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feat: add schema_extraction method and example #42

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47 changes: 41 additions & 6 deletions any_parser/base.py
Original file line number Diff line number Diff line change
Expand Up @@ -17,26 +17,29 @@ def __init__(self, apiKey) -> None:
"authorizationtoken": "-",
"apikey": apiKey,
}
self.timeout = 60

def query_result(self, payload):
def query_result(self, payload, timeout=60):
time.sleep(5)
query_timeout = datetime.now() + timedelta(seconds=self.timeout)
query_timeout = datetime.now() + timedelta(seconds=timeout)

while datetime.now() < query_timeout:
query_response = requests.post(
self._queryurl, headers=self._request_header, json=payload
)
assert (
query_response.status_code == 200 or query_response.status_code == 202
)
# assert (
# query_response.status_code == 200 or query_response.status_code == 202
# )

if query_response.status_code == 200:
break
elif query_response.status_code == 202:
time.sleep(5)
continue

self._error_handler(query_response)
else:
raise Exception("Task timeout")

return query_response

def extract(self, file_path):
Expand All @@ -54,6 +57,11 @@ def instruct(self, file_path, prompt="", mode="advanced"):
result = self._request_instruction_extraction(user_id, file_id)
return result

def schema(self, file_path, custom_schema={}):
user_id, file_id = self._request_and_upload_by_apiKey(file_path)
result = self._request_schema_extraction(user_id, file_id, custom_schema)
return result

def _error_handler(self, response):
if response.status_code == 403:
raise Exception("Invalid API Key")
Expand Down Expand Up @@ -159,3 +167,30 @@ def _request_instruction_extraction(self, user_id, file_id, prompt=""):
return query_response.json()

self._error_handler(response)

def _request_schema_extraction(self, user_id, file_id, custom_schema={}):
payload = {
"files": [{"sourceType": "s3", "fileId": file_id}],
"jobType": "schema_extraction",
"jobParams": {
"schemaInfo": custom_schema,
},
}
response = requests.post(
self._requesturl, headers=self._request_header, json=payload
)

if response.status_code == 200:
schema_extraction_job_id = response.json().get("jobId")
payload = {
"userId": user_id,
"jobId": schema_extraction_job_id,
"queryType": "job_result",
}

query_response = self.query_result(payload, timeout=300)

# print("Extraction success.")
return query_response.json()

self._error_handler(response)
Binary file added examples/sample_data/test_schema.pdf
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