diff --git a/delete.py b/delete.py new file mode 100644 index 0000000..2e699a3 --- /dev/null +++ b/delete.py @@ -0,0 +1,33 @@ +import requests +import openai + +def mock_bank_api_call(data): + # Mock response from the bank API + bank_response = { + "status": "success", + "account_balance": 1000, + "currency": "USD" + } + return bank_response + +def process_data_with_openai(data): + # Call the mock bank API + bank_data = mock_bank_api_call(data) + + # Prepare the prompt for OpenAI API + prompt = f"Bank API returned the following data: {bank_data}. Process this data." + + # Call the OpenAI API + openai.api_key = 'your-openai-api-key' + response = openai.Completion.create( + engine="davinci", + prompt=prompt, + max_tokens=50 + ) + + return response.choices[0].text.strip() + +# Example usage +data = {"account_id": "12345"} +result = process_data_with_openai(data) +print(result) \ No newline at end of file diff --git a/example-notebooks/batch-notebook.ipynb b/example-notebooks/batch-notebook.ipynb index 09264ba..69e8b75 100644 --- a/example-notebooks/batch-notebook.ipynb +++ b/example-notebooks/batch-notebook.ipynb @@ -365,6 +365,27 @@ "df.sample(20)[\"content\"].values" ] }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def pinecone_save_article(article:dict):\n", + " logger.info(\"Saving article to Pinecone\")\n", + " index = get_index()\n", + "\n", + " # Expected Keys from Pinecone *MUST* include 'id' and 'values'\n", + " article[\"id\"] = article[\"article_id\"]\n", + " article[\"values\"] = vectorize(article[\"content\"])\n", + " \n", + " namespace = f\"IngestRSS-Articles\"\n", + " \n", + " logger.info(\"Upserting article to Pinecone\")\n", + " upsert_vectors(index, [article], namespace)\n", + " logger.info(f\"Successfully upserted article w/ article-id: {article[\"article_id\"]} to Pinecone index {index.name} with namespace {namespace}\")" + ] + }, { "cell_type": "code", "execution_count": null, diff --git a/rss_feeds.json b/rss_feeds.json index 3524df7..d8db94a 100644 --- a/rss_feeds.json +++ b/rss_feeds.json @@ -93,11100 +93,5 @@ "u": "https://www.aspireiq.com/blog/rss.xml", "dt": 1699830841, "update": 1 - 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- url = f"https://api.klayers.cloud/api/v2/p{os.getenv('PYTHON_VERSION')}/layers/latest/{os.getenv('AWS_REGION')}/json" try: response = requests.get(url) diff --git a/src/infra/lambdas/RSSFeedProcessorLambda/src/analytics/embeddings/vector_db.py b/src/infra/lambdas/RSSFeedProcessorLambda/src/analytics/embeddings/vector_db.py index d8cc9ec..066df9e 100644 --- a/src/infra/lambdas/RSSFeedProcessorLambda/src/analytics/embeddings/vector_db.py +++ b/src/infra/lambdas/RSSFeedProcessorLambda/src/analytics/embeddings/vector_db.py @@ -29,20 +29,19 @@ def get_index(): def vectorize(article:str) -> list[float]: response = client.embeddings.create( input=article, - model="text-embedding-3-large" + model=os.getenv('OPENAI_EMBEDDING_MODEL') ) return response.data[0].embedding -def upsert_vectors(index:Pinecone.Index, vectors:list[dict], namespace:str): +def upsert_vectors(index:Pinecone.Index, vectors:list[dict], namespace:str): # [ ] Check if the data is being upserted. index.upsert( vectors=vectors, namespace=namespace ) - -def query_vectors(index:Pinecone.Index, namespace:str, vector:list[float], top_k:int, filter_query:dict=None): +def query_vectors(index:Pinecone.Index, namespace:str, vector:list[float], top_k:int, filter_query:dict=None): # [ ]: Make sure this is working. if len(vector) != int(embedding_dim): raise ValueError("Length of vector does not match the embedding dimension") diff --git a/src/infra/lambdas/RSSFeedProcessorLambda/src/data_storage.py b/src/infra/lambdas/RSSFeedProcessorLambda/src/data_storage.py index 6fdbdf1..3bea741 100644 --- a/src/infra/lambdas/RSSFeedProcessorLambda/src/data_storage.py +++ b/src/infra/lambdas/RSSFeedProcessorLambda/src/data_storage.py @@ -4,8 +4,7 @@ import os import logging from random import randint from datetime import datetime -# TODO: Move this article storage logic to a separate module inside of lambda. -# TODO: Get better at handling loading local moduels insdie of the lambdda. + from analytics.embeddings.vector_db import get_index, upsert_vectors, vectorize logger = logging.getLogger() @@ -35,10 +34,11 @@ def pinecone_save_article(article:dict): article["id"] = article["article_id"] article["values"] = vectorize(article["content"]) - namespace = f"IngestRSS-Articles" + + namespace = os.getenv('PINECONE_NAMESPACE') logger.info("Upserting article to Pinecone") - upsert_vectors(index, [article], namespace) + upsert_vectors(index, [article], namespace) logger.info(f"Successfully upserted article w/ article-id: {article["article_id"]} to Pinecone index {index.name} with namespace {namespace}") def dynamodb_save_article(article:dict): diff --git a/src/infra/lambdas/lambda_utils/update_lambda_env_vars.py b/src/infra/lambdas/lambda_utils/update_lambda_env_vars.py index f106eb7..9002dc1 100644 --- a/src/infra/lambdas/lambda_utils/update_lambda_env_vars.py +++ b/src/infra/lambdas/lambda_utils/update_lambda_env_vars.py @@ -10,17 +10,67 @@ def update_env_vars(function_name): lambda_client = boto3.client('lambda') env_vars = { - 'SQS_QUEUE_URL': os.environ.get('SQS_QUEUE_URL'), + # AWS Configuration + 'AWS_REGION': os.environ.get('AWS_REGION'), + 'AWS_ACCOUNT_ID': os.environ.get('AWS_ACCOUNT_ID'), + 'AWS_ACCESS_KEY_ID': os.environ.get('AWS_ACCESS_KEY_ID'), + 'AWS_SECRET_ACCESS_KEY': os.environ.get('AWS_SECRET_ACCESS_KEY'), + 'AWS_DEFAULT_REGION': os.environ.get('AWS_DEFAULT_REGION'), + + # Lambda Configuration + 'LAMBDA_FUNCTION_NAME': os.environ.get('LAMBDA_FUNCTION_NAME'), + 'STACK_BASE': os.environ.get('STACK_BASE'), + 'LAMBDA_EXECUTION_ROLE_NAME': os.environ.get('LAMBDA_EXECUTION_ROLE_NAME'), + 'LAMBDA_ROLE_ARN': os.environ.get('LAMBDA_ROLE_ARN'), + 'LAMBDA_LAYER_VERSION': os.environ.get('LAMBDA_LAYER_VERSION'), + 'LAMBDA_LAYER_NAME': os.environ.get('LAMBDA_LAYER_NAME'), + 'LAMBDA_LAYER_ARN': os.environ.get('LAMBDA_LAYER_ARN'), + 'LAMBDA_RUNTIME': os.environ.get('LAMBDA_RUNTIME'), + 'LAMBDA_TIMEOUT': os.environ.get('LAMBDA_TIMEOUT', '300'), # Reasonable default timeout + 'LAMBDA_MEMORY': os.environ.get('LAMBDA_MEMORY', '512'), # Reasonable default memory + + # S3 Configuration 'S3_BUCKET_NAME': os.environ.get('S3_BUCKET_NAME'), + 'S3_LAMBDA_ZIPPED_BUCKET_NAME': os.environ.get('S3_LAMBDA_ZIPPED_BUCKET_NAME'), + 'S3_LAYER_BUCKET_NAME': os.environ.get('S3_LAYER_BUCKET_NAME'), + 'S3_LAYER_KEY_NAME': os.environ.get('S3_LAYER_KEY_NAME'), + + # DynamoDB Configuration 'DYNAMODB_TABLE_NAME': os.environ.get('DYNAMODB_TABLE_NAME'), - 'LOG_LEVEL': os.environ.get('LOG_LEVEL', 'INFO'), - 'STORAGE_STRATEGY': os.environ.get('STORAGE_STRATEGY'), + 'DYNAMODB_TABLE_ARN': os.environ.get('DYNAMODB_TABLE_ARN'), + + # SQS Configuration + 'SQS_QUEUE_NAME': os.environ.get('SQS_QUEUE_NAME'), + 'SQS_QUEUE_URL': os.environ.get('SQS_QUEUE_URL'), + 'SQS_QUEUE_ARN': os.environ.get('SQS_QUEUE_ARN'), + + # Queue Filler Lambda Configuration + 'QUEUE_FILLER_LAMBDA_NAME': os.environ.get('QUEUE_FILLER_LAMBDA_NAME'), + 'QUEUE_FILLER_LAMBDA_S3_KEY': os.environ.get('QUEUE_FILLER_LAMBDA_S3_KEY'), + + # Python Configuration + 'PYTHON_VERSION': os.environ.get('PYTHON_VERSION', '3.12'), # Default Python version + + # Application Settings + 'APP_NAME': os.environ.get('APP_NAME', 'RSS Feed Processor'), # Default app name is fine + 'VERSION': os.environ.get('VERSION', '1.0.0'), # Default version is fine + 'LOG_LEVEL': os.environ.get('LOG_LEVEL', 'INFO'), # Default to INFO logging + + # Storage Configuration + 'STORAGE_STRATEGY': os.environ.get('STORAGE_STRATEGY', 's3'), # Default to s3 storage + + # Pinecone Configuration (only used if STORAGE_STRATEGY is 'pinecone') 'PINECONE_API_KEY': os.environ.get('PINECONE_API_KEY'), + 'PINECONE_DB_NAME': os.environ.get('PINECONE_DB_NAME'), 'PINECONE_SHARDS': os.environ.get('PINECONE_SHARDS'), + 'PINECONE_NAMESPACE': os.environ.get('PINECONE_NAMESPACE'), + + # Vector Configuration 'VECTOR_EMBEDDING_MODEL': os.environ.get('VECTOR_EMBEDDING_MODEL'), 'VECTOR_EMBEDDING_DIM': os.environ.get('VECTOR_EMBEDDING_DIM'), 'VECTOR_SEARCH_METRIC': os.environ.get('VECTOR_SEARCH_METRIC'), - 'PINECONE_DB_NAME': os.environ.get('PINECONE_DB_NAME'), + + # OpenAI Configuration 'OPENAI_API_KEY': os.environ.get('OPENAI_API_KEY') } diff --git a/template.env b/template.env index 21f7464..4142e73 100644 --- a/template.env +++ b/template.env @@ -50,11 +50,12 @@ STORAGE_STRATEGY=s3 # 's3' or 'pinecone' will support others in the future. # Only need to fill out this if your storage strategy is pinecone [ Not currently supported. ] PINECONE_API_KEY=*** PINECONE_DB_NAME=open-rss-articles -PINECONE_API_KEY=*** PINECONE_SHARDS=*** +PINECONE_NAMESPACE=IngestRSS-Articles + VECTOR_EMBEDDING_MODEL=*** VECTOR_EMBEDDING_DIM=*** VECTOR_SEARCH_METRIC=*** -PINECONE_DB_NAME=*** -OPENAI_API_KEY=sk** \ No newline at end of file +OPENAI_API_KEY=sk** +OPENAI_EMBEDDING_MODEL=text-embedding-3-large \ No newline at end of file diff --git a/todo.md b/todo.md index fc9bd5f..1000b1d 100644 --- a/todo.md +++ b/todo.md @@ -1,18 +1,9 @@ -# Before Public Launch +# After Public Launch +* Monthly Kaggle Dataset Publishing. -* Test out Vector Databases at Small Scale. +* Test out Vector Databases at Small Scale. * Test out Vector Databases at Scale. -* check in to ensure text cleaning processes are working. [ ] - -* Fix up ReadMe -* Publish RoadMap. -* Tips on where to gather RSS Feeds. -* Public Launch Posts - * Reddit - * Twitter - * Kaggle - * Protocol for annotating data. * Promotional Material * Stuff that is not news