Data pipeline ingestion from orchestrator & pulled changes from UAT
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@@ -16,12 +16,17 @@ import traceback
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# Global configuration variables
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S3_REGION = "us-east-2"
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BEDROCK_REGION = "us-east-1"
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S3_RESULT_BUCKET = "doczy-dev-infra-raw-data-ingestion"
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SNOWFLAKE_SCHEMA = "STG"
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MAX_PROMPT_LENGTH_PER_GROUP = 20000 # Adjust as needed
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LLM_SELECTED = "Claude 3 - Sonnet"
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SNOWFLAKE_CONN_SECRET_NAME = "doczy_dev_db_creds"
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# Get variable ENVIRONMENT from env variables using os
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env = os.environ.get('ENVIRONMENT')
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# Get first character from env to get env name abbreviation
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env = env[0]
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# Get the bucket name based on the env that is linked with the storage integration
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snowflake_ingestion_bucket = f' doczyai-use2-{env}-infra-s3-raw-data-ingestion'
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# Configure logging
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logger = logging.getLogger()
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@@ -415,7 +420,7 @@ def main(bucket, object_key, field_groups):
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df['Snippet'] = snippet_list
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df['New Page Number'] = page_no_list
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df['New Page Number'] = df['New Page Number'].apply(lambda x: re.search(r'\d+', x).group() if isinstance(x, str) and re.search(r'\d+', x) is not None else " ")
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df['Revised Prompt'] = [question] * len(contract_list_f)
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# df['Revised Prompt'] = [question] * len(contract_list_f)
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# Need to add batch_id to the df
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df['Batch_id'] = batch_id
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@@ -425,9 +430,17 @@ def main(bucket, object_key, field_groups):
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df.to_csv(csv_buf, header=True, index=False)
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csv_buf.seek(0)
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timestamp = datetime.now().strftime("%Y%m%d%H%M%S")
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file_name = f"results_{timestamp}.csv"
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file_name = f"results_{batch_id}_{timestamp}.csv"
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s3_client.put_object(Bucket=bucket, Body=csv_buf.getvalue(), Key=f"final_output/{batch_id}/{file_name}")
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csv_buf = StringIO()
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# Saving data to snowflake raw data ingestion bucket & calling stored proc
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s3_client.put_object(Bucket=snowflake_ingestion_bucket, Body=csv_buf.getvalue(), Key=f"doczy_pipeline_output/{file_name}")
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cur = snowflake_conn.cursor()
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load_data_query = f"CALL LOAD_DOCZY_PIPELINE_RAW_OUTPUT('{file_name}')"
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cur.execute(load_data_query)
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# history.tail(1).to_csv(csv_buf, header=True, index=False)
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# csv_buf.seek(0)
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# timestamp = datetime.now().strftime("%Y%m%d%H%M%S")
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