cpu: '1000m' + memory: '5000Mi' + + # enable if running with CUDA support + # nvidia.com/gpu: 1 + + # security Context for the Contextionary Pods. The configurations are the same as setting them + # as described here: https://kubernetes.io/docs/tasks/configure-pod-container/security-context/ + securityContext: {} + + # It is possible to add a ServiceAccount to this module's Pods, it can be + # used in cases where the module is in a private registry and you want to + # give access to the registry only to this pod. + # NOTE: if not set the root `serviceAccountName` config will be used. + serviceAccountName: + + # You can guide where the pods are scheduled on a per-module basis, + # as well as for Weaviate overall. Each module accepts nodeSelector, + # tolerations, and affinity configuration. If it is set on a per- + # module basis, this configuration overrides the global config. + + nodeSelector: + tolerations: + affinity: + + # The sum-transformers module makes result texts summarizations + sum-transformers: + + # Enable deployment of this module + enabled: false + + # You can set directly an inference URL of this module without deploying it with this release. + # You can do so by setting a value for the `inferenceUrl` here AND by setting the `enable` to `false` + inferenceUrl: {} + + # The configuration below is ignored if enabled==false + tag: facebook-bart-large-cnn + repo: semitechnologies/sum-transformers + registry: cr.weaviate.io + replicas: 1 + strategy: + type: RollingUpdate + imagePullPolicy: IfNotPresent + imagePullSecrets: [] + priorityClassName: "" + fullnameOverride: sum-transformers + livenessProbe: + initialDelaySeconds: 120 + periodSeconds: 3 + timeoutSeconds: 3 + readinessProbe: + initialDelaySeconds: 120 + periodSeconds: 3 + envconfig: + # enable for CUDA support. Your K8s cluster needs to be configured + # accordingly and you need to explicitly set GPU requests & limits below + enable_cuda: false + + # only used when CUDA is enabled + nvidia_visible_devices: all + nvidia_driver_capabilities: compute,utility + + # only used when CUDA is enabled + ld_library_path: /usr/local/nvidia/lib64 + + resources: + requests: + cpu: '1000m' + memory: '3000Mi' + + # enable if running with CUDA support + # nvidia.com/gpu: 1 + limits: + cpu: '1000m' + memory: '5000Mi' + + # enable if running with CUDA support + # nvidia.com/gpu: 1 + + # security Context for the Contextionary Pods. The configurations are the same as setting them + # as described here: https://kubernetes.io/docs/tasks/configure-pod-container/security-context/ + securityContext: {} + + # It is possible to add a ServiceAccount to this module's Pods, it can be + # used in cases where the module is in a private registry and you want to + # give access to the registry only to this pod. + # NOTE: if not set the root `serviceAccountName` config will be used. + serviceAccountName: + + # You can guide where the pods are scheduled on a per-module basis, + # as well as for Weaviate overall. Each module accepts nodeSelector, + # tolerations, and affinity configuration. If it is set on a per- + # module basis, this configuration overrides the global config. + + nodeSelector: + tolerations: + affinity: + + # by choosing the default vectorizer module, you can tell Weaviate to always + # use this module as the vectorizer if nothing else is specified. Can be + # overwritten on a per-class basis. + # set to text2vec-transformers if running with transformers instead + default_vectorizer_module: none + +# It is also possible to configure authentication and authorization through a +# custom configmap The authorization and authentication values defined in +# values.yaml will be ignored when defining a custom config map. +custom_config_map: + enabled: false + name: 'custom-config' + +# Pass any annotations to Weaviate pods +annotations: + +extraVolumeMounts: + +extraVolumes: + +nodeSelector: + +tolerations: + +hostAliases: + +affinity: + podAntiAffinity: + preferredDuringSchedulingIgnoredDuringExecution: + - weight: 1 + podAffinityTerm: + topologyKey: "kubernetes.io/hostname" + labelSelector: + matchExpressions: + - key: "app" + operator: In + values: + - weaviate + +## Optionally specify priorityClass name for the pod +## ref: https://kubernetes.io/docs/concepts/scheduling-eviction/pod-priority-preemption/#pod-priority +## +priorityClassName: "" +globalPriorityClassName: "" + diff --git a/databases/weaviate/terraform/gke-autopilot/README.md b/databases/weaviate/terraform/gke-autopilot/README.md new file mode 100644 index 0000000000..682de0202b --- /dev/null +++ b/databases/weaviate/terraform/gke-autopilot/README.md @@ -0,0 +1,26 @@ +# Terraform to provision GKE Standard + +## Prerequisites and Assumptions +* Done initialization of the project and gcloud CLI following the instructions in `{ROOT}/README.md` +* VPC network, refer to `gke` folder for the details + +## Usage +``` +export GOOGLE_OAUTH_ACCESS_TOKEN=$(gcloud auth print-access-token) +export PROJECT_ID="your project" +export REGION="us-central1" +export CLUSTER_PREFIX="weaviate" + +terraform init +terraform plan -var project_id=$PROJECT_ID -var region=${REGION} -var cluster_prefix=${CLUSTER_PREFIX} +terraform apply -var project_id=$PROJECT_ID -var region=${REGION} -var cluster_prefix=${CLUSTER_PREFIX} +``` +## Clean up +**NOTE:** Be very careful when destroying any resource, not recommended for production! +``` +# Destroy everything +terraform destroy \ +-var project_id=$PROJECT_ID \ +-var region=${REGION} \ +-var cluster_prefix=${CLUSTER_PREFIX} + diff --git a/databases/weaviate/terraform/gke-autopilot/main.tf b/databases/weaviate/terraform/gke-autopilot/main.tf new file mode 100644 index 0000000000..05f3a13cf0 --- /dev/null +++ b/databases/weaviate/terraform/gke-autopilot/main.tf @@ -0,0 +1,38 @@ +# Copyright 2024 Google LLC +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# https://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +# create private subnet +module "network" { + source = "../modules/network" + project_id = var.project_id + region = var.region + cluster_prefix = var.cluster_prefix +} + +# [START gke_weaviate_autopilot_private_regional_cluster] +module "weaviate_cluster" { + source = "../modules/cluster-autopilot" + project_id = var.project_id + region = var.region + cluster_prefix = var.cluster_prefix + network = module.network.network_name + subnetwork = module.network.subnet_name +} + +output "kubectl_connection_command" { + value = "gcloud container clusters get-credentials ${var.cluster_prefix}-cluster --region ${var.region}" + description = "Connection command" +} +# [END gke_weaviate_autopilot_private_regional_cluster] + diff --git a/databases/weaviate/terraform/gke-autopilot/variables.tf b/databases/weaviate/terraform/gke-autopilot/variables.tf new file mode 100644 index 0000000000..ceb12c1fe5 --- /dev/null +++ b/databases/weaviate/terraform/gke-autopilot/variables.tf @@ -0,0 +1,28 @@ +# Copyright 2024 Google LLC +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# https://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +variable "project_id" { + description = "The project ID to host the cluster in" + default = "" +} + +variable "region" { + description = "The region to host the cluster in" +} + +variable "cluster_prefix" { + description = "The prefix for all cluster resources" + default = "weaviate" +} + diff --git a/databases/weaviate/terraform/gke-autopilot/versions.tf b/databases/weaviate/terraform/gke-autopilot/versions.tf new file mode 100644 index 0000000000..f8bded9171 --- /dev/null +++ b/databases/weaviate/terraform/gke-autopilot/versions.tf @@ -0,0 +1,23 @@ +# Copyright 2024 Google LLC +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# https://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +terraform { + required_providers { + google = { + source = "hashicorp/google" + version = "~> 5.0" + } + } + required_version = ">= 1.3" +} diff --git a/databases/weaviate/terraform/gke-standard/README.md b/databases/weaviate/terraform/gke-standard/README.md new file mode 100644 index 0000000000..682de0202b --- /dev/null +++ b/databases/weaviate/terraform/gke-standard/README.md @@ -0,0 +1,26 @@ +# Terraform to provision GKE Standard + +## Prerequisites and Assumptions +* Done initialization of the project and gcloud CLI following the instructions in `{ROOT}/README.md` +* VPC network, refer to `gke` folder for the details + +## Usage +``` +export GOOGLE_OAUTH_ACCESS_TOKEN=$(gcloud auth print-access-token) +export PROJECT_ID="your project" +export REGION="us-central1" +export CLUSTER_PREFIX="weaviate" + +terraform init +terraform plan -var project_id=$PROJECT_ID -var region=${REGION} -var cluster_prefix=${CLUSTER_PREFIX} +terraform apply -var project_id=$PROJECT_ID -var region=${REGION} -var cluster_prefix=${CLUSTER_PREFIX} +``` +## Clean up +**NOTE:** Be very careful when destroying any resource, not recommended for production! +``` +# Destroy everything +terraform destroy \ +-var project_id=$PROJECT_ID \ +-var region=${REGION} \ +-var cluster_prefix=${CLUSTER_PREFIX} + diff --git a/databases/weaviate/terraform/gke-standard/main.tf b/databases/weaviate/terraform/gke-standard/main.tf new file mode 100644 index 0000000000..8f9ba3b6a0 --- /dev/null +++ b/databases/weaviate/terraform/gke-standard/main.tf @@ -0,0 +1,69 @@ +# Copyright 2024 Google LLC +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# https://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +# create private subnet +module "network" { + source = "../modules/network" + project_id = var.project_id + region = var.region + cluster_prefix = var.cluster_prefix +} + +# [START gke_weaviate_standard_private_regional_cluster] +module "weaviate_cluster" { + source = "../modules/cluster" + project_id = var.project_id + region = var.region + cluster_prefix = var.cluster_prefix + network = module.network.network_name + subnetwork = module.network.subnet_name + + node_pools = [ + { + name = "pool-weaviate" + disk_size_gb = var.node_disk_size + disk_type = var.node_disk_type + autoscaling = true + min_count = 1 + max_count = var.autoscaling_max_count + max_surge = 1 + max_unavailable = 0 + machine_type = var.node_machine_type + auto_repair = true + } + ] + node_pools_labels = { + all = {} + pool-weaviate = { + "app.stateful/component" = "weaviate" + } + } + node_pools_taints = { + all = [] + pool-weaviate = [ + { + key = "app.stateful/component" + value = "weaviate" + effect = "NO_SCHEDULE" + } + ] + } +} + +output "kubectl_connection_command" { + value = "gcloud container clusters get-credentials ${var.cluster_prefix}-cluster --region ${var.region}" + description = "Connection command" +} +# [END gke_weaviate_standard_private_regional_cluster] + diff --git a/databases/weaviate/terraform/gke-standard/variables.tf b/databases/weaviate/terraform/gke-standard/variables.tf new file mode 100644 index 0000000000..fb459901ba --- /dev/null +++ b/databases/weaviate/terraform/gke-standard/variables.tf @@ -0,0 +1,55 @@ +# Copyright 2024 Google LLC +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# https://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +variable "project_id" { + description = "The project ID to host the cluster in" + default = "" + type = string +} + +variable "region" { + description = "The region to host the cluster in" + type = string +} + +variable "cluster_prefix" { + description = "The prefix for all cluster resources" + default = "weaviate" + type = string +} + +variable "node_machine_type" { + description = "The machine type for node instances" + default = "e2-standard-2" + type = string +} + +variable "node_disk_type" { + description = "The persistent disk type for node instances" + default = "pd-ssd" + type = string +} + +variable "node_disk_size" { + description = "The persistent disk size for node instances" + default = 20 + type = number +} + +variable "autoscaling_max_count" { + description = "Maximum node counts per zone" + default = 2 + type = number +} + diff --git a/databases/weaviate/terraform/gke-standard/versions.tf b/databases/weaviate/terraform/gke-standard/versions.tf new file mode 100644 index 0000000000..f8bded9171 --- /dev/null +++ b/databases/weaviate/terraform/gke-standard/versions.tf @@ -0,0 +1,23 @@ +# Copyright 2024 Google LLC +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# https://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +terraform { + required_providers { + google = { + source = "hashicorp/google" + version = "~> 5.0" + } + } + required_version = ">= 1.3" +} diff --git a/databases/weaviate/terraform/modules/cluster-autopilot/main.tf b/databases/weaviate/terraform/modules/cluster-autopilot/main.tf new file mode 100644 index 0000000000..38ee7e4294 --- /dev/null +++ b/databases/weaviate/terraform/modules/cluster-autopilot/main.tf @@ -0,0 +1,40 @@ +# Copyright 2024 Google LLC +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# https://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +# [START gke_autopilot_private_regional_cluster] +module "weaviate_cluster" { + source = "terraform-google-modules/kubernetes-engine/google//modules/beta-autopilot-private-cluster" + version = "~> 29.0" + project_id = var.project_id + name = "${var.cluster_prefix}-cluster" + regional = true + region = var.region + network = var.network + subnetwork = var.subnetwork + ip_range_pods = "k8s-pod-range" + ip_range_services = "k8s-service-range" + create_service_account = true + enable_private_endpoint = false + enable_private_nodes = true + master_ipv4_cidr_block = "172.16.0.0/28" + enable_cost_allocation = true + deletion_protection = false + + cluster_resource_labels = { + name = "${var.cluster_prefix}-cluster" + component = "${var.cluster_prefix}-operator" + } +} +# [END gke_autopilot_private_regional_cluster] + diff --git a/databases/weaviate/terraform/modules/cluster-autopilot/variables.tf b/databases/weaviate/terraform/modules/cluster-autopilot/variables.tf new file mode 100644 index 0000000000..ac6a50dae5 --- /dev/null +++ b/databases/weaviate/terraform/modules/cluster-autopilot/variables.tf @@ -0,0 +1,34 @@ +# Copyright 2024 Google LLC +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# https://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +variable "project_id" { + description = "The project ID to host the cluster in" +} + +variable "region" { + description = "The region to host the cluster in" +} + +variable "network" { + description = "The VPC network to host the cluster in" +} + +variable "subnetwork" { + description = "The subnetwork to host the cluster in" +} + +variable "cluster_prefix" { + description = "The prefix for all cluster resources" +} + diff --git a/databases/weaviate/terraform/modules/cluster-autopilot/versions.tf b/databases/weaviate/terraform/modules/cluster-autopilot/versions.tf new file mode 100644 index 0000000000..f8bded9171 --- /dev/null +++ b/databases/weaviate/terraform/modules/cluster-autopilot/versions.tf @@ -0,0 +1,23 @@ +# Copyright 2024 Google LLC +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# https://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +terraform { + required_providers { + google = { + source = "hashicorp/google" + version = "~> 5.0" + } + } + required_version = ">= 1.3" +} diff --git a/databases/weaviate/terraform/modules/cluster/main.tf b/databases/weaviate/terraform/modules/cluster/main.tf new file mode 100644 index 0000000000..bae868abf3 --- /dev/null +++ b/databases/weaviate/terraform/modules/cluster/main.tf @@ -0,0 +1,53 @@ +# Copyright 2024 Google LLC +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# https://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +# [START gke_standard_private_regional_cluster] +module "weaviate_cluster" { + source = "terraform-google-modules/kubernetes-engine/google//modules/private-cluster" + version = "30.2.0" + project_id = var.project_id + name = "${var.cluster_prefix}-cluster" + regional = true + region = var.region + network = var.network + subnetwork = var.subnetwork + ip_range_pods = "k8s-pod-range" + ip_range_services = "k8s-service-range" + create_service_account = true + enable_private_endpoint = false + enable_private_nodes = true + master_ipv4_cidr_block = "172.16.0.0/28" + network_policy = true + logging_enabled_components = ["SYSTEM_COMPONENTS", "WORKLOADS"] + monitoring_enabled_components = ["SYSTEM_COMPONENTS"] + enable_cost_allocation = true + deletion_protection = false + initial_node_count = 1 + kubernetes_version = "1.28" + + cluster_resource_labels = { + name = "${var.cluster_prefix}-cluster" + component = "${var.cluster_prefix}-operator" + } + + monitoring_enable_managed_prometheus = true + gke_backup_agent_config = true + + node_pools = var.node_pools + node_pools_labels = var.node_pools_labels + node_pools_taints = var.node_pools_taints + gce_pd_csi_driver = true +} +# [END gke_standard_private_regional_cluster] + diff --git a/databases/weaviate/terraform/modules/cluster/variables.tf b/databases/weaviate/terraform/modules/cluster/variables.tf new file mode 100644 index 0000000000..f619fdb7eb --- /dev/null +++ b/databases/weaviate/terraform/modules/cluster/variables.tf @@ -0,0 +1,49 @@ +# Copyright 2024 Google LLC +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# https://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +variable "project_id" { + description = "The project ID to host the cluster in" +} + +variable "region" { + description = "The region to host the cluster in" +} + +variable "network" { + description = "The VPC network to host the cluster in" +} + +variable "subnetwork" { + description = "The subnetwork to host the cluster in" +} + +variable "cluster_prefix" { + description = "The prefix for all cluster resources" +} + +variable "node_pools" { + type = list(map(any)) + description = "List of maps containing node pools" +} + +variable "node_pools_labels" { + type = map(map(string)) + description = "Map of maps containing node labels by node-pool name" +} + +variable "node_pools_taints" { + type = map(list(object({ key = string, value = string, effect = string }))) + description = "Map of lists containing node taints by node-pool name" +} + diff --git a/databases/weaviate/terraform/modules/cluster/versions.tf b/databases/weaviate/terraform/modules/cluster/versions.tf new file mode 100644 index 0000000000..f8bded9171 --- /dev/null +++ b/databases/weaviate/terraform/modules/cluster/versions.tf @@ -0,0 +1,23 @@ +# Copyright 2024 Google LLC +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# https://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +terraform { + required_providers { + google = { + source = "hashicorp/google" + version = "~> 5.0" + } + } + required_version = ">= 1.3" +} diff --git a/databases/weaviate/terraform/modules/network/main.tf b/databases/weaviate/terraform/modules/network/main.tf new file mode 100644 index 0000000000..04c6c6cb5c --- /dev/null +++ b/databases/weaviate/terraform/modules/network/main.tf @@ -0,0 +1,68 @@ +# Copyright 2024 Google LLC +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# https://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +# [START gke_weaviate_vpc_multi_region_network] +module "gcp-network" { + source = "terraform-google-modules/network/google" + version = "~> 8.1.0" + + project_id = var.project_id + network_name = "${var.cluster_prefix}-vpc" + + subnets = [ + { + subnet_name = "${var.cluster_prefix}-private-subnet" + subnet_ip = "10.10.0.0/24" + subnet_region = var.region + subnet_private_access = true + subnet_flow_logs = "true" + } + ] + + secondary_ranges = { + ("${var.cluster_prefix}-private-subnet") = [ + { + range_name = "k8s-pod-range" + ip_cidr_range = "10.48.0.0/20" + }, + { + range_name = "k8s-service-range" + ip_cidr_range = "10.52.0.0/20" + }, + ] + } +} + +output "network_name" { + value = module.gcp-network.network_name +} + +output "subnet_name" { + value = module.gcp-network.subnets_names[0] +} +# [END gke_weaviate_vpc_multi_region_network] + +# [START gke_weaviate_cloudnat_simple_create] +module "cloud_router" { + source = "terraform-google-modules/cloud-router/google" + version = "~> 6.0" + project = var.project_id + name = "${var.cluster_prefix}-nat-router" + network = module.gcp-network.network_name + region = var.region + nats = [{ + name = "${var.cluster_prefix}-nat" + }] +} +# [END gke_weaviate_cloudnat_simple_create] diff --git a/databases/weaviate/terraform/modules/network/variables.tf b/databases/weaviate/terraform/modules/network/variables.tf new file mode 100644 index 0000000000..9126a4c71f --- /dev/null +++ b/databases/weaviate/terraform/modules/network/variables.tf @@ -0,0 +1,26 @@ +# Copyright 2024 Google LLC +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# https://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +variable "project_id" { + description = "The project ID to host the cluster in" +} + +variable "region" { + description = "The region to host the cluster in" +} + +variable "cluster_prefix" { + description = "The prefix for all cluster resources" +} + diff --git a/databases/weaviate/terraform/modules/network/versions.tf b/databases/weaviate/terraform/modules/network/versions.tf new file mode 100644 index 0000000000..f8bded9171 --- /dev/null +++ b/databases/weaviate/terraform/modules/network/versions.tf @@ -0,0 +1,23 @@ +# Copyright 2024 Google LLC +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# https://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +terraform { + required_providers { + google = { + source = "hashicorp/google" + version = "~> 5.0" + } + } + required_version = ">= 1.3" +} From 257cf2bbf33f8252053ec9f337ae724ddf78cb46 Mon Sep 17 00:00:00 2001 From: BRV158 Date: Thu, 20 Jun 2024 14:33:40 +0300 Subject: [PATCH 02/24] weaviate values updated with authentification --- .../01-basic-cluster/weaviate_cluster.yaml | 1407 +---------------- 1 file changed, 24 insertions(+), 1383 deletions(-) diff --git a/databases/weaviate/manifests/01-basic-cluster/weaviate_cluster.yaml b/databases/weaviate/manifests/01-basic-cluster/weaviate_cluster.yaml index eb4aa003b9..d0b81b5cd6 100644 --- a/databases/weaviate/manifests/01-basic-cluster/weaviate_cluster.yaml +++ b/databases/weaviate/manifests/01-basic-cluster/weaviate_cluster.yaml @@ -120,8 +120,7 @@ service: protocol: TCP port: 80 # Target port is going to be the same for every port - type: LoadBalancer - loadBalancerSourceRanges: [] + type: ClusterIP # optionally set cluster IP if you want to set a static IP clusterIP: annotations: {} @@ -139,8 +138,8 @@ grpcService: protocol: TCP port: 50051 # Target port is going to be the same for every port - type: LoadBalancer - loadBalancerSourceRanges: [] + type: ClusterIP + # optionally set cluster IP if you want to set a static IP clusterIP: annotations: {} @@ -207,9 +206,7 @@ terminationGracePeriodSeconds: 600 # example set authentication and authorization options. See weaviate docs # (https://www.weaviate.io/developers/weaviate/) for all # configuration. -authentication: - anonymous_access: - enabled: true + # This configuration allows to add API keys to Weaviate. This configuration allows only # plain text API Keys, if you want to store the API Keys in a Kubernetes secret you can # configure the same configuration with ENV Vars. Read the `env` section below on what @@ -228,25 +225,23 @@ authentication: # users: # - api-key-user-readOnly # - api-key-user-admin - oidc: - enabled: false - # issuer: '' - # username_claim: '' - # groups_claim: '' - # client_id: '' - +authentication: +# apikey: +# enabled: true +# allowed_keys: +# - readonly-key +# - secr3tk3y +# users: +# - readonly@example.com +# - admin@example.com +# anonymous_access: +# enabled: false authorization: admin_list: - enabled: false - # users: - # - admin_user1 - # - admin_user2 - # - api-key-user-admin - # read_only_users: - # - readonly_user1 - # - readonly_user2 - # - api-key-user-readOnly - + enabled: true + users: + - admin@example.com + - readonly@user.com query_defaults: limit: 100 debug: false @@ -282,15 +277,6 @@ env: # The aggressiveness of the Go Garbage Collector. 100 is the default value. GOGC: 100 - - # Expose metrics on port 2112 for Prometheus to scrape - PROMETHEUS_MONITORING_ENABLED: false - PROMETHEUS_MONITORING_GROUP: false - - # Set a MEM limit for the Weaviate Pod so it can help you both increase GC-related - # performance as well as avoid GC-related out-of-memory (“OOM”) situations - # GOMEMLIMIT: 6GiB - # Maximum results Weaviate can query with/without pagination # NOTE: Affects performance, do NOT set to a very high value. # The default is 100K @@ -301,30 +287,15 @@ env: # whether to re-index/-compute the vector dimensions metric (needed if upgrading from weaviate < v1.16.0) REINDEX_VECTOR_DIMENSIONS_AT_STARTUP: false - - ########################## - # API Keys with ENV Vars # - ########################## - # If using ENV Vars to set up API Keys make sure to have `authentication.apikey` block commented out - # to avoid any future changes. ENV Vars has priority over the config above `authentication.apikey`. - # If using `authentication.apikey `the below ENV Vars will be used because they have priority, - # so comment them out to avoid any future changes. - # Enables API key authentication. If it is set to 'false' the AUTHENTICATION_APIKEY_ALLOWED_KEYS - # and AUTHENTICATION_APIKEY_USERS will not have any effect. - # AUTHENTICATION_APIKEY_ENABLED: 'true' - - # List one or more keys, separated by commas. Each key corresponds to a specific user identity below. - # If you want to use a kubernetes secret for the API Keys comment out this Variable and use the one in `envSecrets` below - # AUTHENTICATION_APIKEY_ALLOWED_KEYS: 'jane-secret-key,ian-secret-key' (plain text) - + AUTHENTICATION_APIKEY_ENABLED: 'true' # List one or more user identities, separated by commas. You can have only one User for all the keys or one user per key. # The User/s can be a simple name or an email, no matter if it exists or not. # NOTE: Make sure to add the users to the authorization above overwise they will not be allowed to interact with Weaviate. - # AUTHENTICATION_APIKEY_USERS: 'jane@doe.com,ian-smith' + AUTHENTICATION_APIKEY_USERS: 'admin@example.com,readonly@user.com' envSecrets: - # create a Kubernetes secret with AUTHENTICATION_APIKEY_ALLOWED_KEYS key and its respective value - # AUTHENTICATION_APIKEY_ALLOWED_KEYS: name-of-the-k8s-secret-containing-the-comma-separated-api-keys + # create a Kubernetes secret with AUTHENTICATION_APIKEY_ALLOWED_KEYS key and its respective value ( name-of-the-k8s-secret-containing-the-comma-separated-api-keys) + AUTHENTICATION_APIKEY_ALLOWED_KEYS: apikeys # Configure backup providers backups: @@ -335,56 +306,7 @@ backups: envconfig: # Configure folder where backups should be saved BACKUP_FILESYSTEM_PATH: /tmp/backups - - s3: - enabled: false - # If one is using AWS EKS and has already configured K8s Service Account - # that holds the AWS credentials one can pass a name of that service account - # here using this setting. - # NOTE: the root `serviceAccountName` config has priority over this one, and - # if the root one is set this one will NOT overwrite it. This one is here for - # backwards compatibility. - serviceAccountName: - - envconfig: - # Configure bucket where backups should be saved, this setting is mandatory - BACKUP_S3_BUCKET: weaviate-backups - - # Optional setting. Defaults to empty string. - # Set this option if you want to save backups to a given location - # inside the bucket - # BACKUP_S3_PATH: path/inside/bucket - - # Optional setting. Defaults to AWS S3 (s3.amazonaws.com). - # Set this option if you have a MinIO storage configured in your environment - # and want to use it instead of the AWS S3. - # BACKUP_S3_ENDPOINT: custom.minio.endpoint.address - - # Optional setting. Defaults to true. - # Set this option if you don't want to use SSL. - # BACKUP_S3_USE_SSL: true - - # You can pass environment AWS settings here: - # Define the region - # AWS_REGION: eu-west-1 - - # For Weaviate to be able to create bucket objects it needs a user credentials to authenticate to AWS. - # The User must have permissions to read/create/delete bucket objects. - # You can pass the User credentials (access-key id and access-secret-key) in 2 ways: - # 1. by setting the AWS_ACCESS_KEY_ID and AWS_SECRET_ACCESS_KEY plain values in the `secrets` section below - # this chart will create a kubernetes secret for you with these key-values pairs - # 2. create Kubernetes secret/s with AWS_ACCESS_KEY_ID and AWS_SECRET_ACCESS_KEY keys and their respective values - # Set the Key and the secret where it is set in `envSecrets` section below - secrets: {} - # AWS_ACCESS_KEY_ID: access-key-id (plain text) - # AWS_SECRET_ACCESS_KEY: secret-access-key (plain text) - - # If one has already defined secrets with AWS credentials one can pass them using - # this setting: - envSecrets: {} - # AWS_ACCESS_KEY_ID: name-of-the-k8s-secret-containing-the-key-id - # AWS_SECRET_ACCESS_KEY: name-of-the-k8s-secret-containing-the-key - + gcs: enabled: false envconfig: @@ -415,1287 +337,6 @@ backups: envSecrets: {} # GOOGLE_APPLICATION_CREDENTIALS: name-of-the-k8s-secret-containing-the-key - azure: - enabled: false - envconfig: - # Configure container where backups should be saved, this setting is mandatory - BACKUP_AZURE_CONTAINER: weaviate-backups - - # Optional setting. Defaults to empty string. - # Set this option if you want to save backups to a given location - # inside the container - # BACKUP_AZURE_PATH: path/inside/container - - # For Weaviate to be able to create container objects it needs a user credentials to authenticate to Azure Storage. - # The User must have permissions to read/create/delete container objects. - # You can pass the User credentials (account-name id and account-key or connection-string) in 2 ways: - # 1. by setting the AZURE_STORAGE_ACCOUNT and AZURE_STORAGE_KEY - # or AZURE_STORAGE_CONNECTION_STRING plain values in the `secrets` section below - # this chart will create a kubernetes secret for you with these key-values pairs - # 2. create Kubernetes secret/s with AZURE_STORAGE_ACCOUNT and AZURE_STORAGE_KEY - # or AZURE_STORAGE_CONNECTION_STRING and their respective values - # Set the Key and the secret where it is set in `envSecrets` section below - secrets: {} - # AZURE_STORAGE_ACCOUNT: account-name (plain text) - # AZURE_STORAGE_KEY: account-key (plain text) - # AZURE_STORAGE_CONNECTION_STRING: connection-string (plain text) - - # If one has already defined secrets with Azure Storage credentials one can pass them using - # this setting: - envSecrets: {} - # AZURE_STORAGE_ACCOUNT: name-of-the-k8s-secret-containing-the-account-name - # AZURE_STORAGE_KEY: name-of-the-k8s-secret-containing-account-key - # AZURE_STORAGE_CONNECTION_STRING: name-of-the-k8s-secret-containing-connection-string - - -# modules are extensions to Weaviate, they can be used to support various -# ML-models, but also other features unrelated to model inference. -# An inference/vectorizer module is not required, you can also run without any -# modules and import your own vectors. -modules: - - # The text2vec-contextionary module uses a fastText-based vector-space to - # derive vector embeddings for your objects. It is very efficient on CPUs, - # but in some situations it cannot reach the same level of accuracy as - # transformers-based models. - text2vec-contextionary: - - # Enable deployment of this module - enabled: false - - # The configuration below is ignored if enabled==false - fullnameOverride: contextionary - tag: en0.16.0-v1.2.1 - repo: semitechnologies/contextionary - registry: cr.weaviate.io - replicas: 1 - strategy: - type: RollingUpdate - imagePullPolicy: IfNotPresent - imagePullSecrets: [] - priorityClassName: "" - livenessProbe: - initialDelaySeconds: 120 - periodSeconds: 3 - timeoutSeconds: 3 - readinessProbe: - initialDelaySeconds: 120 - periodSeconds: 3 - envconfig: - occurrence_weight_linear_factor: 0.75 - neighbor_occurrence_ignore_percentile: 5 - enable_compound_splitting: false - extensions_storage_mode: weaviate - resources: - requests: - cpu: '500m' - memory: '500Mi' - limits: - cpu: '1000m' - memory: '5000Mi' - - # security Context for the Contextionary Pods. The configurations are the same as setting them - # as described here: https://kubernetes.io/docs/tasks/configure-pod-container/security-context/ - securityContext: {} - - # It is possible to add a ServiceAccount to this module's Pods, it can be - # used in cases where the module is in a private registry and you want to - # give access to the registry only to this pod. - # NOTE: if not set the root `serviceAccountName` config will be used. - serviceAccountName: - - # You can guide where the pods are scheduled on a per-module basis, - # as well as for Weaviate overall. Each module accepts nodeSelector, - # tolerations, and affinity configuration. If it is set on a per- - # module basis, this configuration overrides the global config. - - nodeSelector: - tolerations: - affinity: - - # The text2vec-transformers modules uses neural networks, such as BERT, - # DistilBERT, etc. to dynamically compute vector embeddings based on the - # sentence's context. It is very slow on CPUs and should run with - # CUDA-enabled GPUs for optimal performance. - text2vec-transformers: - - # Enable deployment of this module - enabled: false - - # You can set directly an inference URL of this module without deploying it with this release. - # You can do so by setting a value for the `inferenceUrl` here AND by setting the `enable` to `false` - inferenceUrl: {} - - # The configuration below is ignored if enabled==false - - # replace with model of choice, see - # https://weaviate.io/developers/weaviate/modules/retriever-vectorizer-modules/text2vec-transformers - # for all supported models or build your own container. - tag: sentence-transformers-paraphrase-multilingual-MiniLM-L12-v2 - repo: semitechnologies/transformers-inference - registry: cr.weaviate.io - replicas: 1 - strategy: - type: RollingUpdate - imagePullPolicy: IfNotPresent - imagePullSecrets: [] - priorityClassName: "" - fullnameOverride: transformers-inference - # Deprecated setting use initialDelaySeconds instead in each probe instead - # probeInitialDelaySeconds: 120 - livenessProbe: - initialDelaySeconds: 120 - periodSeconds: 3 - timeoutSeconds: 3 - readinessProbe: - initialDelaySeconds: 120 - periodSeconds: 3 - envconfig: - # enable for CUDA support. Your K8s cluster needs to be configured - # accordingly and you need to explicitly set GPU requests & limits below - enable_cuda: false - - # only used when CUDA is enabled - nvidia_visible_devices: all - nvidia_driver_capabilities: compute,utility - - # only used when CUDA is enabled - ld_library_path: /usr/local/nvidia/lib64 - - resources: - requests: - cpu: '1000m' - memory: '3000Mi' - - # enable if running with CUDA support - # nvidia.com/gpu: 1 - limits: - cpu: '1000m' - memory: '5000Mi' - - # enable if running with CUDA support - # nvidia.com/gpu: 1 - - # security Context for the Transformers Pods. The configurations are the same as setting them - # as described here: https://kubernetes.io/docs/tasks/configure-pod-container/security-context/ - # applies to passageQueryService below - securityContext: {} - - # It is possible to add a ServiceAccount to this module's Pods, it can be - # used in cases where the module is in a private registry and you want to - # give access to the registry only to this pod. - # NOTE: if not set the root `serviceAccountName` config will be used. - serviceAccountName: - - # You can guide where the pods are scheduled on a per-module basis, - # as well as for Weaviate overall. Each module accepts nodeSelector, - # tolerations, and affinity configuration. If it is set on a per- - # module basis, this configuration overrides the global config. - nodeSelector: - tolerations: - affinity: - - passageQueryServices: - passage: - enabled: false - # You can set directly an inference URL of this module without deploying it with this release. - # You can do so by setting a value for the `inferenceUrl` here AND by setting the `enable` to `false` - inferenceUrl: {} - - # The configuration below is ignored if enabled==false - tag: facebook-dpr-ctx_encoder-single-nq-base - repo: semitechnologies/transformers-inference - registry: cr.weaviate.io - imagePullPolicy: IfNotPresent - imagePullSecrets: [] - priorityClassName: "" - replicas: 1 - strategy: - type: RollingUpdate - fullnameOverride: transformers-inference-passage - livenessProbe: - initialDelaySeconds: 120 - periodSeconds: 3 - timeoutSeconds: 3 - readinessProbe: - initialDelaySeconds: 120 - periodSeconds: 3 - envconfig: - # enable for CUDA support. Your K8s cluster needs to be configured - # accordingly and you need to explicitly set GPU requests & limits below - enable_cuda: false - - # only used when CUDA is enabled - nvidia_visible_devices: all - nvidia_driver_capabilities: compute,utility - - # only used when CUDA is enabled - ld_library_path: /usr/local/nvidia/lib64 - - resources: - requests: - cpu: '1000m' - memory: '3000Mi' - - # enable if running with CUDA support - # nvidia.com/gpu: 1 - limits: - cpu: '1000m' - memory: '5000Mi' - - # enable if running with CUDA support - # nvidia.com/gpu: 1 - - # security Context for the Transformers Pods. The configurations are the same as setting them - # as described here: https://kubernetes.io/docs/tasks/configure-pod-container/security-context/ - # applies to passageQueryService below - securityContext: {} - - # It is possible to add a ServiceAccount to this module's Pods, it can be - # used in cases where the module is in a private registry and you want to - # give access to the registry only to this pod. - # NOTE: if not set the root `serviceAccountName` config will be used. - serviceAccountName: - - # You can guide where the pods are scheduled on a per-module basis, - # as well as for Weaviate overall. Each module accepts nodeSelector, - # tolerations, and affinity configuration. If it is set on a per- - # module basis, this configuration overrides the global config. - - nodeSelector: - tolerations: - affinity: - - query: - enabled: false - # You can set directly an inference URL of this module without deploying it with this release. - # You can do so by setting a value for the `inferenceUrl` here AND by setting the `enable` to `false` - inferenceUrl: {} - - # The configuration below is ignored if enabled==false - tag: facebook-dpr-question_encoder-single-nq-base - repo: semitechnologies/transformers-inference - registry: cr.weaviate.io - imagePullPolicy: IfNotPresent - imagePullSecrets: [] - priorityClassName: "" - replicas: 1 - strategy: - type: RollingUpdate - fullnameOverride: transformers-inference-query - livenessProbe: - initialDelaySeconds: 120 - periodSeconds: 3 - timeoutSeconds: 3 - readinessProbe: - initialDelaySeconds: 120 - periodSeconds: 3 - envconfig: - # enable for CUDA support. Your K8s cluster needs to be configured - # accordingly and you need to explicitly set GPU requests & limits below - enable_cuda: false - - # only used when CUDA is enabled - nvidia_visible_devices: all - nvidia_driver_capabilities: compute,utility - - # only used when CUDA is enabled - ld_library_path: /usr/local/nvidia/lib64 - - resources: - requests: - cpu: '1000m' - memory: '3000Mi' - - # enable if running with CUDA support - # nvidia.com/gpu: 1 - - limits: - cpu: '1000m' - memory: '5000Mi' - - # enable if running with CUDA support - # nvidia.com/gpu: 1 - - # security Context for the Transformers Pods. The configurations are the same as setting them - # as described here: https://kubernetes.io/docs/tasks/configure-pod-container/security-context/ - # applies to passageQueryService below - securityContext: {} - - # It is possible to add a ServiceAccount to this module's Pods, it can be - # used in cases where the module is in a private registry and you want to - # give access to the registry only to this pod. - # NOTE: if not set the root `serviceAccountName` config will be used. - serviceAccountName: - - # You can guide where the pods are scheduled on a per-module basis, - # as well as for Weaviate overall. Each module accepts nodeSelector, - # tolerations, and affinity configuration. If it is set on a per- - # module basis, this configuration overrides the global config. - - nodeSelector: - tolerations: - affinity: - - # The text2vec-gpt4all is a vectorizer module that allows to run ML models from - # nomic-ai/gpt4all: https://docs.gpt4all.io/gpt4all_python_embedding.html - # These models run only on CPU only and on x86_64 arch - # The ML model is containerized in a Weaviate compatible way. - # If you want to run a different model that published ones you can follow the - # tutorial from here on how to create such a container: https://github.com/weaviate/t2v-gpt4all-models - text2vec-gpt4all: - - # Enable deployment of this module - enabled: false - - # You can set directly an inference URL of this module without deploying it with this release. - # You can do so by setting a value for the `inferenceUrl` here AND by setting the `enable` to `false` - inferenceUrl: {} - - # The configuration below is ignored if enabled==false - tag: all-MiniLM-L6-v2 - repo: semitechnologies/gpt4all-inference - registry: cr.weaviate.io - replicas: 1 - strategy: - type: RollingUpdate - imagePullPolicy: IfNotPresent - imagePullSecrets: [] - priorityClassName: "" - fullnameOverride: gpt4all-inference - livenessProbe: - initialDelaySeconds: 120 - periodSeconds: 3 - timeoutSeconds: 3 - readinessProbe: - initialDelaySeconds: 120 - periodSeconds: 3 - - resources: - requests: - cpu: '1000m' - memory: '3000Mi' - - limits: - cpu: '1000m' - memory: '5000Mi' - - # security Context for the Contextionary Pods. The configurations are the same as setting them - # as described here: https://kubernetes.io/docs/tasks/configure-pod-container/security-context/ - securityContext: {} - - # It is possible to add a ServiceAccount to this module's Pods, it can be - # used in cases where the module is in a private registry and you want to - # give access to the registry only to this pod. - # NOTE: if not set the root `serviceAccountName` config will be used. - serviceAccountName: - - # You can guide where the pods are scheduled on a per-module basis, - # as well as for Weaviate overall. Each module accepts nodeSelector, - # tolerations, and affinity configuration. If it is set on a per- - # module basis, this configuration overrides the global config. - - nodeSelector: - tolerations: - affinity: - - # The text2vec-openai module uses OpenAI Embeddings API - # to dynamically compute vector embeddings based on the - # sentence's context. - # More information about OpenAI Embeddings API can be found here: - # https://beta.openai.com/docs/guides/embeddings/what-are-embeddings - text2vec-openai: - - # enable if you want to use OpenAI module - enabled: false - - # Set your OpenAI API Key to be passed to Weaviate pod as - # an environment variable. You can set either the OpenAI's Service API key - # OR the Azure OpenAI's Service Key. Note that you cannot set both of the at the same time. - apiKey: '' - azureApiKey: '' - - # The text2vec-huggingface module uses HuggingFace API - # to dynamically compute vector embeddings based on the - # sentence's context. - # More information about HuggingFace API can be found here: - # https://huggingface.co/docs/api-inference/detailed_parameters#feature-extraction-task - text2vec-huggingface: - - # enable if you want to use HuggingFace module - enabled: false - - # Set your HuggingFace API Key to be passed to Weaviate pod as - # an environment variable - apiKey: '' - - # The text2vec-cohere module uses Cohere API - # to dynamically compute vector embeddings based on the - # sentence's context. - # More information about Cohere API can be found here: https://docs.cohere.ai/ - text2vec-cohere: - - # enable if you want to use Cohere module - enabled: false - - # Set your Cohere API Key to be passed to Weaviate pod as - # an environment variable - apiKey: '' - - # The text2vec-palm module uses Google PaLM Embeddings API - # to dynamically compute vector embeddings based on the - # sentence's context. - # More information about Google PaLM Embeddings API can be found here: - # https://developers.generativeai.google/ - text2vec-palm: - - # enable if you want to use Google PaLM module - enabled: false - - # Set your Google PaLM API Key to be passed to Weaviate pod as - # an environment variable - apiKey: '' - - # The text2vec-jinaai module uses JinaAI Embeddings API - # to dynamically compute vector embeddings based on the - # sentence's context. - # More information about JinaAI Embeddings API can be found here: - # https://jina.ai/embeddings - text2vec-jinaai: - - # enable if you want to use JinaAI module - enabled: false - - # Set your JinaAI API Key to be passed to Weaviate pod as - # an environment variable - apiKey: '' - - # The ref2vec-centroid module - ref2vec-centroid: - - # enable if you want to use Centroid module - enabled: false - - # The text2vec-aws module uses AWS Bedrock service - # to dynamically compute vector embeddings based on the - # sentence's context. - # More information about AWS Bedrock service can be found here: https://docs.aws.amazon.com/bedrock/ - text2vec-aws: - - # enable if you want to use AWS module - enabled: false - - # For Weaviate to be able to use AWS Bedrock service it needs a user credentials to authenticate to AWS. - # The User must have permissions to use AWS Bedrock service AI. - # You can pass the User credentials (access-key id and access-secret-key) in 2 ways: - # 1. by setting the AWS_ACCESS_KEY_ID and AWS_SECRET_ACCESS_KEY plain values in the `secrets` section below - # this chart will create a kubernetes secret for you with these key-values pairs - # 2. create Kubernetes secret/s with AWS_ACCESS_KEY_ID and AWS_SECRET_ACCESS_KEY keys and their respective values - # Set the Key and the secret where it is set in `envSecrets` section below - secrets: {} - # AWS_ACCESS_KEY_ID: access-key-id (plain text) - # AWS_SECRET_ACCESS_KEY: secret-access-key (plain text) - - # If one has already defined secrets with AWS credentials one can pass them using - # this setting: - envSecrets: {} - # AWS_ACCESS_KEY_ID: name-of-the-k8s-secret-containing-the-key-id - # AWS_SECRET_ACCESS_KEY: name-of-the-k8s-secret-containing-the-key - - # The text2vec-voyageai module uses VoaygeAI Embeddings API - # to dynamically compute vector embeddings based on the - # sentence's context. - # More information about VoaygeAI Embeddings API can be found here: - # https://www.voyageai.com/ - text2vec-voyageai: - - # enable if you want to use VoaygeAI module - enabled: false - - # Set your VoaygeAI API Key to be passed to Weaviate pod as - # an environment variable - apiKey: '' - - # The text2vec-ollama module uses Ollama Embeddings API - # to dynamically compute vector embeddings based on the - # sentence's context. - # More information about Ollama Embeddings API can be found here: - # https://github.com/ollama/ollama/blob/main/docs/api.md#generate-embeddings - # Please note that you have to deploy Ollama container by yourself - # and then properly point the Ollama endpoint using module settings. - # More about this configuration can be found here: - # https://weaviate.io/developers/weaviate/modules/retriever-vectorizer-modules/text2vec-ollama#ollama-endpoint - text2vec-ollama: - - # enable if you want to use Ollama module - enabled: false - - # The text2vec-octoai module uses OctoAI Embeddings API - # to dynamically compute vector embeddings based on the - # sentence's context. - # More information about OctoAI Embeddings API can be found here: - # https://octo.ai/docs/text-gen-solution/getting-started - text2vec-octoai: - - # enable if you want to use OctoAI module - enabled: false - - # Set your OctoAI API Key to be passed to Weaviate pod as - # an environment variable - apiKey: '' - - # The multi2vec-clip modules uses CLIP transformers to vectorize both images - # and text in the same vector space. It is typically slow(er) on CPUs and should - # run with CUDA-enabled GPUs for optimal performance. - multi2vec-clip: - - # Enable deployment of this module - enabled: false - - # You can set directly an inference URL of this module without deploying it with this release. - # You can do so by setting a value for the `inferenceUrl` here AND by setting the `enable` to `false` - inferenceUrl: {} - - # The configuration below is ignored if enabled==false - - # replace with model of choice, see - # https://weaviate.io/developers/weaviate/modules/retriever-vectorizer-modules/multi2vec-clip - # for all supported models or build your own container. - tag: sentence-transformers-clip-ViT-B-32-multilingual-v1 - repo: semitechnologies/multi2vec-clip - registry: cr.weaviate.io - replicas: 1 - strategy: - type: RollingUpdate - imagePullPolicy: IfNotPresent - imagePullSecrets: [] - priorityClassName: "" - fullnameOverride: clip-inference - livenessProbe: - initialDelaySeconds: 120 - periodSeconds: 3 - timeoutSeconds: 3 - readinessProbe: - initialDelaySeconds: 120 - periodSeconds: 3 - envconfig: - # enable for CUDA support. Your K8s cluster needs to be configured - # accordingly and you need to explicitly set GPU requests & limits below - enable_cuda: false - - # only used when CUDA is enabled - nvidia_visible_devices: all - nvidia_driver_capabilities: compute,utility - - # only used when CUDA is enabled - ld_library_path: /usr/local/nvidia/lib64 - - resources: - requests: - cpu: '1000m' - memory: '3000Mi' - - # enable if running with CUDA support - # nvidia.com/gpu: 1 - limits: - cpu: '1000m' - memory: '5000Mi' - - # enable if running with CUDA support - # nvidia.com/gpu: 1 - - # security Context for the Contextionary Pods. The configurations are the same as setting them - # as described here: https://kubernetes.io/docs/tasks/configure-pod-container/security-context/ - securityContext: {} - - # It is possible to add a ServiceAccount to this module's Pods, it can be - # used in cases where the module is in a private registry and you want to - # give access to the registry only to this pod. - # NOTE: if not set the root `serviceAccountName` config will be used. - serviceAccountName: - - annotations: - nodeSelector: - tolerations: - - # The multi2vec-bind is a multi modal inference container it uses Meta's open - # source ImageBind implementation as base for this module: - # https://github.com/facebookresearch/ImageBind - # It is possible to create your own version of this module by following the instructions here: - # https://github.com/weaviate/multi2vec-bind-inference - multi2vec-bind: - - # Enable deployment of this module - enabled: false - - # You can set directly an inference URL of this module without deploying it with this release. - # You can do so by setting a value for the `inferenceUrl` here AND by setting the `enable` to `false` - inferenceUrl: {} - - # The configuration below is ignored if enabled==false - tag: imagebind - repo: semitechnologies/multi2vec-bind - registry: cr.weaviate.io - replicas: 1 - strategy: - type: RollingUpdate - imagePullPolicy: IfNotPresent - imagePullSecrets: [] - priorityClassName: "" - fullnameOverride: bind-inference - livenessProbe: - initialDelaySeconds: 120 - periodSeconds: 3 - timeoutSeconds: 3 - readinessProbe: - initialDelaySeconds: 120 - periodSeconds: 3 - envconfig: - # enable for CUDA support. Your K8s cluster needs to be configured - # accordingly and you need to explicitly set GPU requests & limits below - enable_cuda: false - - # only used when CUDA is enabled - nvidia_visible_devices: all - nvidia_driver_capabilities: compute,utility - - # only used when CUDA is enabled - ld_library_path: /usr/local/nvidia/lib64 - - resources: - requests: - cpu: '1000m' - memory: '7000Mi' - - # enable if running with CUDA support - # nvidia.com/gpu: 1 - limits: - cpu: '1000m' - memory: '7000Mi' - - # enable if running with CUDA support - # nvidia.com/gpu: 1 - - # security Context for the Contextionary Pods. The configurations are the same as setting them - # as described here: https://kubernetes.io/docs/tasks/configure-pod-container/security-context/ - securityContext: {} - - # It is possible to add a ServiceAccount to this module's Pods, it can be - # used in cases where the module is in a private registry and you want to - # give access to the registry only to this pod. - # NOTE: if not set the root `serviceAccountName` config will be used. - serviceAccountName: - - annotations: - nodeSelector: - tolerations: - - # The multi2vec-palm module uses Google PaLM Embeddings API - # to dynamically compute vector embeddings. - # More information about Google PaLM Embeddings API can be found here: - # https://cloud.google.com/vertex-ai/generative-ai/docs/embeddings/get-multimodal-embeddings - multi2vec-palm: - - # enable if you want to use Google Multimodal PaLM module - enabled: false - - # Set your Google PaLM API Key to be passed to Weaviate pod as - # an environment variable - apiKey: '' - - # The qna-transformers module uses neural networks, such as BERT, - # DistilBERT, to find an answer in text to a given question - qna-transformers: - - # Enable deployment of this module - enabled: false - - # You can set directly an inference URL of this module without deploying it with this release. - # You can do so by setting a value for the `inferenceUrl` here AND by setting the `enable` to `false` - inferenceUrl: {} - - # The configuration below is ignored if enabled==false - tag: bert-large-uncased-whole-word-masking-finetuned-squad - repo: semitechnologies/qna-transformers - registry: cr.weaviate.io - replicas: 1 - strategy: - type: RollingUpdate - imagePullPolicy: IfNotPresent - imagePullSecrets: [] - priorityClassName: "" - fullnameOverride: qna-transformers - livenessProbe: - initialDelaySeconds: 120 - periodSeconds: 3 - timeoutSeconds: 3 - readinessProbe: - initialDelaySeconds: 120 - periodSeconds: 3 - envconfig: - # enable for CUDA support. Your K8s cluster needs to be configured - # accordingly and you need to explicitly set GPU requests & limits below - enable_cuda: false - - # only used when CUDA is enabled - nvidia_visible_devices: all - nvidia_driver_capabilities: compute,utility - - # only used when CUDA is enabled - ld_library_path: /usr/local/nvidia/lib64 - - resources: - requests: - cpu: '1000m' - memory: '3000Mi' - - # enable if running with CUDA support - # nvidia.com/gpu: 1 - limits: - cpu: '1000m' - memory: '5000Mi' - - # enable if running with CUDA support - # nvidia.com/gpu: 1 - - # security Context for the Contextionary Pods. The configurations are the same as setting them - # as described here: https://kubernetes.io/docs/tasks/configure-pod-container/security-context/ - securityContext: {} - - # It is possible to add a ServiceAccount to this module's Pods, it can be - # used in cases where the module is in a private registry and you want to - # give access to the registry only to this pod. - # NOTE: if not set the root `serviceAccountName` config will be used. - serviceAccountName: - - # You can guide where the pods are scheduled on a per-module basis, - # as well as for Weaviate overall. Each module accepts nodeSelector, - # tolerations, and affinity configuration. If it is set on a per- - # module basis, this configuration overrides the global config. - - nodeSelector: - tolerations: - affinity: - - # The qna-openai module uses OpenAI Completions API - # to dynamically answer given questions. - # More information about OpenAI Completions API can be found here: - # https://beta.openai.com/docs/api-reference/completions - qna-openai: - - # enable if you want to use OpenAI module - enabled: false - - # Set your OpenAI API Key to be passed to Weaviate pod as - # an environment variable. You can set either the OpenAI's Service API key - # OR the Azure OpenAI's Service Key. Note that you cannot set both of the at the same time. - apiKey: '' - azureApiKey: '' - - # The generative-openai module uses OpenAI Completions API - # along with text-davinci-003 model to behave as ChatGPT. - # More information about OpenAI Completions API can be found here: - # https://beta.openai.com/docs/api-reference/completions - generative-openai: - - # enable if you want to use OpenAI module - enabled: false - - # Set your OpenAI API Key to be passed to Weaviate pod as - # an environment variable. You can set either the OpenAI's Service API key - # OR the Azure OpenAI's Service Key. Note that you cannot set both of the at the same time. - apiKey: '' - azureApiKey: '' - - # The generative-cohere module uses Cohere Generate API - # More information about Cohere's Generate API can be found here: - # https://docs.cohere.com/reference/generate - generative-cohere: - - # enable if you want to use Cohere generative module - enabled: false - - # Set your Cohere API Key to be passed to Weaviate pod as - # an environment variable - apiKey: '' - - # The generative-palm module uses Google PaLM API. - # More information about Google PaLM API can be found here: - # https://developers.generativeai.google/ - generative-palm: - - # enable if you want to use Google PaLM module - enabled: false - - # Set your Google PaLM API Key to be passed to Weaviate pod as - # an environment variable - apiKey: '' - - # The generative-aws module uses AWS Bedrock service. - # More information about AWS Bedrock service can be found here: - # https://docs.aws.amazon.com/bedrock/ - generative-aws: - - # enable if you want to use AWS module - enabled: false - - # For Weaviate to be able to use AWS Bedrock service it needs a user credentials to authenticate to AWS. - # The User must have permissions to use AWS Bedrock service AI. - # You can pass the User credentials (access-key id and access-secret-key) in 2 ways: - # 1. by setting the AWS_ACCESS_KEY_ID and AWS_SECRET_ACCESS_KEY plain values in the `secrets` section below - # this chart will create a kubernetes secret for you with these key-values pairs - # 2. create Kubernetes secret/s with AWS_ACCESS_KEY_ID and AWS_SECRET_ACCESS_KEY keys and their respective values - # Set the Key and the secret where it is set in `envSecrets` section below - secrets: {} - # AWS_ACCESS_KEY_ID: access-key-id (plain text) - # AWS_SECRET_ACCESS_KEY: secret-access-key (plain text) - - # If one has already defined secrets with AWS credentials one can pass them using - # this setting: - envSecrets: {} - # AWS_ACCESS_KEY_ID: name-of-the-k8s-secret-containing-the-key-id - # AWS_SECRET_ACCESS_KEY: name-of-the-k8s-secret-containing-the-key - - # The generative-anyscale module uses Anyscale API - # More information about Anyscale API can be found here: - # https://docs.anyscale.com/endpoints/overview - generative-anyscale: - - # enable if you want to use Anyscale module - enabled: false - - # Set your Anyscale API Key to be passed to Weaviate pod as - # an environment variable. - apiKey: '' - - # The generative-mistral module uses MISTRAL AI Generative API - # More information about MISTRAL AI's Generative API can be found here: - # https://docs.mistral.ai/ - generative-mistral: - - # enable if you want to use MISTRAL AI generative module - enabled: false - - # Set your MISTRAL API Key to be passed to Weaviate pod as - # an environment variable - apiKey: '' - - # The generative-ollama module uses Ollama Generate API - # More information about Ollama's Generate API can be found here: - # https://github.com/ollama/ollama/blob/main/docs/api.md#generate-a-completion - # Please note that you have to deploy Ollama container by yourself - # and then properly point the Ollama endpoint using module settings. - # More about this configuration can be found here: - # https://weaviate.io/developers/weaviate/modules/reader-generator-modules/generative-ollama#ollama-endpoint - generative-ollama: - - # enable if you want to use Ollama module - enabled: false - - # The generative-octoai module uses OctoAI API. - # More information about OctoAI API can be found here: - # https://octo.ai/docs/text-gen-solution/getting-started - generative-octoai: - - # enable if you want to use OctoAI module - enabled: false - - # Set your OctoAI API Key to be passed to Weaviate pod as - # an environment variable - apiKey: '' - - # The img2vec-neural module uses neural networks, to generate - # a vector representation of the image - img2vec-neural: - - # Enable deployment of this module - enabled: false - - # You can set directly an inference URL of this module without deploying it with this release. - # You can do so by setting a value for the `inferenceUrl` here AND by setting the `enable` to `false` - inferenceUrl: {} - - tag: resnet50 - repo: semitechnologies/img2vec-pytorch - registry: cr.weaviate.io - replicas: 1 - strategy: - type: RollingUpdate - imagePullPolicy: IfNotPresent - imagePullSecrets: [] - priorityClassName: "" - fullnameOverride: img2vec-neural - livenessProbe: - initialDelaySeconds: 120 - periodSeconds: 3 - timeoutSeconds: 3 - readinessProbe: - initialDelaySeconds: 120 - periodSeconds: 3 - envconfig: - # enable for CUDA support. Your K8s cluster needs to be configured - # accordingly and you need to explicitly set GPU requests & limits below - enable_cuda: false - - # only used when CUDA is enabled - nvidia_visible_devices: all - nvidia_driver_capabilities: compute,utility - - # only used when CUDA is enabled - ld_library_path: /usr/local/nvidia/lib64 - - resources: - requests: - cpu: '1000m' - memory: '3000Mi' - - # enable if running with CUDA support - # nvidia.com/gpu: 1 - limits: - cpu: '1000m' - memory: '5000Mi' - - # enable if running with CUDA support - # nvidia.com/gpu: 1 - - # security Context for the Contextionary Pods. The configurations are the same as setting them - # as described here: https://kubernetes.io/docs/tasks/configure-pod-container/security-context/ - securityContext: {} - - # It is possible to add a ServiceAccount to this module's Pods, it can be - # used in cases where the module is in a private registry and you want to - # give access to the registry only to this pod. - # NOTE: if not set the root `serviceAccountName` config will be used. - serviceAccountName: - - # You can guide where the pods are scheduled on a per-module basis, - # as well as for Weaviate overall. Each module accepts nodeSelector, - # tolerations, and affinity configuration. If it is set on a per- - # module basis, this configuration overrides the global config. - - nodeSelector: - tolerations: - affinity: - - # The reranker-cohere module uses Cohere API - # to dynamically compute a score for the relevance - # of the query with each of the initial search results. - # More information about Cohere API can be found here: https://docs.cohere.com/docs/rerank-guide - reranker-cohere: - - # enable if you want to use Cohere rerank module - enabled: false - - # Set your Cohere API Key to be passed to Weaviate pod as - # an environment variable - apiKey: '' - - # The reranker-voyageai module uses VoaygeAI API - # to dynamically compute a score for the relevance - # of the query with each of the initial search results. - # More information about Cohere API can be found here: https://www.voyageai.com/ - reranker-voyageai: - - # enable if you want to use VoaygeAI module - enabled: false - - # Set your VoaygeAI API Key to be passed to Weaviate pod as - # an environment variable - apiKey: '' - - # The reranker-transformers module uses Cross-Encoders for - # sentence pair scoring and sentence pair classification tasks. - # More information about Cross-Encoders can be found here: - # https://www.sbert.net/examples/applications/cross-encoder/README.html - reranker-transformers: - - # Enable deployment of this module - enabled: false - - # You can set directly an inference URL of this module without deploying it with this release. - # You can do so by setting a value for the `inferenceUrl` here AND by setting the `enable` to `false` - inferenceUrl: {} - - # The configuration below is ignored if enabled==false - tag: cross-encoder-ms-marco-MiniLM-L-6-v2 - repo: semitechnologies/reranker-transformers - registry: cr.weaviate.io - replicas: 1 - strategy: - type: RollingUpdate - imagePullPolicy: IfNotPresent - imagePullSecrets: [] - priorityClassName: "" - fullnameOverride: reranker-transformers - livenessProbe: - initialDelaySeconds: 120 - periodSeconds: 3 - timeoutSeconds: 3 - readinessProbe: - initialDelaySeconds: 120 - periodSeconds: 3 - envconfig: - # enable for CUDA support. Your K8s cluster needs to be configured - # accordingly and you need to explicitly set GPU requests & limits below - enable_cuda: false - - # only used when CUDA is enabled - nvidia_visible_devices: all - nvidia_driver_capabilities: compute,utility - - # only used when CUDA is enabled - ld_library_path: /usr/local/nvidia/lib64 - - resources: - requests: - cpu: '1000m' - memory: '3000Mi' - - # enable if running with CUDA support - # nvidia.com/gpu: 1 - limits: - cpu: '1000m' - memory: '5000Mi' - - # enable if running with CUDA support - # nvidia.com/gpu: 1 - - # security Context for the Contextionary Pods. The configurations are the same as setting them - # as described here: https://kubernetes.io/docs/tasks/configure-pod-container/security-context/ - securityContext: {} - - # It is possible to add a ServiceAccount to this module's Pods, it can be - # used in cases where the module is in a private registry and you want to - # give access to the registry only to this pod. - # NOTE: if not set the root `serviceAccountName` config will be used. - serviceAccountName: - - # You can guide where the pods are scheduled on a per-module basis, - # as well as for Weaviate overall. Each module accepts nodeSelector, - # tolerations, and affinity configuration. If it is set on a per- - # module basis, this configuration overrides the global config. - - nodeSelector: - tolerations: - affinity: - - # The text-spellcheck module uses spellchecker library to check - # misspellings in a given text - text-spellcheck: - - # Enable deployment of this module - enabled: false - - # You can set directly an inference URL of this module without deploying it with this release. - # You can do so by setting a value for the `inferenceUrl` here AND by setting the `enable` to `false` - inferenceUrl: {} - - # The configuration below is ignored if enabled==false - tag: pyspellchecker-en - repo: semitechnologies/text-spellcheck-model - registry: cr.weaviate.io - replicas: 1 - strategy: - type: RollingUpdate - imagePullPolicy: IfNotPresent - imagePullSecrets: [] - priorityClassName: "" - fullnameOverride: text-spellcheck - livenessProbe: - initialDelaySeconds: 120 - periodSeconds: 3 - timeoutSeconds: 3 - readinessProbe: - initialDelaySeconds: 120 - periodSeconds: 3 - - resources: - requests: - cpu: '400m' - memory: '400Mi' - limits: - cpu: '500m' - memory: '500Mi' - - # security Context for the Contextionary Pods. The configurations are the same as setting them - # as described here: https://kubernetes.io/docs/tasks/configure-pod-container/security-context/ - securityContext: {} - - # It is possible to add a ServiceAccount to this module's Pods, it can be - # used in cases where the module is in a private registry and you want to - # give access to the registry only to this pod. - # NOTE: if not set the root `serviceAccountName` config will be used. - serviceAccountName: - - # You can guide where the pods are scheduled on a per-module basis, - # as well as for Weaviate overall. Each module accepts nodeSelector, - # tolerations, and affinity configuration. If it is set on a per- - # module basis, this configuration overrides the global config. - - nodeSelector: - tolerations: - affinity: - - # The ner-transformers module uses spellchecker library to check - # misspellings in a given text - ner-transformers: - - # Enable deployment of this module - enabled: false - - # You can set directly an inference URL of this module without deploying it with this release. - # You can do so by setting a value for the `inferenceUrl` here AND by setting the `enable` to `false` - inferenceUrl: {} - - # The configuration below is ignored if enabled==false - tag: dbmdz-bert-large-cased-finetuned-conll03-english - repo: semitechnologies/ner-transformers - registry: cr.weaviate.io - replicas: 1 - strategy: - type: RollingUpdate - imagePullPolicy: IfNotPresent - imagePullSecrets: [] - priorityClassName: "" - fullnameOverride: ner-transformers - livenessProbe: - initialDelaySeconds: 120 - periodSeconds: 3 - timeoutSeconds: 3 - readinessProbe: - initialDelaySeconds: 120 - periodSeconds: 3 - envconfig: - # enable for CUDA support. Your K8s cluster needs to be configured - # accordingly and you need to explicitly set GPU requests & limits below - enable_cuda: false - - # only used when CUDA is enabled - nvidia_visible_devices: all - nvidia_driver_capabilities: compute,utility - - # only used when CUDA is enabled - ld_library_path: /usr/local/nvidia/lib64 - - resources: - requests: - cpu: '1000m' - memory: '3000Mi' - - # enable if running with CUDA support - # nvidia.com/gpu: 1 - limits: - cpu: '1000m' - memory: '5000Mi' - - # enable if running with CUDA support - # nvidia.com/gpu: 1 - - # security Context for the Contextionary Pods. The configurations are the same as setting them - # as described here: https://kubernetes.io/docs/tasks/configure-pod-container/security-context/ - securityContext: {} - - # It is possible to add a ServiceAccount to this module's Pods, it can be - # used in cases where the module is in a private registry and you want to - # give access to the registry only to this pod. - # NOTE: if not set the root `serviceAccountName` config will be used. - serviceAccountName: - - # You can guide where the pods are scheduled on a per-module basis, - # as well as for Weaviate overall. Each module accepts nodeSelector, - # tolerations, and affinity configuration. If it is set on a per- - # module basis, this configuration overrides the global config. - - nodeSelector: - tolerations: - affinity: - - # The sum-transformers module makes result texts summarizations - sum-transformers: - - # Enable deployment of this module - enabled: false - - # You can set directly an inference URL of this module without deploying it with this release. - # You can do so by setting a value for the `inferenceUrl` here AND by setting the `enable` to `false` - inferenceUrl: {} - - # The configuration below is ignored if enabled==false - tag: facebook-bart-large-cnn - repo: semitechnologies/sum-transformers - registry: cr.weaviate.io - replicas: 1 - strategy: - type: RollingUpdate - imagePullPolicy: IfNotPresent - imagePullSecrets: [] - priorityClassName: "" - fullnameOverride: sum-transformers - livenessProbe: - initialDelaySeconds: 120 - periodSeconds: 3 - timeoutSeconds: 3 - readinessProbe: - initialDelaySeconds: 120 - periodSeconds: 3 - envconfig: - # enable for CUDA support. Your K8s cluster needs to be configured - # accordingly and you need to explicitly set GPU requests & limits below - enable_cuda: false - - # only used when CUDA is enabled - nvidia_visible_devices: all - nvidia_driver_capabilities: compute,utility - - # only used when CUDA is enabled - ld_library_path: /usr/local/nvidia/lib64 - - resources: - requests: - cpu: '1000m' - memory: '3000Mi' - - # enable if running with CUDA support - # nvidia.com/gpu: 1 - limits: - cpu: '1000m' - memory: '5000Mi' - - # enable if running with CUDA support - # nvidia.com/gpu: 1 - - # security Context for the Contextionary Pods. The configurations are the same as setting them - # as described here: https://kubernetes.io/docs/tasks/configure-pod-container/security-context/ - securityContext: {} - - # It is possible to add a ServiceAccount to this module's Pods, it can be - # used in cases where the module is in a private registry and you want to - # give access to the registry only to this pod. - # NOTE: if not set the root `serviceAccountName` config will be used. - serviceAccountName: - - # You can guide where the pods are scheduled on a per-module basis, - # as well as for Weaviate overall. Each module accepts nodeSelector, - # tolerations, and affinity configuration. If it is set on a per- - # module basis, this configuration overrides the global config. - - nodeSelector: - tolerations: - affinity: - - # by choosing the default vectorizer module, you can tell Weaviate to always - # use this module as the vectorizer if nothing else is specified. Can be - # overwritten on a per-class basis. - # set to text2vec-transformers if running with transformers instead - default_vectorizer_module: none - -# It is also possible to configure authentication and authorization through a -# custom configmap The authorization and authentication values defined in -# values.yaml will be ignored when defining a custom config map. -custom_config_map: - enabled: false - name: 'custom-config' - # Pass any annotations to Weaviate pods annotations: From 6051f8bf6ae239941b64ad3713d3c7134c900ced Mon Sep 17 00:00:00 2001 From: BRV158 Date: Thu, 20 Jun 2024 18:45:21 +0300 Subject: [PATCH 03/24] comments cleared out --- .../01-basic-cluster/weaviate_cluster.yaml | 216 ------------------ 1 file changed, 216 deletions(-) diff --git a/databases/weaviate/manifests/01-basic-cluster/weaviate_cluster.yaml b/databases/weaviate/manifests/01-basic-cluster/weaviate_cluster.yaml index d0b81b5cd6..1a47591b1d 100644 --- a/databases/weaviate/manifests/01-basic-cluster/weaviate_cluster.yaml +++ b/databases/weaviate/manifests/01-basic-cluster/weaviate_cluster.yaml @@ -1,20 +1,9 @@ image: - # registry where weaviate image is stored registry: cr.weaviate.io - # Tag of weaviate image to deploy - # Note: We strongly recommend you overwrite this value in your own values.yaml. - # Otherwise a mere upgrade of the chart could lead to an unexpected upgrade - # of weaviate. In accordance with Infra-as-code, you should pin this value - # down and only change it if you explicitly want to upgrade the Weaviate - # version. tag: 1.25.0 repo: semitechnologies/weaviate - # Image pull policy: https://kubernetes.io/docs/concepts/containers/images/#image-pull-policy pullPolicy: IfNotPresent pullSecrets: [] - -# overwrite command and args if you want to run specific startup scripts, for -# example setting the nofile limit command: ["/bin/weaviate"] args: - '--host' @@ -27,23 +16,6 @@ args: - '/weaviate-config/conf.yaml' - --read-timeout=60s - --write-timeout=60s - -# below is an example that can be used to set an arbitrary nofile limit at -# startup: -# -# command: -# - "/bin/sh" -# args: -# - "-c" -# - "ulimit -n 65535 && /bin/weaviate --host 0.0.0.0 --port 8080 --scheme http --config-file /weaviate-config/conf.yaml" - - -# it is possible to change the sysctl's 'vm.max_map_count' using initContainer for Weaviate, -# the init Container runs before Weaviate Container and sets the value for the WHOLE node -# to the one provided below. -# it is possible to run additional initContainer before Weaviate is up and running. You can specify the -# containers as a list in `extraInitContainers`, exactly how they are defined in a kubernetes manifest: -# https://kubernetes.io/docs/concepts/workloads/pods/init-containers/ initContainers: sysctlInitContainer: enabled: true @@ -55,25 +27,10 @@ initContainers: pullPolicy: IfNotPresent extraInitContainers: {} - # - image: some-image - # name: some-name - -# Scale replicas of Weaviate. Note that as of v1.8.0 dynamic scaling is limited -# to cases where no data is imported yet. Scaling down after importing data may -# break usability. Full dynamic scalability will be added in a future release. replicas: 3 - -# Define how pods will be created. Possible values: OrderedReady | Parallel -# OrderedReady - pods will be created one after another -# Parallel - all pods will be created at once podManagementPolicy: Parallel updateStrategy: type: RollingUpdate - # This setting is only available in K8s v1.24 and higher. - # Setting maxUnavailable to 100% results in removing all of the pods - # and re-creating them in parallel all at once. - # rollingUpdate: - # maxUnavailable: 100% resources: requests: cpu: '500m' @@ -82,54 +39,22 @@ resources: cpu: '1000m' memory: '1Gi' -# security Context for the Weaviate Pods. The configurations are the same as setting them -# as described here: https://kubernetes.io/docs/tasks/configure-pod-container/security-context/ securityContext: {} - -# Security context for the Weaviate container. Override overlapping settings made at the Pod level. containerSecurityContext: {} - - -# Add a service account ot the Weaviate pods if you need Weaviate to have permissions to -# access kubernetes resources or cloud provider resources. For example for it to have -# access to a backup up bucket, or if you want to restrict Weaviate pod in any way. -# By default, use the default ServiceAccount serviceAccountName: - -# Kubernetes Cluster domain name, used for resolving intra-cluster requests, i.e -# between instances of weaviate. -# Note: The final '.' on the end of the hostname makes it a FQDN, and is required for -# DNS to resolve in all kubernetes environments. -# See https://github.com/weaviate/weaviate-helm/issues/175 for details. clusterDomain: cluster.local. - -# The Persistent Volume Claim settings for Weaviate. If there's a -# storage.fullnameOverride field set, then the default pvc will not be -# created, instead the one defined in fullnameOverride will be used storage: size: 32Gi storageClassName: "standard" - -# The service controls how weaviate is exposed to the outside world. If you -# don't want a public load balancer, you can also choose 'ClusterIP' to make -# weaviate only accessible within your cluster. service: name: weaviate ports: - name: http protocol: TCP port: 80 - # Target port is going to be the same for every port type: ClusterIP - # optionally set cluster IP if you want to set a static IP clusterIP: annotations: {} - -# The service controls how weaviate gRPC endpoint is exposed to the outside world. -# If you don't want a public load balancer, you can also choose 'ClusterIP' or `NodePort` -# to make weaviate gRPC port be only accessible within your cluster. -# This service is by default enabled but if you don't want it to be deployed in your -# environment then it can be disabled by setting enabled: false option. grpcService: enabled: true name: weaviate-grpc @@ -137,30 +62,16 @@ grpcService: - name: grpc protocol: TCP port: 50051 - # Target port is going to be the same for every port type: ClusterIP - - # optionally set cluster IP if you want to set a static IP clusterIP: annotations: {} -# The service monitor defines prometheus monitoring for a set of services -# https://github.com/prometheus-operator/prometheus-operator/blob/main/Documentation/api.md#monitoring.coreos.com/v1.ServiceMonitor serviceMonitor: enabled: false interval: 30s scrapeTimeout: 10s -# Adjust liveness, readiness and startup probes configuration -# below is an example that can be used to switch the probeType to exec command -# readinessProbe: # (Compatible with liveness, readiness and startup probe configurations) -# probeType: exec -# probe: -# exec: -# command: ["/bin/sh", "-c", "wget --spider --server-response --tries=1 --timeout=30 -o /dev/null localhost:8080/v1/.well-known/ready"] - startupProbe: - # For kubernetes versions prior to 1.18 startupProbe is not supported thus can be disabled. enabled: false probeType: httpGet probe: @@ -196,46 +107,9 @@ readinessProbe: failureThreshold: 3 successThreshold: 1 timeoutSeconds: 3 - - terminationGracePeriodSeconds: 600 -# Weaviate Config -# -# The following settings allow you to customize Weaviate to your needs, for -# example set authentication and authorization options. See weaviate docs -# (https://www.weaviate.io/developers/weaviate/) for all -# configuration. - - # This configuration allows to add API keys to Weaviate. This configuration allows only - # plain text API Keys, if you want to store the API Keys in a Kubernetes secret you can - # configure the same configuration with ENV Vars. Read the `env` section below on what - # needs to be configured. If using ENV Vars over this make sure to comment out the whole - # `apikey` section (as it is by default). ENV Vars has priority over this config. - # apikey: - # enabled: false - # # Any number of allowed API Keys as plain text - # allowed_keys: - # - readOnly-plainText-API-Key - # - admin-plainText-API-Key - # # You can either set a single user for all the listed Allowed API keys OR - # # one user per API Key, i.e. length(apikey.allowed_keys) == length(apikey.users) OR - # # length(apikey.users) == 1 - # # NOTE: Make sure the lister Users are added to the Authorization as well. - # users: - # - api-key-user-readOnly - # - api-key-user-admin authentication: -# apikey: -# enabled: true -# allowed_keys: -# - readonly-key -# - secr3tk3y -# users: -# - readonly@example.com -# - admin@example.com -# anonymous_access: -# enabled: false authorization: admin_list: enabled: true @@ -246,110 +120,24 @@ query_defaults: limit: 100 debug: false - -# Insert any custom environment variables or envSecrets by putting the exact name -# and desired value into the settings below. Any env name passed will be automatically -# set for the statefulSet. env: CLUSTER_GOSSIP_BIND_PORT: 7000 CLUSTER_DATA_BIND_PORT: 7001 - - # Set RAFT cluster expected number of voter nodes at bootstrap. - # By default helm automatically sets this value based on the cluster size. - # RAFT_BOOTSTRAP_EXPECT: 1 - - # Set RAFT cluster bootstrap timeout (in seconds), default is 90 (seconds) - # RAFT_BOOTSTRAP_TIMEOUT: 90 - - # Set manually RAFT voter nodes. - # RAFT_JOIN value is automatically generated by "raft_configuration" - # template, but if someone wants to set this value manually then it can be done - # by setting RAFT_JOIN environment variable, example: RAFT_JOIN: "weaviate-0,weaviate-1" - # Please notice that in this case RAFT_BOOTSTRAP_EXPECT setting needs to be also adjusted manually - # to match the number of RAFT voters, so if there are 2 nodes set using RAFT_JOIN variable - # then RAFT_BOOTSTRAP_EXPECT needs to be equal 2 also. - # RAFT_JOIN: "weaviate-0" - - # Set to true if voters nodes should handle only schema. With this setting enabled - # voter nodes will not accept any data, one needs to resize the cluster using replicas - # setting so that replicas > voters. - # RAFT_METADATA_ONLY_VOTERS: false - - # The aggressiveness of the Go Garbage Collector. 100 is the default value. GOGC: 100 - # Maximum results Weaviate can query with/without pagination - # NOTE: Affects performance, do NOT set to a very high value. - # The default is 100K QUERY_MAXIMUM_RESULTS: 100000 - - # whether to enable vector dimensions tracking metric TRACK_VECTOR_DIMENSIONS: false - - # whether to re-index/-compute the vector dimensions metric (needed if upgrading from weaviate < v1.16.0) REINDEX_VECTOR_DIMENSIONS_AT_STARTUP: false AUTHENTICATION_APIKEY_ENABLED: 'true' - # List one or more user identities, separated by commas. You can have only one User for all the keys or one user per key. - # The User/s can be a simple name or an email, no matter if it exists or not. - # NOTE: Make sure to add the users to the authorization above overwise they will not be allowed to interact with Weaviate. AUTHENTICATION_APIKEY_USERS: 'admin@example.com,readonly@user.com' envSecrets: - # create a Kubernetes secret with AUTHENTICATION_APIKEY_ALLOWED_KEYS key and its respective value ( name-of-the-k8s-secret-containing-the-comma-separated-api-keys) AUTHENTICATION_APIKEY_ALLOWED_KEYS: apikeys - -# Configure backup providers -backups: - # The backup-filesystem module enables creation of the DB backups in - # the local filesystem - filesystem: - enabled: false - envconfig: - # Configure folder where backups should be saved - BACKUP_FILESYSTEM_PATH: /tmp/backups - - gcs: - enabled: false - envconfig: - # Configure bucket where backups should be saved, this setting is mandatory - BACKUP_GCS_BUCKET: weaviate-backups - - # Optional setting. Defaults to empty string. - # Set this option if you want to save backups to a given location - # inside the bucket - # BACKUP_GCS_PATH: path/inside/bucket - - # You can pass environment Google settings here: - # Define the project - # GOOGLE_CLOUD_PROJECT: project-id - - # For Weaviate to be able to create bucket objects it needs a ServiceAccount credentials to authenticate to GCP. - # The ServiceAccount must have permissions to read/create/delete bucket objects. - # You can pass the ServiceAccount credentials (as JSON) in 2 ways: - # 1. by setting the GOOGLE_APPLICATION_CREDENTIALS json as plain text in the `secrets` section below - # this chart will create a kubernetes secret for you with this key-values pairs - # 2. create a Kubernetes secret with GOOGLE_APPLICATION_CREDENTIALS key and its respective value - # Set the Key and the secret where it is set in `envSecrets` section below - secrets: {} - # GOOGLE_APPLICATION_CREDENTIALS: credentials-json-string (plain text) - - # If one has already defined a secret with GOOGLE_APPLICATION_CREDENTIALS one can pass them using - # this setting: - envSecrets: {} - # GOOGLE_APPLICATION_CREDENTIALS: name-of-the-k8s-secret-containing-the-key - -# Pass any annotations to Weaviate pods annotations: - extraVolumeMounts: - extraVolumes: - nodeSelector: - tolerations: - hostAliases: - affinity: podAntiAffinity: preferredDuringSchedulingIgnoredDuringExecution: @@ -362,10 +150,6 @@ affinity: operator: In values: - weaviate - -## Optionally specify priorityClass name for the pod -## ref: https://kubernetes.io/docs/concepts/scheduling-eviction/pod-priority-preemption/#pod-priority -## priorityClassName: "" globalPriorityClassName: "" From db82520fd5b84a6e0f30feeaf723ddc983ac59b2 Mon Sep 17 00:00:00 2001 From: BRV158 Date: Fri, 21 Jun 2024 11:19:22 +0300 Subject: [PATCH 04/24] notebook added --- .../01-basic-cluster/weaviate_cluster.yaml | 3 +- .../manifests/02-notebook/dataset.csv | 174 +++++++++++++++ .../manifests/02-notebook/jupyter.yaml | 73 ++++++ .../02-notebook/vector-database.ipynb | 211 ++++++++++++++++++ 4 files changed, 459 insertions(+), 2 deletions(-) create mode 100644 databases/weaviate/manifests/02-notebook/dataset.csv create mode 100644 databases/weaviate/manifests/02-notebook/jupyter.yaml create mode 100644 databases/weaviate/manifests/02-notebook/vector-database.ipynb diff --git a/databases/weaviate/manifests/01-basic-cluster/weaviate_cluster.yaml b/databases/weaviate/manifests/01-basic-cluster/weaviate_cluster.yaml index 1a47591b1d..742126c264 100644 --- a/databases/weaviate/manifests/01-basic-cluster/weaviate_cluster.yaml +++ b/databases/weaviate/manifests/01-basic-cluster/weaviate_cluster.yaml @@ -115,7 +115,6 @@ authorization: enabled: true users: - admin@example.com - - readonly@user.com query_defaults: limit: 100 debug: false @@ -128,7 +127,7 @@ env: TRACK_VECTOR_DIMENSIONS: false REINDEX_VECTOR_DIMENSIONS_AT_STARTUP: false AUTHENTICATION_APIKEY_ENABLED: 'true' - AUTHENTICATION_APIKEY_USERS: 'admin@example.com,readonly@user.com' + AUTHENTICATION_APIKEY_USERS: 'admin@example.com' envSecrets: AUTHENTICATION_APIKEY_ALLOWED_KEYS: apikeys diff --git a/databases/weaviate/manifests/02-notebook/dataset.csv b/databases/weaviate/manifests/02-notebook/dataset.csv new file mode 100644 index 0000000000..20325889f3 --- /dev/null +++ b/databases/weaviate/manifests/02-notebook/dataset.csv @@ -0,0 +1,174 @@ +"title","author","description","publishDate" +"The Hunger Games","Suzanne Collins","WINNING MEANS FAME AND FORTUNE.LOSING MEANS CERTAIN DEATH.THE HUNGER GAMES HAVE BEGUN. . . .In the ruins of a place once known as North America lies the nation of Panem, a shining Capitol surrounded by twelve outlying districts. The Capitol is harsh and cruel and keeps the districts in line by forcing them all to send one boy and once girl between the ages of twelve and eighteen to participate in the annual Hunger Games, a fight to the death on live TV.Sixteen-year-old Katniss Everdeen regards it as a death sentence when she steps forward to take her sister's place in the Games. But Katniss has been close to dead before—and survival, for her, is second nature. Without really meaning to, she becomes a contender. But if she is to win, she will have to start making choices that weight survival against humanity and life against love.","09/14/08" +"Harry Potter and the Order of the Phoenix","J.K. Rowling, Mary GrandPré (Illustrator)","There is a door at the end of a silent corridor. And it’s haunting Harry Pottter’s dreams. Why else would he be waking in the middle of the night, screaming in terror?Harry has a lot on his mind for this, his fifth year at Hogwarts: a Defense Against the Dark Arts teacher with a personality like poisoned honey; a big surprise on the Gryffindor Quidditch team; and the looming terror of the Ordinary Wizarding Level exams. But all these things pale next to the growing threat of He-Who-Must-Not-Be-Named - a threat that neither the magical government nor the authorities at Hogwarts can stop.As the grasp of darkness tightens, Harry must discover the true depth and strength of his friends, the importance of boundless loyalty, and the shocking price of unbearable sacrifice.His fate depends on them all.","09/28/04" +"To Kill a Mockingbird","Harper Lee","The unforgettable novel of a childhood in a sleepy Southern town and the crisis of conscience that rocked it, To Kill A Mockingbird became both an instant bestseller and a critical success when it was first published in 1960. It went on to win the Pulitzer Prize in 1961 and was later made into an Academy Award-winning film, also a classic.Compassionate, dramatic, and deeply moving, To Kill A Mockingbird takes readers to the roots of human behavior - to innocence and experience, kindness and cruelty, love and hatred, humor and pathos. Now with over 18 million copies in print and translated into forty languages, this regional story by a young Alabama woman claims universal appeal. Harper Lee always considered her book to be a simple love story. Today it is regarded as a masterpiece of American literature.","05/23/06" +"Pride and Prejudice","Jane Austen, Anna Quindlen (Introduction)","Alternate cover edition of ISBN 9780679783268Since its immediate success in 1813, Pride and Prejudice has remained one of the most popular novels in the English language. Jane Austen called this brilliant work ""her own darling child"" and its vivacious heroine, Elizabeth Bennet, ""as delightful a creature as ever appeared in print."" The romantic clash between the opinionated Elizabeth and her proud beau, Mr. Darcy, is a splendid performance of civilized sparring. And Jane Austen's radiant wit sparkles as her characters dance a delicate quadrille of flirtation and intrigue, making this book the most superb comedy of manners of Regency England.","10/10/00" +"The Book Thief","Markus Zusak (Goodreads Author)","Librarian's note: An alternate cover edition can be found hereIt is 1939. Nazi Germany. The country is holding its breath. Death has never been busier, and will be busier still.By her brother's graveside, Liesel's life is changed when she picks up a single object, partially hidden in the snow. It is The Gravedigger's Handbook, left behind there by accident, and it is her first act of book thievery. So begins a love affair with books and words, as Liesel, with the help of her accordian-playing foster father, learns to read. Soon she is stealing books from Nazi book-burnings, the mayor's wife's library, wherever there are books to be found.But these are dangerous times. When Liesel's foster family hides a Jew in their basement, Liesel's world is both opened up, and closed down.In superbly crafted writing that burns with intensity, award-winning author Markus Zusak has given us one of the most enduring stories of our time.(Note: this title was not published as YA fiction)","03/14/06" +"Animal Farm","George Orwell, Russell Baker (Preface), C.M. Woodhouse (Introduction)","Librarian's note: There is an Alternate Cover Edition for this edition of this book here.A farm is taken over by its overworked, mistreated animals. With flaming idealism and stirring slogans, they set out to create a paradise of progress, justice, and equality. Thus the stage is set for one of the most telling satiric fables ever penned –a razor-edged fairy tale for grown-ups that records the evolution from revolution against tyranny to a totalitarianism just as terrible. When Animal Farm was first published, Stalinist Russia was seen as its target. Today it is devastatingly clear that wherever and whenever freedom is attacked, under whatever banner, the cutting clarity and savage comedy of George Orwell’s masterpiece have a meaning and message still ferociously fresh.","04/28/96" +"The Chronicles of Narnia","C.S. Lewis, Pauline Baynes (Illustrator)","Journeys to the end of the world, fantastic creatures, and epic battles between good and evil—what more could any reader ask for in one book? The book that has it all is The Lion, the Witch and the Wardrobe, written in 1949 by Clive Staples Lewis. But Lewis did not stop there. Six more books followed, and together they became known as The Chronicles of Narnia.For the past fifty years, The Chronicles of Narnia have transcended the fantasy genre to become part of the canon of classic literature. Each of the seven books is a masterpiece, drawing the reader into a land where magic meets reality, and the result is a fictional world whose scope has fascinated generations.This edition presents all seven books—unabridged—in one impressive volume. The books are presented here in chronlogical order, each chapter graced with an illustration by the original artist, Pauline Baynes. Deceptively simple and direct, The Chronicles of Narnia continue to captivate fans with adventures, characters, and truths that speak to readers of all ages, even fifty years after they were first published.","09/16/02" +"J.R.R. Tolkien 4-Book Boxed Set: The Hobbit and The Lord of the Rings","J.R.R. Tolkien","This four-volume, boxed set contains J.R.R. Tolkien's epic masterworks The Hobbit and the three volumes of The Lord of the Rings (The Fellowship of the Ring, The Two Towers, and The Return of the King).In The Hobbit, Bilbo Baggins is whisked away from his comfortable, unambitious life in Hobbiton by the wizard Gandalf and a company of dwarves. He finds himself caught up in a plot to raid the treasure hoard of Smaug the Magnificent, a large and very dangerous dragon.The Lord of the Rings tells of the great quest undertaken by Frodo Baggins and the Fellowship of the Ring: Gandalf the wizard; the hobbits Merry, Pippin, and Sam; Gimli the dwarf; Legolas the elf; Boromir of Gondor; and a tall, mysterious stranger called Strider. J.R.R. Tolkien's three volume masterpiece is at once a classic myth and a modern fairy tale—a story of high and heroic adventure set in the unforgettable landscape of Middle-earth","09/25/12" +"Gone with the Wind","Margaret Mitchell","Scarlett O'Hara, the beautiful, spoiled daughter of a well-to-do Georgia plantation owner, must use every means at her disposal to claw her way out of the poverty she finds herself in after Sherman's March to the Sea.","04/01/99" +"The Fault in Our Stars","John Green (Goodreads Author)","Despite the tumor-shrinking medical miracle that has bought her a few years, Hazel has never been anything but terminal, her final chapter inscribed upon diagnosis. But when a gorgeous plot twist named Augustus Waters suddenly appears at Cancer Kid Support Group, Hazel's story is about to be completely rewritten.Insightful, bold, irreverent, and raw, The Fault in Our Stars is award-winning author John Green's most ambitious and heartbreaking work yet, brilliantly exploring the funny, thrilling, and tragic business of being alive and in love.","01/10/12" +"The Hitchhiker's Guide to the Galaxy","Douglas Adams","Seconds before the Earth is demolished to make way for a galactic freeway, Arthur Dent is plucked off the planet by his friend Ford Prefect, a researcher for the revised edition of The Hitchhiker's Guide to the Galaxy who, for the last fifteen years, has been posing as an out-of-work actor.Together this dynamic pair begin a journey through space aided by quotes from The Hitchhiker's Guide (""A towel is about the most massively useful thing an interstellar hitchhiker can have"") and a galaxy-full of fellow travelers: Zaphod Beeblebrox—the two-headed, three-armed ex-hippie and totally out-to-lunch president of the galaxy; Trillian, Zaphod's girlfriend (formally Tricia McMillan), whom Arthur tried to pick up at a cocktail party once upon a time zone; Marvin, a paranoid, brilliant, and chronically depressed robot; Veet Voojagig, a former graduate student who is obsessed with the disappearance of all the ballpoint pens he bought over the years.","06/23/07" +"The Giving Tree","Shel Silverstein","""Once there was a tree...and she loved a little boy.""So begins a story of unforgettable perception, beautifully written and illustrated by the gifted and versatile Shel Silverstein.Every day the boy would come to the tree to eat her apples, swing from her branches, or slide down her trunk...and the tree was happy. But as the boy grew older he began to want more from the tree, and the tree gave and gave and gave.This is a tender story, touched with sadness, aglow with consolation. Shel Silverstein has created a moving parable for readers of all ages that offers an affecting interpretation of the gift of giving and a serene acceptance of another's capacity to love in return.","10/07/64" +"Wuthering Heights","Emily Brontë, Richard J. Dunn (Editor), David Timson (Narrator), Charlotte Brontë (Commentary), Robert Heindel (Illustrator)","You can find the redesigned cover of this edition HERE.This best-selling Norton Critical Edition is based on the 1847 first edition of the novel. For the Fourth Edition, the editor has collated the 1847 text with several modern editions and has corrected a number of variants, including accidentals. The text is accompanied by entirely new explanatory annotations.New to the fourth Edition are twelve of Emily Bronte's letters regarding the publication of the 1847 edition of Wuthering Heights as well as the evolution of the 1850 edition, prose and poetry selections by the author, four reviews of the novel, and poetry selections by the author, four reviews of the novel, and Edward Chitham's insightful and informative chronology of the creative process behind the beloved work.Five major critical interpretations of Wuthering Heights are included, three of them new to the Fourth Edition. A Stuart Daley considers the importance of chronology in the novel. J. Hillis Miller examines Wuthering Heights's problems of genre and critical reputation. Sandra M. Gilbert assesses the role of Victorian Christianity plays in the novel, while Martha Nussbaum traces the novel's romanticism. Finally, Lin Haire-Sargeant scrutinizes the role of Heathcliff in film adaptations of Wuthering Heights. A Chronology and updated Selected Bibliography are also included.","10/28/02" +"The Da Vinci Code","Dan Brown (Goodreads Author)","ISBN 9780307277671 moved to this edition.While in Paris, Harvard symbologist Robert Langdon is awakened by a phone call in the dead of the night. The elderly curator of the Louvre has been murdered inside the museum, his body covered in baffling symbols. As Langdon and gifted French cryptologist Sophie Neveu sort through the bizarre riddles, they are stunned to discover a trail of clues hidden in the works of Leonardo da Vinci—clues visible for all to see and yet ingeniously disguised by the painter.Even more startling, the late curator was involved in the Priory of Sion—a secret society whose members included Sir Isaac Newton, Victor Hugo, and Da Vinci—and he guarded a breathtaking historical secret. Unless Langdon and Neveu can decipher the labyrinthine puzzle—while avoiding the faceless adversary who shadows their every move—the explosive, ancient truth will be lost forever.","03/28/06" +"Memoirs of a Geisha","Arthur Golden","A literary sensation and runaway bestseller, this brilliant debut novel presents with seamless authenticity and exquisite lyricism the true confessions of one of Japan's most celebrated geisha.In Memoirs of a Geisha, we enter a world where appearances are paramount; where a girl's virginity is auctioned to the highest bidder; where women are trained to beguile the most powerful men; and where love is scorned as illusion. It is a unique and triumphant work of fiction - at once romantic, erotic, suspenseful - and completely unforgettable.","11/22/05" +"The Picture of Dorian Gray","Oscar Wilde, Jeffrey Eugenides (Introduction)","Written in his distinctively dazzling manner, Oscar Wilde’s story of a fashionable young man who sells his soul for eternal youth and beauty is the author’s most popular work. The tale of Dorian Gray’s moral disintegration caused a scandal when it first appeared in 1890, but though Wilde was attacked for the novel’s corrupting influence, he responded that there is, in fact, “a terrible moral in Dorian Gray.” Just a few years later, the book and the aesthetic/moral dilemma it presented became issues in the trials occasioned by Wilde’s homosexual liaisons, which resulted in his imprisonment. Of Dorian Gray’s relationship to autobiography, Wilde noted in a letter, “Basil Hallward is what I think I am: Lord Henry what the world thinks me: Dorian what I would like to be—in other ages, perhaps.","06/01/04" +"Alice's Adventures in Wonderland & Through the Looking-Glass","Lewis Carroll, John Tenniel (Illustrator), Martin Gardner (Introduction)","""I can't explain myself, I'm afraid, sir,"" said Alice, ""Because I'm not myself, you see.""When Alice sees a white rabbit take a watch out of its waistcoat pocket she decides to follow it, and a sequence of most unusual events is set in motion. This mini book contains the entire topsy-turvy stories of Alice's Adventures in Wonderland and Through the Looking-Glass, accompanied by practical notes and Martina Pelouso's memorable full-colour illustrations.","12/01/00" +"Jane Eyre","Charlotte Brontë, Michael Mason (Editor), Barnett Freedman (Illustrator)","Orphaned as a child, Jane has felt an outcast her whole young life. Her courage is tested once again when she arrives at Thornfield Hall, where she has been hired by the brooding, proud Edward Rochester to care for his ward Adèle. Jane finds herself drawn to his troubled yet kind spirit. She falls in love. Hard. But there is a terrifying secret inside the gloomy, forbidding Thornfield Hall. Is Rochester hiding from Jane? Will Jane be left heartbroken and exiled once again?","02/04/03" +"Les Misérables","Victor Hugo, Lee Fahnestock (Translator), Norman MacAfee (Translator)","Introducing one of the most famous characters in literature, Jean Valjean—the noble peasant imprisoned for stealing a loaf of bread—Les Misérables ranks among the greatest novels of all time. In it, Victor Hugo takes readers deep into the Parisian underworld, immerses them in a battle between good and evil, and carries them to the barricades during the uprising of 1832 with a breathtaking realism that is unsurpassed in modern prose. Within his dramatic story are themes that capture the intellect and the emotions: crime and punishment, the relentless persecution of Valjean by Inspector Javert, the desperation of the prostitute Fantine, the amorality of the rogue Thénardier, and the universal desire to escape the prisons of our own minds. Les Misérables gave Victor Hugo a canvas upon which he portrayed his criticism of the French political and judicial systems, but the portrait that resulted is larger than life, epic in scope—an extravagant spectacle that dazzles the senses even as it touches the heart.","03/03/87" +"Fahrenheit 451","Ray Bradbury","Guy Montag is a fireman. In his world, where television rules and literature is on the brink of extinction, firemen start fires rather than put them out. His job is to destroy the most illegal of commodities, the printed book, along with the houses in which they are hidden.Montag never questions the destruction and ruin his actions produce, returning each day to his bland life and wife, Mildred, who spends all day with her television 'family'. But then he meets an eccentric young neighbor, Clarisse, who introduces him to a past where people did not live in fear and to a present where one sees the world through the ideas in books instead of the mindless chatter of television.When Mildred attempts suicide and Clarisse suddenly disappears, Montag begins to question everything he has ever known.","11/29/11" +"Divergent","Veronica Roth (Goodreads Author)","In Beatrice Prior's dystopian Chicago world, society is divided into five factions, each dedicated to the cultivation of a particular virtue—Candor (the honest), Abnegation (the selfless), Dauntless (the brave), Amity (the peaceful), and Erudite (the intelligent). On an appointed day of every year, all sixteen-year-olds must select the faction to which they will devote the rest of their lives. For Beatrice, the decision is between staying with her family and being who she really is—she can't have both. So she makes a choice that surprises everyone, including herself.During the highly competitive initiation that follows, Beatrice renames herself Tris and struggles alongside her fellow initiates to live out the choice they have made. Together they must undergo extreme physical tests of endurance and intense psychological simulations, some with devastating consequences. As initiation transforms them all, Tris must determine who her friends really are—and where, exactly, a romance with a sometimes fascinating, sometimes exasperating boy fits into the life she's chosen. But Tris also has a secret, one she's kept hidden from everyone because she's been warned it can mean death. And as she discovers unrest and growing conflict that threaten to unravel her seemingly perfect society, she also learns that her secret might help her save those she loves . . . or it might destroy her.","02/28/12" +"Lord of the Flies","William Golding","At the dawn of the next world war, a plane crashes on an uncharted island, stranding a group of schoolboys. At first, with no adult supervision, their freedom is something to celebrate; this far from civilization the boys can do anything they want. Anything. They attempt to forge their own society, failing, however, in the face of terror, sin and evil. And as order collapses, as strange howls echo in the night, as terror begins its reign, the hope of adventure seems as far from reality as the hope of being rescued. Labeled a parable, an allegory, a myth, a morality tale, a parody, a political treatise, even a vision of the apocalypse, Lord of the Flies is perhaps our most memorable novel about “the end of innocence, the darkness of man’s heart.”","10/01/99" +"Romeo and Juliet","William Shakespeare, Paul Werstine (Editor), Barbara A. Mowat (Editor), Paavo Emil Cajander (Translator)","In Romeo and Juliet, Shakespeare creates a violent world, in which two young people fall in love. It is not simply that their families disapprove; the Montagues and the Capulets are engaged in a blood feud.In this death-filled setting, the movement from love at first sight to the lovers’ final union in death seems almost inevitable. And yet, this play set in an extraordinary world has become the quintessential story of young love. In part because of its exquisite language, it is easy to respond as if it were about all young lovers.","01/01/04" +"The Alchemist","Paulo Coelho (Goodreads Author), Alan R. Clarke (Translator), James Noel Smith (Illustrator)","Paulo Coelho's enchanting novel has inspired a devoted following around the world. This story, dazzling in its powerful simplicity and soul-stirring wisdom, is about an Andalusian shepherd boy named Santiago who travels from his homeland in Spain to the Egyptian desert in search of a treasure buried near the Pyramids. Along the way he meets a Gypsy woman, a man who calls himself king, and an alchemist, all of whom point Santiago in the direction of his quest. No one knows what the treasure is, or if Santiago will be able to surmount the obstacles in his path. But what starts out as a journey to find worldly goods turns into a discovery of the treasure found within. Lush, evocative, and deeply humane, the story of Santiago is an eternal testament to the transforming power of our dreams and the importance of listening to our hearts.Illustration: Jim Tierney","04/15/14" +"Crime and Punishment","Fyodor Dostoyevsky, David McDuff (Translator)","Raskolnikov, a destitute and desperate former student, wanders through the slums of St Petersburg and commits a random murder without remorse or regret. He imagines himself to be a great man, a Napoleon: acting for a higher purpose beyond conventional moral law. But as he embarks on a dangerous game of cat and mouse with a suspicious police investigator, Raskolnikov is pursued by the growing voice of his conscience and finds the noose of his own guilt tightening around his neck. Only Sonya, a downtrodden prostitute, can offer the chance of redemption.","12/31/02" +"The Perks of Being a Wallflower","Stephen Chbosky","standing on the fringes of life...offers a unique perspective. But there comes a time to seewhat it looks like from the dance floor.This haunting novel about the dilemma of passivity vs. passion marks the stunning debut of a provocative new voice in contemporary fiction: The Perks of Being A WALLFLOWERThis is the story of what it's like to grow up in high school. More intimate than a diary, Charlie's letters are singular and unique, hilarious and devastating. We may not know where he lives. We may not know to whom he is writing. All we know is the world he shares. Caught between trying to live his life and trying to run from it puts him on a strange course through uncharted territory. The world of first dates and mixed tapes, family dramas and new friends. The world of sex, drugs, and The Rocky Horror Picture Show, when all one requires is that the perfect song on that perfect drive to feel infinite.Through Charlie, Stephen Chbosky has created a deeply affecting coming-of-age story, a powerful novel that will spirit you back to those wild and poignant roller coaster days known as growing up.(back cover)","02/28/99" +"The Great Gatsby","F. Scott Fitzgerald, Francis Scott Fitzgerald","Alternate Cover Edition ISBN: 0743273567 (ISBN13: 9780743273565)The Great Gatsby, F. Scott Fitzgerald's third book, stands as the supreme achievement of his career. This exemplary novel of the Jazz Age has been acclaimed by generations of readers. The story is of the fabulously wealthy Jay Gatsby and his new love for the beautiful Daisy Buchanan, of lavish parties on Long Island at a time when The New York Times noted ""gin was the national drink and sex the national obsession,"" it is an exquisitely crafted tale of America in the 1920s.The Great Gatsby is one of the great classics of twentieth-century literature.(back cover)","09/28/04" +"City of Bones","Cassandra Clare (Goodreads Author)","When fifteen-year-old Clary Fray heads out to the Pandemonium Club in New York City, she hardly expects to witness a murder― much less a murder committed by three teenagers covered with strange tattoos and brandishing bizarre weapons. Then the body disappears into thin air. It's hard to call the police when the murderers are invisible to everyone else and when there is nothing―not even a smear of blood―to show that a boy has died. Or was he a boy?This is Clary's first meeting with the Shadowhunters, warriors dedicated to ridding the earth of demons. It's also her first encounter with Jace, a Shadowhunter who looks a little like an angel and acts a lot like a jerk. Within twenty-four hours Clary is pulled into Jace's world with a vengeance when her mother disappears and Clary herself is attacked by a demon. But why would demons be interested in ordinary mundanes like Clary and her mother? And how did Clary suddenly get the Sight? The Shadowhunters would like to know...","03/27/07" +"Ender's Game","Orson Scott Card, Stefan Rudnicki (Narrator), Harlan Ellison (Narrator)","Andrew ""Ender"" Wiggin thinks he is playing computer simulated war games; he is, in fact, engaged in something far more desperate. The result of genetic experimentation, Ender may be the military genius Earth desperately needs in a war against an alien enemy seeking to destroy all human life. The only way to find out is to throw Ender into ever harsher training, to chip away and find the diamond inside, or destroy him utterly. Ender Wiggin is six years old when it begins. He will grow up fast.But Ender is not the only result of the experiment. The war with the Buggers has been raging for a hundred years, and the quest for the perfect general has been underway almost as long. Ender's two older siblings, Peter and Valentine, are every bit as unusual as he is, but in very different ways. While Peter was too uncontrollably violent, Valentine very nearly lacks the capability for violence altogether. Neither was found suitable for the military's purpose. But they are driven by their jealousy of Ender, and by their inbred drive for power. Peter seeks to control the political process, to become a ruler. Valentine's abilities turn more toward the subtle control of the beliefs of commoner and elite alike, through powerfully convincing essays. Hiding their youth and identities behind the anonymity of the computer networks, these two begin working together to shape the destiny of Earth-an Earth that has no future at all if their brother Ender fails.Source: hatrack.com","09/30/04" +"The Help","Kathryn Stockett (Goodreads Author)","Librarian's note: An alternate cover edition can be found hereThree ordinary women are about to take one extraordinary step.Twenty-two-year-old Skeeter has just returned home after graduating from Ole Miss. She may have a degree, but it is 1962, Mississippi, and her mother will not be happy till Skeeter has a ring on her finger. Skeeter would normally find solace with her beloved maid Constantine, the woman who raised her, but Constantine has disappeared and no one will tell Skeeter where she has gone.Aibileen is a black maid, a wise, regal woman raising her seventeenth white child. Something has shifted inside her after the loss of her own son, who died while his bosses looked the other way. She is devoted to the little girl she looks after, though she knows both their hearts may be broken.Minny, Aibileen's best friend, is short, fat, and perhaps the sassiest woman in Mississippi. She can cook like nobody's business, but she can't mind her tongue, so she's lost yet another job. Minny finally finds a position working for someone too new to town to know her reputation. But her new boss has secrets of her own.Seemingly as different from one another as can be, these women will nonetheless come together for a clandestine project that will put them all at risk. And why? Because they are suffocating within the lines that define their town and their times. And sometimes lines are made to be crossed.In pitch-perfect voices, Kathryn Stockett creates three extraordinary women whose determination to start a movement of their own forever changes a town, and the way women, mothers, daughters, caregivers, friends, view one another. A deeply moving novel filled with poignancy, humor, and hope, The Help is a timeless and universal story about the lines we abide by, and the ones we don't. (jacket flap)","02/10/09" +"Anne of Green Gables","L.M. Montgomery","As soon as Anne Shirley arrives at the snug white farmhouse called Green Gables, she is sure she wants to stay forever . . . but will the Cuthberts send her back to to the orphanage? Anne knows she's not what they expected—a skinny girl with fiery red hair and a temper to match. If only she can convince them to let her stay, she'll try very hard not to keep rushing headlong into scrapes and blurting out the first thing that comes to her mind. Anne is not like anyone else, the Cuthberts agree; she is special—a girl with an enormous imagination. This orphan girl dreams of the day when she can call herself Anne of Green Gables.","05/06/03" +"Harry Potter and the Sorcerer's Stone","J.K. Rowling, Mary GrandPré (Illustrator)","Harry Potter's life is miserable. His parents are dead and he's stuck with his heartless relatives, who force him to live in a tiny closet under the stairs. But his fortune changes when he receives a letter that tells him the truth about himself: he's a wizard. A mysterious visitor rescues him from his relatives and takes him to his new home, Hogwarts School of Witchcraft and Wizardry.After a lifetime of bottling up his magical powers, Harry finally feels like a normal kid. But even within the Wizarding community, he is special. He is the boy who lived: the only person to have ever survived a killing curse inflicted by the evil Lord Voldemort, who launched a brutal takeover of the Wizarding world, only to vanish after failing to kill Harry.Though Harry's first year at Hogwarts is the best of his life, not everything is perfect. There is a dangerous secret object hidden within the castle walls, and Harry believes it's his responsibility to prevent it from falling into evil hands. But doing so will bring him into contact with forces more terrifying than he ever could have imagined.Full of sympathetic characters, wildly imaginative situations, and countless exciting details, the first installment in the series assembles an unforgettable magical world and sets the stage for many high-stakes adventures to come.","11/01/03" +"The Little Prince","Antoine de Saint-Exupéry, Richard Howard (Translator), Ivan Minatti (Translator), Nguyễn Thành Vũ (Illustrator)","A PBS Great American Read Top 100 PickFew stories are as widely read and as universally cherished by children and adults alike as The Little Prince. Richard Howard's translation of the beloved classic beautifully reflects Saint-Exupéry's unique and gifted style. Howard, an acclaimed poet and one of the preeminent translators of our time, has excelled in bringing the English text as close as possible to the French, in language, style, and most important, spirit. The artwork in this edition has been restored to match in detail and in color Saint-Exupéry's original artwork. Combining Richard Howard's translation with restored original art, this definitive English-language edition of The Little Prince will capture the hearts of readers of all ages.","06/29/00" +"Charlotte's Web","E.B. White, Garth Williams (Illustrator), Rosemary Wells (Illustrations)","This beloved book by E. B. White, author of Stuart Little and The Trumpet of the Swan, is a classic of children's literature that is ""just about perfect."" This high-quality paperback features vibrant illustrations colorized by Rosemary Wells!Some Pig. Humble. Radiant. These are the words in Charlotte's Web, high up in Zuckerman's barn. Charlotte's spiderweb tells of her feelings for a little pig named Wilbur, who simply wants a friend. They also express the love of a girl named Fern, who saved Wilbur's life when he was born the runt of his litter.E. B. White's Newbery Honor Book is a tender novel of friendship, love, life, and death that will continue to be enjoyed by generations to come. This edition contains newly color illustrations by Garth Williams, the acclaimed illustrator of E. B. White's Stuart Little and Laura Ingalls Wilder's Little House series, among many other books.","10/01/01" +"Of Mice and Men","John Steinbeck","The compelling story of two outsiders striving to find their place in an unforgiving world. Drifters in search of work, George and his simple-minded friend Lennie have nothing in the world except each other and a dream -- a dream that one day they will have some land of their own. Eventually they find work on a ranch in California’s Salinas Valley, but their hopes are doomed as Lennie, struggling against extreme cruelty, misunderstanding and feelings of jealousy, becomes a victim of his own strength. Tackling universal themes such as the friendship of a shared vision, and giving voice to America’s lonely and dispossessed, Of Mice and Men has proved one of Steinbeck’s most popular works, achieving success as a novel, a Broadway play and three acclaimed films.","01/08/02" +"The Time Traveler's Wife","Audrey Niffenegger (Goodreads Author)","A funny, often poignant tale of boy meets girl with a twist: what if one of them couldn't stop slipping in and out of time? Highly original and imaginative, this debut novel raises questions about life, love, and the effects of time on relationships.Audrey Niffenegger’s innovative debut, The Time Traveler’s Wife, is the story of Clare, a beautiful art student, and Henry, an adventuresome librarian, who have known each other since Clare was six and Henry was thirty-six, and were married when Clare was twenty-three and Henry thirty-one. Impossible but true, because Henry is one of the first people diagnosed with Chrono-Displacement Disorder: periodically his genetic clock resets and he finds himself misplaced in time, pulled to moments of emotional gravity in his life, past and future. His disappearances are spontaneous, his experiences unpredictable, alternately harrowing and amusing. The Time Traveler’s Wife depicts the effects of time travel on Henry and Clare’s marriage and their passionate love for each other as the story unfolds from both points of view. Clare and Henry attempt to live normal lives, pursuing familiar goals—steady jobs, good friends, children of their own. All of this is threatened by something they can neither prevent nor control, making their story intensely moving and entirely unforgettable.","09/23/13" +"Dracula","Bram Stoker, Nina Auerbach (Editor), David J. Skal (Editor)","You can find an alternative cover edition for this ISBN here and here.A rich selection of background and source materials is provided in three areas: Contexts includes probable inspirations for Dracula in the earlier works of James Malcolm Rymer and Emily Gerard. Also included are a discussion of Stoker's working notes for the novel and ""Dracula's Guest,"" the original opening chapter to Dracula. Reviews and Reactions reprints five early reviews of the novel. ""Dramatic and Film Variations"" focuses on theater and film adaptations of Dracula, two indications of the novel's unwavering appeal. David J. Skal, Gregory A. Waller, and Nina Auerbach offer their varied perspectives. Checklists of both dramatic and film adaptations are included.Criticism collects seven theoretical interpretations of Dracula by Phyllis A. Roth, Carol A. Senf, Franco Moretti, Christopher Craft, Bram Dijkstra, Stephen D. Arata, and Talia Schaffer.A Chronology and a Selected Bibliography are included.","05/12/86" +"Brave New World","Aldous Huxley","Brave New World is a dystopian novel by English author Aldous Huxley, written in 1931 and published in 1932. Largely set in a futuristic World State, inhabited by genetically modified citizens and an intelligence-based social hierarchy, the novel anticipates huge scientific advancements in reproductive technology, sleep-learning, psychological manipulation and classical conditioning that are combined to make a dystopian society which is challenged by only a single individual: the story's protagonist.","09/01/98" +"One Hundred Years of Solitude","Gabriel García Márquez, Gregory Rabassa (Translator)","The brilliant, bestselling, landmark novel that tells the story of the Buendia family, and chronicles the irreconcilable conflict between the desire for solitude and the need for love—in rich, imaginative prose that has come to define an entire genre known as ""magical realism.""","06/24/03" +"The Catcher in the Rye","J.D. Salinger","The hero-narrator of The Catcher in the Rye is an ancient child of sixteen, a native New Yorker named Holden Caulfield. Through circumstances that tend to preclude adult, secondhand description, he leaves his prep school in Pennsylvania and goes underground in New York City for three days. The boy himself is at once too simple and too complex for us to make any final comment about him or his story. Perhaps the safest thing we can say about Holden is that he was born in the world not just strongly attracted to beauty but, almost, hopelessly impaled on it. There are many voices in this novel: children's voices, adult voices, underground voices-but Holden's voice is the most eloquent of all. Transcending his own vernacular, yet remaining marvelously faithful to it, he issues a perfectly articulated cry of mixed pain and pleasure. However, like most lovers and clowns and poets of the higher orders, he keeps most of the pain to, and for, himself. The pleasure he gives away, or sets aside, with all his heart. It is there for the reader who can handle it to keep. J.D. Salinger's classic novel of teenage angst and rebellion was first published in 1951. The novel was included on Time's 2005 list of the 100 best English-language novels written since 1923. It was named by Modern Library and its readers as one of the 100 best English-language novels of the 20th century. It has been frequently challenged in the court for its liberal use of profanity and portrayal of sexuality and in the 1950's and 60's it was the novel that every teenage boy wants to read.","01/30/01" +"The Princess Bride","William Goldman","What happens when the most beautiful girl in the world marries the handsomest prince of all time and he turns out to be...well...a lot less than the man of her dreams?As a boy, William Goldman claims, he loved to hear his father read the S. Morgenstern classic, The Princess Bride. But as a grown-up he discovered that the boring parts were left out of good old Dad's recitation, and only the ""good parts"" reached his ears.Now Goldman does Dad one better. He's reconstructed the ""Good Parts Version"" to delight wise kids and wide-eyed grownups everywhere.What's it about? Fencing. Fighting. True Love. Strong Hate. Harsh Revenge. A Few Giants. Lots of Bad Men. Lots of Good Men. Five or Six Beautiful Women. Beasties Monstrous and Gentle. Some Swell Escapes and Captures. Death, Lies, Truth, Miracles, and a Little Sex.In short, it's about everything.","07/15/03" +"The Lightning Thief","Rick Riordan (Goodreads Author)","Alternate cover for this ISBN can be found herePercy Jackson is a good kid, but he can't seem to focus on his schoolwork or control his temper. And lately, being away at boarding school is only getting worse - Percy could have sworn his pre-algebra teacher turned into a monster and tried to kill him. When Percy's mom finds out, she knows it's time that he knew the truth about where he came from, and that he go to the one place he'll be safe. She sends Percy to Camp Half Blood, a summer camp for demigods (on Long Island), where he learns that the father he never knew is Poseidon, God of the Sea. Soon a mystery unfolds and together with his friends—one a satyr and the other the demigod daughter of Athena - Percy sets out on a quest across the United States to reach the gates of the Underworld (located in a recording studio in Hollywood) and prevent a catastrophic war between the gods.","03/01/06" +"The Secret Garden","Frances Hodgson Burnett","""One of the most delightful and enduring classics of children's literature, The Secret Garden by Victorian author Frances Hodgson Burnett has remained a firm favorite with children the world over ever since it made its first appearance. Initially published as a serial story in 1910 in The American Magazine, it was brought out in novel form in 1911. The plot centers round Mary Lennox, a young English girl who returns to England from India, having suffered the immense trauma by losing both her parents in a cholera epidemic. However, her memories of her parents are not pleasant, as they were a selfish, neglectful and pleasure-seeking couple. Mary is given to the care of her uncle Archibald Craven, whom she has never met. She travels to his home, Misselthwaite Manor located in the gloomy Yorkshire, a vast change from the sunny and warm climate she was used to. When she arrives, she is a rude, stubborn and given to stormy temper tantrums. However, her nature undergoes a gradual transformation when she learns of the tragedies that have befallen her strict and disciplinarian uncle whom she earlier feared and despised. Once when he's away from home, Mary discovers a charming walled garden which is always kept locked. The mystery deepens when she hears sounds of sobbing from somewhere within her uncle's vast mansion. The kindly servants ignore her queries or pretend they haven't heard, spiking Mary's curiosity. The Secret Garden appeals to both young and old alike. It has wonderful elements of mystery, spirituality, charming characters and an authentic rendering of childhood emotions and experiences. Commonsense, truth and kindness, compassion and a belief in the essential goodness of human beings lie at the heart of this unforgettable story. It is the best known of Frances Hodgson Burnett's works, though most of us have definitely heard of, if not read, her other novel Little Lord Fauntleroy. The book has been adapted extensively on stage, film and television and translated into all the world's major languages. In 1991, a Japanese anime version was launched for television in Japan. It remains a popular and beloved story of a child's journey into maturity, and a must-read for every child, parent, teacher and anyone who would enjoy this fascinating glimpse of childhood. One of the most delightful and enduring classics of children's literature, The Secret Garden by Victorian author Frances Hodgson Burnett has remained a firm favorite with children the world over ever since it made its first appearance. Initially published as a serial story in 1910 in The American Magazine, it was brought out in novel form in 1911."" ","09/01/98" +"A Thousand Splendid Suns","Khaled Hosseini (Goodreads Author)","A Thousand Splendid Suns is a breathtaking story set against the volatile events of Afghanistan's last thirty years—from the Soviet invasion to the reign of the Taliban to post-Taliban rebuilding—that puts the violence, fear, hope, and faith of this country in intimate, human terms. It is a tale of two generations of characters brought jarringly together by the tragic sweep of war, where personal lives—the struggle to survive, raise a family, find happiness—are inextricable from the history playing out around them.Propelled by the same storytelling instinct that made The Kite Runner a beloved classic, A Thousand Splendid Suns is at once a remarkable chronicle of three decades of Afghan history and a deeply moving account of family and friendship. It is a striking, heart-wrenching novel of an unforgiving time, an unlikely friendship, and an indestructible love—a stunning accomplishment.--front flap","06/01/07" +"A Wrinkle in Time","Madeleine L'Engle","It was a dark and stormy night.Out of this wild night, a strange visitor comes to the Murry house and beckons Meg, her brother Charles Wallace, and their friend Calvin O'Keefe on a most dangerous and extraordinary adventure—one that will threaten their lives and our universe.Winner of the 1963 Newbery Medal, A Wrinkle in Time is the first book in Madeleine L'Engle's classic Time Quintet.","11/07/17" +"A Game of Thrones","George R.R. Martin","Here is the first volume in George R. R. Martin’s magnificent cycle of novels that includes A Clash of Kings and A Storm of Swords. As a whole, this series comprises a genuine masterpiece of modern fantasy, bringing together the best the genre has to offer. Magic, mystery, intrigue, romance, and adventure fill these pages and transport us to a world unlike any we have ever experienced. Already hailed as a classic, George R. R. Martin’s stunning series is destined to stand as one of the great achievements of imaginative fiction.A GAME OF THRONESLong ago, in a time forgotten, a preternatural event threw the seasons out of balance. In a land where summers can last decades and winters a lifetime, trouble is brewing. The cold is returning, and in the frozen wastes to the north of Winterfell, sinister and supernatural forces are massing beyond the kingdom’s protective Wall. At the center of the conflict lie the Starks of Winterfell, a family as harsh and unyielding as the land they were born to. Sweeping from a land of brutal cold to a distant summertime kingdom of epicurean plenty, here is a tale of lords and ladies, soldiers and sorcerers, assassins and bastards, who come together in a time of grim omens.Here an enigmatic band of warriors bear swords of no human metal; a tribe of fierce wildlings carry men off into madness; a cruel young dragon prince barters his sister to win back his throne; and a determined woman undertakes the most treacherous of journeys. Amid plots and counterplots, tragedy and betrayal, victory and terror, the fate of the Starks, their allies, and their enemies hangs perilously in the balance, as each endeavors to win that deadliest of conflicts: the game of thrones.source: georgerrmartin.com","08/28/05" +"The Adventures of Huckleberry Finn","Mark Twain, Guy Cardwell (Notes), John Seelye (Introduction), Walter Trier (Ilustrator)","A nineteenth-century boy from a Mississippi River town recounts his adventures as he travels down the river with a runaway slave, encountering a family involved in a feud, two scoundrels pretending to be royalty, and Tom Sawyer's aunt who mistakes him for Tom.","12/31/02" +"The Lovely Bones","Alice Sebold","""My name was Salmon, like the fish; first name, Susie. I was fourteen when I was murdered on December 6, 1973.""So begins the story of Susie Salmon, who is adjusting to her new home in heaven, a place that is not at all what she expected, even as she is watching life on earth continue without her -- her friends trading rumors about her disappearance, her killer trying to cover his tracks, her grief-stricken family unraveling. Out of unspeakable tragedy and loss, The Lovely Bones succeeds, miraculously, in building a tale filled with hope, humor, suspense, even joy.","09/01/06" +"The Outsiders","S.E. Hinton (Goodreads Author)","The Outsiders is about two weeks in the life of a 14-year-old boy. The novel tells the story of Ponyboy Curtis and his struggles with right and wrong in a society in which he believes that he is an outsider. According to Ponyboy, there are two kinds of people in the world: greasers and socs. A soc (short for ""social"") has money, can get away with just about anything, and has an attitude longer than a limousine. A greaser, on the other hand, always lives on the outside and needs to watch his back. Ponyboy is a greaser, and he's always been proud of it, even willing to rumble against a gang of socs for the sake of his fellow greasers--until one terrible night when his friend Johnny kills a soc. The murder gets under Ponyboy's skin, causing his bifurcated world to crumble and teaching him that pain feels the same whether a soc or a greaser.Librarian note: This record is for one of the three editions published with different covers and with ISBN 0-140-38572-X / 978-0-14-038572-4. The records are for the 1988 cover (this record), the 1995 cover, and the 2008 cover which is also the current in-print cover.","09/01/97" +"Where the Wild Things Are","Maurice Sendak","Max, a wild and naughty boy, is sent to bed without his supper by his exhausted mother. In his room, he imagines sailing far away to a land of Wild Things. Instead of eating him, the Wild Things make Max their king.","10/28/00" +"Green Eggs and Ham","Dr. Seuss","“Do you like green eggs and ham?” asks Sam-I-am in this Beginner Book by Dr. Seuss. In a house or with a mouse? In a boat or with a goat? On a train or in a tree? Sam keeps asking persistently. With unmistakable characters and signature rhymes, Dr. Seuss’s beloved favorite has cemented its place as a children’s classic. In this most famous of cumulative tales, the list of places to enjoy green eggs and ham, and friends to enjoy them with, gets longer and longer. Follow Sam-I-am as he insists that this unusual treat is indeed a delectable snack to be savored everywhere and in every way. Originally created by Dr. Seuss, Beginner Books encourage children to read all by themselves, with simple words and illustrations that give clues to their meaning.","10/28/88" +"The Odyssey","Homer, Robert Fagles (Translator), Bernard Knox (Introduction)","Sing to me of the man, Muse, the man of twists and turnsdriven time and again off course, once he had plunderedthe hallowed heights of Troy.So begins Robert Fagles' magnificent translation of the Odyssey, which Jasper Griffin in The New York Times Review of Books hails as ""a distinguished achievement.""If the Iliad is the world's greatest war epic, then the Odyssey is literature's grandest evocation of everyman's journey though life. Odysseus' reliance on his wit and wiliness for survival in his encounters with divine and natural forces, during his ten-year voyage home to Ithaca after the Trojan War, is at once a timeless human story and an individual test of moral endurance. In the myths and legends that are retold here, Fagles has captured the energy and poetry of Homer's original in a bold, contemporary idiom, and given us an Odyssey to read aloud, to savor, and to treasure for its sheer lyrical mastery.Renowned classicist Bernard Knox's superb Introduction and textual commentary provide new insights and background information for the general reader and scholar alike, intensifying the strength of Fagles' translation.This is an Odyssey to delight both the classicist and the public at large, and to captivate a new generation of Homer's students.--Robert Fagles, winner of the PEN/Ralph Manheim Medal for Translation and a 1996 Academy Award in Literature from the American Academy of Arts and Letters, presents us with Homer's best-loved and most accessible poem in a stunning new modern-verse translation.","11/30/06" +"Life of Pi","Yann Martel","Life of Pi is a fantasy adventure novel by Yann Martel published in 2001. The protagonist, Piscine Molitor ""Pi"" Patel, a Tamil boy from Pondicherry, explores issues of spirituality and practicality from an early age. He survives 227 days after a shipwreck while stranded on a boat in the Pacific Ocean with a Bengal tiger named Richard Parker.","08/29/06" +"A Tale of Two Cities","Charles Dickens, Richard Maxwell (Editor/Introduction)","After eighteen years as a political prisoner in the Bastille, the ageing Doctor Manette is finally released and reunited with his daughter in England. There the lives of two very different men, Charles Darnay, an exiled French aristocrat, and Sydney Carton, a disreputable but brilliant English lawyer, become enmeshed through their love for Lucie Manette. From the tranquil roads of London, they are drawn against their will to the vengeful, bloodstained streets of Paris at the height of the Reign of Terror, and they soon fall under the lethal shadow of La Guillotine.","10/28/03" +"Water for Elephants","Sara Gruen (Goodreads Author)","Winner of the 2007 BookBrowse Award for Most Popular Book.An atmospheric, gritty, and compelling novel of star-crossed lovers, set in the circus world circa 1932, by the bestselling author of Riding Lessons. When Jacob Jankowski, recently orphaned and suddenly adrift, jumps onto a passing train, he enters a world of freaks, drifters, and misfits, a second-rate circus struggling to survive during the Great Depression, making one-night stands in town after endless town. A veterinary student who almost earned his degree, Jacob is put in charge of caring for the circus menagerie. It is there that he meets Marlena, the beautiful young star of the equestrian act, who is married to August, the charismatic but twisted animal trainer. He also meets Rosie, an elephant who seems untrainable until he discovers a way to reach her. Beautifully written, Water for Elephants is illuminated by a wonderful sense of time and place. It tells a story of a love between two people that overcomes incredible odds in a world in which even love is a luxury that few can afford.","05/01/07" +"Lolita","Vladimir Nabokov, Craig Raine (Afterword)","Humbert Humbert - scholar, aesthete and romantic - has fallen completely and utterly in love with Lolita Haze, his landlady's gum-snapping, silky skinned twelve-year-old daughter. Reluctantly agreeing to marry Mrs Haze just to be close to Lolita, Humbert suffers greatly in the pursuit of romance; but when Lo herself starts looking for attention elsewhere, he will carry her off on a desperate cross-country misadventure, all in the name of Love. Hilarious, flamboyant, heart-breaking and full of ingenious word play, Lolita is an immaculate, unforgettable masterpiece of obsession, delusion and lust.","10/28/95" +"Slaughterhouse-Five","Kurt Vonnegut Jr.","Selected by the Modern Library as one of the 100 best novels of all time, Slaughterhouse-Five, an American classic, is one of the world's great antiwar books. Centering on the infamous firebombing of Dresden, Billy Pilgrim's odyssey through time reflects the mythic journey of our own fractured lives as we search for meaning in what we fear most.","01/12/99" +"Frankenstein: The 1818 Text","Mary Wollstonecraft Shelley, Charlotte Gordon (Goodreads Author) (Introduction)","Mary Shelley's seminal novel of the scientist whose creation becomes a monsterThis edition is the original 1818 text, which preserves the hard-hitting and politically charged aspects of Shelley's original writing, as well as her unflinching wit and strong female voice. This edition also includes a new introduction and suggestions for further reading by author and Shelley expert Charlotte Gordon, literary excerpts and reviews selected by Gordon and a chronology and essay by preeminent Shelley scholar Charles E. Robinson.","03/08/18" +"The Kite Runner","Khaled Hosseini (Goodreads Author), Berliani M. Nugrahani (Translator)","The unforgettable, heartbreaking story of the unlikely friendship between a wealthy boy and the son of his father’s servant, The Kite Runner is a beautifully crafted novel set in a country that is in the process of being destroyed. It is about the power of reading, the price of betrayal, and the possibility of redemption; and an exploration of the power of fathers over sons—their love, their sacrifices, their lies.A sweeping story of family, love, and friendship told against the devastating backdrop of the history of Afghanistan over the last thirty years, The Kite Runner is an unusual and powerful novel that has become a beloved, one-of-a-kind classic.--khaledhosseini.com","05/28/04" +"The Handmaid's Tale","Margaret Atwood (Goodreads Author)","Offred is a Handmaid in the Republic of Gilead. She may leave the home of the Commander and his wife once a day to walk to food markets whose signs are now pictures instead of words because women are no longer allowed to read. She must lie on her back once a month and pray that the Commander makes her pregnant, because in an age of declining births, Offred and the other Handmaids are valued only if their ovaries are viable. Offred can remember the years before, when she lived and made love with her husband, Luke; when she played with and protected her daughter; when she had a job, money of her own, and access to knowledge. But all of that is gone now . . . Funny, unexpected, horrifying, and altogether convincing, The Handmaid's Tale is at once scathing satire, dire warning, and tour de force.","04/28/98" +"The Giver","Lois Lowry (Goodreads Author)","Twelve-year-old Jonas lives in a seemingly ideal world. Not until he is given his life assignment as the Receiver does he begin to understand the dark secrets behind this fragile community.","01/24/06" +"Catch-22","Joseph Heller","The novel is set during World War II, from 1942 to 1944. It mainly follows the life of Captain John Yossarian, a U.S. Army Air Forces B-25 bombardier. Most of the events in the book occur while the fictional 256th Squadron is based on the island of Pianosa, in the Mediterranean Sea, west of Italy. The novel looks into the experiences of Yossarian and the other airmen in the camp, who attempt to maintain their sanity while fulfilling their service requirements so that they may return home.","09/04/04" +"Dune","Frank Herbert","Set on the desert planet Arrakis, Dune is the story of the boy Paul Atreides, heir to a noble family tasked with ruling an inhospitable world where the only thing of value is the “spice” melange, a drug capable of extending life and enhancing consciousness. Coveted across the known universe, melange is a prize worth killing for...When House Atreides is betrayed, the destruction of Paul’s family will set the boy on a journey toward a destiny greater than he could ever have imagined. And as he evolves into the mysterious man known as Muad’Dib, he will bring to fruition humankind’s most ancient and unattainable dream.","10/01/19" +"The Pillars of the Earth","Ken Follett (Goodreads Author)","Ken Follett is known worldwide as the master of split-second suspense, but his most beloved and bestselling book tells the magnificent tale of a twelfth-century monk driven to do the seemingly impossible: build the greatest Gothic cathedral the world has ever known.Everything readers expect from Follett is here: intrigue, fast-paced action, and passionate romance. But what makes The Pillars of the Earth extraordinary is the time the twelfth century; the place feudal England; and the subject the building of a glorious cathedral. Follett has re-created the crude, flamboyant England of the Middle Ages in every detail. The vast forests, the walled towns, the castles, and the monasteries become a familiar landscape. Against this richly imagined and intricately interwoven backdrop, filled with the ravages of war and the rhythms of daily life, the master storyteller draws the reader irresistibly into the intertwined lives of his characters into their dreams, their labors, and their loves: Tom, the master builder; Aliena, the ravishingly beautiful noblewoman; Philip, the prior of Kingsbridge; Jack, the artist in stone; and Ellen, the woman of the forest who casts a terrifying curse. From humble stonemason to imperious monarch, each character is brought vividly to life.The building of the cathedral, with the almost eerie artistry of the unschooled stonemasons, is the center of the drama. Around the site of the construction, Follett weaves a story of betrayal, revenge, and love, which begins with the public hanging of an innocent man and ends with the humiliation of a king.For the Movie tie-in edition with the same ISBN go to this Alternate Cover Edition","02/04/02" +"The Stand","Stephen King (Goodreads Author), Bernie Wrightson (Illustrator)","This is the way the world ends: with a nanosecond of computer error in a Defense Department laboratory and a million casual contacts that form the links in a chain letter of death. And here is the bleak new world of the day after: a world stripped of its institutions and emptied of 99 percent of its people. A world in which a handful of panicky survivors choose sides -- or are chosen.","05/01/90" +"The Adventures of Sherlock Holmes","Arthur Conan Doyle","The Adventures of Sherlock Holmes is the series of short stories that made the fortunes of the Strand magazine, in which they were first published, and won immense popularity for Sherlock Holmes and Dr Watson. The detective is at the height of his powers and the volume is full of famous cases, including 'The Red-Headed League', 'The Blue Carbuncle', and 'The Speckled Band'. Although Holmes gained a reputation for infallibility, Conan Doyle showed his own realism and feminism by having the great detective defeated by Irene Adler - the woman - in the very first story, 'A Scandal in Bohemia'. The editor of this volume, Richard Lancelyn Green is editor of The Uncollected Sherlock Holmes and The Further Adventures of Sherlock Holmes. With John Michael Gibson, he compiled the Soho Series Bibliography of A. Conan Doyle.","10/22/98" +"Watership Down","Richard Adams","Librarian's note: See alternate cover edition of ISBN13 9780380395866 here.Set in England's Downs, a once idyllic rural landscape, this stirring tale of adventure, courage and survival follows a band of very special creatures on their flight from the intrusion of man and the certain destruction of their home. Led by a stouthearted pair of friends, they journey forth from their native Sandleford Warren through the harrowing trials posed by predators and adversaries, to a mysterious promised land and a more perfect society.","06/28/75" +"Great Expectations","Charles Dickens, Παυλίνα Παμπούδη (Translator), Marisa Sestino (Translator)","'In what may be Dickens's best novel, humble, orphaned Pip is apprenticed to the dirty work of the forge but dares to dream of becoming a gentleman — and one day, under sudden and enigmatic circumstances, he finds himself in possession of ""great expectations."" In this gripping tale of crime and guilt, revenge and reward, the compelling characters include Magwitch, the fearful and fearsome convict; Estella, whose beauty is excelled only by her haughtiness; and the embittered Miss Havisham, an eccentric jilted bride","10/28/98" +"Little Women","Louisa May Alcott","Generations of readers young and old, male and female, have fallen in love with the March sisters of Louisa May Alcott’s most popular and enduring novel, Little Women. Here are talented tomboy and author-to-be Jo, tragically frail Beth, beautiful Meg, and romantic, spoiled Amy, united in their devotion to each other and their struggles to survive in New England during the Civil War.It is no secret that Alcott based Little Women on her own early life. While her father, the freethinking reformer and abolitionist Bronson Alcott, hobnobbed with such eminent male authors as Emerson, Thoreau, and Hawthorne, Louisa supported herself and her sisters with ""woman’s work,” including sewing, doing laundry, and acting as a domestic servant. But she soon discovered she could make more money writing. Little Women brought her lasting fame and fortune, and far from being the ""girl’s book” her publisher requested, it explores such timeless themes as love and death, war and peace, the conflict between personal ambition and family responsibilities, and the clash of cultures between Europe and America.","04/06/04" +"The Bell Jar","Sylvia Plath","The Bell Jar chronicles the crack-up of Esther Greenwood: brilliant, beautiful, enormously talented, and successful, but slowly going under—maybe for the last time. Sylvia Plath masterfully draws the reader into Esther's breakdown with such intensity that Esther's insanity becomes completely real and even rational, as probable and accessible an experience as going to the movies. Such deep penetration into the dark and harrowing corners of the psyche is an extraordinary accomplishment and has made The Bell Jar a haunting American classic.","10/28/06" +"Harry Potter and the Deathly Hallows","J.K. Rowling","Harry Potter is leaving Privet Drive for the last time. But as he climbs into the sidecar of Hagrid’s motorbike and they take to the skies, he knows Lord Voldemort and the Death Eaters will not be far behind.The protective charm that has kept him safe until now is broken. But the Dark Lord is breathing fear into everything he loves. And he knows he can’t keep hiding.To stop Voldemort, Harry knows he must find the remaining Horcruxes and destroy them.He will have to face his enemy in one final battle.--jkrowling.com","07/21/07" +"One Flew Over the Cuckoo's Nest","Ken Kesey","Tyrannical Nurse Ratched rules her ward in an Oregon State mental hospital with a strict and unbending routine, unopposed by her patients, who remain cowed by mind-numbing medication and the threat of electric shock therapy. But her regime is disrupted by the arrival of McMurphy – the swaggering, fun-loving trickster with a devilish grin who resolves to oppose her rules on behalf of his fellow inmates. His struggle is seen through the eyes of Chief Bromden, a seemingly mute half-Indian patient who understands McMurphy's heroic attempt to do battle with the powers that keep them imprisoned. Ken Kesey's extraordinary first novel is an exuberant, ribald and devastatingly honest portrayal of the boundaries between sanity and madness.","02/01/63" +"Anna Karenina","Leo Tolstoy, Aylmer Maude (Translator), Lev Tolstoi, Louise Maude (Translator), George Gibian (Preface)","Acclaimed by many as the world's greatest novel, Anna Karenina provides a vast panorama of contemporary life in Russia and of humanity in general. In it Tolstoy uses his intense imaginative insight to create some of the most memorable characters in all of literature. Anna is a sophisticated woman who abandons her empty existence as the wife of Karenin and turns to Count Vronsky to fulfil her passionate nature - with tragic consequences. Levin is a reflection of Tolstoy himself, often expressing the author's own views and convictions.Throughout, Tolstoy points no moral, merely inviting us not to judge but to watch. As Rosemary Edmonds comments, 'He leaves the shifting patterns of the kaleidoscope to bring home the meaning of the brooding words following the title, 'Vengeance is mine, and I will repay.","10/16/12" +"Outlander","Diana Gabaldon (Goodreads Author)","The year is 1945. Claire Randall, a former combat nurse, is just back from the war and reunited with her husband on a second honeymoon when she walks through a standing stone in one of the ancient circles that dot the British Isles. Suddenly she is a Sassenach—an “outlander”—in a Scotland torn by war and raiding border clans in the year of Our Lord...1743. Hurled back in time by forces she cannot understand, Claire is catapulted into the intrigues of lairds and spies that may threaten her life, and shatter her heart. For here James Fraser, a gallant young Scots warrior, shows her a love so absolute that Claire becomes a woman torn between fidelity and desire—and between two vastly different men in two irreconcilable lives.","07/26/05" +"My Sister's Keeper","Jodi Picoult (Goodreads Author)","Anna is not sick, but she might as well be. By age thirteen, she has undergone countless surgeries, transfusions, and shots so that her older sister, Kate, can somehow fight the leukemia that has plagued her since childhood. The product of preimplantation genetic diagnosis, Anna was conceived as a bone marrow match for Kate—a life and a role that she has never challenged... until now. Like most teenagers, Anna is beginning to question who she truly is. But unlike most teenagers, she has always been defined in terms of her sister—and so Anna makes a decision that for most would be unthinkable, a decision that will tear her family apart and have perhaps fatal consequences for the sister she loves.A provocative novel that raises some important ethical issues, My Sister's Keeper is the story of one family's struggle for survival at all human costs and a stunning parable for all time.","02/01/05" +"Matilda","Roald Dahl, Quentin Blake (Illustrator)","Matilda is a little girl who is far too good to be true. At age five-and-a-half she's knocking off double-digit multiplication problems and blitz-reading Dickens. Even more remarkably, her classmates love her even though she's a super-nerd and the teacher's pet. But everything is not perfect in Matilda's world. For starters she has two of the most idiotic, self-centered parents who ever lived. Then there's the large, busty nightmare of a school principal, Miss (""The"") Trunchbull, a former hammer-throwing champion who flings children at will and is approximately as sympathetic as a bulldozer. Fortunately for Matilda, she has the inner resources to deal with such annoyances: astonishing intelligence, saintly patience, and an innate predilection for revenge.She warms up with some practical jokes aimed at her hapless parents, but the true test comes when she rallies in defense of her teacher, the sweet Miss Honey, against the diabolical Trunchbull. There is never any doubt that Matilda will carry the day. Even so, this wonderful story is far from predictable. Roald Dahl, while keeping the plot moving imaginatively, also has an unerring ear for emotional truth. The reader cares about Matilda because in addition to all her other gifts, she has real feelings.","06/01/98" +"The Fellowship of the Ring","J.R.R. Tolkien","One Ring to rule them all, One Ring to find them, One Ring to bring them all and in the darkeness bind themIn ancient times the Rings of Power were crafted by the Elven-smiths, and Sauron, The Dark Lord, forged the One Ring, filling it with his own power so that he could rule all others. But the One Ring was taken from him, and though he sought it throughout Middle-earth, it remained lost to him. After many ages it fell into the hands of Bilbo Baggins, as told in The Hobbit.In a sleepy village in the Shire, young Frodo Baggins finds himself faced with an immense task, as his elderly cousin Bilbo entrusts the Ring to his care. Frodo must leave his home and make a perilous journey across Middle-earth to the Cracks of Doom, there to destroy the Ring and foil the Dark Lord in his evil purpose.","03/28/73" +"The Girl with the Dragon Tattoo","Stieg Larsson, Reg Keeland (Translator)","Harriet Vanger, a scion of one of Sweden’s wealthiest families disappeared over forty years ago. All these years later, her aged uncle continues to seek the truth. He hires Mikael Blomkvist, a crusading journalist recently trapped by a libel conviction, to investigate. He is aided by the pierced and tattooed punk prodigy Lisbeth Salander. Together they tap into a vein of unfathomable iniquity and astonishing corruption.An international publishing sensation, Stieg Larsson’s The Girl with the Dragon Tattoo combines murder mystery, family saga, love story, and financial intrigue into one satisfyingly complex and entertainingly atmospheric novel.Alternate Cover Edition ISBN 0307269752 (ISBN13: 9780307269751)","09/16/08" +"Rebecca","Daphne du Maurier","Last night I dreamt I went to Manderley again . . .The novel begins in Monte Carlo, where our heroine is swept off her feet by the dashing widower Maxim de Winter and his sudden proposal of marriage. Orphaned and working as a lady's maid, she can barely believe her luck. It is only when they arrive at his massive country estate that she realizes how large a shadow his late wife will cast over their lives--presenting her with a lingering evil that threatens to destroy their marriage from beyond the grave.","12/17/13" +"1984","George Orwell","Among the seminal texts of the 20th century, Nineteen Eighty-Four is a rare work that grows more haunting as its futuristic purgatory becomes more real. Published in 1949, the book offers political satirist George Orwell's nightmarish vision of a totalitarian, bureaucratic world and one poor stiff's attempt to find individuality. The brilliance of the novel is Orwell's prescience of modern life—the ubiquity of television, the distortion of the language—and his ability to construct such a thorough version of hell. Required reading for students since it was published, it ranks among the most terrifying novels ever written.","09/03/13" +"The Color Purple","Alice Walker","Winner of the Pulitzer Prize and the National Book Award. Alice Walker's iconic modern classic is now a Penguin Book.A powerful cultural touchstone of modern American literature, The Color Purple depicts the lives of African American women in early twentieth-century rural Georgia. Separated as girls, sisters Celie and Nettie sustain their loyalty to and hope in each other across time, distance and silence. Through a series of letters spanning twenty years, first from Celie to God, then the sisters to each other despite the unknown, the novel draws readers into its rich and memorable portrayals of Celie, Nettie, Shug Avery and Sofia and their experience. The Color Purple broke the silence around domestic and sexual abuse, narrating the lives of women through their pain and struggle, companionship and growth, resilience and bravery. Deeply compassionate and beautifully imagined, Alice Walker's epic carries readers on a spirit-affirming journey towards redemption and love.","12/10/19" +"A Tree Grows in Brooklyn","Betty Smith","The beloved American classic about a young girl's coming-of-age at the turn of the century, Betty Smith's A Tree Grows in Brooklyn is a poignant and moving tale filled with compassion and cruelty, laughter and heartache, crowded with life and people and incident. The story of young, sensitive, and idealistic Francie Nolan and her bittersweet formative years in the slums of Williamsburg has enchanted and inspired millions of readers for more than sixty years. By turns overwhelming, sublime, heartbreaking, and uplifting, the daily experiences of the unforgettable Nolans are raw with honesty and tenderly threaded with family connectedness -- in a work of literary art that brilliantly captures a unique time and place as well as incredibly rich moments of universal experience.","05/30/06" +"A Clockwork Orange","Anthony Burgess","In Anthony Burgess's influential nightmare vision of the future, criminals take over after dark. Teen gang leader Alex narrates in fantastically inventive slang that echoes the violent intensity of youth rebelling against society. Dazzling and transgressive, A Clockwork Orange is a frightening fable about good and evil and the meaning of human freedom. This edition includes the controversial last chapter not published in the first edition, and Burgess’s introduction, “A Clockwork Orange Resucked.”","05/21/19" +"The Road","Cormac McCarthy","A searing, postapocalyptic novel destined to become Cormac McCarthy’s masterpiece.A father and his son walk alone through burned America. Nothing moves in the ravaged landscape save the ash on the wind. It is cold enough to crack stones, and when the snow falls it is gray. The sky is dark. Their destination is the coast, although they don’t know what, if anything, awaits them there. They have nothing; just a pistol to defend themselves against the lawless bands that stalk the road, the clothes they are wearing, a cart of scavenged food—and each other.The Road is the profoundly moving story of a journey. It boldly imagines a future in which no hope remains, but in which the father and his son, “each the other’s world entire,” are sustained by love. Awesome in the totality of its vision, it is an unflinching meditation on the worst and the best that we are capable of: ultimate destructiveness, desperate tenacity, and the tenderness that keeps two people alive in the face of total devastation.","10/02/06" +"The Brothers Karamazov","Fyodor Dostoyevsky, Fyodor Dostoyevsky, Richard Pevear (Translator), Larissa Volokhonsky (Translator)","The Brothers Karamazov is a murder mystery, a courtroom drama, and an exploration of erotic rivalry in a series of triangular love affairs involving the “wicked and sentimental” Fyodor Pavlovich Karamazov and his three sons―the impulsive and sensual Dmitri; the coldly rational Ivan; and the healthy, red-cheeked young novice Alyosha. Through the gripping events of their story, Dostoevsky portrays the whole of Russian life, is social and spiritual striving, in what was both the golden age and a tragic turning point in Russian culture.This award-winning translation by Richard Pevear and Larissa Volokhonsky remains true to the verbalinventiveness of Dostoevsky’s prose, preserving the multiple voices, the humor, and the surprising modernity of the original. It is an achievement worthy of Dostoevsky’s last and greatest novel.","06/14/02" +"Angela's Ashes","Frank McCourt","Imbued on every page with Frank McCourt's astounding humor and compassion. This is a glorious book that bears all the marks of a classic.""When I look back on my childhood I wonder how I managed to survive at all. It was, of course, a miserable childhood: the happy childhood is hardly worth your while. Worse than the ordinary miserable childhood is the miserable Irish childhood, and worse yet is the miserable Irish Catholic childhood."" So begins the Pulitzer Prize winning memoir of Frank McCourt, born in Depression-era Brooklyn to recent Irish immigrants and raised in the slums of Limerick, Ireland. Frank's mother, Angela, has no money to feed the children since Frank's father, Malachy, rarely works, and when he does he drinks his wages. Yet Malachy-- exasperating, irresponsible and beguiling-- does nurture in Frank an appetite for the one thing he can provide: a story. Frank lives for his father's tales of Cuchulain, who saved Ireland, and of the Angel on the Seventh Step, who brings his mother babies. Perhaps it is story that accounts for Frank's survival. Wearing rags for diapers, begging a pig's head for Christmas dinner and gathering coal from the roadside to light a fire, Frank endures poverty, near-starvation and the casual cruelty of relatives and neighbors--yet lives to tell his tale with eloquence, exuberance and remarkable forgiveness. Angela's Ashes, imbued on every page with Frank McCourt's astounding humor and compassion, is a glorious book that bears all the marks of a classic.","10/03/05" +"Vampire Academy","Richelle Mead (Goodreads Author)","ONLY A TRUE BEST FRIEND CAN PROTECT YOU FROM YOUR IMMORTAL ENEMIES...Lissa Dragomir is a Moroi princess: a mortal vampire with a rare gift for harnessing the earth's magic. She must be protected at all times from Strigoi; the fiercest vampires - the ones who never die. The powerful blend of human and vampire blood that flows through Rose Hathaway, Lissa's best friend, makes her a dhampir. Rose is dedicated to a dangerous life of protecting Lissa from the Strigoi, who are hell-bent on making Lissa one of them.After two years of freedom, Rose and Lissa are caught and dragged back to St. Vladimir's Academy, a school for vampire royalty and their guardians-to-be, hidden in the deep forests of Montana. But inside the iron gates, life is even more fraught with danger... and the Strigoi are always close by.Rose and Lissa must navigate their dangerous world, confront the temptations of forbidden love, and never once let their guard down, lest the evil undead make Lissa one of them forever...","08/16/07" +"Siddhartha","Hermann Hesse, Hilda Rosner (Translator)","Herman Hesse's classic novel has delighted, inspired, and influenced generations of readers, writers, and thinkers. In this story of a wealthy Indian Brahmin who casts off a life of privilege to seek spiritual fulfillment. Hesse synthesizes disparate philosophies--Eastern religions, Jungian archetypes, Western individualism--into a unique vision of life as expressed through one man's search for true meaning.","12/01/81" +"The Poisonwood Bible","Barbara Kingsolver","The Poisonwood Bible is a story told by the wife and four daughters of Nathan Price, a fierce, evangelical Baptist who takes his family and mission to the Belgian Congo in 1959. They carry with them everything they believe they will need from home, but soon find that all of it -- from garden seeds to Scripture -- is calamitously transformed on African soil. What follows is a suspenseful epic of one family's tragic undoing and remarkable reconstruction over the course of three decades in postcolonial Africa.","07/05/05" +"The Golden Compass","Philip Pullman","Lyra is rushing to the cold, far North, where witch clans and armored bears rule. North, where the Gobblers take the children they steal--including her friend Roger. North, where her fearsome uncle Asriel is trying to build a bridge to a parallel world.Can one small girl make a difference in such great and terrible endeavors? This is Lyra: a savage, a schemer, a liar, and as fierce and true a champion as Roger or Asriel could want--but what Lyra doesn't know is that to help one of them will be to betray the other.","04/16/96" +"Don Quixote","Miguel de Cervantes Saavedra, John Rutherford (Translator), Roberto González Echevarría (Introduction)","Don Quixote has become so entranced by reading chivalric romances that he determines to become a knight-errant himself. In the company of his faithful squire, Sancho Panza, his exploits blossom in all sorts of wonderful ways. While Quixote's fancy often leads him astray—he tilts at windmills, imagining them to be giants—Sancho acquires cunning and a certain sagacity. Sane madman and wise fool, they roam the world together, and together they have haunted readers' imaginations for nearly four hundred years.With its experimental form and literary playfulness, Don Quixote has been generally recognized as the first modern novel. The book has been enormously influential on a host of writers, from Fielding and Sterne to Flaubert, Dickens, Melville, and Faulkner, who reread it once a year, ""just as some people read the Bible.""","02/25/03" +"Atlas Shrugged","Ayn Rand, Leonard Peikoff (Goodreads Author) (Introduction)","This is the story of a man who said that he would stop the motor of the world and did. Was he a destroyer or the greatest of liberators?Why did he have to fight his battle, not against his enemies, but against those who needed him most, and his hardest battle against the woman he loved? What is the world’s motor — and the motive power of every man? You will know the answer to these questions when you discover the reason behind the baffling events that play havoc with the lives of the characters in this story. Tremendous in its scope, this novel presents an astounding panorama of human life — from the productive genius who becomes a worthless playboy — to the great steel industrialist who does not know that he is working for his own destruction — to the philosopher who becomes a pirate — to the composer who gives up his career on the night of his triumph — to the woman who runs a transcontinental railroad — to the lowest track worker in her Terminal tunnels. You must be prepared, when you read this novel, to check every premise at the root of your convictions.This is a mystery story, not about the murder — and rebirth — of man’s spirit. It is a philosophical revolution, told in the form of an action thriller of violent events, a ruthlessly brilliant plot structure and an irresistible suspense. Do you say this is impossible? Well, that is the first of your premises to check.","08/01/99" +"Harry Potter and the Prisoner of Azkaban","J.K. Rowling, Mary GrandPré (Illustrator)","Harry Potter's third year at Hogwarts is full of new dangers. A convicted murderer, Sirius Black, has broken out of Azkaban prison, and it seems he's after Harry. Now Hogwarts is being patrolled by the dementors, the Azkaban guards who are hunting Sirius. But Harry can't imagine that Sirius or, for that matter, the evil Lord Voldemort could be more frightening than the dementors themselves, who have the terrible power to fill anyone they come across with aching loneliness and despair. Meanwhile, life continues as usual at Hogwarts. A top-of-the-line broom takes Harry's success at Quidditch, the sport of the Wizarding world, to new heights. A cute fourth-year student catches his eye. And he becomes close with the new Defense of the Dark Arts teacher, who was a childhood friend of his father. Yet despite the relative safety of life at Hogwarts and the best efforts of the dementors, the threat of Sirius Black grows ever closer. But if Harry has learned anything from his education in wizardry, it is that things are often not what they seem. Tragic revelations, heartwarming surprises, and high-stakes magical adventures await the boy wizard in this funny and poignant third installment of the beloved series.--scholastic.com","05/01/04" +"The Old Man and the Sea","Ernest Hemingway","Librarian's note: An alternate cover edition can be found hereThis short novel, already a modern classic, is the superbly told, tragic story of a Cuban fisherman in the Gulf Stream and the giant Marlin he kills and loses — specifically referred to in the citation accompanying the author's Nobel Prize for literature in 1954.","10/28/96" +"The Notebook","Nicholas Sparks (Goodreads Author)","Set amid the austere beauty of the North Carolina coast begins the story of Noah Calhoun, a rural Southerner recently returned from the Second World War. Noah is restoring a plantation home to its former glory, and he is haunted by images of the beautiful girl he met fourteen years earlier, a girl he loved like no other. Unable to find her, yet unwilling to forget the summer they spent together, Noah is content to live with only memories...until she unexpectedly returns to his town to see him once again.Like a puzzle within a puzzle, the story of Noah and Allie is just the beginning. As it unfolds, their tale miraculously becomes something different, with much higher stakes. The result is a deeply moving portrait of love itself, the tender moments and the fundamental changes that affect us all. It is a story of miracles and emotions that will stay with you forever.","01/05/00" +"Winnie-the-Pooh","A.A. Milne, Ernest H. Shepard (Illustrator)","The adventures of Christopher Robin and his friends in which Pooh Bear uses a balloon to get honey, Piglet meets a Heffalump, and Eeyore has a birthday.","10/01/01" +"The Complete Stories and Poems","Edgar Allan Poe","This single volume brings together all of Poe's stories and poems, and illuminates the diverse and multifaceted genius of one of the greatest and most influential figures in American literary history.","08/15/84" +"Interview with the Vampire","Anne Rice","This is the story of Louis, as told in his own words, of his journey through mortal and immortal life. Louis recounts how he became a vampire at the hands of the radiant and sinister Lestat and how he became indoctrinated, unwillingly, into the vampire way of life. His story ebbs and flows through the streets of New Orleans, defining crucial moments such as his discovery of the exquisite lost young child Claudia, wanting not to hurt but to comfort her with the last breaths of humanity he has inside. Yet, he makes Claudia a vampire, trapping her womanly passion, will, and intelligence inside the body of a small child. Louis and Claudia form a seemingly unbreakable alliance and even ""settle down"" for a while in the opulent French Quarter. Louis remembers Claudia's struggle to understand herself and the hatred they both have for Lestat that sends them halfway across the world to seek others of their kind. Louis and Claudia are desperate to find somewhere they belong, to find others who understand, and someone who knows what and why they are.Louis and Claudia travel Europe, eventually coming to Paris and the ragingly successful Theatre des Vampires--a theatre of vampires pretending to be mortals pretending to be vampires. Here they meet the magnetic and ethereal Armand, who brings them into a whole society of vampires. But Louis and Claudia find that finding others like themselves provides no easy answers and in fact presents dangers they scarcely imagined.Originally begun as a short story, the book took off as Anne wrote it, spinning the tragic and triumphant life experiences of a soul. As well as the struggles of its characters, Interview captures the political and social changes of two continents. The novel also introduces Lestat, Anne's most enduring character, a heady mixture of attraction and revulsion. The book, full of lush description, centers on the themes of immortality, change, loss, sexuality, and power.source: annerice.com","08/31/04" +"A Prayer for Owen Meany","John Irving (Goodreads Author)","Eleven-year-old Owen Meany, playing in a Little League baseball game in Gravesend, New Hampshire, hits a foul ball and kills his best friend's mother. Owen doesn't believe in accidents; he believes he is God's instrument. What happens to Owen after that 1953 foul is both extraordinary and terrifying. At moments a comic, self-deluded victim, but in the end the principal, tragic actor in a divine plan, Owen Meany is the most heartbreaking hero John Irving has yet created.","10/28/90" +"Moby-Dick or, the Whale","Herman Melville, Andrew Delbanco (Introduction), Tom Quirk (Notes), Rockwell Kent (Illustrator)","""It is the horrible texture of a fabric that should be woven of ships' cables and hawsers. A Polar wind blows through it, and birds of prey hover over it."" So Melville wrote of his masterpiece, one of the greatest works of imagination in literary history. In part, Moby-Dick is the story of an eerily compelling madman pursuing an unholy war against a creature as vast and dangerous and unknowable as the sea itself. But more than just a novel of adventure, more than an encyclopaedia of whaling lore and legend, the book can be seen as part of its author's lifelong meditation on America. Written with wonderfully redemptive humour, Moby-Dick is also a profound inquiry into character, faith, and the nature of perception.This edition of Moby-Dick, which reproduces the definitive text of the novel, includes invaluable explanatory notes, along with maps, illustrations, and a glossary of nautical terms.","02/21/03" +"The Red Tent","Anita Diamant (Goodreads Author)","Her name is Dinah. In the Bible, her life is only hinted at in a brief and violent detour within the more familiar chapters of the Book of Genesis that are about her father, Jacob, and his dozen sons. Told in Dinah's voice, this novel reveals the traditions and turmoils of ancient womanhood—the world of the red tent. It begins with the story of her mothers—Leah, Rachel, Zilpah, and Bilhah—the four wives of Jacob. They love Dinah and give her gifts that sustain her through a hard-working youth, a calling to midwifery, and a new home in a foreign land. Dinah's story reaches out from a remarkable period of early history and creates an intimate connection with the past. Deeply affecting, The Red Tent combines rich storytelling with a valuable achievement in modern fiction: a new view of biblical women's society.","10/28/97" +"The Secret Life of Bees","Sue Monk Kidd (Goodreads Author)","Set in South Carolina in 1964, The Secret Life of Bees tells the story of Lily Owens, whose life has been shaped around the blurred memory of the afternoon her mother was killed. When Lily's fierce-hearted black ""stand-in mother,"" Rosaleen, insults three of the deepest racists in town, Lily decides to spring them both free. They escape to Tiburon, South Carolina--a town that holds the secret to her mother's past. Taken in by an eccentric trio of black beekeeping sisters, Lily is introduced to their mesmerizing world of bees and honey, and the Black Madonna. This is a remarkable novel about divine female power, a story women will share and pass on to their daughters for years to come.","01/28/03" +"Harry Potter and the Goblet of Fire","J.K. Rowling, Mary GrandPré (Illustrator)","Harry Potter is midway through his training as a wizard and his coming of age. Harry wants to get away from the pernicious Dursleys and go to the International Quidditch Cup with Hermione, Ron, and the Weasleys. He wants to dream about Cho Chang, his crush (and maybe do more than dream). He wants to find out about the mysterious event that's supposed to take place at Hogwarts this year, an event involving two other rival schools of magic, and a competition that hasn't happened for hundreds of years. He wants to be a normal, fourteen-year-old wizard. But unfortunately for Harry Potter, he's not normal - even by wizarding standards.And in his case, different can be deadly.","09/28/02" +"Clockwork Angel","Cassandra Clare (Goodreads Author), Rita Sussekind (Translator)","In a time when Shadowhunters are barely winning the fight against the forces of darkness, one battle will change the course of history forever. Welcome to the Infernal Devices trilogy, a stunning and dangerous prequel to the New York Times bestselling Mortal Instruments series.The year is 1878. Tessa Gray descends into London’s dark supernatural underworld in search of her missing brother. She soon discovers that her only allies are the demon-slaying Shadowhunters—including Will and Jem, the mysterious boys she is attracted to. Soon they find themselves up against the Pandemonium Club, a secret organization of vampires, demons, warlocks, and humans. Equipped with a magical army of unstoppable clockwork creatures, the Club is out to rule the British Empire, and only Tessa and her allies can stop them...","08/31/10" +"Harry Potter and the Half-Blood Prince","J.K. Rowling","The war against Voldemort is not going well; even Muggle governments are noticing. Ron scans the obituary pages of the Daily Prophet, looking for familiar names. Dumbledore is absent from Hogwarts for long stretches of time, and the Order of the Phoenix has already suffered losses.And yet . . .As in all wars, life goes on. The Weasley twins expand their business. Sixth-year students learn to Apparate - and lose a few eyebrows in the process. Teenagers flirt and fight and fall in love. Classes are never straightforward, through Harry receives some extraordinary help from the mysterious Half-Blood Prince.So it's the home front that takes center stage in the multilayered sixth installment of the story of Harry Potter. Here at Hogwarts, Harry will search for the full and complete story of the boy who became Lord Voldemort - and thereby find what may be his only vulnerability.","09/16/06" +"And Then There Were None","Agatha Christie","First, there were ten—a curious assortment of strangers summoned as weekend guests to a little private island off the coast of Devon. Their host, an eccentric millionaire unknown to all of them, is nowhere to be found. All that the guests have in common is a wicked past they're unwilling to reveal—and a secret that will seal their fate. For each has been marked for murder. A famous nursery rhyme is framed and hung in every room of the mansion:""Ten little boys went out to dine; One choked his little self and then there were nine. Nine little boys sat up very late; One overslept himself and then there were eight. Eight little boys traveling in Devon; One said he'd stay there then there were seven. Seven little boys chopping up sticks; One chopped himself in half and then there were six. Six little boys playing with a hive; A bumblebee stung one and then there were five. Five little boys going in for law; One got in Chancery and then there were four. Four little boys going out to sea; A red herring swallowed one and then there were three. Three little boys walking in the zoo; A big bear hugged one and then there were two. Two little boys sitting in the sun; One got frizzled up and then there was one. One little boy left all alone; He went out and hanged himself and then there were none.""When they realize that murders are occurring as described in the rhyme, terror mounts. One by one they fall prey. Before the weekend is out, there will be none. Who has choreographed this dastardly scheme? And who will be left to tell the tale? Only the dead are above suspicion.","05/03/04" +"Middlesex","Jeffrey Eugenides","Middlesex tells the breathtaking story of Calliope Stephanides, and three generations of the Greek-American Stephanides family, who travel from a tiny village overlooking Mount Olympus in Asia Minor to Prohibition-era Detroit, witnessing its glory days as the Motor City and the race riots of 1967 before moving out to the tree-lined streets of suburban Grosse Pointe, Michigan. To understand why Calliope is not like other girls, she has to uncover a guilty family secret, and the astonishing genetic history that turns Callie into Cal, one of the most audacious and wondrous narrators in contemporary fiction. Lyrical and thrilling, Middlesex is an exhilarating reinvention of the American epic.","09/16/03" +"The Stranger","Albert Camus, Matthew Ward (Translator)","Through the story of an ordinary man unwittingly drawn into a senseless murder on an Algerian beach, Camus explored what he termed ""the nakedness of man faced with the absurd."" First published in English in 1946; now in a new translation by Matthew Ward.","03/28/89" +"The Master and Margarita","Mikhail Bulgakov, Katherine Tiernan O'Connor (Translator), Ellendea Proffer (Annotations and Afterword), Diana Lewis Burgin (Translator)","The first complete, annotated English Translation of Mikhail Bulgakov's comic masterpiece.An audacious revision of the stories of Faust and Pontius Pilate, The Master and Margarita is recognized as one of the essential classics of modern Russian literature. The novel's vision of Soviet life in the 1930s is so ferociously accurate that it could not be published during its author's lifetime and appeared only in a censored edition in the 1960s. Its truths are so enduring that its language has become part of the common Russian speech.One hot spring, the devil arrives in Moscow, accompanied by a retinue that includes a beautiful naked witch and an immense talking black cat with a fondness for chess and vodka. The visitors quickly wreak havoc in a city that refuses to believe in either God or Satan. But they also bring peace to two unhappy Muscovites: one is the Master, a writer pilloried for daring to write a novel about Christ and Pontius Pilate; the other is Margarita, who loves the Master so deeply that she is willing literally to go to hell for him. What ensues is a novel of inexhaustible energy, humor, and philosophical depth, a work whose nuances emerge for the first time in Diana Burgin's and Katherine Tiernan O'Connor's splendid English version.(back cover)","03/28/96" +"The Name of the Wind","Patrick Rothfuss (Goodreads Author)","Told in Kvothe's own voice, this is the tale of the magically gifted young man who grows to be the most notorious wizard his world has ever seen. The intimate narrative of his childhood in a troupe of traveling players, his years spent as a near-feral orphan in a crime-ridden city, his daringly brazen yet successful bid to enter a legendary school of magic, and his life as a fugitive after the murder of a king form a gripping coming-of-age story unrivaled in recent literature. A high-action story written with a poet's hand, The Name of the Wind is a masterpiece that will transport readers into the body and mind of a wizard.","04/28/07" +"The Shining","Stephen King (Goodreads Author)","Jack Torrance's new job at the Overlook Hotel is the perfect chance for a fresh start. As the off-season caretaker at the atmospheric old hotel, he'll have plenty of time to spend reconnecting with his family and working on his writing. But as the harsh winter weather sets in, the idyllic location feels ever more remote...and more sinister. And the only one to notice the strange and terrible forces gathering around the Overlook is Danny Torrance, a uniquely gifted five-year-old.","07/01/80" +"The Adventures of Tom Sawyer","Mark Twain, Guy Cardwell (Annotations), John Seelye (Introduction)","The Adventures of Tom Sawyer revolves around the youthful adventures of the novel's schoolboy protagonist, Thomas Sawyer, whose reputation precedes him for causing mischief and strife. Tom lives with his Aunt Polly, half-brother Sid, and cousin Mary in the quaint town of St. Petersburg, just off the shore of the Mississippi River. St. Petersburg is described as a typical small-town atmosphere where the Christian faith is predominant, the social network is close-knit, and familiarity resides. Unlike his brother Sid, Tom receives ""lickings"" from his Aunt Polly; ever the mischief-maker, would rather play hooky than attend school and often sneaks out his bedroom window at night to adventure with his friend, Huckleberry Finn ­ the town's social outcast. Tom, despite his dread of schooling, is extremely clever and would normally get away with his pranks if Sid were not such a ""tattle-tale."" As punishment for skipping school to go swimming, Aunt Polly assigns Tom the chore of whitewashing the fence surrounding the house. In a brilliant scheme, Tom is able to con the neighborhood boys into completing the chore for him, managing to convince them of the joys of whitewashing. At school, Tom is equally as flamboyant, and attracts attention by chasing other boys, yelling, and running around. With his usual antics, Tom attempts to catch the eye of Becky Thatcher, a new girl in town, and persuades her to get ""engaged"" by kissing him. But their romance collapses when she learns Tom has been ""engaged"" previously to Amy Lawrence. Shortly after Becky shuns him, he accompanies Huckleberry Finn to the graveyard at night, where they witness the murder of Dr. Robinson.Excerpt:""TOM!"" No answer. ""TOM!"" No answer. ""What's gone with that boy,  I wonder? You TOM!"" No answer. The old lady pulled her spectacles down and looked over them about the room; then she put them up and looked out under them. She seldom or never looked through them for so small a thing as a boy; they were her state pair, the pride of her heart, and were built for ""style,"" not service—she could have seen through a pair of stove-lids just as well. She looked perplexed for a moment, and then said, not fiercely, but still loud enough for the furniture to hear: ""Well, I lay if I get hold of you I'll—"" She did not finish, for by this time she was bending down and punching under the bed with the broom, and so she needed breath to punctuate the punches with. She resurrected nothing but the cat. ""I never did see the beat of that boy!""","02/28/06" +"Eragon","Christopher Paolini (Goodreads Author)","An alternate cover edition for ISBN 9780375826696 can be found here.One boy...One dragon...A world of adventure. When Eragon finds a polished blue stone in the forest, he thinks it is the lucky discovery of a poor farm boy; perhaps it will buy his family meat for the winter. But when the stone brings a dragon hatchling, Eragon soon realizes he has stumbled upon a legacy nearly as old as the Empire itself. Overnight his simple life is shattered, and he is thrust into a perilous new world of destiny, magic, and power. With only an ancient sword and the advice of an old storyteller for guidance, Eragon and the fledgling dragon must navigate the dangerous terrain and dark enemies of an Empire ruled by a king whose evil knows no bounds. Can Eragon take up the mantle of the legendary Dragon Riders? The fate of the Empire may rest in his hands.","04/28/05" +"Charlie and the Chocolate Factory","Roald Dahl, Quentin Blake (Illustrations)","Charlie Bucket's wonderful adventure begins when he finds one of Mr. Willy Wonka's precious Golden Tickets and wins a whole day inside the mysterious chocolate factory. Little does he know the surprises that are in store for him!" +"Flowers for Algernon","Daniel Keyes","The story of a mentally disabled man whose experimental quest for intelligence mirrors that of Algernon, an extraordinary lab mouse. In diary entries, Charlie tells how a brain operation increases his IQ and changes his life. As the experimental procedure takes effect, Charlie's intelligence expands until it surpasses that of the doctors who engineered his metamorphosis. The experiment seems to be a scientific breakthrough of paramount importance until Algernon begins his sudden, unexpected deterioration. Will the same happen to Charlie?","" +"On the Road","Jack Kerouac","A quintessential novel of America & the Beat Generation On the Road chronicles Jack Kerouac's years traveling the N. American continent with his friend Neal Cassady, ""a sideburned hero of the snowy West."" As ""Sal Paradise"" & ""Dean Moriarty,"" the two roam the country in a quest for self-knowledge & experience. Kerouac's love of America, compassion for humanity & sense of language as jazz combine to make On the Road an inspirational work of lasting importance. This classic novel of freedom & longing defined what it meant to be ""Beat"" & has inspired every generation since its initial publication.","01/01/76" +"The Metamorphosis","Franz Kafka, Stanley Corngold (Translator), Mircea Ivănescu (Translator)","Alternate cover edition of ISBN 0553213695 / 9780553213690""As Gregor Samsa awoke one morning from uneasy dreams he found himself transformed in his bed into a gigantic insect. He was laying on his hard, as it were armor-plated, back and when he lifted his head a little he could see his domelike brown belly divided into stiff arched segments on top of which the bed quilt could hardly keep in position and was about to slide off completely. His numerous legs, which were pitifully thin compared to the rest of his bulk, waved helplessly before his eyes."" With it's startling, bizarre, yet surprisingly funny first opening, Kafka begins his masterpiece, The Metamorphosis. It is the story of a young man who, transformed overnight into a giant beetle-like insect, becomes an object of disgrace to his family, an outsider in his own home, a quintessentially alienated man. A harrowing—though absurdly comic—meditation on human feelings of inadequacy, guilt, and isolation, The Metamorphosis has taken its place as one of the most widely read and influential works of twentieth-century fiction. As W.H. Auden wrote, ""Kafka is important to us because his predicament is the predicament of modern man.""","03/01/72" +"Looking for Alaska","John Green (Goodreads Author)","Before. Miles “Pudge” Halter is done with his safe life at home. His whole life has been one big non-event, and his obsession with famous last words has only made him crave “the Great Perhaps” even more (Francois Rabelais, poet). He heads off to the sometimes crazy and anything-but-boring world of Culver Creek Boarding School, and his life becomes the opposite of safe. Because down the hall is Alaska Young. The gorgeous, clever, funny, sexy, self-destructive, screwed up, and utterly fascinating Alaska Young. She is an event unto herself. She pulls Pudge into her world, launches him into the Great Perhaps, and steals his heart. Then. . . . After. Nothing is ever the same.","12/28/06" +"The Shadow of the Wind","Carlos Ruiz Zafón, Lucia Graves (Translator)","Barcelona, 1945: A city slowly heals from its war wounds, and Daniel, an antiquarian book dealer's son who mourns the loss of his mother, finds solace in a mysterious book entitled The Shadow of the Wind, by one Julian Carax. But when he sets out to find the author's other works, he makes a shocking discovery: someone has been systematically destroying every copy of every book Carax has written. In fact, Daniel may have the last of Carax's books in existence. Soon Daniel's seemingly innocent quest opens a door into one of Barcelona's darkest secrets--an epic story of murder, madness, and doomed love.--back cover","10/28/05" +"The Curious Incident of the Dog in the Night-Time","Mark Haddon","Christopher John Francis Boone knows all the countries of the world and their capitals and every prime number up to 7,057. He relates well to animals but has no understanding of human emotions. He cannot stand to be touched. And he detests the color yellow.Although gifted with a superbly logical brain, for fifteen-year-old Christopher everyday interactions and admonishments have little meaning. He lives on patterns, rules, and a diagram kept in his pocket. Then one day, a neighbor's dog, Wellington, is killed and his carefully constructive universe is threatened. Christopher sets out to solve the murder in the style of his favourite (logical) detective, Sherlock Holmes. What follows makes for a novel that is funny, poignant and fascinating in its portrayal of a person whose curse and blessing are a mind that perceives the world entirely literally.","05/18/04" +"The Very Hungry Caterpillar","Eric Carle","THE all-time classic story, from generation to generation, sold somewhere in the world every 30 seconds! Have you shared it with a child or grandchild in your life? One sunny Sunday, the caterpillar was hatched out of a tiny egg. He was very hungry. On Monday, he ate through one apple; on Tuesday, he ate through three plums--and still he was hungry. When full at last, he made a cocoon around himself and went to sleep, to wake up a few weeks later wonderfully transformed into a butterfly!The brilliantly innovative Eric Carle has dramatized the story of one of Nature's commonest yet loveliest marvels, the metamorphosis of the butterfly. This audiobook will delight as well as instruct the very youngest listener.","10/28/94" +"Tuesdays with Morrie","Mitch Albom (Goodreads Author)","Maybe it was a grandparent, or a teacher or a colleague. Someone older, patient and wise, who understood you when you were young and searching, and gave you sound advice to help you make your way through it. For Mitch Albom, that person was Morrie Schwartz, his college professor from nearly twenty years ago.Maybe, like Mitch, you lost track of this mentor as you made your way, and the insights faded. Wouldn't you like to see that person again, ask the bigger questions that still haunt you? Mitch Albom had that second chance. He rediscovered Morrie in the last months of the older man's life. Knowing he was dying of ALS - or motor neurone disease - Mitch visited Morrie in his study every Tuesday, just as they used to back in college. Their rekindled relationship turned into one final 'class': lessons in how to live.","10/28/00" +"The Unbearable Lightness of Being","Milan Kundera, Michael Henry Heim (Translator)","In The Unbearable Lightness of Being, Milan Kundera tells the story of a young woman in love with a man torn between his love for her and his incorrigible womanizing and one of his mistresses and her humbly faithful lover. This magnificent novel juxtaposes geographically distant places, brilliant and playful reflections, and a variety of styles, to take its place as perhaps the major achievement of one of the world’s truly great writers.","10/27/09" +"The Name of the Rose","Umberto Eco, William Weaver (Translator)","The year is 1327. Benedictines in a wealthy Italian abbey are suspected of heresy, and Brother William of Baskerville arrives to investigate. When his delicate mission is suddenly overshadowed by seven bizarre deaths, Brother William turns detective. His tools are the logic of Aristotle, the theology of Aquinas, the empirical insights of Roger Bacon—all sharpened to a glistening edge by wry humor and a ferocious curiosity. He collects evidence, deciphers secret symbols and coded manuscripts, and digs into the eerie labyrinth of the abbey, where “the most interesting things happen at night.”","09/28/94" +"Where the Red Fern Grows","Wilson Rawls","A loving threesome, they ranged the dark hills and river bottoms of Cherokee country. Old Dan had the brawn. Little Ann had the brains, and Billy had the will to make them into the finest hunting team in the valley. Glory and victory were coming to them, but sadness waited too. Where the Red Fern Grows is an exciting tale of love and adventure you'll never forget.","05/09/00" +"Harry Potter and the Chamber of Secrets","J.K. Rowling, Mary GrandPré (Illustrator)","Ever since Harry Potter had come home for the summer, the Dursleys had been so mean and hideous that all Harry wanted was to get back to the Hogwarts School for Witchcraft and Wizardry. But just as he’s packing his bags, Harry receives a warning from a strange impish creature who says that if Harry returns to Hogwarts, disaster will strike.And strike it does. For in Harry’s second year at Hogwarts, fresh torments and horrors arise, including an outrageously stuck-up new professor and a spirit who haunts the girls’ bathroom. But then the real trouble begins – someone is turning Hogwarts students to stone. Could it be Draco Malfoy, a more poisonous rival than ever? Could it possible be Hagrid, whose mysterious past is finally told? Or could it be the one everyone at Hogwarts most suspects… Harry Potter himself!","06/02/99" +"The Godfather","Mario Puzo, Robert Thompson (Introduction), Peter Bart (Afterword)","The Godfather—the epic tale of crime and betrayal that became a global phenomenon.Almost fifty years ago, a classic was born. A searing portrayal of the Mafia underworld, The Godfather introduced readers to the first family of American crime fiction, the Corleones, and their powerful legacy of tradition, blood, and honor. The seduction of power, the pitfalls of greed, and the allegiance to family—these are the themes that have resonated with millions of readers around the world and made The Godfather the definitive novel of the violent subculture that, steeped in intrigue and controversy, remains indelibly etched in our collective consciousness.~penguin.com","03/01/02" +"The Scarlet Letter","Nathaniel Hawthorne, Thomas E. Connolly (Annotations), Nina Baym (Introduction)","Nathaniel Hawthorne's THE SCARLET LETTER reaches to our nation's historical and moral roots for the material of great tragedy. Set in an early New England colony, the novel shows the terrible impact a single, passionate act has on the lives of three members of the community: the defiant Hester Prynne; the fiery, tortured Reverend Dimmesdale; and the obsessed, vengeful Chillingworth.With THE SCARLET LETTER, Hawthorne became the first American novelist to forge from our Puritan heritage a universal classic, a masterful exploration of humanity's unending struggle with sin, guilt and pride.","02/27/03" +"In Cold Blood","Truman Capote","On November 15, 1959, in the small town of Holcomb, Kansas, four members of the Clutter family were savagely murdered by blasts from a shotgun held a few inches from their faces. There was no apparent motive for the crime, and there were almost no clues. As Truman Capote reconstructs the murder and the investigation that led to the capture, trial, and execution of the killers, he generates both mesmerizing suspense and astonishing empathy. At the center of his study are the amoral young killers Perry Smith and Dick Hickcock, who, vividly drawn by Capote, are shown to be reprehensible yet entirely and frighteningly human. In Cold Blood is a seminal work of modern prose, a remarkable synthesis of journalistic skill and powerfully evocative narrative.","10/28/94" +"Fight Club","Chuck Palahniuk (Goodreads Author)","Chuck Palahniuk showed himself to be his generation’s most visionary satirist in this, his first book. Fight Club’s estranged narrator leaves his lackluster job when he comes under the thrall of Tyler Durden, an enigmatic young man who holds secret after-hours boxing matches in the basement of bars. There, two men fight ""as long as they have to."" This is a gloriously original work that exposes the darkness at the core of our modern world.","05/01/18" +"The Five People You Meet in Heaven","Mitch Albom (Goodreads Author)","From the author of the phenomenal #1 New York Times bestseller Tuesdays with Morrie, a novel that explores the unexpected connections of our lives, and the idea that heaven is more than a place; it's an answer. Eddie is a wounded war veteran, an old man who has lived, in his mind, an uninspired life. His job is fixing rides at a seaside amusement park. On his 83rd birthday, a tragic accident kills him as he tries to save a little girl from a falling cart. He awakes in the afterlife, where he learns that heaven is not a destination. It's a place where your life is explained to you by five people, some of whom you knew, others who may have been strangers. One by one, from childhood to soldier to old age, Eddie's five people revisit their connections to him on earth, illuminating the mysteries of his ""meaningless"" life, and revealing the haunting secret behind the eternal question: ""Why was I here?""","09/23/03" +"Hush, Hush","Becca Fitzpatrick (Goodreads Author)","A SACRED OATHA FALLEN ANGELA FORBIDDEN LOVERomance was not part of Nora Grey's plan. She's never been particularly attracted to the boys at her school, no matter how hard her best friend, Vee, pushes them at her. Not until Patch comes along. With his easy smile and eyes that seem to see inside her, Patch draws Nora to him against her better judgment.But after a series of terrifying encounters, Nora's not sure whom to trust. Patch seems to be everywhere she is and seems to know more about her than her closest friends. She can't decide whether she should fall into his arms or run and hide. And when she tries to seek some answers, she finds herself near a truth that is way more unsettling than anything Patch makes her feel.For she is right in the middle of an ancient battle between the immortal and those that have fallen - and, when it comes to choosing sides, the wrong choice will cost Nora her life.","10/13/09" +"American Gods","Neil Gaiman (Goodreads Author)","Days before his release from prison, Shadow's wife, Laura, dies in a mysterious car crash. Numbly, he makes his way back home. On the plane, he encounters the enigmatic Mr Wednesday, who claims to be a refugee from a distant war, a former god and the king of America. Together they embark on a profoundly strange journey across the heart of the USA, whilst all around them a storm of preternatural and epic proportions threatens to break.Scary, gripping and deeply unsettling, American Gods takes a long, hard look into the soul of America. You'll be surprised by what - and who - it finds there...This is the author's preferred text, never before published in the UK, and is about 12,000 words longer than the previous UK edition.","06/21/11" +"The Count of Monte Cristo","Alexandre Dumas, Robin Buss (Translator)","Thrown in prison for a crime he has not committed, Edmond Dantes is confined to the grim fortress of If. There he learns of a great hoard of treasure hidden on the Isle of Monte Cristo and he becomes determined not only to escape, but also to unearth the treasure and use it to plot the destruction of the three men responsible for his incarceration. Dumas’ epic tale of suffering and retribution, inspired by a real-life case of wrongful imprisonment, was a huge popular success when it was first serialized in the 1840s.Robin Buss’s lively English translation is complete and unabridged, and remains faithful to the style of Dumas’s original. This edition includes an introduction, explanatory notes and suggestions for further reading.","05/27/03" +"Lonesome Dove","Larry McMurtry","A love story, an adventure, and an epic of the frontier, Larry McMurtry’s Pulitzer Prize— winning classic, Lonesome Dove, the third book in the Lonesome Dove tetralogy, is the grandest novel ever written about the last defiant wilderness of America.Journey to the dusty little Texas town of Lonesome Dove and meet an unforgettable assortment of heroes and outlaws, whores and ladies, Indians and settlers. Richly authentic, beautifully written, always dramatic, Lonesome Dove is a book to make us laugh, weep, dream, and remember.","10/01/99" +"Perfume: The Story of a Murderer","Patrick Süskind, John E. Woods (Translator)","An acclaimed bestseller and international sensation, Patrick Suskind's classic novel provokes a terrifying examination of what happens when one man's indulgence in his greatest passion—his sense of smell—leads to murder.In the slums of eighteenth-century France, the infant Jean-Baptiste Grenouille is born with one sublime gift—an absolute sense of smell. As a boy, he lives to decipher the odors of Paris, and apprentices himself to a prominent perfumer who teaches him the ancient art of mixing precious oils and herbs. But Grenouille's genius is such that he is not satisfied to stop there, and he becomes obsessed with capturing the smells of objects such as brass doorknobs and fresh-cut wood. Then one day he catches a hint of a scent that will drive him on an ever-more-terrifying quest to create the ""ultimate perfume""—the scent of a beautiful young virgin. Told with dazzling narrative brilliance, Perfume is a hauntingly powerful tale of murder and sensual depravity.","10/28/87" +"Holes","Louis Sachar (Goodreads Author)","Stanley Yelnats is under a curse. A curse that began with his no-good-dirty-rotten-pig-stealing-great-great-grandfather and has since followed generations of Yelnats. Now Stanley has been unjustly sent to a boys’ detention center, Camp Green Lake, where the boys build character by spending all day, every day digging holes exactly five feet wide and five feet deep. There is no lake at Camp Green Lake. But there are an awful lot of holes.It doesn’t take long for Stanley to realize there’s more than character improvement going on at Camp Green Lake. The boys are digging holes because the warden is looking for something. But what could be buried under a dried-up lake? Stanley tries to dig up the truth in this inventive and darkly humorous tale of crime and punishment—and redemption.","09/02/00" +"The Lion, the Witch and the Wardrobe","C.S. Lewis","Narnia...the land beyond the wardrobe door, a secret place frozen in eternal winter, a magical country waiting to be set free.Lucy is the first to find the secret of the wardrobe in the professor's mysterious old house. At first her brothers and sister don't believe her when she tells of her visit to the land of Narnia. But soon Edmund, then Peter and Susan step through the wardrobe themselves. In Narnia they find a country buried under the evil enchantment of the White Witch. When they meet the Lion Aslan, they realize they've been called to a great adventure and bravely join the battle to free Narnia from the Witch's sinister spell.","10/28/05" +"Watchmen","Alan Moore (Goodreads Author), Dave Gibbons (Illustrator/Letterer), John Higgins (Colorist)","This Hugo Award-winning graphic novel chronicles the fall from grace of a group of super-heroes plagued by all-too-human failings. Along the way, the concept of the super-hero is dissected as the heroes are stalked by an unknown assassin.One of the most influential graphic novels of all time and a perennial best-seller, Watchmen has been studied on college campuses across the nation and is considered a gateway title, leading readers to other graphic novels such as V for Vendetta, Batman: The Dark Knight Returns and The Sandman series.","10/28/05" +"It","Stephen King (Goodreads Author)","Welcome to Derry, Maine ...It’s a small city, a place as hauntingly familiar as your own hometown. Only in Derry the haunting is real ...They were seven teenagers when they first stumbled upon the horror. Now they are grown-up men and women who have gone out into the big world to gain success and happiness. But none of them can withstand the force that has drawn them back to Derry to face the nightmare without an end, and the evil without a name.","10/01/87" +"The Last Olympian","Rick Riordan (Goodreads Author)","All year the half-bloods have been preparing for battle against the Titans, knowing the odds of victory are grim. Kronos's army is stronger than ever, and with every god and half-blood he recruits, the evil Titan's power only grows.While the Olympians struggle to contain the rampaging monster Typhon, Kronos begins his advance on New York City, where Mount Olympus stands virtually unguarded. Now it's up to Percy Jackson and an army of young demigods to stop the Lord of Time. In this momentous final book in the New York Times best-selling series, the long-awaited prophecy surrounding Percy's sixteenth birthday unfolds. And as the battle for Western civilization rages on the streets of Manhattan, Percy faces a terrifying suspicion that he may be fighting against his own fate.","05/05/09" +"The Little House Collection","Laura Ingalls Wilder, Garth Williams (Illustrator)","This nine-book paperback box set of the classic series features the classic black-and-white artwork from Garth Williams.The nine books in the timeless Little House series tell the story of Laura’s real childhood as an American pioneer, and are cherished by readers of all generations. They offer a unique glimpse into life on the American frontier, and tell the heartwarming, unforgettable story of a loving family.Little House in the Big WoodsMeet the Ingalls family—Laura, Ma, Pa, Mary, and baby Carrie, who all live in a cozy log cabin in the big woods of Wisconsin in the 1870s. Though many of their neighbors are wolves and panthers and bears, the woods feel like home, thanks to Ma’s homemade cheese and butter and the joyful sounds of Pa’s fiddle.Farmer BoyAs Laura Ingalls is growing up in a little house in Kansas, Almanzo Wilder lives on a big farm in New York. He and his brothers and sisters work hard from dawn to supper to help keep their family farm running. Almanzo wishes for just one thing—his very own horse—but he must prove that he is ready for such a big responsibility.Little House on the PrairieWhen Pa decides to sell the log house in the woods, the family packs up and moves from Wisconsin to Kansas, where Pa builds them their little house on the prairie! Living on the farm is different from living in the woods, but Laura and her family are kept busy and are happy with the promise of their new life on the prairie.On the Banks of Plum CreekThe Ingalls family lives in a sod house beside Plum Creek in Minnesota until Pa builds them a new house made of sawed lumber. The money for the lumber will come from their first wheat crop. But then, just before the wheat is ready to harvest, a strange glittering cloud fills the sky, blocking out the sun. Millions of grasshoppers cover the field and everything on the farm, and by the end of a week, there is no wheat crop left.By the Shores of Silver LakePa Ingalls heads west to the unsettled wilderness of the Dakota Territory. When Ma, Mary, Laura, Carrie, and baby Grace join him, they become the first settlers in the town of De Smet. Pa starts work on the first building of the brand new town, located on the shores of Silver Lake. The Long WinterThe first terrible storm comes to the barren prairie in October. Then it snows almost without stopping until April. With snow piled as high as the rooftops, it’s impossible for trains to deliver supplies, and the townspeople, including Laura and her family, are starving. Young Almanzo Wilder, who has settled in the town, risks his life to save the town.Little Town on the PrairieDe Smet is rejuvenated with the beginning of spring. But in addition to the parties, socials, and “literaries,” work must continue. Laura spends many hours sewing shirts to help Ma and Pa get enough money to send Mary to a college for the blind. But in the evenings, Laura makes time for a new caller, Almanzo Wilder.These Happy Golden YearsLaura must continue to earn money to keep Mary in her college for the blind, so she gets a job as a teacher. It’s not easy, and for the first time she’s living away from home. But it gets a little better every Friday, when Almanzo picks Laura up to take her back home for the weekend. Though Laura is still young, she and Almanzo are officially courting, and she knows that this is a time for new beginnings.The First Four YearsLaura Ingalls and Almanzo Wilder have just been married! They move to a small prairie homestead to start their lives together. But each year brings new challenges—storms, sickness, fire, and unpaid debts. These first four years call for courage, strength, and a great deal of determination. And through it all, Laura and Almanzo still have their love, which only grows when baby Rose arrives.","10/07/03" +"The Divine Comedy","Dante Alighieri, Allen Mandelbaum (Translator), Eugenio Montale (Introduction)","The Divine Comedy describes Dante's descent into Hell with Virgil as a guide; his ascent of Mount Purgatory and encounter with his dead love, Beatrice; and finally, his arrival in Heaven. Examining questions of faith, desire and enlightenment, the poem is a brilliantly nuanced and moving allegory of human redemption. Dante Alighieri was born in Florence in 1265 and belonged to a noble but impoverished family. His life was divided by political duties and poetry, the most of famous of which was inspired by his meeting with Bice Portinari, whom he called Beatrice,including La Vita Nuova and The Divine Comedy. He died in Ravenna in 1321.","08/01/95" +"Peter Pan","J.M. Barrie, Michael Hague (Illustrator)","Peter Pan by J. M. Barrie Peter Pan, the mischievous boy who refuses to grow up, lands in the Darling's proper middle-class home to look for his shadow. He befriends Wendy, John and Michael and teaches them to fly (with a little help from fairy dust). He and Tinker Bell whisk them off to Never-land where they encounter the Red Indians, the Little Lost Boys, pirates and the dastardly Captain Hook.","10/01/03" +"The Hobbit, or There and Back Again","J.R.R. Tolkien","In a hole in the ground there lived a hobbit. Not a nasty, dirty, wet hole, filled with the ends of worms and an oozy smell, nor yet a dry, bare, sandy hole with nothing in it to sit down on or to eat: it was a hobbit-hole, and that means comfort.Written for J.R.R. Tolkien’s own children, The Hobbit met with instant critical acclaim when it was first published in 1937. Now recognized as a timeless classic, this introduction to the hobbit Bilbo Baggins, the wizard Gandalf, Gollum, and the spectacular world of Middle-earth recounts of the adventures of a reluctant hero, a powerful and dangerous ring, and the cruel dragon Smaug the Magnificent. The text in this 372-page paperback edition is based on that first published in Great Britain by Collins Modern Classics (1998), and includes a note on the text by Douglas A. Anderson (2001).","08/15/02" +"The Compleat Works of Wllm Shkspr (abridged)","Reduced Shakespeare Company, Adam Long (Contributor), Daniel Singer (Contributor), Jess Winfield (Editor)","Revised from the rather long original complete works of Shakespeare, this abridged version is written by three Americans, with no qualifications worth speaking of. The playtext is reproduced here with footnotes which will be of no help to anyone and a letter from the authors to the Queen.","02/01/94" +"Love in the Time of Cholera","Gabriel García Márquez, Edith Grossman (Translator)","In their youth, Florentino Ariza and Fermina Daza fall passionately in love. When Fermina eventually chooses to marry a wealthy, well-born doctor, Florentino is heartbroken, but he is a romantic. As he rises in his business career he whiles away the years in 622 affairs—yet he reserves his heart for Fermina. Her husband dies at last, and Florentino purposefully attends the funeral. Fifty years, nine months, and four days after he first declared his love for Fermina, he will do so again.","10/05/03" +"Shadow Kiss","Richelle Mead (Goodreads Author)","WHAT IF FOLLOWING HER HEART MEANS ROSE COULD LOSE HER BEST FRIEND FOREVER?Lissa Dragomir is a Moroi princess: a mortal vampire with a rare gift for harnessing the earth's magic. She must be protected at all times from Strigoi; the fiercest vampires - the ones who never die. The powerful blend of human and vampire blood that flows through Rose Hathaway, Lissa's best friend, makes her a Dhampir. Rose is dedicated to a dangerous life of protecting Lissa from the Strigoi, who are hell-bent on making Lissa one of them.Rose knows it is forbidden to love another guardian. Her best friend, Lissa - the last Dragomir princess - must always come first. Unfortunately, when it comes to gorgeous Dimitri Belikov, some rules are meant to be broken...Then a strange darkness begins to grow in Rose's mind, and ghostly shadows warn of a terrible evil drawing nearer to the Academy's iron gates. The immortal undead are closing in, and they want vengeance for the lives Rose has stolen. In a heart-stopping battle to rival her worst nightmares, Rose will have to choose between life, love, and the two people who matter most... but will her choice mean that only one can survive?","11/13/08" +"Insurgent","Veronica Roth (Goodreads Author)","One choice can transform you—or it can destroy you. But every choice has consequences, and as unrest surges in the factions all around her, Tris Prior must continue trying to save those she loves—and herself—while grappling with haunting questions of grief and forgiveness, identity and loyalty, politics and love.Tris's initiation day should have been marked by celebration and victory with her chosen faction; instead, the day ended with unspeakable horrors. War now looms as conflict between the factions and their ideologies grows. And in times of war, sides must be chosen, secrets will emerge, and choices will become even more irrevocable—and even more powerful. Transformed by her own decisions but also by haunting grief and guilt, radical new discoveries, and shifting relationships, Tris must fully embrace her Divergence, even if she does not know what she may lose by doing so.New York Times bestselling author Veronica Roth's much-anticipated second book of the dystopian DIVERGENT series is another intoxicating thrill ride of a story, rich with hallmark twists, heartbreaks, romance, and powerful insights about human nature.","05/01/12" +"The Thorn Birds","Colleen McCullough","Alternate Cover Edition ISBN 0380018179 (ISBN13: 9780380018178)The Thorn Birds is a robust, romantic saga of a singular family, the Clearys. It begins in the early part of this century, when Paddy Cleary moves his wife, Fiona, and their seven children to Drogheda, the vast Australian sheep station owned by his autocratic and childless older sister; and it ends more than half a century later, when the only survivor of the third generation, the brilliant actress Justine O'Neill, sets a course of life and love halfway around the world from her roots.The central figures in this enthralling story are the indomitable Meggie, the only Cleary daughter, and the one man she truly loves, the stunningly handsome and ambitious priest Ralph de Bricassart. Ralph's course moves him a long way indeed, from a remote Outback parish to the halls of the Vatican; and Meggie's except for a brief and miserable marriage elsewhere, is fixed to the Drogheda that is part of her bones - but distance does not dim their feelings though it shapes their lives.Wonderful characters people this book; strong and gentle, Paddy, hiding a private memory; dutiful Fiona, holding back love because it once betrayed her, violent, tormented Frank, and the other hardworking Cleary sons who give the boundless lands of Drogheda the energy and devotion most men save for women; Meggie; Ralph; and Meggie's children, Justine and Dane. And the land itself; stark, relentless in its demands, brilliant in its flowering, prey to gigantic cycles of drought and flood, rich when nature is bountiful, surreal like no other place on earth.(First Edition Jacket)","10/28/02" +"A Walk to Remember","Nicholas Sparks (Goodreads Author)","There was a time when the world was sweeter...when the women in Beaufort, North Carolina, wore dresses, and the men donned hats...when something happened to a seventeen-year-old boy that would change his life forever. Every April, when the wind blows in from the sea and mingles with the scent of lilacs, Landon Carter remembers his last year at Beaufort High. It was 1958, and Landon had already dated a girl or two. He even swore that he had once been in love. Certainly the last person in town he thought he'd fall for was Jamie Sullivan, the daughter of the town's Baptist minister. A quiet girl who always carried a Bible with her schoolbooks, Jamie seemed content living in a world apart from the other teens. She took care of her widowed father, rescued hurt animals, and helped out at the local orphanage. No boy had ever asked her out. Landon would never have dreamed of it. Then a twist of fate made Jamie his partner for the homecoming dance, and Landon Carter's life would never be the same. Being with Jamie would show him the depths of the human heart and lead him to a decision so stunning it would send him irrevocably on the road to manhood. No other author today touches our emotions more deeply than Nicholas Sparks.Illuminating both the strength and the gossamer fragility of our deepest emotions, his two New York Times bestsellers, The Notebook and Message in a Bottle, have established him as the leading author of today's most cherished love stories. Now, in A Walk to Remember, he tells a truly unforgettable story, one that glimmers with all of his magic, holding us spellbound-and reminding us that in life each of us may find one great love, the kind that changes everything...","05/24/00" +"How the Grinch Stole Christmas!","Dr. Seuss","""The Grinch hated Christmas! The whole Christmas season!Now, please don't ask why. No one quite knows the reason.""Dr. Seuss's small-hearted Grinch ranks right up there with Scrooge when it comes to the crankiest, scowling holiday grumps of all time. For 53 years, the Grinch has lived in a cave on the side of a mountain, looming above the Whos in Whoville. The noisy holiday preparations and infernal singing of the happy little citizens below annoy him to no end. The Grinch decides this frivolous merriment must stop. His ""wonderful, awful"" idea is to don a Santa outfit, strap heavy antlers on his poor, quivering dog Max, construct a makeshift sleigh, head down to Whoville, and strip the chafingly cheerful Whos of their Yuletide glee once and for all.Looking quite out of place and very disturbing in his makeshift Santa get-up, the Grinch slithers down chimneys with empty bags and stealing the Whos' presents, their food, even the logs from their humble Who-fires. He takes the ramshackle sleigh to Mt. Crumpit to dump it and waits to hear the sobs of the Whos when they wake up and discover the trappings of Christmas have disappeared. Imagine the Whos' dismay when they discover the evil-doings of Grinch in his anti-Santa guise. But what is that sound? It's not sobbing, but singing! Children simultaneously adore and fear this triumphant, twisted Seussian testimonial to the undaunted cheerfulness of the Whos, the transcendent nature of joy, and of course, the growth potential of a heart that's two sizes too small. This holiday classic is perfect for reading aloud to your favorite little Whos.","10/04/04" +"The Ultimate Hitchhiker's Guide to the Galaxy","Douglas Adams","At last in paperback in one complete volume, here are the five novels from Douglas Adams's Hitchhiker series. ""The Hitchhiker's Guide to the Galaxy""Seconds before the Earth is demolished for a galactic freeway, Arthur Dent is saved by Ford Prefect, a researcher for the revised Guide. Together they stick out their thumbs to the stars and begin a wild journey through time and space.""The Restaurant at the End of the Universe""Facing annihilation at the hands of warmongers is a curious time to crave tea. It could only happen to the cosmically displaced Arthur Dent and his comrades as they hurtle across the galaxy in a desperate search for a place to eat.""Life, the Universe and Everything""The unhappy inhabitants of planet Krikkit are sick of looking at the night sky- so they plan to destroy it. The universe, that is. Now only five individuals can avert Armageddon: mild-mannered Arthur Dent and his stalwart crew.""So Long, and Thanks for All the Fish""Back on Earth, Arthur Dent is ready to believe that the past eight years were all just a figment of his stressed-out imagination. But a gift-wrapped fishbowl with a cryptic inscription conspires to thrust him back to reality. So to speak.""Mostly Harmless""Just when Arthur Dent makes the terrible mistake of starting to enjoy life, all hell breaks loose. Can he save the Earth from total obliteration? Can he save the Guide from a hostile alien takeover? Can he save his daughter from herself?Also includes the short story ""Young Zaphod Plays It Safe"".","04/28/02" +"Atonement","Ian McEwan","Ian McEwan’s symphonic novel of love and war, childhood and class, guilt and forgiveness provides all the satisfaction of a brilliant narrative and the provocation we have come to expect from this master of English prose.On a hot summer day in 1935, thirteen-year-old Briony Tallis witnesses the flirtation between her older sister, Cecilia, and Robbie Turner, the son of a servant. But Briony’s incomplete grasp of adult motives and her precocious imagination bring about a crime that will change all their lives, a crime whose repercussions Atonement follows through the chaos and carnage of World War II and into the close of the twentieth century.","03/28/03" +"The Importance of Being Earnest","Oscar Wilde","Oscar Wilde's madcap farce about mistaken identities, secret engagements, and lovers entanglements still delights readers more than a century after its 1895 publication and premiere performance. The rapid-fire wit and eccentric characters of The Importance of Being Earnest have made it a mainstay of the high school curriculum for decades.Cecily Cardew and Gwendolen Fairfax are both in love with the same mythical suitor. Jack Worthing has wooed Gwendolen as Ernest while Algernon has also posed as Ernest to win the heart of Jack's ward, Cecily. When all four arrive at Jack's country home on the same weekend the ""rivals"" to fight for Ernest's undivided attention and the ""Ernests"" to claim their beloveds pandemonium breaks loose. Only a senile nursemaid and an old, discarded hand-bag can save the day!This Prestwick House Literary Touchstone Edition includes a glossary and reader's notes to help the modern reader appreciate Wilde's wry wit and elaborate plot twists.","10/28/05" +"Eat, Pray, Love","Elizabeth Gilbert (Goodreads Author)","A celebrated writer's irresistible, candid, and eloquent account of her pursuit of worldly pleasure, spiritual devotion, and what she really wanted out of life. Around the time Elizabeth Gilbert turned thirty, she went through an early-onslaught midlife crisis. She had everything an educated, ambitious American woman was supposed to want—a husband, a house, a successful career. But instead of feeling happy and fulfilled, she was consumed with panic, grief, and confusion. She went through a divorce, a crushing depression, another failed love, and the eradication of everything she ever thought she was supposed to be. To recover from all this, Gilbert took a radical step. In order to give herself the time and space to find out who she really was and what she really wanted, she got rid of her belongings, quit her job, and undertook a yearlong journey around the world—all alone. Eat, Pray, Love is the absorbing chronicle of that year. Her aim was to visit three places where she could examine one aspect of her own nature set against the backdrop of a culture that has traditionally done that one thing very well. In Rome, she studied the art of pleasure, learning to speak Italian and gaining the twenty-three happiest pounds of her life. India was for the art of devotion, and with the help of a native guru and a surprisingly wise cowboy from Texas, she embarked on four uninterrupted months of spiritual exploration. In Bali, she studied the art of balance between worldly enjoyment and divine transcendence. She became the pupil of an elderly medicine man and also fell in love the best way—unexpectedly. An intensely articulate and moving memoir of self-discovery, Eat, Pray, Love is about what can happen when you claim responsibility for your own contentment and stop trying to live in imitation of society’s ideals. It is certain to touch anyone who has ever woken up to the unrelenting need for change.","02/01/07" +"Their Eyes Were Watching God","Zora Neale Hurston","Fair and long-legged, independent and articulate, Janie Crawford sets out to be her own person -- no mean feat for a black woman in the '30s. Janie's quest for identity takes her through three marriages and into a journey back to her roots.","05/30/06" +"The Three Musketeers","Alexandre Dumas","Alexandre Dumas’s most famous tale— and possibly the most famous historical novel of all time— in a handsome hardcover volume.This swashbuckling epic of chivalry, honor, and derring-do, set in France during the 1620s, is richly populated with romantic heroes, unattainable heroines, kings, queens, cavaliers, and criminals in a whirl of adventure, espionage, conspiracy, murder, vengeance, love, scandal, and suspense. Dumas transforms minor historical figures into larger- than-life characters: the Comte d’Artagnan, an impetuous young man in pursuit of glory; the beguilingly evil seductress “Milady”; the powerful and devious Cardinal Richelieu; the weak King Louis XIII and his unhappy queen—and, of course, the three musketeers themselves, Athos, Porthos, and Aramis, whose motto “all for one, one for all” has come to epitomize devoted friendship. With a plot that delivers stolen diamonds, masked balls, purloined letters, and, of course, great bouts of swordplay, The Three Musketeers is eternally entertaining.","02/13/01" +"The Wonderful Wizard of Oz","L. Frank Baum, W.W. Denslow (Illustrator)","When Dorothy and her little dog Toto are caught in a tornado, they and their Kansas farmhouse are suddenly transported to Oz, where Munchkins live, monkeys fly and Wicked Witches rule. Desperate to return home, and with the Wicked Witch of the West on their trail, Dorothy and Toto - together with new friends the Tin Woodsman, Scarecrow and cowardly Lion - embark on a fantastic quest along the Yellow Brick Road in search of the Emerald City. There they hope to meet the legendary, all-powerful Wizard of Oz, who alone may hold the power to grant their every wish.Just as captivating as it was a hundred years ago, this is a story that all ages will love.","10/28/95" +"Frostbite","Richelle Mead (Goodreads Author)","WHEN LOVE AND JEALOUSY COLLIDE ON THE SLOPES, WINTER BREAK TURNS DEADLY...Lissa Dragomir is a Moroi princess: a mortal vampire with a rare gift for harnessing the earth's magic. She must be protected at all times from Strigoi; the fiercest vampires - the ones who never die. The powerful blend of human and vampire blood that flows through Rose Hathaway, Lissa's best friend, makes her a Dhampir. Rose is dedicated to a dangerous life of protecting Lissa from the Strigoi, who are hell-bent on making Lissa one of them.Rose has serious guy trouble. Her gorgeous tutor, Dimitri, has his eye on someone else, her friend Mason has a huge crush on her, and she keeps getting stuck in her best friend Lissa's head while she's making out with her boyfriend, Christian.Then a nearby Strigoi attack puts St. Vladimir's on high alert, and the Academy whisks its students away on a mandatory holiday ski trip. But the glittering winter landscape and posh Idaho resort only provide the illusion of safety. When three students run away to strike back again the deadly Strigoi, Rose must join forces with Christian to rescue them. Only this time, Rose - and her heart - are in more danger than she ever could have imagined...","04/10/08" +"Goodnight Moon","Margaret Wise Brown, Clement Hurd (Illustrator)","In a great green room, tucked away in bed, is a little bunny. ""Goodnight room, goodnight moon."" And to all the familiar things in the softly lit room -- to the picture of the three little bears sitting on chairs, to the clocks and his socks, to the mittens and the kittens, to everything one by one -- the little bunny says goodnight.In this classic of children's literature, beloved by generations of readers and listeners, the quiet poetry of the words and the gentle, lulling illustrations combine to make a perfect book for the end of the day.","01/23/07" +"The Lorax","Dr. Seuss","""UNLESS someone like you...cares a whole awful lot...nothing is going to get better...It's not."" Long before saving the earth became a global concern, Dr. Seuss, speaking through his character the Lorax, warned against mindless progress and the danger it posed to the earth's natural beauty. His classic cautionary tale is now available in an irresistible mini-edition, perfect for backpack or briefcase, for Arbor Day, Earth Day, and every day.","02/24/98" +"Good Omens: The Nice and Accurate Prophecies of Agnes Nutter, Witch","Terry Pratchett, Neil Gaiman (Goodreads Author)","‘Armageddon only happens once, you know. They don’t let you go around again until you get it right.’People have been predicting the end of the world almost from its very beginning, so it’s only natural to be sceptical when a new date is set for Judgement Day. But what if, for once, the predictions are right, and the apocalypse really is due to arrive next Saturday, just after tea?You could spend the time left drowning your sorrows, giving away all your possessions in preparation for the rapture, or laughing it off as (hopefully) just another hoax. Or you could just try to do something about it.It’s a predicament that Aziraphale, a somewhat fussy angel, and Crowley, a fast-living demon now finds themselves in. They’ve been living amongst Earth’s mortals since The Beginning and, truth be told, have grown rather fond of the lifestyle and, in all honesty, are not actually looking forward to the coming Apocalypse.And then there’s the small matter that someone appears to have misplaced the Antichrist…","11/28/06" +"Blood Promise","Richelle Mead (Goodreads Author)","Bound by love, but sworn to kill...The world thought Dimitri was dead. And to a certain extent, he was. But I hadn't been able to forget a conversation he and I had once had. We'd both agreed that we'd rather be dead - truly dead - than walk the world as Strigoi. It was time to honor our words.Guardian Rose Hathaway's life will never be the same. The recent attack on St. Vladimir's Academy devastated the entire Moroi world. Many are dead. And, for the few victims carried off by Strigoi, their fates are even worse. A rare tattoo now adorns Rose's neck; a mark that says she's killed far too many Strigoi to count.But only one victim matters... Dimitri Belikov. Rose must now choose one of two very different paths: honoring her life's vow to protect Lissa—her best friend and the last surviving Dragomir princess—or, dropping out of the Academy to strike out on her own and hunt down the man she loves. She'll have to go to the ends of the earth to find Dimitri and keep the promise he begged her to make. But the question is, when the time comes, will he want to be saved?Now, with everything at stake—and worlds away from St. Vladimir's and her unguarded, vulnerable, and newly rebellious best friend—can Rose find the strength to destroy Dimitri? Or, will she sacrifice herself for a chance at eternal love?Readers who fell in love with Rose, Lissa, and Dimitri won't want to miss Blood Promise, the much-anticipated, epic fourth novel in Richelle Mead's enthralling Vampire Academy series.","08/25/09" +"Tess of the D'Urbervilles","Thomas Hardy, Margaret R. Higonnet (Introduction), Maria Grazia Griffini (Translator), Tim Dolin (Notes)","Alternate cover edition of ISBN 9780141439594.When Tess Durbeyfield is driven by family poverty to claim kinship with the wealthy D'Urbervilles and seek a portion of their family fortune, meeting her 'cousin' Alec proves to be her downfall. A very different man, Angel Clare, seems to offer her love and salvation, but Tess must choose whether to reveal her past or remain silent in the hope of a peaceful future.","01/30/03" +"The Good Earth","Pearl S. Buck","This tells the poignant tale of a Chinese farmer and his family in old agrarian China. The humble Wang Lung glories in the soil he works, nurturing the land as it nurtures him and his family. Nearby, the nobles of the House of Hwang consider themselves above the land and its workers; but they will soon meet their own downfall.Hard times come upon Wang Lung and his family when flood and drought force them to seek work in the city. The working people riot, breaking into the homes of the rich and forcing them to flee. When Wang Lung shows mercy to one noble and is rewarded, he begins to rise in the world, even as the House of Hwang falls.","03/04/09" +"Heart of Darkness","Joseph Conrad, Aníbal Fernandes (Translator)","Heart of Darkness, a novel by Joseph Conrad, was originally a three-part series in Blackwood's Magazine in 1899. It is a story within a story, following a character named Charlie Marlow, who recounts his adventure to a group of men onboard an anchored ship. The story told is of his early life as a ferry boat captain. Although his job was to transport ivory downriver, Charlie develops an interest in investing an ivory procurement agent, Kurtz, who is employed by the government. Preceded by his reputation as a brilliant emissary of progress, Kurtz has now established himself as a god among the natives in “one of the darkest places on earth.” Marlow suspects something else of Kurtz: he has gone mad.A reflection on corruptive European colonialism and a journey into the nightmare psyche of one of the corrupted, Heart of Darkness is considered one of the most influential works ever written.","10/01/03" +"The Battle of the Labyrinth","Rick Riordan (Goodreads Author)","Percy Jackson isn't expecting freshman orientation to be any fun. But when a mysterious mortal acquaintance appears at his potential new school, followed by demon cheerleaders, things quickly move from bad to worse.In this fourth installment of the blockbuster series, time is running out as war between the Olympians and the evil Titan lord Kronos draws near. Even the safe haven of Camp Half-Blood grows more vulnerable by the minute as Kronos's army prepares to invade its once impenetrable borders. To stop the invasion, Percy and his demigod friends must set out on a quest through the Labyrinth - a sprawling underground world with stunning surprises at every turn.","03/06/08" +"A Midsummer Night's Dream","William Shakespeare, Paul Werstine (Editor), Barbara A. Mowat (Editor), Catherine Belsey (Contributor)","Shakespeare's intertwined love polygons begin to get complicated from the start--Demetrius and Lysander both want Hermia but she only has eyes for Lysander. Bad news is, Hermia's father wants Demetrius for a son-in-law. On the outside is Helena, whose unreturned love burns hot for Demetrius. Hermia and Lysander plan to flee from the city under cover of darkness but are pursued by an enraged Demetrius (who is himself pursued by an enraptured Helena). In the forest, unbeknownst to the mortals, Oberon and Titania (King and Queen of the faeries) are having a spat over a servant boy. The plot twists up when Oberon's head mischief-maker, Puck, runs loose with a flower which causes people to fall in love with the first thing they see upon waking. Throw in a group of labourers preparing a play for the Duke's wedding (one of whom is given a donkey's head and Titania for a lover by Puck) and the complications become fantastically funny.","07/28/16" +"Clockwork Princess","Cassandra Clare (Goodreads Author)","Danger and betrayal, love and loss, secrets and enchantment are woven together in the breathtaking finale to the #1 New York Times bestselling Infernal Devices Trilogy, prequel to the internationally bestselling Mortal Instruments series.THE INFERNAL DEVICES WILL NEVER STOP COMINGA net of shadows begins to tighten around the Shadowhunters of the London Institute. Mortmain plans to use his Infernal Devices, an army of pitiless automatons, to destroy the Shadowhunters. He needs only one last item to complete his plan: he needs Tessa Gray.Charlotte Branwell, head of the London Institute, is desperate to find Mortmain before he strikes. But when Mortmain abducts Tessa, the boys who lay equal claim to her heart, Jem and Will, will do anything to save her. For though Tessa and Jem are now engaged, Will is as much in love with her as ever.As those who love Tessa rally to rescue her from Mortmain’s clutches, Tessa realizes that the only person who can save her is herself. But can a single girl, even one who can command the power of angels, face down an entire army?Danger and betrayal, secrets and enchantment, and the tangled threads of love and loss intertwine as the Shadowhunters are pushed to the very brink of destruction in the breathtaking conclusion to the Infernal Devices trilogy.","09/05/13" +"The Prophet","Kahlil Gibran","Kahlil Gibran’s masterpiece, The Prophet, is one of the most beloved classics of our time. Published in 1923, it has been translated into more than twenty languages, and the American editions alone have sold more than nine million copies.The Prophet is a collection of poetic essays that are philosophical, spiritual, and, above all, inspirational. Gibran’s musings are divided into twenty-eight chapters covering such sprawling topics as love, marriage, children, giving, eating and drinking, work, joy and sorrow, housing, clothes, buying and selling, crime and punishment, laws, freedom, reason and passion, pain, self-knowledge, teaching, friendship, talking, time, good and evil, prayer, pleasure, beauty, religion, and death.","01/01/10" +"The Mists of Avalon","Marion Zimmer Bradley","Here is the magical legend of King Arthur, vividly retold through the eyes and lives of the women who wielded power from behind the throne. A spellbinding novel, an extraordinary literary achievement, THE MISTS OF AVALON will stay with you for a long time to come....","07/15/01" +"The Sea of Monsters","Rick Riordan (Goodreads Author)","The heroic son of Poseidon makes an action-packed comeback in the second must-read installment of Rick Riordan's amazing young readers series. Starring Percy Jackson, a ""half blood"" whose mother is human and whose father is the God of the Sea, Riordan's series combines cliffhanger adventure and Greek mythology lessons that results in true page-turners that get better with each installment.In this episode, The Sea of Monsters, Percy sets out to retrieve the Golden Fleece before his summer camp is destroyed, surpassing the first book's drama and setting the stage for more thrills to come.","04/01/06" diff --git a/databases/weaviate/manifests/02-notebook/jupyter.yaml b/databases/weaviate/manifests/02-notebook/jupyter.yaml new file mode 100644 index 0000000000..c3e0a0eb3f --- /dev/null +++ b/databases/weaviate/manifests/02-notebook/jupyter.yaml @@ -0,0 +1,73 @@ +# Copyright 2024 Google LLC +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# https://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +# [START gke_databases_weaviate_02_notebook] +--- +apiVersion: v1 +kind: Service +metadata: + labels: &labels + app: jupyter-notebook + name: notebook +spec: + ports: + - port: 8888 + selector: *labels + #type: LoadBalancer + type: ClusterIP +--- +apiVersion: apps/v1 +kind: Deployment +metadata: + name: notebook + labels: &labels + app: jupyter-notebook +spec: + selector: + matchLabels: *labels + template: + metadata: + labels: *labels + spec: + containers: + - name: jupyter + image: tensorflow/tensorflow:2.15.0-jupyter + resources: + requests: + memory: "4500Mi" + cpu: "1" + limits: + memory: "4500Mi" + cpu: "1" + ports: + - containerPort: 8888 + env: + - name: APIKEY + valueFrom: + secretKeyRef: + name: apikeys + key: AUTHENTICATION_APIKEY_ALLOWED_KEYS + volumeMounts: + - name: books-dataset + mountPath: /usr/local/dataset + - name: notebook + mountPath: /tf + volumes: + - name: books-dataset + configMap: + name: books-dataset + - name: notebook + configMap: + name: notebook + # [END gke_databases_weaviate_02_notebook] diff --git a/databases/weaviate/manifests/02-notebook/vector-database.ipynb b/databases/weaviate/manifests/02-notebook/vector-database.ipynb new file mode 100644 index 0000000000..ea9c1d12e5 --- /dev/null +++ b/databases/weaviate/manifests/02-notebook/vector-database.ipynb @@ -0,0 +1,211 @@ +{ + "cells": [ + { + "cell_type": "raw", + "id": "fcd145fa-10d4-4597-9250-1c61984fc5bb", + "metadata": {}, + "source": [ + "# Copyright 2024 Google LLC\n", + "#\n", + "# Licensed under the Apache License, Version 2.0 (the \"License\");\n", + "# you may not use this file except in compliance with the License.\n", + "# You may obtain a copy of the License at\n", + "#\n", + "# https://www.apache.org/licenses/LICENSE-2.0\n", + "#\n", + "# Unless required by applicable law or agreed to in writing, software\n", + "# distributed under the License is distributed on an \"AS IS\" BASIS,\n", + "# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n", + "# See the License for the specific language governing permissions and\n", + "# limitations under the License." + ] + }, + { + "cell_type": "raw", + "id": "201cd5fa-25e0-4bd7-8a27-af1fc85a12e7", + "metadata": {}, + "source": [ + "This section shows you how to upload Vectors into a new Qdrant Collection and run simple search queries using the official Qdrant client.\n", + "\n", + "In this example, you use a dataset from a CSV file that contains a list of books in different genres. Qdrant will serve as a search engine." + ] + }, + { + "cell_type": "raw", + "id": "51247bbb-a52f-4003-9596-439f60f3b3c9", + "metadata": {}, + "source": [ + "Install a Qdrant client with fastembed support to eliminate reliance on external model deployment services:" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "1c3b796a-3b3a-4322-a276-d72c1dc8540e", + "metadata": {}, + "source": [ + "! pip install qdrant-client[fastembed]" + ] + }, + { + "cell_type": "raw", + "id": "320f0cb6-61c9-42fe-b361-ea3c92c35421", + "metadata": {}, + "source": [ + "Import the required Python and Qdrant libraries:" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "bb5ca67b-607d-4b23-926a-6459ea584f45", + "metadata": {}, + "outputs": [], + "source": [ + "from qdrant_client import QdrantClient\n", + "from qdrant_client.http import models\n", + "import os\n", + "import csv" + ] + }, + { + "cell_type": "raw", + "id": "15f64563-f932-4a38-bd96-5b9d5cfadfd3", + "metadata": {}, + "source": [ + "Load data from a CSV file for inserting data into a Qdrant collection:" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "id": "013284ff-e4b6-4ad7-b330-17860121c4c1", + "metadata": {}, + "outputs": [], + "source": [ + "books = [*csv.DictReader(open('/usr/local/dataset/dataset.csv'))]" + ] + }, + { + "cell_type": "raw", + "id": "f6f00b67-901e-4470-ab26-94c3b0e010d8", + "metadata": {}, + "source": [ + "Prepare data for uploading:" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "id": "75f71220-349b-41f0-89ea-1ba7a1c52771", + "metadata": {}, + "outputs": [], + "source": [ + "documents: list[dict[str, any]] = []\n", + "metadata: list[dict[str, any]] = []\n", + "ids: list[int] = []\n", + "\n", + "for idx, doc in enumerate(books):\n", + " ids.append(idx)\n", + " documents.append(doc[\"description\"])\n", + " metadata.append(\n", + " {\n", + " \"title\": doc[\"title\"],\n", + " \"author\": doc[\"author\"],\n", + " \"publishDate\": doc[\"publishDate\"],\n", + " }\n", + " )" + ] + }, + { + "cell_type": "raw", + "id": "df7eb305-6f3e-4215-8090-71d044a302aa", + "metadata": {}, + "source": [ + "Define a Qdrant connection, it requires an API Key for authentication:" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "id": "b08ebd75-0b8c-4805-a40f-634d2d5df3de", + "metadata": {}, + "outputs": [], + "source": [ + "qdrant = QdrantClient(\n", + " url=\"http://qdrant-database:6333\", api_key=os.getenv(\"APIKEY\"))" + ] + }, + { + "cell_type": "markdown", + "id": "b048a1bb-31e3-40f3-8ae1-6c0c9a49fa70", + "metadata": {}, + "source": [ + "Create a Qdrant collection and insert data. This method establishes a connection to Qdrant, creates a new collection named `my_books`, and uploads the book data to `my_books`." + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "id": "637e4922-d58c-4eb3-91c2-03252422c662", + "metadata": {}, + "source": [ + "qdrant.add(collection_name=\"my_books\", documents=documents, metadata=metadata, ids=ids, parallel=2)" + ] + }, + { + "cell_type": "markdown", + "id": "9d0ca596-9688-4df3-a8cc-dc384c1e5234", + "metadata": {}, + "source": [ + "Query the Qdrant database. This method runs a search query about `drama about people and unhappy love` and displays results.\n", + "\n", + "It prints each result separated by a line of dashes, in the following format :\n", + "\n", + "- Title: Title of the book\n", + "- Author: Author of the book\n", + "- Description: As stored in your document's description metadata field\n", + "- Published: Book publication date\n", + "- Score: Qdrant's relevancy score" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "id": "7d1cae5f-ffa3-44ea-8b9e-fd376cdc185c", + "metadata": {}, + "source": [ + "results = qdrant.query(\n", + " collection_name=\"my_books\",\n", + " query_text=\"drama about people and unhappy love\",\n", + " limit=2,\n", + ")\n", + "for result in results:\n", + " print(\"Title:\", result.metadata[\"title\"], \"\\nAuthor:\", result.metadata[\"author\"])\n", + " print(\"Description:\", result.metadata[\"document\"], \"Published:\", result.metadata[\"publishDate\"], \"\\nScore:\", result.score)\n", + " print(\"-----\")" + ] + }], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.0rc1" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} + From 9fac6fc3a72305000f31d80edd63360a30bd0bad Mon Sep 17 00:00:00 2001 From: BRV158 Date: Fri, 21 Jun 2024 23:57:54 +0300 Subject: [PATCH 05/24] notebook and jupiter edited --- .../manifests/02-notebook/jupyter.yaml | 5 +++++ .../02-notebook/vector-database.ipynb | 22 +++++++++---------- 2 files changed, 16 insertions(+), 11 deletions(-) diff --git a/databases/weaviate/manifests/02-notebook/jupyter.yaml b/databases/weaviate/manifests/02-notebook/jupyter.yaml index c3e0a0eb3f..e2e5004715 100644 --- a/databases/weaviate/manifests/02-notebook/jupyter.yaml +++ b/databases/weaviate/manifests/02-notebook/jupyter.yaml @@ -63,6 +63,11 @@ spec: mountPath: /usr/local/dataset - name: notebook mountPath: /tf + tolerations: + - effect: NoSchedule + key: app.stateful/component + operator: Equal + value: weaviate volumes: - name: books-dataset configMap: diff --git a/databases/weaviate/manifests/02-notebook/vector-database.ipynb b/databases/weaviate/manifests/02-notebook/vector-database.ipynb index ea9c1d12e5..5b63d7589a 100644 --- a/databases/weaviate/manifests/02-notebook/vector-database.ipynb +++ b/databases/weaviate/manifests/02-notebook/vector-database.ipynb @@ -25,9 +25,9 @@ "id": "201cd5fa-25e0-4bd7-8a27-af1fc85a12e7", "metadata": {}, "source": [ - "This section shows you how to upload Vectors into a new Qdrant Collection and run simple search queries using the official Qdrant client.\n", + "This section shows you how to upload Vectors into a new Weaviate Collection and run simple search queries using the official Qdrant client.\n", "\n", - "In this example, you use a dataset from a CSV file that contains a list of books in different genres. Qdrant will serve as a search engine." + "In this example, you use a dataset from a CSV file that contains a list of books in different genres. Weaviate will serve as a search engine." ] }, { @@ -35,7 +35,7 @@ "id": "51247bbb-a52f-4003-9596-439f60f3b3c9", "metadata": {}, "source": [ - "Install a Qdrant client with fastembed support to eliminate reliance on external model deployment services:" + "Install a Weaviate client with fastembed support to eliminate reliance on external model deployment services:" ] }, { @@ -44,7 +44,7 @@ "id": "1c3b796a-3b3a-4322-a276-d72c1dc8540e", "metadata": {}, "source": [ - "! pip install qdrant-client[fastembed]" + "! pip install weaviate-client==3.*" ] }, { @@ -52,7 +52,7 @@ "id": "320f0cb6-61c9-42fe-b361-ea3c92c35421", "metadata": {}, "source": [ - "Import the required Python and Qdrant libraries:" + "Import the required Python and Weaviate libraries:" ] }, { @@ -62,10 +62,9 @@ "metadata": {}, "outputs": [], "source": [ - "from qdrant_client import QdrantClient\n", - "from qdrant_client.http import models\n", "import os\n", - "import csv" + "import csv\n", + "import weaviate\n" ] }, { @@ -73,7 +72,7 @@ "id": "15f64563-f932-4a38-bd96-5b9d5cfadfd3", "metadata": {}, "source": [ - "Load data from a CSV file for inserting data into a Qdrant collection:" + "Load data from a CSV file for inserting data into a Weaviate collection:" ] }, { @@ -83,7 +82,8 @@ "metadata": {}, "outputs": [], "source": [ - "books = [*csv.DictReader(open('/usr/local/dataset/dataset.csv'))]" + "with open('/usr/local/dataset/dataset.csv', newline='') as csvfile:\n", + "books = [*csv.DictReader(csvfile)]" ] }, { @@ -122,7 +122,7 @@ "id": "df7eb305-6f3e-4215-8090-71d044a302aa", "metadata": {}, "source": [ - "Define a Qdrant connection, it requires an API Key for authentication:" + "Define a Weaviate connection, it requires an API Key for authentication:" ] }, { From d38da2fbfef88687a7e11ec5545f5a042ecfba73 Mon Sep 17 00:00:00 2001 From: BRV158 Date: Sun, 23 Jun 2024 19:49:19 +0300 Subject: [PATCH 06/24] notebook update --- .../02-notebook/vector-database.ipynb | 111 ++++++++++-------- 1 file changed, 61 insertions(+), 50 deletions(-) diff --git a/databases/weaviate/manifests/02-notebook/vector-database.ipynb b/databases/weaviate/manifests/02-notebook/vector-database.ipynb index 5b63d7589a..e28c19a1a0 100644 --- a/databases/weaviate/manifests/02-notebook/vector-database.ipynb +++ b/databases/weaviate/manifests/02-notebook/vector-database.ipynb @@ -64,7 +64,8 @@ "source": [ "import os\n", "import csv\n", - "import weaviate\n" + "import weaviate\n", + "from weaviate.util import generate_uuid5\n" ] }, { @@ -83,38 +84,7 @@ "outputs": [], "source": [ "with open('/usr/local/dataset/dataset.csv', newline='') as csvfile:\n", - "books = [*csv.DictReader(csvfile)]" - ] - }, - { - "cell_type": "raw", - "id": "f6f00b67-901e-4470-ab26-94c3b0e010d8", - "metadata": {}, - "source": [ - "Prepare data for uploading:" - ] - }, - { - "cell_type": "code", - "execution_count": 31, - "id": "75f71220-349b-41f0-89ea-1ba7a1c52771", - "metadata": {}, - "outputs": [], - "source": [ - "documents: list[dict[str, any]] = []\n", - "metadata: list[dict[str, any]] = []\n", - "ids: list[int] = []\n", - "\n", - "for idx, doc in enumerate(books):\n", - " ids.append(idx)\n", - " documents.append(doc[\"description\"])\n", - " metadata.append(\n", - " {\n", - " \"title\": doc[\"title\"],\n", - " \"author\": doc[\"author\"],\n", - " \"publishDate\": doc[\"publishDate\"],\n", - " }\n", - " )" + " books = [*csv.DictReader(csvfile)]" ] }, { @@ -132,16 +102,43 @@ "metadata": {}, "outputs": [], "source": [ - "qdrant = QdrantClient(\n", - " url=\"http://qdrant-database:6333\", api_key=os.getenv(\"APIKEY\"))" + "auth_config = weaviate.auth.AuthApiKey(api_key=os.getenv(\"APIKEY\"))\n", + "client = weaviate.Client(\n", + " url=\"http://weaviate.weaviate\", auth_client_secret=auth_config)" ] }, + { + "cell_type": "raw", + "id": "f6f00b67-901e-4470-ab26-94c3b0e010d8", + "metadata": {}, + "source": [ + "Define collection class and schema:" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "id": "75f71220-349b-41f0-89ea-1ba7a1c52771", + "metadata": {}, + "outputs": [], + "source": [ + "documents: list[dict[str, any]] = []\n", + "uuid = client.data_object.create(\n", + "class_name=\"My_books\",\n", + "data_object={\n", + " \"document\": \"book description\",\n", + " \"metadata\": \"author name and pubvlishdate\", \n", + " \"ids\": 123, \n", + " }\n", + " )\n" + ] + }, { "cell_type": "markdown", "id": "b048a1bb-31e3-40f3-8ae1-6c0c9a49fa70", "metadata": {}, "source": [ - "Create a Qdrant collection and insert data. This method establishes a connection to Qdrant, creates a new collection named `my_books`, and uploads the book data to `my_books`." + "Create a collection and insert data. This method establishes a connection to Weaviate, creates a new collection named `my_books`, and uploads the book data to `my_books`." ] }, { @@ -150,7 +147,21 @@ "id": "637e4922-d58c-4eb3-91c2-03252422c662", "metadata": {}, "source": [ - "qdrant.add(collection_name=\"my_books\", documents=documents, metadata=metadata, ids=ids, parallel=2)" + "client.batch.configure(batch_size=100) \n", + "with client.batch as batch:", + "for i, d in enumerate(books):", + " print(f\"importing books: {i+1}\")\n", + " properties = {\n", + " \"ids\": i,\n", + " \"document\": d[\"description\"],\n", + " \"metadata\": d[\"title\"],\n", + " \"metadata\": d[\"author\"]", + " \"metadata\": d[\"publishDate\"],\n", + " }\n", + " batch.add_data_object(\n", + " data_object=properties,\n", + " class_name=\"My_books\"\n", + ")\n" ] }, { @@ -158,15 +169,15 @@ "id": "9d0ca596-9688-4df3-a8cc-dc384c1e5234", "metadata": {}, "source": [ - "Query the Qdrant database. This method runs a search query about `drama about people and unhappy love` and displays results.\n", + "Query the Weaviate database. This method runs a search query about `drama about people and unhappy love` and displays results.\n", "\n", "It prints each result separated by a line of dashes, in the following format :\n", "\n", "- Title: Title of the book\n", "- Author: Author of the book\n", "- Description: As stored in your document's description metadata field\n", - "- Published: Book publication date\n", - "- Score: Qdrant's relevancy score" + "- Published: Book publication date\n" + ] }, { @@ -175,17 +186,17 @@ "id": "7d1cae5f-ffa3-44ea-8b9e-fd376cdc185c", "metadata": {}, "source": [ - "results = qdrant.query(\n", - " collection_name=\"my_books\",\n", - " query_text=\"drama about people and unhappy love\",\n", - " limit=2,\n", - ")\n", - "for result in results:\n", - " print(\"Title:\", result.metadata[\"title\"], \"\\nAuthor:\", result.metadata[\"author\"])\n", - " print(\"Description:\", result.metadata[\"document\"], \"Published:\", result.metadata[\"publishDate\"], \"\\nScore:\", result.score)\n", - " print(\"-----\")" + "response = (\n", + " client.query\n", + " .get(\"My-books\", [\"document\", \"metadata\"])\n", + " .with_near_text({\"concepts\": [\"bad love\"]})\n", + " .with_limit(2)\n", + " .do()\n", + " )\n", + "print(json.dumps(response, indent=4)) " ] - }], + } + ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", From 321b7c5e4599e88e6d13eda6e99860e15694b291 Mon Sep 17 00:00:00 2001 From: Dmitrii Ganochenko Date: Tue, 25 Jun 2024 20:06:53 +0200 Subject: [PATCH 07/24] updates --- .../01-basic-cluster/weaviate_cluster.yaml | 116 ++---------- .../manifests/02-notebook/jupyter.yaml | 2 +- .../02-notebook/vector-database.ipynb | 169 ++++++++++-------- .../modules/cluster-autopilot/main.tf | 2 +- .../terraform/modules/cluster/main.tf | 6 +- 5 files changed, 118 insertions(+), 177 deletions(-) diff --git a/databases/weaviate/manifests/01-basic-cluster/weaviate_cluster.yaml b/databases/weaviate/manifests/01-basic-cluster/weaviate_cluster.yaml index 742126c264..91952c874b 100644 --- a/databases/weaviate/manifests/01-basic-cluster/weaviate_cluster.yaml +++ b/databases/weaviate/manifests/01-basic-cluster/weaviate_cluster.yaml @@ -1,51 +1,18 @@ -image: - registry: cr.weaviate.io - tag: 1.25.0 - repo: semitechnologies/weaviate - pullPolicy: IfNotPresent - pullSecrets: [] -command: ["/bin/weaviate"] -args: - - '--host' - - '0.0.0.0' - - '--port' - - '8080' - - '--scheme' - - 'http' - - '--config-file' - - '/weaviate-config/conf.yaml' - - --read-timeout=60s - - --write-timeout=60s initContainers: sysctlInitContainer: - enabled: true - sysctlVmMaxMapCount: 524288 - image: - registry: docker.io - repo: alpine - tag: latest - pullPolicy: IfNotPresent - + enabled: false extraInitContainers: {} -replicas: 3 -podManagementPolicy: Parallel -updateStrategy: - type: RollingUpdate resources: requests: - cpu: '500m' - memory: '300Mi' + cpu: '1' + memory: '4Gi' limits: - cpu: '1000m' - memory: '1Gi' - -securityContext: {} -containerSecurityContext: {} -serviceAccountName: -clusterDomain: cluster.local. + cpu: '2' + memory: '4Gi' +replicas: 3 storage: - size: 32Gi - storageClassName: "standard" + size: 10Gi + storageClassName: "premium-rwo" service: name: weaviate ports: @@ -65,78 +32,25 @@ grpcService: type: ClusterIP clusterIP: annotations: {} - -serviceMonitor: - enabled: false - interval: 30s - scrapeTimeout: 10s - -startupProbe: - enabled: false - probeType: httpGet - probe: - httpGet: - path: /v1/.well-known/ready - port: 8080 - initialDelaySeconds: 300 - periodSeconds: 60 - failureThreshold: 50 - successThreshold: 1 - timeoutSeconds: 3 - -livenessProbe: - probeType: httpGet - probe: - httpGet: - path: /v1/.well-known/live - port: 8080 - initialDelaySeconds: 900 - periodSeconds: 10 - failureThreshold: 30 - successThreshold: 1 - timeoutSeconds: 3 - -readinessProbe: - probeType: httpGet - probe: - httpGet: - path: /v1/.well-known/ready - port: 8080 - initialDelaySeconds: 3 - periodSeconds: 10 - failureThreshold: 3 - successThreshold: 1 - timeoutSeconds: 3 -terminationGracePeriodSeconds: 600 - authentication: + anonymous_access: + enabled: false authorization: admin_list: enabled: true users: - admin@example.com -query_defaults: - limit: 100 -debug: false - env: - CLUSTER_GOSSIP_BIND_PORT: 7000 - CLUSTER_DATA_BIND_PORT: 7001 - GOGC: 100 - QUERY_MAXIMUM_RESULTS: 100000 - TRACK_VECTOR_DIMENSIONS: false - REINDEX_VECTOR_DIMENSIONS_AT_STARTUP: false AUTHENTICATION_APIKEY_ENABLED: 'true' AUTHENTICATION_APIKEY_USERS: 'admin@example.com' envSecrets: AUTHENTICATION_APIKEY_ALLOWED_KEYS: apikeys -annotations: -extraVolumeMounts: -extraVolumes: -nodeSelector: tolerations: -hostAliases: + - key: "app.stateful/component" + operator: "Equal" + value: "weaviate" + effect: NoSchedule affinity: podAntiAffinity: preferredDuringSchedulingIgnoredDuringExecution: @@ -149,6 +63,4 @@ affinity: operator: In values: - weaviate -priorityClassName: "" -globalPriorityClassName: "" diff --git a/databases/weaviate/manifests/02-notebook/jupyter.yaml b/databases/weaviate/manifests/02-notebook/jupyter.yaml index e2e5004715..6a7b9537dd 100644 --- a/databases/weaviate/manifests/02-notebook/jupyter.yaml +++ b/databases/weaviate/manifests/02-notebook/jupyter.yaml @@ -62,7 +62,7 @@ spec: - name: books-dataset mountPath: /usr/local/dataset - name: notebook - mountPath: /tf + mountPath: /tfnew tolerations: - effect: NoSchedule key: app.stateful/component diff --git a/databases/weaviate/manifests/02-notebook/vector-database.ipynb b/databases/weaviate/manifests/02-notebook/vector-database.ipynb index e28c19a1a0..6337dfd0dd 100644 --- a/databases/weaviate/manifests/02-notebook/vector-database.ipynb +++ b/databases/weaviate/manifests/02-notebook/vector-database.ipynb @@ -25,9 +25,7 @@ "id": "201cd5fa-25e0-4bd7-8a27-af1fc85a12e7", "metadata": {}, "source": [ - "This section shows you how to upload Vectors into a new Weaviate Collection and run simple search queries using the official Qdrant client.\n", - "\n", - "In this example, you use a dataset from a CSV file that contains a list of books in different genres. Weaviate will serve as a search engine." + "This section shows you how to upload Vectors into a new Weaviate Collection and run simple search queries using the official Weaviate client. In this example, you use a dataset from a CSV file that contains a list of books in different genres. Weaviate will serve as a search engine." ] }, { @@ -40,11 +38,12 @@ }, { "cell_type": "code", - "execution_count": 28, - "id": "1c3b796a-3b3a-4322-a276-d72c1dc8540e", + "execution_count": null, + "id": "c77e963b-c9ea-47a9-bdbb-029372838364", "metadata": {}, + "outputs": [], "source": [ - "! pip install weaviate-client==3.*" + "! pip install weaviate-client fastembed" ] }, { @@ -57,7 +56,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": null, "id": "bb5ca67b-607d-4b23-926a-6459ea584f45", "metadata": {}, "outputs": [], @@ -65,7 +64,11 @@ "import os\n", "import csv\n", "import weaviate\n", - "from weaviate.util import generate_uuid5\n" + "import json\n", + "from weaviate.connect import ConnectionParams\n", + "from fastembed import TextEmbedding\n", + "from typing import List\n", + "import numpy as np" ] }, { @@ -78,13 +81,14 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": null, "id": "013284ff-e4b6-4ad7-b330-17860121c4c1", "metadata": {}, "outputs": [], "source": [ - "with open('/usr/local/dataset/dataset.csv', newline='') as csvfile:\n", - " books = [*csv.DictReader(csvfile)]" + "books = [*csv.DictReader(open('/usr/local/dataset/dataset.csv'))]\n", + "descriptions = [doc[\"description\"] for doc in books]\n", + "embedding_model = TextEmbedding(model_name=\"BAAI/bge-small-en\")" ] }, { @@ -97,71 +101,72 @@ }, { "cell_type": "code", - "execution_count": 32, - "id": "b08ebd75-0b8c-4805-a40f-634d2d5df3de", + "execution_count": null, + "id": "13427782-ab29-4acc-9b24-59cf1f287619", "metadata": {}, "outputs": [], "source": [ "auth_config = weaviate.auth.AuthApiKey(api_key=os.getenv(\"APIKEY\"))\n", - "client = weaviate.Client(\n", - " url=\"http://weaviate.weaviate\", auth_client_secret=auth_config)" + "client = weaviate.WeaviateClient(\n", + " connection_params=ConnectionParams.from_params(\n", + " http_host=\"weaviate.weaviate\",\n", + " http_port=\"80\",\n", + " http_secure=False,\n", + " grpc_host=\"weaviate-grpc.weaviate\",\n", + " grpc_port=\"50051\",\n", + " grpc_secure=False,\n", + " ),\n", + " auth_client_secret=auth_config\n", + ")\n", + "client.connect()" ] }, { - "cell_type": "raw", - "id": "f6f00b67-901e-4470-ab26-94c3b0e010d8", - "metadata": {}, - "source": [ - "Define collection class and schema:" - ] - }, - { - "cell_type": "code", - "execution_count": 31, - "id": "75f71220-349b-41f0-89ea-1ba7a1c52771", - "metadata": {}, - "outputs": [], - "source": [ - "documents: list[dict[str, any]] = []\n", - "uuid = client.data_object.create(\n", - "class_name=\"My_books\",\n", - "data_object={\n", - " \"document\": \"book description\",\n", - " \"metadata\": \"author name and pubvlishdate\", \n", - " \"ids\": 123, \n", - " }\n", - " )\n" - ] + "cell_type": "markdown", + "id": "69af7764-5477-4e72-b0d2-0cdcc7127443", + "metadata": {}, + "source": [ + "Create or recreate a collection \"Book\":" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "030e257a-b3ee-435a-9be2-64e3ed08b8cf", + "metadata": {}, + "outputs": [], + "source": [ + "if client.collections.exists(\"Book\"):\n", + " client.collections.delete(\"Book\") \n", + "collection = client.collections.create(\n", + " name=\"Book\",\n", + " vectorizer_config=None\n", + ")" + ] }, { "cell_type": "markdown", - "id": "b048a1bb-31e3-40f3-8ae1-6c0c9a49fa70", + "id": "933e7a3d-843e-4dd1-9ab0-a4405947fc50", "metadata": {}, "source": [ - "Create a collection and insert data. This method establishes a connection to Weaviate, creates a new collection named `my_books`, and uploads the book data to `my_books`." + "Insert data into the Weaviate collection:" ] }, { "cell_type": "code", - "execution_count": 33, - "id": "637e4922-d58c-4eb3-91c2-03252422c662", + "execution_count": null, + "id": "10ff90db-52f8-43f8-9ba2-615578b603f8", "metadata": {}, + "outputs": [], "source": [ - "client.batch.configure(batch_size=100) \n", - "with client.batch as batch:", - "for i, d in enumerate(books):", - " print(f\"importing books: {i+1}\")\n", - " properties = {\n", - " \"ids\": i,\n", - " \"document\": d[\"description\"],\n", - " \"metadata\": d[\"title\"],\n", - " \"metadata\": d[\"author\"]", - " \"metadata\": d[\"publishDate\"],\n", - " }\n", - " batch.add_data_object(\n", - " data_object=properties,\n", - " class_name=\"My_books\"\n", - ")\n" + "with collection.batch.dynamic() as batch:\n", + " for i, doc in enumerate(books): # Batch import data\n", + " vector=list(embedding_model.embed(doc[\"description\"]))[0]\n", + " print(f\"importing book: {i+1}\")\n", + " batch.add_object(\n", + " properties=doc,\n", + " vector=vector\n", + " )" ] }, { @@ -169,31 +174,54 @@ "id": "9d0ca596-9688-4df3-a8cc-dc384c1e5234", "metadata": {}, "source": [ - "Query the Weaviate database. This method runs a search query about `drama about people and unhappy love` and displays results.\n", + "Define the Weaviate query function. This function runs a vector search query and displays results.\n", "\n", "It prints each result separated by a line of dashes, in the following format :\n", "\n", "- Title: Title of the book\n", "- Author: Author of the book\n", - "- Description: As stored in your document's description metadata field\n", - "- Published: Book publication date\n" - + "- Publish date: Book publication date\n", + "- Description: As stored in your document's description metadata field" ] }, { "cell_type": "code", - "execution_count": 34, + "execution_count": null, "id": "7d1cae5f-ffa3-44ea-8b9e-fd376cdc185c", "metadata": {}, + "outputs": [], "source": [ - "response = (\n", - " client.query\n", - " .get(\"My-books\", [\"document\", \"metadata\"])\n", - " .with_near_text({\"concepts\": [\"bad love\"]})\n", - " .with_limit(2)\n", - " .do()\n", + "def handle_query(query, limit):\n", + " query_vector = list(embedding_model.embed([query]))[0]\n", + " result = (\n", + " collection.query.near_vector(\n", + " near_vector=query_vector.tolist(),\n", + " limit=limit\n", + " )\n", " )\n", - "print(json.dumps(response, indent=4)) " + " for hit in result.objects:\n", + " book = hit.properties\n", + " print(\"Title: {}, Author: {}, Publish date: {}\".format(book[\"title\"], book[\"author\"], book[\"publishDate\"]))\n", + " print(book[\"description\"])\n", + " print(\"---------\")" + ] + }, + { + "cell_type": "markdown", + "id": "84d4af63-4527-4e3d-9f1b-5d0cf112caf2", + "metadata": {}, + "source": [ + "Run the query `drama about people and unhappy love`:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "365ac7bc-f06c-4db9-81f9-67354fe18e44", + "metadata": {}, + "outputs": [], + "source": [ + "handle_query(\"drama about people and unhappy love\", 2)" ] } ], @@ -219,4 +247,3 @@ "nbformat": 4, "nbformat_minor": 5 } - diff --git a/databases/weaviate/terraform/modules/cluster-autopilot/main.tf b/databases/weaviate/terraform/modules/cluster-autopilot/main.tf index 38ee7e4294..8ed37b6147 100644 --- a/databases/weaviate/terraform/modules/cluster-autopilot/main.tf +++ b/databases/weaviate/terraform/modules/cluster-autopilot/main.tf @@ -15,7 +15,7 @@ # [START gke_autopilot_private_regional_cluster] module "weaviate_cluster" { source = "terraform-google-modules/kubernetes-engine/google//modules/beta-autopilot-private-cluster" - version = "~> 29.0" + version = "~> 31.0" project_id = var.project_id name = "${var.cluster_prefix}-cluster" regional = true diff --git a/databases/weaviate/terraform/modules/cluster/main.tf b/databases/weaviate/terraform/modules/cluster/main.tf index bae868abf3..28163ea306 100644 --- a/databases/weaviate/terraform/modules/cluster/main.tf +++ b/databases/weaviate/terraform/modules/cluster/main.tf @@ -15,7 +15,7 @@ # [START gke_standard_private_regional_cluster] module "weaviate_cluster" { source = "terraform-google-modules/kubernetes-engine/google//modules/private-cluster" - version = "30.2.0" + version = "~> 31.0" project_id = var.project_id name = "${var.cluster_prefix}-cluster" regional = true @@ -34,7 +34,9 @@ module "weaviate_cluster" { enable_cost_allocation = true deletion_protection = false initial_node_count = 1 - kubernetes_version = "1.28" + stateful_ha = true + kubernetes_version = "latest" + release_channel = "RAPID" cluster_resource_labels = { name = "${var.cluster_prefix}-cluster" From 0c01a9f5fd9223dc3ea847634017696038a8b434 Mon Sep 17 00:00:00 2001 From: Dmitrii Ganochenko Date: Tue, 25 Jun 2024 20:13:31 +0200 Subject: [PATCH 08/24] update jupyter yaml --- databases/weaviate/manifests/02-notebook/jupyter.yaml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/databases/weaviate/manifests/02-notebook/jupyter.yaml b/databases/weaviate/manifests/02-notebook/jupyter.yaml index 6a7b9537dd..e2e5004715 100644 --- a/databases/weaviate/manifests/02-notebook/jupyter.yaml +++ b/databases/weaviate/manifests/02-notebook/jupyter.yaml @@ -62,7 +62,7 @@ spec: - name: books-dataset mountPath: /usr/local/dataset - name: notebook - mountPath: /tfnew + mountPath: /tf tolerations: - effect: NoSchedule key: app.stateful/component From 9acc63edf7a46c5c55419333ae74db3c2763c63b Mon Sep 17 00:00:00 2001 From: Dmitrii Ganochenko Date: Thu, 27 Jun 2024 17:18:18 +0200 Subject: [PATCH 09/24] updates --- .../01-basic-cluster/weaviate_cluster.yaml | 18 +----------- .../02-notebook/vector-database.ipynb | 23 +++++++++++++-- .../03-prometheus-metrics/pod-monitoring.yaml | 28 +++++++++++++++++++ 3 files changed, 49 insertions(+), 20 deletions(-) create mode 100644 databases/weaviate/manifests/03-prometheus-metrics/pod-monitoring.yaml diff --git a/databases/weaviate/manifests/01-basic-cluster/weaviate_cluster.yaml b/databases/weaviate/manifests/01-basic-cluster/weaviate_cluster.yaml index 91952c874b..e367f4dea0 100644 --- a/databases/weaviate/manifests/01-basic-cluster/weaviate_cluster.yaml +++ b/databases/weaviate/manifests/01-basic-cluster/weaviate_cluster.yaml @@ -20,8 +20,6 @@ service: protocol: TCP port: 80 type: ClusterIP - clusterIP: - annotations: {} grpcService: enabled: true name: weaviate-grpc @@ -30,8 +28,6 @@ grpcService: protocol: TCP port: 50051 type: ClusterIP - clusterIP: - annotations: {} authentication: anonymous_access: enabled: false @@ -43,7 +39,7 @@ authorization: env: AUTHENTICATION_APIKEY_ENABLED: 'true' AUTHENTICATION_APIKEY_USERS: 'admin@example.com' - + PROMETHEUS_MONITORING_ENABLED: true envSecrets: AUTHENTICATION_APIKEY_ALLOWED_KEYS: apikeys tolerations: @@ -51,16 +47,4 @@ tolerations: operator: "Equal" value: "weaviate" effect: NoSchedule -affinity: - podAntiAffinity: - preferredDuringSchedulingIgnoredDuringExecution: - - weight: 1 - podAffinityTerm: - topologyKey: "kubernetes.io/hostname" - labelSelector: - matchExpressions: - - key: "app" - operator: In - values: - - weaviate diff --git a/databases/weaviate/manifests/02-notebook/vector-database.ipynb b/databases/weaviate/manifests/02-notebook/vector-database.ipynb index 6337dfd0dd..7708d0a0e9 100644 --- a/databases/weaviate/manifests/02-notebook/vector-database.ipynb +++ b/databases/weaviate/manifests/02-notebook/vector-database.ipynb @@ -33,7 +33,7 @@ "id": "51247bbb-a52f-4003-9596-439f60f3b3c9", "metadata": {}, "source": [ - "Install a Weaviate client with fastembed support to eliminate reliance on external model deployment services:" + "Install a Weaviate client and Fastembed:" ] }, { @@ -86,8 +86,25 @@ "metadata": {}, "outputs": [], "source": [ - "books = [*csv.DictReader(open('/usr/local/dataset/dataset.csv'))]\n", - "descriptions = [doc[\"description\"] for doc in books]\n", + "with open('/usr/local/dataset/dataset.csv') as csv_file:\n", + " books = [*csv.DictReader(csv_file)]" + ] + }, + { + "cell_type": "markdown", + "id": "63a1eadc-6589-440e-9bb7-f8786342d360", + "metadata": {}, + "source": [ + "Define the embedding model using fastembed:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "cb25a984-ddce-46c4-a304-20029db203e1", + "metadata": {}, + "outputs": [], + "source": [ "embedding_model = TextEmbedding(model_name=\"BAAI/bge-small-en\")" ] }, diff --git a/databases/weaviate/manifests/03-prometheus-metrics/pod-monitoring.yaml b/databases/weaviate/manifests/03-prometheus-metrics/pod-monitoring.yaml new file mode 100644 index 0000000000..36dd8a8e07 --- /dev/null +++ b/databases/weaviate/manifests/03-prometheus-metrics/pod-monitoring.yaml @@ -0,0 +1,28 @@ +# Copyright 2024 Google LLC +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# https://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +# [START gke_databases_weaviate_03_prometheus_metrics_monitor] +apiVersion: monitoring.googleapis.com/v1 +kind: PodMonitoring +metadata: + name: weaviate +spec: + selector: + matchLabels: + app: weaviate + endpoints: + - port: 2112 + interval: 30s + path: /metrics +# [END gke_databases_weaviate_03_prometheus_metrics_monitor] From cb78ec0c604d9f03625cb0deef2107d0ecbe6592 Mon Sep 17 00:00:00 2001 From: Dmitrii Ganochenko Date: Thu, 27 Jun 2024 17:21:34 +0200 Subject: [PATCH 10/24] updates --- .../manifests/02-notebook/vector-database.ipynb | 12 ++++++------ 1 file changed, 6 insertions(+), 6 deletions(-) diff --git a/databases/weaviate/manifests/02-notebook/vector-database.ipynb b/databases/weaviate/manifests/02-notebook/vector-database.ipynb index 7708d0a0e9..f08a8264e9 100644 --- a/databases/weaviate/manifests/02-notebook/vector-database.ipynb +++ b/databases/weaviate/manifests/02-notebook/vector-database.ipynb @@ -1,7 +1,7 @@ { "cells": [ { - "cell_type": "raw", + "cell_type": "markdown", "id": "fcd145fa-10d4-4597-9250-1c61984fc5bb", "metadata": {}, "source": [ @@ -21,7 +21,7 @@ ] }, { - "cell_type": "raw", + "cell_type": "markdown", "id": "201cd5fa-25e0-4bd7-8a27-af1fc85a12e7", "metadata": {}, "source": [ @@ -29,7 +29,7 @@ ] }, { - "cell_type": "raw", + "cell_type": "markdown", "id": "51247bbb-a52f-4003-9596-439f60f3b3c9", "metadata": {}, "source": [ @@ -47,7 +47,7 @@ ] }, { - "cell_type": "raw", + "cell_type": "markdown", "id": "320f0cb6-61c9-42fe-b361-ea3c92c35421", "metadata": {}, "source": [ @@ -72,7 +72,7 @@ ] }, { - "cell_type": "raw", + "cell_type": "markdown", "id": "15f64563-f932-4a38-bd96-5b9d5cfadfd3", "metadata": {}, "source": [ @@ -109,7 +109,7 @@ ] }, { - "cell_type": "raw", + "cell_type": "markdown", "id": "df7eb305-6f3e-4215-8090-71d044a302aa", "metadata": {}, "source": [ From 033eff65680f3bf26c612deeafd4eddcd4cffaf8 Mon Sep 17 00:00:00 2001 From: Dmitrii Ganochenko Date: Thu, 27 Jun 2024 18:01:30 +0200 Subject: [PATCH 11/24] add dashboard --- databases/weaviate/monitoring/dashboard.json | 175 +++++++++++++++++++ 1 file changed, 175 insertions(+) create mode 100644 databases/weaviate/monitoring/dashboard.json diff --git a/databases/weaviate/monitoring/dashboard.json b/databases/weaviate/monitoring/dashboard.json new file mode 100644 index 0000000000..d6b7edec1d --- /dev/null +++ b/databases/weaviate/monitoring/dashboard.json @@ -0,0 +1,175 @@ +{ + "displayName": "Weaviate Overview", + "dashboardFilters": [ + { + "filterType": "RESOURCE_LABEL", + "labelKey": "cluster", + "templateVariable": "Cluster" + }, + { + "filterType": "RESOURCE_LABEL", + "labelKey": "location", + "templateVariable": "Location" + }, + { + "filterType": "RESOURCE_LABEL", + "labelKey": "namespace", + "templateVariable": "Namespace" + } + ], + "mosaicLayout": { + "columns": 48, + "tiles": [ + { + "width": 23, + "height": 18, + "widget": { + "title": "Batch Objects Latency (ms)", + "xyChart": { + "chartOptions": { + "mode": "COLOR" + }, + "dataSets": [ + { + "plotType": "LINE", + "targetAxis": "Y1", + "timeSeriesQuery": { + "prometheusQuery": "rate(batch_durations_ms_sum{${Cluster},${Location},${Namespace}}[${__interval}])/rate(batch_durations_ms_count{${Cluster},${Location},${Namespace}}[${__interval}])", + "unitOverride": "" + } + } + ], + "thresholds": [], + "yAxis": { + "label": "", + "scale": "LINEAR" + } + } + } + }, + { + "xPos": 23, + "width": 25, + "height": 18, + "widget": { + "title": "Persistence Tasks (ms)", + "xyChart": { + "chartOptions": { + "mode": "COLOR" + }, + "dataSets": [ + { + "plotType": "LINE", + "targetAxis": "Y1", + "timeSeriesQuery": { + "prometheusQuery": "rate(batch_durations_ms_sum{${Cluster},${Location},${Namespace},operation=\"object_storage\"}[${__interval}])/rate(batch_durations_ms_count{${Cluster},${Location},${Namespace},operation=\"object_storage\"}[${__interval}])", + "unitOverride": "" + } + }, + { + "plotType": "LINE", + "targetAxis": "Y1", + "timeSeriesQuery": { + "prometheusQuery": "rate(batch_durations_ms_sum{operation=\"vector_storage\"}[${__interval}])/rate(batch_durations_ms_count{operation=\"vector_storage\"}[${__interval}])", + "unitOverride": "" + } + } + ], + "thresholds": [], + "yAxis": { + "label": "", + "scale": "LINEAR" + } + } + } + }, + { + "yPos": 18, + "width": 19, + "height": 15, + "widget": { + "title": "Heap in use (bytes)", + "xyChart": { + "chartOptions": { + "mode": "COLOR" + }, + "dataSets": [ + { + "plotType": "LINE", + "targetAxis": "Y1", + "timeSeriesQuery": { + "prometheusQuery": "go_memstats_heap_inuse_bytes{${Cluster},${Location},${Namespace}}", + "unitOverride": "" + } + } + ], + "thresholds": [], + "yAxis": { + "label": "", + "scale": "LINEAR" + } + } + } + }, + { + "xPos": 38, + "yPos": 18, + "width": 10, + "height": 15, + "widget": { + "title": "Overall Object Count", + "scorecard": { + "sparkChartView": { + "sparkChartType": "SPARK_LINE" + }, + "thresholds": [], + "timeSeriesQuery": { + "prometheusQuery": "sum(object_count{${Cluster},${Location},${Namespace}})", + "unitOverride": "" + } + } + } + }, + { + "xPos": 28, + "yPos": 18, + "width": 10, + "height": 15, + "widget": { + "title": "Object Count per Class / Shard", + "scorecard": { + "sparkChartView": { + "sparkChartType": "SPARK_LINE" + }, + "thresholds": [], + "timeSeriesQuery": { + "prometheusQuery": "object_count{${Cluster},${Location},${Namespace}}", + "unitOverride": "" + } + } + } + }, + { + "xPos": 19, + "yPos": 18, + "width": 9, + "height": 15, + "widget": { + "title": "Shards Count", + "scorecard": { + "sparkChartView": { + "sparkChartType": "SPARK_LINE" + }, + "thresholds": [], + "timeSeriesQuery": { + "outputFullDuration": true, + "prometheusQuery": "sum(avg_over_time(up{${Cluster},${Location},${Namespace}}[5m]))", + "unitOverride": "" + } + } + } + } + ] + }, + "labels": {} +} \ No newline at end of file From d9987b3ac9fbcbda10692a0de2b2895e35f891f5 Mon Sep 17 00:00:00 2001 From: BRV158 Date: Mon, 1 Jul 2024 11:55:45 +0300 Subject: [PATCH 12/24] manifests tagged --- .../01-basic-cluster/weaviate_cluster.yaml | 17 ++++++++++++++++- 1 file changed, 16 insertions(+), 1 deletion(-) diff --git a/databases/weaviate/manifests/01-basic-cluster/weaviate_cluster.yaml b/databases/weaviate/manifests/01-basic-cluster/weaviate_cluster.yaml index e367f4dea0..8b076e15d0 100644 --- a/databases/weaviate/manifests/01-basic-cluster/weaviate_cluster.yaml +++ b/databases/weaviate/manifests/01-basic-cluster/weaviate_cluster.yaml @@ -1,3 +1,18 @@ +# Copyright 2024 Google LLC +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# https://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +# [START gke_databases_weaviate_01_basic_cluster_config] initContainers: sysctlInitContainer: enabled: false @@ -47,4 +62,4 @@ tolerations: operator: "Equal" value: "weaviate" effect: NoSchedule - +# [END gke_databases_weaviate_01_basic_cluster_config] \ No newline at end of file From d2ae9e6d6f30d038d0c96f775b6f9cb0b5e861fe Mon Sep 17 00:00:00 2001 From: Dmitrii Ganochenko Date: Mon, 1 Jul 2024 14:53:30 +0200 Subject: [PATCH 13/24] end endpoint envs --- databases/weaviate/manifests/02-notebook/jupyter.yaml | 4 ++++ .../weaviate/manifests/02-notebook/vector-database.ipynb | 4 ++-- 2 files changed, 6 insertions(+), 2 deletions(-) diff --git a/databases/weaviate/manifests/02-notebook/jupyter.yaml b/databases/weaviate/manifests/02-notebook/jupyter.yaml index e2e5004715..861aad5cf7 100644 --- a/databases/weaviate/manifests/02-notebook/jupyter.yaml +++ b/databases/weaviate/manifests/02-notebook/jupyter.yaml @@ -58,6 +58,10 @@ spec: secretKeyRef: name: apikeys key: AUTHENTICATION_APIKEY_ALLOWED_KEYS + - name: WEAVIATE_ENDPOINT + value: "weaviate.weaviate" + - name: WEAVIATE_GRPC_ENDPOINT + value: "weaviate-grpc.weaviate" volumeMounts: - name: books-dataset mountPath: /usr/local/dataset diff --git a/databases/weaviate/manifests/02-notebook/vector-database.ipynb b/databases/weaviate/manifests/02-notebook/vector-database.ipynb index f08a8264e9..cf4f23a679 100644 --- a/databases/weaviate/manifests/02-notebook/vector-database.ipynb +++ b/databases/weaviate/manifests/02-notebook/vector-database.ipynb @@ -126,10 +126,10 @@ "auth_config = weaviate.auth.AuthApiKey(api_key=os.getenv(\"APIKEY\"))\n", "client = weaviate.WeaviateClient(\n", " connection_params=ConnectionParams.from_params(\n", - " http_host=\"weaviate.weaviate\",\n", + " http_host=os.getenv(\"WEAVIATE_ENDPOINT\"),\n", " http_port=\"80\",\n", " http_secure=False,\n", - " grpc_host=\"weaviate-grpc.weaviate\",\n", + " grpc_host=os.getenv(\"WEAVIATE_GRPC_ENDPOINT\"),\n", " grpc_port=\"50051\",\n", " grpc_secure=False,\n", " ),\n", From c36d2b6e024340fe29479c44e9d8b1bf006a15f7 Mon Sep 17 00:00:00 2001 From: Dmitrii Ganochenko Date: Mon, 1 Jul 2024 15:51:09 +0200 Subject: [PATCH 14/24] update tf, add dockerfiles --- databases/weaviate/docker/chatbot/Dockerfile | 16 +++ databases/weaviate/docker/chatbot/chat.py | 112 ++++++++++++++++++ .../weaviate/docker/chatbot/requirements.txt | 9 ++ .../weaviate/docker/embed-docs/Dockerfile | 18 +++ .../docker/embed-docs/embedding-job.py | 62 ++++++++++ .../weaviate/docker/embed-docs/endpoint.py | 87 ++++++++++++++ .../docker/embed-docs/requirements.txt | 15 +++ .../weaviate/documents/carbon-free-energy.pdf | Bin 0 -> 1259543 bytes .../weaviate/manifests/04-rag/chatbot.yaml | 70 +++++++++++ .../manifests/04-rag/docs-embedder.yaml | 58 +++++++++ .../manifests/04-rag/service-account.yaml | 45 +++++++ .../modules/cluster-autopilot/main.tf | 1 + .../terraform/modules/cluster/main.tf | 1 + 13 files changed, 494 insertions(+) create mode 100644 databases/weaviate/docker/chatbot/Dockerfile create mode 100644 databases/weaviate/docker/chatbot/chat.py create mode 100644 databases/weaviate/docker/chatbot/requirements.txt create mode 100644 databases/weaviate/docker/embed-docs/Dockerfile create mode 100644 databases/weaviate/docker/embed-docs/embedding-job.py create mode 100644 databases/weaviate/docker/embed-docs/endpoint.py create mode 100644 databases/weaviate/docker/embed-docs/requirements.txt create mode 100644 databases/weaviate/documents/carbon-free-energy.pdf create mode 100644 databases/weaviate/manifests/04-rag/chatbot.yaml create mode 100644 databases/weaviate/manifests/04-rag/docs-embedder.yaml create mode 100644 databases/weaviate/manifests/04-rag/service-account.yaml diff --git a/databases/weaviate/docker/chatbot/Dockerfile b/databases/weaviate/docker/chatbot/Dockerfile new file mode 100644 index 0000000000..0447607090 --- /dev/null +++ b/databases/weaviate/docker/chatbot/Dockerfile @@ -0,0 +1,16 @@ +FROM python:3.12-slim-bookworm + +ENV POSTGRES_HOST gke-pg-cluster-rw.pg-ns +ENV DATABASE_NAME app +ENV COLLECTION_NAME training-docs +RUN apt update && \ + apt install -y --no-install-recommends gcc libc6-dev && \ + rm -rf /var/lib/apt/lists/* +WORKDIR /app +COPY requirements.txt requirements.txt +RUN pip install --no-cache-dir -r requirements.txt +COPY . . + +CMD ["run","/app/chat.py"] +ENTRYPOINT ["streamlit"] + diff --git a/databases/weaviate/docker/chatbot/chat.py b/databases/weaviate/docker/chatbot/chat.py new file mode 100644 index 0000000000..71c44074ef --- /dev/null +++ b/databases/weaviate/docker/chatbot/chat.py @@ -0,0 +1,112 @@ +# Copyright 2024 Google LLC +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# https://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +from langchain_google_vertexai import ChatVertexAI +from langchain.prompts import ChatPromptTemplate +from langchain_google_vertexai import VertexAIEmbeddings +from langchain.memory import ConversationBufferWindowMemory +import weaviate +from langchain_weaviate.vectorstores import WeaviateVectorStore +import streamlit as st +import os + +# [START gke_databases_postgres_pgvector_docker_chat_model] +vertexAI = ChatVertexAI(model_name="gemini-pro", streaming=True, convert_system_message_to_human=True) +prompt_template = ChatPromptTemplate.from_messages( + [ + ("system", "You are a helpful assistant who helps in finding answers to questions using the provided context."), + ("human", """ + The answer should be based on the text context given in "text_context" and the conversation history given in "conversation_history" along with its Caption: \n + Base your response on the provided text context and the current conversation history to answer the query. + Select the most relevant information from the context. + Generate a draft response using the selected information. Remove duplicate content from the draft response. + Generate your final response after adjusting it to increase accuracy and relevance. + Now only show your final response! + If you do not know the answer or context is not relevant, response with "I don't know". + + text_context: + {context} + + conversation_history: + {history} + + query: + {query} + """), + ] +) + +embedding_model = VertexAIEmbeddings("textembedding-gecko@001") +# [END gke_databases_postgres_pgvector_docker_chat_model] + +# [START gke_databases_postgres_pgvector_docker_chat_client] +auth_config = weaviate.auth.AuthApiKey(api_key=os.getenv("APIKEY")) +client = weaviate.WeaviateClient( + connection_params=ConnectionParams.from_params( + http_host=os.getenv("WEAVIATE_ENDPOINT"), + http_port="80", + http_secure=False, + grpc_host=os.getenv("WEAVIATE_GRPC_ENDPOINT"), + grpc_port="50051", + grpc_secure=False, + ), + auth_client_secret=auth_config +) + +weaviate_vector_search = Weaviate(client, "training-docs", "content") +# [END gke_databases_postgres_pgvector_docker_chat_client] + +def format_docs(docs): + return "\n\n".join([d.page_content for d in docs]) + +st.title("🤖 Chatbot") +if "messages" not in st.session_state: + st.session_state["messages"] = [{"role": "ai", "content": "How can I help you?"}] + +# [START gke_databases_postgres_pgvector_docker_chat_session] +if "memory" not in st.session_state: + st.session_state["memory"] = ConversationBufferWindowMemory( + memory_key="history", + ai_prefix="Bot", + human_prefix="User", + k=3, + ) +# [END gke_databases_postgres_pgvector_docker_chat_session] + +# [START gke_databases_postgres_pgvector_docker_chat_history] +for message in st.session_state.messages: + with st.chat_message(message["role"]): + st.write(message["content"]) +# [END gke_databases_postgres_pgvector_docker_chat_history] + +if chat_input := st.chat_input(): + with st.chat_message("human"): + st.write(chat_input) + st.session_state.messages.append({"role": "human", "content": chat_input}) + + found_docs = weaviate_vector_search.similarity_search(chat_input) + context = format_docs(found_docs) + + prompt_value = prompt_template.format_messages(name="Bot", query=chat_input, context=context, history=st.session_state.memory.load_memory_variables({})) + with st.chat_message("ai"): + with st.spinner("Typing..."): + content = "" + with st.empty(): + for chunk in vertexAI.stream(prompt_value): + content += chunk.content + st.write(content) + st.session_state.messages.append({"role": "ai", "content": content}) + + st.session_state.memory.save_context({"input": chat_input}, {"output": content}) + diff --git a/databases/weaviate/docker/chatbot/requirements.txt b/databases/weaviate/docker/chatbot/requirements.txt new file mode 100644 index 0000000000..3e7f9ef97f --- /dev/null +++ b/databases/weaviate/docker/chatbot/requirements.txt @@ -0,0 +1,9 @@ +streamlit==1.34.0 +google-cloud-aiplatform==1.51.0 +langchain==0.1.20 +langchain-community==0.0.38 +langchain-google-vertexai==0.1.3 +langchain-weaviate==0.0.2 +weaviate-client==4.6.5 +arxiv==2.1.0 +pymupdf==1.24.3 diff --git a/databases/weaviate/docker/embed-docs/Dockerfile b/databases/weaviate/docker/embed-docs/Dockerfile new file mode 100644 index 0000000000..558d938c15 --- /dev/null +++ b/databases/weaviate/docker/embed-docs/Dockerfile @@ -0,0 +1,18 @@ +FROM python:3.12-slim-bookworm + +ENV POSTGRES_HOST gke-pg-cluster-rw.pg-ns +ENV DATABASE_NAME app +ENV COLLECTION_NAME training-docs +RUN apt update && \ + apt install -y --no-install-recommends gcc libc6-dev && \ + rm -rf /var/lib/apt/lists/* +RUN mkdir -p /documents +WORKDIR /app +COPY requirements.txt requirements.txt +RUN pip install --no-cache-dir -r requirements.txt +COPY . . +RUN chmod 765 endpoint.py +EXPOSE 5001 + +CMD ["/app/embedding-job.py"] +ENTRYPOINT ["python"] diff --git a/databases/weaviate/docker/embed-docs/embedding-job.py b/databases/weaviate/docker/embed-docs/embedding-job.py new file mode 100644 index 0000000000..2a1056dda3 --- /dev/null +++ b/databases/weaviate/docker/embed-docs/embedding-job.py @@ -0,0 +1,62 @@ +# Copyright 2024 Google LLC +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# https://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +from langchain_google_vertexai import VertexAIEmbeddings +from langchain_community.document_loaders import PyPDFLoader +from langchain.text_splitter import RecursiveCharacterTextSplitter +import weaviate +from langchain_weaviate.vectorstores import WeaviateVectorStore +from google.cloud import storage +import os +# [START gke_databases_postgres_pgvector_docker_embed_docs_retrieval] +bucketname = os.getenv("BUCKET_NAME") +filename = os.getenv("FILE_NAME") + +storage_client = storage.Client() +bucket = storage_client.bucket(bucketname) +blob = bucket.blob(filename) +blob.download_to_filename("/documents/" + filename) +# [END gke_databases_postgres_pgvector_docker_embed_docs_retrieval] + +# [START gke_databases_postgres_pgvector_docker_embed_docs_split] +loader = PyPDFLoader("/documents/" + filename) +text_splitter = RecursiveCharacterTextSplitter(chunk_size=1000, chunk_overlap=0) +documents = loader.load_and_split(text_splitter) +# [END gke_databases_postgres_pgvector_docker_embed_docs_split] + +# [START gke_databases_postgres_pgvector_docker_embed_docs_embed] +embeddings = VertexAIEmbeddings("textembedding-gecko@001") +# [END gke_databases_postgres_pgvector_docker_embed_docs_embed] + +# [START gke_databases_postgres_pgvector_docker_embed_docs_storage] +auth_config = weaviate.auth.AuthApiKey(api_key=os.getenv("APIKEY")) +client = weaviate.WeaviateClient( + connection_params=ConnectionParams.from_params( + http_host=os.getenv("WEAVIATE_ENDPOINT"), + http_port="80", + http_secure=False, + grpc_host=os.getenv("WEAVIATE_GRPC_ENDPOINT"), + grpc_port="50051", + grpc_secure=False, + ), + auth_client_secret=auth_config +) +client.connect() + +db = WeaviateVectorStore.from_documents(documents, embeddings, client=client, index_name="training-docs") +# [END gke_databases_postgres_pgvector_docker_embed_docs_storage] + +print(filename + " was successfully embedded") +print(f"# of vectors = {len(documents)}") + diff --git a/databases/weaviate/docker/embed-docs/endpoint.py b/databases/weaviate/docker/embed-docs/endpoint.py new file mode 100644 index 0000000000..85065312e9 --- /dev/null +++ b/databases/weaviate/docker/embed-docs/endpoint.py @@ -0,0 +1,87 @@ +# Copyright 2024 Google LLC +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# https://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +from flask import Flask, jsonify +from flask import request +import logging +import sys,os, time +from kubernetes import client, config, utils +import kubernetes.client +from kubernetes.client.rest import ApiException + + +app = Flask(__name__) +@app.route('/check') +def message(): + return jsonify({"Message": "Hi there"}) + + +@app.route('/', methods=['POST']) +def bucket(): + request_data = request.get_json() + print(request_data) + bckt = request_data['bucket'] + f_name = request_data['name'] + id = request_data['generation'] + kube_create_job(bckt, f_name, id) + return "ok" + +# Set logging +logging.basicConfig(stream=sys.stdout, level=logging.INFO) + +# Setup K8 configs +config.load_incluster_config() +# [START gke_databases_postgres_pgvector_docker_embed_endpoint_job] +def kube_create_job_object(name, container_image, bucket_name, f_name, namespace="weaviate", container_name="jobcontainer", env_vars={}): + + body = client.V1Job(api_version="batch/v1", kind="Job") + body.metadata = client.V1ObjectMeta(namespace=namespace, name=name) + body.status = client.V1JobStatus() + + template = client.V1PodTemplate() + template.template = client.V1PodTemplateSpec() + env_list = [ + client.V1EnvVar(name="WEAVIATE_ENDPOINT", value=os.getenv("WEAVIATE_ENDPOINT")), + client.V1EnvVar(name="WEAVIATE_GRPC_ENDPOINT", value=os.getenv("WEAVIATE_GRPC_ENDPOINT")), + client.V1EnvVar(name="FILE_NAME", value=f_name), + client.V1EnvVar(name="BUCKET_NAME", value=bucket_name), + client.V1EnvVar(name="APIKEY", value_from=client.V1EnvVarSource(secret_key_ref=client.V1SecretKeySelector(key="AUTHENTICATION_APIKEY_ALLOWED_KEYS", name="apikeys"))), + ] + + container = client.V1Container(name=container_name, image=container_image, image_pull_policy='Always', env=env_list) + template.template.spec = client.V1PodSpec(containers=[container], restart_policy='Never', service_account='embed-docs-sa') + + body.spec = client.V1JobSpec(backoff_limit=3, ttl_seconds_after_finished=60, template=template.template) + return body +# [END gke_databases_postgres_pgvector_docker_embed_endpoint_job] +def kube_test_credentials(): + try: + api_response = api_instance.get_api_resources() + logging.info(api_response) + except ApiException as e: + print("Exception when calling API: %s\n" % e) + +def kube_create_job(bckt, f_name, id): + container_image = os.getenv("JOB_IMAGE") + name = "docs-embedder" + id + body = kube_create_job_object(name, container_image, bckt, f_name) + v1=client.BatchV1Api() + try: + v1.create_namespaced_job("pg-ns", body, pretty=True) + except ApiException as e: + print("Exception when calling BatchV1Api->create_namespaced_job: %s\n" % e) + return + +if __name__ == '__main__': + app.run('0.0.0.0', port=5001, debug=True) diff --git a/databases/weaviate/docker/embed-docs/requirements.txt b/databases/weaviate/docker/embed-docs/requirements.txt new file mode 100644 index 0000000000..dbb871cf1e --- /dev/null +++ b/databases/weaviate/docker/embed-docs/requirements.txt @@ -0,0 +1,15 @@ +google-cloud-storage==2.16.0 +google-cloud-aiplatform==1.51.0 +langchain==0.1.20 +langchain-community==0.0.38 +langchain-google-vertexai==0.1.3 +langchain-weaviate==0.0.2 +weaviate-client==4.6.5 +pypdf==3.17.4 +click==8.1.7 +Flask==2.3.3 +itsdangerous==2.2.0 +Jinja2==3.1.4 +MarkupSafe==2.1.5 +Werkzeug==3.0.3 +kubernetes==28.1.0 diff --git a/databases/weaviate/documents/carbon-free-energy.pdf b/databases/weaviate/documents/carbon-free-energy.pdf new file 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+# You may obtain a copy of the License at +# +# https://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +--- +apiVersion: apps/v1 +kind: Deployment +metadata: + name: chatbot + labels: &labels + app: weaviate-chatbot +spec: + selector: + matchLabels: *labels + template: + metadata: + labels: *labels + spec: + serviceAccountName: embed-docs-sa + containers: + - name: chatbot + image: /chatbot:1.0 + imagePullPolicy: Always + resources: + requests: + memory: "1Gi" + cpu: "500m" + limits: + memory: "1Gi" + cpu: "1" + env: + - name: APIKEY + valueFrom: + secretKeyRef: + name: apikeys + key: AUTHENTICATION_APIKEY_ALLOWED_KEYS + - name: WEAVIATE_ENDPOINT + value: "weaviate.weaviate" + - name: WEAVIATE_GRPC_ENDPOINT + value: "weaviate-grpc.weaviate" + - name: STREAMLIT_SERVER_PORT + value: "80" + ports: + - containerPort: 80 + resources: + requests: + cpu: 200m +--- +apiVersion: v1 +kind: Service +metadata: + name: chatbot + labels: &labels + app: weaviate-chatbot +spec: + type: ClusterIP + #type: LoadBalancer + ports: + - port: 80 + selector: *labels + diff --git a/databases/weaviate/manifests/04-rag/docs-embedder.yaml b/databases/weaviate/manifests/04-rag/docs-embedder.yaml new file mode 100644 index 0000000000..4475b618b7 --- /dev/null +++ b/databases/weaviate/manifests/04-rag/docs-embedder.yaml @@ -0,0 +1,58 @@ +# Copyright 2024 Google LLC +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# https://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +--- +apiVersion: apps/v1 +kind: Deployment +metadata: + name: embed-docs + labels: &labels + app: weaviate-docs-embedder +spec: + selector: + matchLabels: *labels + template: + metadata: + labels: *labels + spec: + serviceAccountName: embed-docs-sa + containers: + - name: embed-docs + image: /embed-docs:1.0 + imagePullPolicy: Always + command: ["python", "/app/endpoint.py"] + env: + - name: WEAVIATE_ENDPOINT + value: "weaviate.weaviate" + - name: WEAVIATE_GRPC_ENDPOINT + value: "weaviate-grpc.weaviate" + - name: JOB_IMAGE + value: /embed-docs:1.0 + ports: + - containerPort: 5001 + resources: + requests: + cpu: 200m +--- +apiVersion: v1 +kind: Service +metadata: + name: embed-docs + labels: &labels + app: weaviate-docs-embedder +spec: + type: ClusterIP + ports: + - port: 80 + targetPort: 5001 + selector: *labels diff --git a/databases/weaviate/manifests/04-rag/service-account.yaml b/databases/weaviate/manifests/04-rag/service-account.yaml new file mode 100644 index 0000000000..50af0b9b3e --- /dev/null +++ b/databases/weaviate/manifests/04-rag/service-account.yaml @@ -0,0 +1,45 @@ +# Copyright 2024 Google LLC +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# https://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +--- +apiVersion: v1 +kind: ServiceAccount +metadata: + name: embed-docs-sa + annotations: + iam.gke.io/gcp-service-account: -bucket-access@.iam.gserviceaccount.com +--- +apiVersion: rbac.authorization.k8s.io/v1 +kind: Role +metadata: + name: run-jobs + namespace: weaviate +rules: +- apiGroups: ["batch"] + resources: ["jobs"] + verbs: ["create","get","list"] +--- +apiVersion: rbac.authorization.k8s.io/v1 +kind: RoleBinding +metadata: + name: jobs-runner + namespace: weaviate +roleRef: + apiGroup: rbac.authorization.k8s.io + kind: Role + name: run-jobs +subjects: +- kind: ServiceAccount + name: embed-docs-sa + namespace: weaviate + diff --git a/databases/weaviate/terraform/modules/cluster-autopilot/main.tf b/databases/weaviate/terraform/modules/cluster-autopilot/main.tf index 8ed37b6147..4ed5b9689e 100644 --- a/databases/weaviate/terraform/modules/cluster-autopilot/main.tf +++ b/databases/weaviate/terraform/modules/cluster-autopilot/main.tf @@ -25,6 +25,7 @@ module "weaviate_cluster" { ip_range_pods = "k8s-pod-range" ip_range_services = "k8s-service-range" create_service_account = true + grant_registry_access = true enable_private_endpoint = false enable_private_nodes = true master_ipv4_cidr_block = "172.16.0.0/28" diff --git a/databases/weaviate/terraform/modules/cluster/main.tf b/databases/weaviate/terraform/modules/cluster/main.tf index 28163ea306..886f9260eb 100644 --- a/databases/weaviate/terraform/modules/cluster/main.tf +++ b/databases/weaviate/terraform/modules/cluster/main.tf @@ -35,6 +35,7 @@ module "weaviate_cluster" { deletion_protection = false initial_node_count = 1 stateful_ha = true + grant_registry_access = true kubernetes_version = "latest" release_channel = "RAPID" From 3e4f4f91c33ce0bf7ea612ee760cd0398696b405 Mon Sep 17 00:00:00 2001 From: Dmitrii Ganochenko Date: Mon, 1 Jul 2024 16:49:53 +0200 Subject: [PATCH 15/24] update the code --- databases/weaviate/docker/chatbot/chat.py | 4 +++- .../docker/embed-docs/embedding-job.py | 6 ++++-- .../weaviate/docker/embed-docs/endpoint.py | 2 +- .../weaviate/documents/carbon-free-energy.pdf | Bin 1259543 -> 0 bytes 4 files changed, 8 insertions(+), 4 deletions(-) delete mode 100644 databases/weaviate/documents/carbon-free-energy.pdf diff --git a/databases/weaviate/docker/chatbot/chat.py b/databases/weaviate/docker/chatbot/chat.py index 71c44074ef..97f6b384be 100644 --- a/databases/weaviate/docker/chatbot/chat.py +++ b/databases/weaviate/docker/chatbot/chat.py @@ -17,6 +17,7 @@ from langchain_google_vertexai import VertexAIEmbeddings from langchain.memory import ConversationBufferWindowMemory import weaviate +from weaviate.connect import ConnectionParams from langchain_weaviate.vectorstores import WeaviateVectorStore import streamlit as st import os @@ -63,8 +64,9 @@ ), auth_client_secret=auth_config ) +client.connect() -weaviate_vector_search = Weaviate(client, "training-docs", "content") +weaviate_vector_search = WeaviateVectorStore.from_documents([],embedding_model,client=client, index_name="trainingdocs") # [END gke_databases_postgres_pgvector_docker_chat_client] def format_docs(docs): diff --git a/databases/weaviate/docker/embed-docs/embedding-job.py b/databases/weaviate/docker/embed-docs/embedding-job.py index 2a1056dda3..56f43c52b5 100644 --- a/databases/weaviate/docker/embed-docs/embedding-job.py +++ b/databases/weaviate/docker/embed-docs/embedding-job.py @@ -16,6 +16,7 @@ from langchain_community.document_loaders import PyPDFLoader from langchain.text_splitter import RecursiveCharacterTextSplitter import weaviate +from weaviate.connect import ConnectionParams from langchain_weaviate.vectorstores import WeaviateVectorStore from google.cloud import storage import os @@ -53,8 +54,9 @@ auth_client_secret=auth_config ) client.connect() - -db = WeaviateVectorStore.from_documents(documents, embeddings, client=client, index_name="training-docs") +if not client.collections.exists("trainingdocs"): + collection = client.collections.create(name="trainingdocs") +db = WeaviateVectorStore.from_documents(documents, embeddings, client=client, index_name="trainingdocs") # [END gke_databases_postgres_pgvector_docker_embed_docs_storage] print(filename + " was successfully embedded") diff --git a/databases/weaviate/docker/embed-docs/endpoint.py b/databases/weaviate/docker/embed-docs/endpoint.py index 85065312e9..208ff81136 100644 --- a/databases/weaviate/docker/embed-docs/endpoint.py +++ b/databases/weaviate/docker/embed-docs/endpoint.py @@ -78,7 +78,7 @@ def kube_create_job(bckt, f_name, id): body = kube_create_job_object(name, container_image, bckt, f_name) v1=client.BatchV1Api() try: - v1.create_namespaced_job("pg-ns", body, pretty=True) + v1.create_namespaced_job("weaviate", body, pretty=True) except ApiException as e: print("Exception when calling BatchV1Api->create_namespaced_job: %s\n" % e) return diff --git a/databases/weaviate/documents/carbon-free-energy.pdf b/databases/weaviate/documents/carbon-free-energy.pdf deleted file mode 100644 index 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zC@V_>tJqW|6~*9+q6kSPI7~rR0gh0RR8)mQB;+i?YFHZ_rzrg6mu9|LAY4=&tcSx9 zf%}{54)wsB**f44*e9Db0hV=vjm@E)FkmnBx5avPgOxFDLczK$jU6l1m*@zw)2bqw zS;GA1V`A5K8$HfAswM!efKkvZQ7qm|X?nt5L4Y#rdg>E?l`uS5Q>4C9ew1B~cXR>d zCo4O*ST%lSd7n~?tzD@^K2_#@b)aezIpTNo?QV)sJp5) zy#LmOz6!5O&q7aE_CB)NOqoV6eGq~X* z(JT9wES7s7B=Dy`4S1QlNPFx|_oH~tj`?y!Y)gh|WcGy?h8NMxBW4oAueiWB^wcOP zbj!8Jm5`7__g|_K!QBE`Qek7xlB+pOFJBAZ7kabr880E&UEflL`DG1n$3xHrkzc=S zjCWNek`+R={Gze{y{@;KNlxb;mOGBVx8xen@jG|2GA4@4BUU@ZvR4vvRzX@hW6s)A{*W^@$uX=ebA634msNkqNlGN|GA1XurHL6h8C}xZa*Lxhfz?)c Uq9-0>Lk+xLQuFYrXsc5H7txh>TL1t6 From 24e7f0cfcfb38c51e5a85a9a366ea8038bc393a2 Mon Sep 17 00:00:00 2001 From: Dmitrii Ganochenko Date: Tue, 2 Jul 2024 11:38:32 +0200 Subject: [PATCH 16/24] small update --- databases/weaviate/docker/embed-docs/endpoint.py | 7 ++++--- databases/weaviate/manifests/04-rag/docs-embedder.yaml | 4 ++++ 2 files changed, 8 insertions(+), 3 deletions(-) diff --git a/databases/weaviate/docker/embed-docs/endpoint.py b/databases/weaviate/docker/embed-docs/endpoint.py index 208ff81136..38a0d8091a 100644 --- a/databases/weaviate/docker/embed-docs/endpoint.py +++ b/databases/weaviate/docker/embed-docs/endpoint.py @@ -43,7 +43,7 @@ def bucket(): # Setup K8 configs config.load_incluster_config() # [START gke_databases_postgres_pgvector_docker_embed_endpoint_job] -def kube_create_job_object(name, container_image, bucket_name, f_name, namespace="weaviate", container_name="jobcontainer", env_vars={}): +def kube_create_job_object(name, container_image, bucket_name, f_name, namespace, container_name="jobcontainer", env_vars={}): body = client.V1Job(api_version="batch/v1", kind="Job") body.metadata = client.V1ObjectMeta(namespace=namespace, name=name) @@ -74,11 +74,12 @@ def kube_test_credentials(): def kube_create_job(bckt, f_name, id): container_image = os.getenv("JOB_IMAGE") + namespace = os.getenv("JOB_NAMESPACE") name = "docs-embedder" + id - body = kube_create_job_object(name, container_image, bckt, f_name) + body = kube_create_job_object(name, container_image, bckt, f_name, namespace) v1=client.BatchV1Api() try: - v1.create_namespaced_job("weaviate", body, pretty=True) + v1.create_namespaced_job(namespace, body, pretty=True) except ApiException as e: print("Exception when calling BatchV1Api->create_namespaced_job: %s\n" % e) return diff --git a/databases/weaviate/manifests/04-rag/docs-embedder.yaml b/databases/weaviate/manifests/04-rag/docs-embedder.yaml index 4475b618b7..66fdde9b2a 100644 --- a/databases/weaviate/manifests/04-rag/docs-embedder.yaml +++ b/databases/weaviate/manifests/04-rag/docs-embedder.yaml @@ -38,6 +38,10 @@ spec: value: "weaviate-grpc.weaviate" - name: JOB_IMAGE value: /embed-docs:1.0 + - name: JOB_NAMESPACE + valueFrom: + fieldRef: + fieldPath: metadata.namespace ports: - containerPort: 5001 resources: From 61a11d508fb5b42fadf437bd7f9ad699a937d286 Mon Sep 17 00:00:00 2001 From: Dmitrii Ganochenko Date: Tue, 2 Jul 2024 11:47:34 +0200 Subject: [PATCH 17/24] update chatbot.py --- databases/weaviate/docker/chatbot/chat.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/databases/weaviate/docker/chatbot/chat.py b/databases/weaviate/docker/chatbot/chat.py index 97f6b384be..6c6832d20b 100644 --- a/databases/weaviate/docker/chatbot/chat.py +++ b/databases/weaviate/docker/chatbot/chat.py @@ -66,7 +66,7 @@ ) client.connect() -weaviate_vector_search = WeaviateVectorStore.from_documents([],embedding_model,client=client, index_name="trainingdocs") +vector_search = WeaviateVectorStore.from_documents([],embedding_model,client=client, index_name="trainingdocs") # [END gke_databases_postgres_pgvector_docker_chat_client] def format_docs(docs): @@ -97,7 +97,7 @@ def format_docs(docs): st.write(chat_input) st.session_state.messages.append({"role": "human", "content": chat_input}) - found_docs = weaviate_vector_search.similarity_search(chat_input) + found_docs = vector_search.similarity_search(chat_input) context = format_docs(found_docs) prompt_value = prompt_template.format_messages(name="Bot", query=chat_input, context=context, history=st.session_state.memory.load_memory_variables({})) From 1952081ad62762950f4758009a600aa4678b8001 Mon Sep 17 00:00:00 2001 From: Dmitrii Ganochenko Date: Tue, 2 Jul 2024 11:57:42 +0200 Subject: [PATCH 18/24] docker updates --- databases/weaviate/docker/chatbot/Dockerfile | 6 +++--- databases/weaviate/docker/chatbot/chat.py | 16 ++++++++-------- databases/weaviate/docker/embed-docs/Dockerfile | 6 +++--- .../weaviate/docker/embed-docs/embedding-job.py | 16 ++++++++-------- databases/weaviate/docker/embed-docs/endpoint.py | 4 ++-- 5 files changed, 24 insertions(+), 24 deletions(-) diff --git a/databases/weaviate/docker/chatbot/Dockerfile b/databases/weaviate/docker/chatbot/Dockerfile index 0447607090..e56a918b95 100644 --- a/databases/weaviate/docker/chatbot/Dockerfile +++ b/databases/weaviate/docker/chatbot/Dockerfile @@ -1,8 +1,8 @@ FROM python:3.12-slim-bookworm -ENV POSTGRES_HOST gke-pg-cluster-rw.pg-ns -ENV DATABASE_NAME app -ENV COLLECTION_NAME training-docs +ENV WEAVIATE_ENDPOINT weaviate.weaviate +ENV WEAVIATE_GRPC_ENDPOINT weaviate-grpc.weaviate + RUN apt update && \ apt install -y --no-install-recommends gcc libc6-dev && \ rm -rf /var/lib/apt/lists/* diff --git a/databases/weaviate/docker/chatbot/chat.py b/databases/weaviate/docker/chatbot/chat.py index 6c6832d20b..2bf9b601fc 100644 --- a/databases/weaviate/docker/chatbot/chat.py +++ b/databases/weaviate/docker/chatbot/chat.py @@ -22,7 +22,7 @@ import streamlit as st import os -# [START gke_databases_postgres_pgvector_docker_chat_model] +# [START gke_databases_weaviate_docker_chat_model] vertexAI = ChatVertexAI(model_name="gemini-pro", streaming=True, convert_system_message_to_human=True) prompt_template = ChatPromptTemplate.from_messages( [ @@ -49,9 +49,9 @@ ) embedding_model = VertexAIEmbeddings("textembedding-gecko@001") -# [END gke_databases_postgres_pgvector_docker_chat_model] +# [END gke_databases_weaviate_docker_chat_model] -# [START gke_databases_postgres_pgvector_docker_chat_client] +# [START gke_databases_weaviate_docker_chat_client] auth_config = weaviate.auth.AuthApiKey(api_key=os.getenv("APIKEY")) client = weaviate.WeaviateClient( connection_params=ConnectionParams.from_params( @@ -67,7 +67,7 @@ client.connect() vector_search = WeaviateVectorStore.from_documents([],embedding_model,client=client, index_name="trainingdocs") -# [END gke_databases_postgres_pgvector_docker_chat_client] +# [END gke_databases_weaviate_docker_chat_client] def format_docs(docs): return "\n\n".join([d.page_content for d in docs]) @@ -76,7 +76,7 @@ def format_docs(docs): if "messages" not in st.session_state: st.session_state["messages"] = [{"role": "ai", "content": "How can I help you?"}] -# [START gke_databases_postgres_pgvector_docker_chat_session] +# [START gke_databases_weaviate_docker_chat_session] if "memory" not in st.session_state: st.session_state["memory"] = ConversationBufferWindowMemory( memory_key="history", @@ -84,13 +84,13 @@ def format_docs(docs): human_prefix="User", k=3, ) -# [END gke_databases_postgres_pgvector_docker_chat_session] +# [END gke_databases_weaviate_docker_chat_session] -# [START gke_databases_postgres_pgvector_docker_chat_history] +# [START gke_databases_weaviate_docker_chat_history] for message in st.session_state.messages: with st.chat_message(message["role"]): st.write(message["content"]) -# [END gke_databases_postgres_pgvector_docker_chat_history] +# [END gke_databases_weaviate_docker_chat_history] if chat_input := st.chat_input(): with st.chat_message("human"): diff --git a/databases/weaviate/docker/embed-docs/Dockerfile b/databases/weaviate/docker/embed-docs/Dockerfile index 558d938c15..af8f591968 100644 --- a/databases/weaviate/docker/embed-docs/Dockerfile +++ b/databases/weaviate/docker/embed-docs/Dockerfile @@ -1,8 +1,8 @@ FROM python:3.12-slim-bookworm -ENV POSTGRES_HOST gke-pg-cluster-rw.pg-ns -ENV DATABASE_NAME app -ENV COLLECTION_NAME training-docs +ENV WEAVIATE_ENDPOINT weaviate.weaviate +ENV WEAVIATE_GRPC_ENDPOINT weaviate-grpc.weaviate + RUN apt update && \ apt install -y --no-install-recommends gcc libc6-dev && \ rm -rf /var/lib/apt/lists/* diff --git a/databases/weaviate/docker/embed-docs/embedding-job.py b/databases/weaviate/docker/embed-docs/embedding-job.py index 56f43c52b5..a57f0f2ae8 100644 --- a/databases/weaviate/docker/embed-docs/embedding-job.py +++ b/databases/weaviate/docker/embed-docs/embedding-job.py @@ -20,7 +20,7 @@ from langchain_weaviate.vectorstores import WeaviateVectorStore from google.cloud import storage import os -# [START gke_databases_postgres_pgvector_docker_embed_docs_retrieval] +# [START gke_databases_weaviate_docker_embed_docs_retrieval] bucketname = os.getenv("BUCKET_NAME") filename = os.getenv("FILE_NAME") @@ -28,19 +28,19 @@ bucket = storage_client.bucket(bucketname) blob = bucket.blob(filename) blob.download_to_filename("/documents/" + filename) -# [END gke_databases_postgres_pgvector_docker_embed_docs_retrieval] +# [END gke_databases_weaviate_docker_embed_docs_retrieval] -# [START gke_databases_postgres_pgvector_docker_embed_docs_split] +# [START gke_databases_weaviate_docker_embed_docs_split] loader = PyPDFLoader("/documents/" + filename) text_splitter = RecursiveCharacterTextSplitter(chunk_size=1000, chunk_overlap=0) documents = loader.load_and_split(text_splitter) -# [END gke_databases_postgres_pgvector_docker_embed_docs_split] +# [END gke_databases_weaviate_docker_embed_docs_split] -# [START gke_databases_postgres_pgvector_docker_embed_docs_embed] +# [START gke_databases_weaviate_docker_embed_docs_embed] embeddings = VertexAIEmbeddings("textembedding-gecko@001") -# [END gke_databases_postgres_pgvector_docker_embed_docs_embed] +# [END gke_databases_weaviate_docker_embed_docs_embed] -# [START gke_databases_postgres_pgvector_docker_embed_docs_storage] +# [START gke_databases_weaviate_docker_embed_docs_storage] auth_config = weaviate.auth.AuthApiKey(api_key=os.getenv("APIKEY")) client = weaviate.WeaviateClient( connection_params=ConnectionParams.from_params( @@ -57,7 +57,7 @@ if not client.collections.exists("trainingdocs"): collection = client.collections.create(name="trainingdocs") db = WeaviateVectorStore.from_documents(documents, embeddings, client=client, index_name="trainingdocs") -# [END gke_databases_postgres_pgvector_docker_embed_docs_storage] +# [END gke_databases_weaviate_docker_embed_docs_storage] print(filename + " was successfully embedded") print(f"# of vectors = {len(documents)}") diff --git a/databases/weaviate/docker/embed-docs/endpoint.py b/databases/weaviate/docker/embed-docs/endpoint.py index 38a0d8091a..92ba5777d8 100644 --- a/databases/weaviate/docker/embed-docs/endpoint.py +++ b/databases/weaviate/docker/embed-docs/endpoint.py @@ -42,7 +42,7 @@ def bucket(): # Setup K8 configs config.load_incluster_config() -# [START gke_databases_postgres_pgvector_docker_embed_endpoint_job] +# [START gke_databases_weaviate_docker_embed_endpoint_job] def kube_create_job_object(name, container_image, bucket_name, f_name, namespace, container_name="jobcontainer", env_vars={}): body = client.V1Job(api_version="batch/v1", kind="Job") @@ -64,7 +64,7 @@ def kube_create_job_object(name, container_image, bucket_name, f_name, namespace body.spec = client.V1JobSpec(backoff_limit=3, ttl_seconds_after_finished=60, template=template.template) return body -# [END gke_databases_postgres_pgvector_docker_embed_endpoint_job] +# [END gke_databases_weaviate_docker_embed_endpoint_job] def kube_test_credentials(): try: api_response = api_instance.get_api_resources() From 579f00a9fac531dabd145c4110b2b5140e66eeec Mon Sep 17 00:00:00 2001 From: Dmitrii Ganochenko Date: Tue, 9 Jul 2024 13:24:31 +0200 Subject: [PATCH 19/24] update notebook, remove jupyter --- .../01-basic-cluster/weaviate_cluster.yaml | 5 +- .../manifests/02-notebook/jupyter.yaml | 82 --- .../02-notebook/vector-database.ipynb | 659 +++++++++++------- 3 files changed, 400 insertions(+), 346 deletions(-) delete mode 100644 databases/weaviate/manifests/02-notebook/jupyter.yaml diff --git a/databases/weaviate/manifests/01-basic-cluster/weaviate_cluster.yaml b/databases/weaviate/manifests/01-basic-cluster/weaviate_cluster.yaml index 8b076e15d0..b54c6c915b 100644 --- a/databases/weaviate/manifests/01-basic-cluster/weaviate_cluster.yaml +++ b/databases/weaviate/manifests/01-basic-cluster/weaviate_cluster.yaml @@ -51,6 +51,9 @@ authorization: enabled: true users: - admin@example.com +modules: + text2vec-palm: + enabled: true env: AUTHENTICATION_APIKEY_ENABLED: 'true' AUTHENTICATION_APIKEY_USERS: 'admin@example.com' @@ -62,4 +65,4 @@ tolerations: operator: "Equal" value: "weaviate" effect: NoSchedule -# [END gke_databases_weaviate_01_basic_cluster_config] \ No newline at end of file +# [END gke_databases_weaviate_01_basic_cluster_config] diff --git a/databases/weaviate/manifests/02-notebook/jupyter.yaml b/databases/weaviate/manifests/02-notebook/jupyter.yaml deleted file mode 100644 index 861aad5cf7..0000000000 --- a/databases/weaviate/manifests/02-notebook/jupyter.yaml +++ /dev/null @@ -1,82 +0,0 @@ -# Copyright 2024 Google LLC -# -# Licensed under the Apache License, Version 2.0 (the "License"); -# you may not use this file except in compliance with the License. -# You may obtain a copy of the License at -# -# https://www.apache.org/licenses/LICENSE-2.0 -# -# Unless required by applicable law or agreed to in writing, software -# distributed under the License is distributed on an "AS IS" BASIS, -# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. -# See the License for the specific language governing permissions and -# limitations under the License. - -# [START gke_databases_weaviate_02_notebook] ---- -apiVersion: v1 -kind: Service -metadata: - labels: &labels - app: jupyter-notebook - name: notebook -spec: - ports: - - port: 8888 - selector: *labels - #type: LoadBalancer - type: ClusterIP ---- -apiVersion: apps/v1 -kind: Deployment -metadata: - name: notebook - labels: &labels - app: jupyter-notebook -spec: - selector: - matchLabels: *labels - template: - metadata: - labels: *labels - spec: - containers: - - name: jupyter - image: tensorflow/tensorflow:2.15.0-jupyter - resources: - requests: - memory: "4500Mi" - cpu: "1" - limits: - memory: "4500Mi" - cpu: "1" - ports: - - containerPort: 8888 - env: - - name: APIKEY - valueFrom: - secretKeyRef: - name: apikeys - key: AUTHENTICATION_APIKEY_ALLOWED_KEYS - - name: WEAVIATE_ENDPOINT - value: "weaviate.weaviate" - - name: WEAVIATE_GRPC_ENDPOINT - value: "weaviate-grpc.weaviate" - volumeMounts: - - name: books-dataset - mountPath: /usr/local/dataset - - name: notebook - mountPath: /tf - tolerations: - - effect: NoSchedule - key: app.stateful/component - operator: Equal - value: weaviate - volumes: - - name: books-dataset - configMap: - name: books-dataset - - name: notebook - configMap: - name: notebook - # [END gke_databases_weaviate_02_notebook] diff --git a/databases/weaviate/manifests/02-notebook/vector-database.ipynb b/databases/weaviate/manifests/02-notebook/vector-database.ipynb index cf4f23a679..bffcc8502e 100644 --- a/databases/weaviate/manifests/02-notebook/vector-database.ipynb +++ b/databases/weaviate/manifests/02-notebook/vector-database.ipynb @@ -1,266 +1,399 @@ { - "cells": [ - { - "cell_type": "markdown", - "id": "fcd145fa-10d4-4597-9250-1c61984fc5bb", - "metadata": {}, - "source": [ - "# Copyright 2024 Google LLC\n", - "#\n", - "# Licensed under the Apache License, Version 2.0 (the \"License\");\n", - "# you may not use this file except in compliance with the License.\n", - "# You may obtain a copy of the License at\n", - "#\n", - "# https://www.apache.org/licenses/LICENSE-2.0\n", - "#\n", - "# Unless required by applicable law or agreed to in writing, software\n", - "# distributed under the License is distributed on an \"AS IS\" BASIS,\n", - "# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n", - "# See the License for the specific language governing permissions and\n", - "# limitations under the License." - ] + "cells": [ + { + "cell_type": "raw", + "id": "fcd145fa-10d4-4597-9250-1c61984fc5bb", + "metadata": { + "id": "fcd145fa-10d4-4597-9250-1c61984fc5bb" + }, + "source": [ + "# Copyright 2024 Google LLC\n", + "#\n", + "# Licensed under the Apache License, Version 2.0 (the \"License\");\n", + "# you may not use this file except in compliance with the License.\n", + "# You may obtain a copy of the License at\n", + "#\n", + "# https://www.apache.org/licenses/LICENSE-2.0\n", + "#\n", + "# Unless required by applicable law or agreed to in writing, software\n", + "# distributed under the License is distributed on an \"AS IS\" BASIS,\n", + "# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n", + "# See the License for the specific language governing permissions and\n", + "# limitations under the License." + ] + }, + { + "cell_type": "markdown", + "id": "201cd5fa-25e0-4bd7-8a27-af1fc85a12e7", + "metadata": { + "id": "201cd5fa-25e0-4bd7-8a27-af1fc85a12e7" + }, + "source": [ + "This section shows you how to upload Vectors into a new Weaviate Collection and run simple search queries using the official Weaviate client. In this example, you use a dataset from a CSV file that contains a list of books in different genres. Weaviate will serve as a search engine." + ] + }, + { + "cell_type": "markdown", + "source": [ + "Install **kubectl** and the **Google Cloud SDK** with the necessary authentication plugin for Google Kubernetes Engine (GKE)." + ], + "metadata": { + "id": "m6xkFsP9lANt" + }, + "id": "m6xkFsP9lANt" + }, + { + "cell_type": "code", + "source": [ + "%%bash\n", + "\n", + "curl -LO \"https://dl.k8s.io/release/$(curl -L -s https://dl.k8s.io/release/stable.txt)/bin/linux/amd64/kubectl\"\n", + "sudo install -o root -g root -m 0755 kubectl /usr/local/bin/kubectl\n", + "apt-get update && apt-get install apt-transport-https ca-certificates gnupg\n", + "curl https://packages.cloud.google.com/apt/doc/apt-key.gpg | sudo gpg --dearmor -o /usr/share/keyrings/cloud.google.gpg\n", + "echo \"deb [signed-by=/usr/share/keyrings/cloud.google.gpg] https://packages.cloud.google.com/apt cloud-sdk main\" | sudo tee -a /etc/apt/sources.list.d/google-cloud-sdk.list\n", + "apt-get update && sudo apt-get install google-cloud-cli-gke-gcloud-auth-plugin" + ], + "metadata": { + "id": "N1HivL_jlEL-" + }, + "id": "N1HivL_jlEL-", + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "**Replace** \\ with your cluster name, e.g. weaviate-cluster. Retrieve the GKE cluster's credentials using the gcloud command." + ], + "metadata": { + "id": "v7x8MfDRl9Z9" + }, + "id": "v7x8MfDRl9Z9" + }, + { + "cell_type": "code", + "source": [ + "%%bash\n", + "\n", + "export KUBERNETES_CLUSTER_NAME=\n", + "gcloud container clusters get-credentials $KUBERNETES_CLUSTER_NAME --region $GOOGLE_CLOUD_REGION" + ], + "metadata": { + "id": "W0tJ9DpImOP_" + }, + "id": "W0tJ9DpImOP_", + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "Download the dataset from Git." + ], + "metadata": { + "id": "I77EqyFcmcn5" + }, + "id": "I77EqyFcmcn5" + }, + { + "cell_type": "code", + "source": [ + "%%bash\n", + "\n", + "export DATASET_PATH=https://raw.githubusercontent.com/epam/kubernetes-engine-samples/Weaviate/databases/weaviate/manifests/02-notebook/dataset.csv\n", + "curl -s -LO $DATASET_PATH" + ], + "metadata": { + "id": "F8Zy_NIzmeJR" + }, + "id": "F8Zy_NIzmeJR", + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "Create an .env file with environment variables required for connecting to Postgresql in a Kubernetes cluster." + ], + "metadata": { + "id": "sNn04YZ-m9pZ" + }, + "id": "sNn04YZ-m9pZ" + }, + { + "cell_type": "code", + "source": [ + "%%bash\n", + "\n", + "echo WEAVIATE_ENDPOINT=$(kubectl get pod -l app=weaviate -n weaviate -o=jsonpath=\"{.items[0].status.podIP}\") > .env\n", + "echo APIKEY=$(kubectl get secret apikeys -n weaviate --template={{.data.AUTHENTICATION_APIKEY_ALLOWED_KEYS}} | base64 -d) >> .env\n", + "echo PALM_APIKEY=$(gcloud auth print-access-token) >> .env" + ], + "metadata": { + "id": "uZnC1EZPm-7g" + }, + "id": "uZnC1EZPm-7g", + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "id": "51247bbb-a52f-4003-9596-439f60f3b3c9", + "metadata": { + "id": "51247bbb-a52f-4003-9596-439f60f3b3c9" + }, + "source": [ + "Install a Weaviate client:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "c77e963b-c9ea-47a9-bdbb-029372838364", + "metadata": { + "id": "c77e963b-c9ea-47a9-bdbb-029372838364" + }, + "outputs": [], + "source": [ + "! pip install weaviate-client python-dotenv" + ] + }, + { + "cell_type": "markdown", + "id": "320f0cb6-61c9-42fe-b361-ea3c92c35421", + "metadata": { + "id": "320f0cb6-61c9-42fe-b361-ea3c92c35421" + }, + "source": [ + "Import Python libraries:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "bb5ca67b-607d-4b23-926a-6459ea584f45", + "metadata": { + "id": "bb5ca67b-607d-4b23-926a-6459ea584f45" + }, + "outputs": [], + "source": [ + "import os\n", + "import csv\n", + "import weaviate\n", + "import json\n", + "from weaviate.connect import ConnectionParams\n", + "from weaviate.classes.config import Configure\n", + "from typing import List\n", + "import numpy as np\n", + "from dotenv import load_dotenv" + ] + }, + { + "cell_type": "markdown", + "id": "15f64563-f932-4a38-bd96-5b9d5cfadfd3", + "metadata": { + "id": "15f64563-f932-4a38-bd96-5b9d5cfadfd3" + }, + "source": [ + "Load data from a CSV file for inserting data into a Weaviate collection:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "013284ff-e4b6-4ad7-b330-17860121c4c1", + "metadata": { + "id": "013284ff-e4b6-4ad7-b330-17860121c4c1" + }, + "outputs": [], + "source": [ + "with open('/content/dataset.csv') as csv_file:\n", + " books = [*csv.DictReader(csv_file)]" + ] + }, + { + "cell_type": "markdown", + "id": "df7eb305-6f3e-4215-8090-71d044a302aa", + "metadata": { + "id": "df7eb305-6f3e-4215-8090-71d044a302aa" + }, + "source": [ + "Define a Weaviate connection, it requires an API Key for authentication:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "13427782-ab29-4acc-9b24-59cf1f287619", + "metadata": { + "id": "13427782-ab29-4acc-9b24-59cf1f287619" + }, + "outputs": [], + "source": [ + "load_dotenv()\n", + "auth_config = weaviate.auth.AuthApiKey(api_key=os.getenv(\"APIKEY\"))\n", + "client = weaviate.WeaviateClient(\n", + " connection_params=ConnectionParams.from_params(\n", + " http_host=os.getenv(\"WEAVIATE_ENDPOINT\"),\n", + " http_port=\"8080\",\n", + " http_secure=False,\n", + " grpc_host=os.getenv(\"WEAVIATE_ENDPOINT\"),\n", + " grpc_port=\"50051\",\n", + " grpc_secure=False,\n", + " ),\n", + " additional_headers={\n", + " \"X-Palm-Api-Key\": os.getenv(\"PALM_APIKEY\")\n", + " },\n", + " auth_client_secret=auth_config\n", + ")\n", + "client.connect()" + ] + }, + { + "cell_type": "markdown", + "id": "69af7764-5477-4e72-b0d2-0cdcc7127443", + "metadata": { + "id": "69af7764-5477-4e72-b0d2-0cdcc7127443" + }, + "source": [ + "Create or recreate a collection \"Book\". Weaviate will vectorize all book descriptions using Vertex AI embedding model:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "030e257a-b3ee-435a-9be2-64e3ed08b8cf", + "metadata": { + "id": "030e257a-b3ee-435a-9be2-64e3ed08b8cf" + }, + "outputs": [], + "source": [ + "if client.collections.exists(\"Book\"):\n", + " client.collections.delete(\"Book\")\n", + "collection = client.collections.create(\n", + " name=\"Book\",\n", + " vectorizer_config=[\n", + " Configure.NamedVectors.text2vec_palm(\n", + " name=\"description_vector\",\n", + " source_properties=[\"description\"],\n", + " project_id=os.getenv(\"GOOGLE_CLOUD_PROJECT\"),\n", + " model_id=\"textembedding-gecko@latest\"\n", + " )\n", + " ],\n", + ")" + ] + }, + { + "cell_type": "markdown", + "id": "933e7a3d-843e-4dd1-9ab0-a4405947fc50", + "metadata": { + "id": "933e7a3d-843e-4dd1-9ab0-a4405947fc50" + }, + "source": [ + "Insert data into the Weaviate collection:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "10ff90db-52f8-43f8-9ba2-615578b603f8", + "metadata": { + "id": "10ff90db-52f8-43f8-9ba2-615578b603f8" + }, + "outputs": [], + "source": [ + "with collection.batch.dynamic() as batch:\n", + " for i, doc in enumerate(books): # Batch import data\n", + " print(f\"importing book: {i+1}\")\n", + " batch.add_object(properties=doc)" + ] + }, + { + "cell_type": "markdown", + "id": "9d0ca596-9688-4df3-a8cc-dc384c1e5234", + "metadata": { + "id": "9d0ca596-9688-4df3-a8cc-dc384c1e5234" + }, + "source": [ + "Define the Weaviate query function. Weaviate converts the text query into an embedding, runs a vector search and displays results.\n", + "\n", + "It prints each result separated by a line of dashes, in the following format :\n", + "\n", + "- Title: Title of the book\n", + "- Author: Author of the book\n", + "- Publish date: Book publication date\n", + "- Description: As stored in your document's description metadata field" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "7d1cae5f-ffa3-44ea-8b9e-fd376cdc185c", + "metadata": { + "id": "7d1cae5f-ffa3-44ea-8b9e-fd376cdc185c" + }, + "outputs": [], + "source": [ + "def handle_query(query, limit):\n", + " result = (\n", + " collection.query.near_text(\n", + " query=query,\n", + " limit=limit\n", + " )\n", + " )\n", + " for hit in result.objects:\n", + " book = hit.properties\n", + " print(\"Title: {}, Author: {}, Publish date: {}\".format(book[\"title\"], book[\"author\"], book[\"publishDate\"]))\n", + " print(book[\"description\"])\n", + " print(\"---------\")" + ] + }, + { + "cell_type": "markdown", + "id": "84d4af63-4527-4e3d-9f1b-5d0cf112caf2", + "metadata": { + "id": "84d4af63-4527-4e3d-9f1b-5d0cf112caf2" + }, + "source": [ + "Run the query `drama about people and unhappy love`:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "365ac7bc-f06c-4db9-81f9-67354fe18e44", + "metadata": { + "id": "365ac7bc-f06c-4db9-81f9-67354fe18e44" + }, + "outputs": [], + "source": [ + "handle_query(\"drama about people and unhappy love\", 2)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.0rc1" + }, + "colab": { + "provenance": [] + } }, - { - "cell_type": "markdown", - "id": "201cd5fa-25e0-4bd7-8a27-af1fc85a12e7", - "metadata": {}, - "source": [ - "This section shows you how to upload Vectors into a new Weaviate Collection and run simple search queries using the official Weaviate client. In this example, you use a dataset from a CSV file that contains a list of books in different genres. Weaviate will serve as a search engine." - ] - }, - { - "cell_type": "markdown", - "id": "51247bbb-a52f-4003-9596-439f60f3b3c9", - "metadata": {}, - "source": [ - "Install a Weaviate client and Fastembed:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "c77e963b-c9ea-47a9-bdbb-029372838364", - "metadata": {}, - "outputs": [], - "source": [ - "! pip install weaviate-client fastembed" - ] - }, - { - "cell_type": "markdown", - "id": "320f0cb6-61c9-42fe-b361-ea3c92c35421", - "metadata": {}, - "source": [ - "Import the required Python and Weaviate libraries:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "bb5ca67b-607d-4b23-926a-6459ea584f45", - "metadata": {}, - "outputs": [], - "source": [ - "import os\n", - "import csv\n", - "import weaviate\n", - "import json\n", - "from weaviate.connect import ConnectionParams\n", - "from fastembed import TextEmbedding\n", - "from typing import List\n", - "import numpy as np" - ] - }, - { - "cell_type": "markdown", - "id": "15f64563-f932-4a38-bd96-5b9d5cfadfd3", - "metadata": {}, - "source": [ - "Load data from a CSV file for inserting data into a Weaviate collection:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "013284ff-e4b6-4ad7-b330-17860121c4c1", - "metadata": {}, - "outputs": [], - "source": [ - "with open('/usr/local/dataset/dataset.csv') as csv_file:\n", - " books = [*csv.DictReader(csv_file)]" - ] - }, - { - "cell_type": "markdown", - "id": "63a1eadc-6589-440e-9bb7-f8786342d360", - "metadata": {}, - "source": [ - "Define the embedding model using fastembed:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "cb25a984-ddce-46c4-a304-20029db203e1", - "metadata": {}, - "outputs": [], - "source": [ - "embedding_model = TextEmbedding(model_name=\"BAAI/bge-small-en\")" - ] - }, - { - "cell_type": "markdown", - "id": "df7eb305-6f3e-4215-8090-71d044a302aa", - "metadata": {}, - "source": [ - "Define a Weaviate connection, it requires an API Key for authentication:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "13427782-ab29-4acc-9b24-59cf1f287619", - "metadata": {}, - "outputs": [], - "source": [ - "auth_config = weaviate.auth.AuthApiKey(api_key=os.getenv(\"APIKEY\"))\n", - "client = weaviate.WeaviateClient(\n", - " connection_params=ConnectionParams.from_params(\n", - " http_host=os.getenv(\"WEAVIATE_ENDPOINT\"),\n", - " http_port=\"80\",\n", - " http_secure=False,\n", - " grpc_host=os.getenv(\"WEAVIATE_GRPC_ENDPOINT\"),\n", - " grpc_port=\"50051\",\n", - " grpc_secure=False,\n", - " ),\n", - " auth_client_secret=auth_config\n", - ")\n", - "client.connect()" - ] - }, - { - "cell_type": "markdown", - "id": "69af7764-5477-4e72-b0d2-0cdcc7127443", - "metadata": {}, - "source": [ - "Create or recreate a collection \"Book\":" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "030e257a-b3ee-435a-9be2-64e3ed08b8cf", - "metadata": {}, - "outputs": [], - "source": [ - "if client.collections.exists(\"Book\"):\n", - " client.collections.delete(\"Book\") \n", - "collection = client.collections.create(\n", - " name=\"Book\",\n", - " vectorizer_config=None\n", - ")" - ] - }, - { - "cell_type": "markdown", - "id": "933e7a3d-843e-4dd1-9ab0-a4405947fc50", - "metadata": {}, - "source": [ - "Insert data into the Weaviate collection:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "10ff90db-52f8-43f8-9ba2-615578b603f8", - "metadata": {}, - "outputs": [], - "source": [ - "with collection.batch.dynamic() as batch:\n", - " for i, doc in enumerate(books): # Batch import data\n", - " vector=list(embedding_model.embed(doc[\"description\"]))[0]\n", - " print(f\"importing book: {i+1}\")\n", - " batch.add_object(\n", - " properties=doc,\n", - " vector=vector\n", - " )" - ] - }, - { - "cell_type": "markdown", - "id": "9d0ca596-9688-4df3-a8cc-dc384c1e5234", - "metadata": {}, - "source": [ - "Define the Weaviate query function. This function runs a vector search query and displays results.\n", - "\n", - "It prints each result separated by a line of dashes, in the following format :\n", - "\n", - "- Title: Title of the book\n", - "- Author: Author of the book\n", - "- Publish date: Book publication date\n", - "- Description: As stored in your document's description metadata field" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "7d1cae5f-ffa3-44ea-8b9e-fd376cdc185c", - "metadata": {}, - "outputs": [], - "source": [ - "def handle_query(query, limit):\n", - " query_vector = list(embedding_model.embed([query]))[0]\n", - " result = (\n", - " collection.query.near_vector(\n", - " near_vector=query_vector.tolist(),\n", - " limit=limit\n", - " )\n", - " )\n", - " for hit in result.objects:\n", - " book = hit.properties\n", - " print(\"Title: {}, Author: {}, Publish date: {}\".format(book[\"title\"], book[\"author\"], book[\"publishDate\"]))\n", - " print(book[\"description\"])\n", - " print(\"---------\")" - ] - }, - { - "cell_type": "markdown", - "id": "84d4af63-4527-4e3d-9f1b-5d0cf112caf2", - "metadata": {}, - "source": [ - "Run the query `drama about people and unhappy love`:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "365ac7bc-f06c-4db9-81f9-67354fe18e44", - "metadata": {}, - "outputs": [], - "source": [ - "handle_query(\"drama about people and unhappy love\", 2)" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.11.0rc1" - } - }, - "nbformat": 4, - "nbformat_minor": 5 + "nbformat": 4, + "nbformat_minor": 5 } From 6d4186a9c3ab74ce4fa1709a4773b876bd98440c Mon Sep 17 00:00:00 2001 From: Dmitrii Ganochenko Date: Fri, 12 Jul 2024 16:13:32 +0200 Subject: [PATCH 20/24] update notebook --- .../weaviate/manifests/02-notebook/vector-database.ipynb | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/databases/weaviate/manifests/02-notebook/vector-database.ipynb b/databases/weaviate/manifests/02-notebook/vector-database.ipynb index bffcc8502e..a31df1da0d 100644 --- a/databases/weaviate/manifests/02-notebook/vector-database.ipynb +++ b/databases/weaviate/manifests/02-notebook/vector-database.ipynb @@ -1,7 +1,7 @@ { "cells": [ { - "cell_type": "raw", + "cell_type": "markdown", "id": "fcd145fa-10d4-4597-9250-1c61984fc5bb", "metadata": { "id": "fcd145fa-10d4-4597-9250-1c61984fc5bb" @@ -114,7 +114,7 @@ { "cell_type": "markdown", "source": [ - "Create an .env file with environment variables required for connecting to Postgresql in a Kubernetes cluster." + "Create an .env file with environment variables required for connecting to Weaviate in a Kubernetes cluster." ], "metadata": { "id": "sNn04YZ-m9pZ" From 4a1b8d698bdd8b0209f3e87f69596415949586fd Mon Sep 17 00:00:00 2001 From: Dmitrii Ganochenko Date: Tue, 16 Jul 2024 11:09:06 +0200 Subject: [PATCH 21/24] add ilb --- .../02-notebook/vector-database.ipynb | 2 +- .../weaviate/manifests/04-rag/chatbot.yaml | 4 ++-- databases/weaviate/manifests/05-ilb/ilb.yaml | 24 +++++++++++++++++++ 3 files changed, 27 insertions(+), 3 deletions(-) create mode 100644 databases/weaviate/manifests/05-ilb/ilb.yaml diff --git a/databases/weaviate/manifests/02-notebook/vector-database.ipynb b/databases/weaviate/manifests/02-notebook/vector-database.ipynb index a31df1da0d..b24c0c22eb 100644 --- a/databases/weaviate/manifests/02-notebook/vector-database.ipynb +++ b/databases/weaviate/manifests/02-notebook/vector-database.ipynb @@ -126,7 +126,7 @@ "source": [ "%%bash\n", "\n", - "echo WEAVIATE_ENDPOINT=$(kubectl get pod -l app=weaviate -n weaviate -o=jsonpath=\"{.items[0].status.podIP}\") > .env\n", + "echo WEAVIATE_ENDPOINT=$(kubectl get svc weaviate-ilb -n weaviate --output jsonpath=\"{.status.loadBalancer.ingress[0].ip}\") > .env\n", "echo APIKEY=$(kubectl get secret apikeys -n weaviate --template={{.data.AUTHENTICATION_APIKEY_ALLOWED_KEYS}} | base64 -d) >> .env\n", "echo PALM_APIKEY=$(gcloud auth print-access-token) >> .env" ], diff --git a/databases/weaviate/manifests/04-rag/chatbot.yaml b/databases/weaviate/manifests/04-rag/chatbot.yaml index dab569e327..a298f4cd4b 100644 --- a/databases/weaviate/manifests/04-rag/chatbot.yaml +++ b/databases/weaviate/manifests/04-rag/chatbot.yaml @@ -62,8 +62,8 @@ metadata: labels: &labels app: weaviate-chatbot spec: - type: ClusterIP - #type: LoadBalancer + #type: ClusterIP + type: LoadBalancer ports: - port: 80 selector: *labels diff --git a/databases/weaviate/manifests/05-ilb/ilb.yaml b/databases/weaviate/manifests/05-ilb/ilb.yaml new file mode 100644 index 0000000000..3fce6fa194 --- /dev/null +++ b/databases/weaviate/manifests/05-ilb/ilb.yaml @@ -0,0 +1,24 @@ +--- +apiVersion: v1 +kind: Service +metadata: + annotations: + #cloud.google.com/neg: '{"ingress": true}' + networking.gke.io/load-balancer-type: "Internal" + labels: + app.kubernetes.io/name: weaviate + name: weaviate-ilb +spec: + ports: + - name: http + port: 8080 + protocol: TCP + targetPort: 8080 + - name: grpc + port: 50051 + protocol: TCP + targetPort: 50051 + selector: + app: weaviate + type: LoadBalancer + From 49e85baed1a7bcc69245ffa0ff03c8d53fde8897 Mon Sep 17 00:00:00 2001 From: Dmitrii Ganochenko Date: Thu, 25 Jul 2024 16:01:09 +0200 Subject: [PATCH 22/24] fix the header --- databases/weaviate/manifests/05-ilb/ilb.yaml | 17 ++++++++++++++++- 1 file changed, 16 insertions(+), 1 deletion(-) diff --git a/databases/weaviate/manifests/05-ilb/ilb.yaml b/databases/weaviate/manifests/05-ilb/ilb.yaml index 3fce6fa194..ee703c90fa 100644 --- a/databases/weaviate/manifests/05-ilb/ilb.yaml +++ b/databases/weaviate/manifests/05-ilb/ilb.yaml @@ -1,4 +1,18 @@ ---- +# Copyright 2024 Google LLC +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# https://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +# [START gke_databases_weaviate_05_ilb] apiVersion: v1 kind: Service metadata: @@ -21,4 +35,5 @@ spec: selector: app: weaviate type: LoadBalancer +# [END gke_databases_weaviate_05_ilb] From 583050c72645bc879f965bc1d9ae0df5e914c109 Mon Sep 17 00:00:00 2001 From: Dmitrii Ganochenko Date: Tue, 6 Aug 2024 16:10:40 +0200 Subject: [PATCH 23/24] add ci step --- .github/workflows/databases-weaviate-ci.yml | 50 +++++++++++++++++++++ 1 file changed, 50 insertions(+) create mode 100644 .github/workflows/databases-weaviate-ci.yml diff --git a/.github/workflows/databases-weaviate-ci.yml b/.github/workflows/databases-weaviate-ci.yml new file mode 100644 index 0000000000..089a3ee144 --- /dev/null +++ b/.github/workflows/databases-weaviate-ci.yml @@ -0,0 +1,50 @@ +# Copyright 2024 Google LLC +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# https://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +name: databases-weaviate-ci.yml +on: + push: + branches: + - main + paths: + - '.github/workflows/databases-weaviate-ci.yml' + - 'databases/weaviate/**' + pull_request: + paths: + - '.github/workflows/databases-weaviate-ci.yml' + - 'databases/weaviate/**' +jobs: + job: + runs-on: ubuntu-22.04 + steps: + - uses: actions/checkout@v4 + - name: Validate GKE Standard TF for Weaviate + run: | + cd databases/weaviate/terraform/gke-standard + terraform init + terraform validate + - name: Validate GKE Autopilot TF for Weaviate + run: | + cd databases/weaviate/terraform/gke-autopilot + terraform init + terraform validate + - name: Build chatbot app container + run: | + cd databases/postgres-pgvector/docker/chatbot + docker build --tag chatbot:1.0 . + - name: Build docs embedder container + run: | + cd databases/postgres-pgvector/docker/embed-docs + docker build --tag embed-docs:1.0 . + From f57891757158e12a90798244e29712b403a6115e Mon Sep 17 00:00:00 2001 From: Dmitrii Ganochenko Date: Tue, 6 Aug 2024 16:11:30 +0200 Subject: [PATCH 24/24] ci quickfix --- .github/workflows/databases-weaviate-ci.yml | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/.github/workflows/databases-weaviate-ci.yml b/.github/workflows/databases-weaviate-ci.yml index 089a3ee144..4648bd52eb 100644 --- a/.github/workflows/databases-weaviate-ci.yml +++ b/.github/workflows/databases-weaviate-ci.yml @@ -41,10 +41,10 @@ jobs: terraform validate - name: Build chatbot app container run: | - cd databases/postgres-pgvector/docker/chatbot + cd databases/weaviate/docker/chatbot docker build --tag chatbot:1.0 . - name: Build docs embedder container run: | - cd databases/postgres-pgvector/docker/embed-docs + cd databases/weaviate/docker/embed-docs docker build --tag embed-docs:1.0 .

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