From 7fe96a626b06296da3528811138f51641627cc92 Mon Sep 17 00:00:00 2001 From: Devis Battisti Date: Tue, 26 Nov 2024 09:22:49 +0100 Subject: [PATCH] [CAI-158] Chatbot/apitest (#1251) * feat(chatbot): session GSI * feat(chatbot): docker compose * fix(chatbot): dynamodb and redis for local development with docker compose * chore(chatbot):remove duplicate imports * chore(chatbot): linting * fix(chatbot):create index in docker * chore(chatbot): llamaindex index id * fix(chatbot): create vector index with all docs * chore(chatbot): terraform lint * fix(chatbot): terraform syntax * chore(chatbot): remove dynamodb options * chore(chatbot): from global to local secondary index * feat(chatbot): find or create session * feat(chatbot): PATCH /sessions/{sessionId}/queries/{id} feedback API * chore(chatbot): pytest init * chore(chatbot): lint * test setup * chore: remove old var * Update apps/chatbot/docker/compose.yaml Co-authored-by: marcobottaro <39835990+marcobottaro@users.noreply.github.com> * chore: remove logs * fix(chatbot): compose vars * fix: remove nest_asyncio * chore: test post queries * chore: first test for get queries * chore: readme test * fix: poetry lock * chore: gitignore * chore: docker test * chore: test script * fix: chrome driver * Fix chatbot tests * fix: test on docker * chore: docker compose ports * feat: docker compose local with redis index creation and dynamodb tables creation * chore: docker compose env file * script run order * chore: docker up script --------- Co-authored-by: marcobottaro <39835990+marcobottaro@users.noreply.github.com> Co-authored-by: mdciri --- .gitignore | 1 + apps/chatbot/.dockerignore | 3 +- apps/chatbot/README.md | 6 + apps/chatbot/config/params.yaml | 5 +- apps/chatbot/config/prompts.yaml | 18 +- apps/chatbot/docker/app.local.Dockerfile | 2 +- apps/chatbot/docker/compose.test.yaml | 42 + apps/chatbot/docker/compose.yaml | 2 + .../docker/docker-compose-run-tests.sh | 2 + apps/chatbot/docker/docker-compose-up-api.sh | 2 +- .../chatbot/docker/docker-run-create-index.sh | 3 + apps/chatbot/docker/files/.aws/credentials | 4 +- .../files/dynamodb_schemas/queries.json | 51 + .../files/dynamodb_schemas/sessions.json | 51 + apps/chatbot/package.json | 11 +- apps/chatbot/poetry.lock | 1939 ++++++++--------- apps/chatbot/pyproject.toml | 3 + apps/chatbot/scripts/create_redis_index.sh | 3 + apps/chatbot/scripts/dynamodb-init.sh | 20 + apps/chatbot/scripts/run.local.sh | 10 + apps/chatbot/scripts/run.test.sh | 10 + apps/chatbot/src/app/main.py | 1 + apps/chatbot/src/app/test_main.py | 45 + apps/chatbot/src/modules/chatbot.py | 21 +- .../src/modules/create_vector_index.py | 2 - apps/chatbot/src/modules/test_chatbot.py | 30 +- apps/chatbot/src/modules/utils.py | 2 +- apps/chatbot/src/modules/vector_database.py | 17 +- 28 files changed, 1281 insertions(+), 1025 deletions(-) create mode 100644 apps/chatbot/docker/compose.test.yaml create mode 100755 apps/chatbot/docker/docker-compose-run-tests.sh create mode 100755 apps/chatbot/docker/docker-run-create-index.sh create mode 100644 apps/chatbot/docker/files/dynamodb_schemas/queries.json create mode 100644 apps/chatbot/docker/files/dynamodb_schemas/sessions.json create mode 100755 apps/chatbot/scripts/create_redis_index.sh create mode 100755 apps/chatbot/scripts/dynamodb-init.sh create mode 100755 apps/chatbot/scripts/run.local.sh create mode 100755 apps/chatbot/scripts/run.test.sh create mode 100644 apps/chatbot/src/app/test_main.py diff --git a/.gitignore b/.gitignore index f1e1ccc08d..5a11476e5f 100644 --- a/.gitignore +++ b/.gitignore @@ -200,6 +200,7 @@ yarn-error.log* # local env files .env*.local +.env*.test # vercel .vercel diff --git a/apps/chatbot/.dockerignore b/apps/chatbot/.dockerignore index a26e8bf1fe..c694205073 100644 --- a/apps/chatbot/.dockerignore +++ b/apps/chatbot/.dockerignore @@ -1,3 +1,4 @@ -.env +.env* build-devp .pytest_cache +load-test diff --git a/apps/chatbot/README.md b/apps/chatbot/README.md index 0014889baa..27e5b40194 100644 --- a/apps/chatbot/README.md +++ b/apps/chatbot/README.md @@ -50,6 +50,12 @@ This script reads the documentation, split it into chucks with gerarchical organ Check out the params in order to store your vector index accordingly. +## test + +``` +pytest +``` + ## Web App python src/webapp/app.py diff --git a/apps/chatbot/config/params.yaml b/apps/chatbot/config/params.yaml index 0dddd7daf8..656ed28107 100644 --- a/apps/chatbot/config/params.yaml +++ b/apps/chatbot/config/params.yaml @@ -1,6 +1,3 @@ -documentation: - path: build-devp/out - vector_index: path: index chunk_sizes: [2816, 704, 176] @@ -83,4 +80,4 @@ config_presidio: - id-pay - ID-Pay - id-Pay - - ID-pay \ No newline at end of file + - ID-pay diff --git a/apps/chatbot/config/prompts.yaml b/apps/chatbot/config/prompts.yaml index 185e4ff0cd..4f51b2043d 100644 --- a/apps/chatbot/config/prompts.yaml +++ b/apps/chatbot/config/prompts.yaml @@ -41,23 +41,15 @@ qa_prompt_str: | refine_prompt_str: | - We have the opportunity to refine the original answer (only if needed). - Given the chat history between the user and the assistant here below: + Given the original answer: {existing_answer}, we have the opportunity to refine it (only if needed) with some more context here below: -------------------- {context_msg} -------------------- - Chatbot Policy: - - the refined answer must be generated using only the context information and not prior knowledge. - - the refined answer must synthesize than the existing answer if the latter longer than 3 sentenses. - - the refined answer must be clear, non-redundant, and have not repeated sentences. - - the refined answer must be respectful and accurate. - - the refined answer must not include any offensive or discriminatory content. - - the refined answer must be in Italian. - -------------------- Task: - Given the User query: {query_str} - Given the original answer: {existing_answer} - Answer with either the original answer or with a refined answer to better answer the user query according to the `Chatbot Policy` listed above. + Given the new context, refine the original answer to better answer the query. + If the context isn't useful, return the original answer. + The answer must be in Italian. + Answer: condense_prompt_str: | diff --git a/apps/chatbot/docker/app.local.Dockerfile b/apps/chatbot/docker/app.local.Dockerfile index 154ee9dfc9..ba490b2572 100644 --- a/apps/chatbot/docker/app.local.Dockerfile +++ b/apps/chatbot/docker/app.local.Dockerfile @@ -16,7 +16,7 @@ RUN wget https://github.com/rphrp1985/selenium_support/raw/main/chrome_114_amd64 ENV PYTHONPATH=/app RUN pip install --upgrade pip \ - && pip install poetry + && pip install poetry awscli WORKDIR /app COPY pyproject.toml . diff --git a/apps/chatbot/docker/compose.test.yaml b/apps/chatbot/docker/compose.test.yaml new file mode 100644 index 0000000000..b696d9e324 --- /dev/null +++ b/apps/chatbot/docker/compose.test.yaml @@ -0,0 +1,42 @@ +services: + api-test: + build: + context: .. + dockerfile: docker/app.local.Dockerfile + command: "./scripts/run.test.sh" + env_file: "../.env.test" + ports: + - "8080:8080" + volumes: + - ..:/app + - ./files/.aws:/root/.aws + - ./files/nextjs-website/out:/app/build-devp/out + depends_on: + redis: + condition: service_started + dynamodb: + condition: service_started + networks: + - ntw + + dynamodb: + image: amazon/dynamodb-local:2.5.2 + environment: + - AWS_ACCESS_KEY_ID=dummy + - AWS_SECRET_ACCESS_KEY=dummy + - AWS_DEFAULT_REGION=local + healthcheck: + test: ["CMD-SHELL", '[ "$(curl -s -o /dev/null -I -w ''%{http_code}'' http://localhost:8000)" == "400" ]'] + interval: 10s + timeout: 10s + retries: 10 + networks: + - ntw + + redis: + image: redis/redis-stack:7.2.0-v13 + networks: + - ntw + +networks: + ntw: diff --git a/apps/chatbot/docker/compose.yaml b/apps/chatbot/docker/compose.yaml index c0ffe064c8..7f83597df1 100644 --- a/apps/chatbot/docker/compose.yaml +++ b/apps/chatbot/docker/compose.yaml @@ -3,6 +3,8 @@ services: build: context: .. dockerfile: docker/app.local.Dockerfile + env_file: ../.env.local + command: "./scripts/run.local.sh" ports: - "8080:8080" volumes: diff --git a/apps/chatbot/docker/docker-compose-run-tests.sh b/apps/chatbot/docker/docker-compose-run-tests.sh new file mode 100755 index 0000000000..969126bbe8 --- /dev/null +++ b/apps/chatbot/docker/docker-compose-run-tests.sh @@ -0,0 +1,2 @@ +#!/bin/bash +docker compose -f docker/compose.test.yaml -p chatbot-test run api-test diff --git a/apps/chatbot/docker/docker-compose-up-api.sh b/apps/chatbot/docker/docker-compose-up-api.sh index ffb89369ea..05cfd55912 100755 --- a/apps/chatbot/docker/docker-compose-up-api.sh +++ b/apps/chatbot/docker/docker-compose-up-api.sh @@ -1,2 +1,2 @@ #!/bin/bash -docker compose --env-file .env -f docker/compose.yaml -p chatbot up api +docker compose -f docker/compose.yaml -p chatbot up api diff --git a/apps/chatbot/docker/docker-run-create-index.sh b/apps/chatbot/docker/docker-run-create-index.sh new file mode 100755 index 0000000000..fd11889bd4 --- /dev/null +++ b/apps/chatbot/docker/docker-run-create-index.sh @@ -0,0 +1,3 @@ +#!/bin/bash +docker compose -f docker/compose.yaml -p chatbot run api \ + python src/modules/create_vector_index.py --params config/params.yaml diff --git a/apps/chatbot/docker/files/.aws/credentials b/apps/chatbot/docker/files/.aws/credentials index 59df686462..333f2a7e48 100644 --- a/apps/chatbot/docker/files/.aws/credentials +++ b/apps/chatbot/docker/files/.aws/credentials @@ -1,3 +1,3 @@ [default] -aws_access_key_id = 123 -aws_secret_access_key = xyz +aws_access_key_id = dummy +aws_secret_access_key = dummy diff --git a/apps/chatbot/docker/files/dynamodb_schemas/queries.json b/apps/chatbot/docker/files/dynamodb_schemas/queries.json new file mode 100644 index 0000000000..77d652c1f6 --- /dev/null +++ b/apps/chatbot/docker/files/dynamodb_schemas/queries.json @@ -0,0 +1,51 @@ +{ + "TableName": "chatbot-local-queries", + "KeySchema": [ + { + "AttributeName": "sessionId", + "KeyType": "HASH" + }, + { + "AttributeName": "id", + "KeyType": "RANGE" + } + ], + "AttributeDefinitions": [ + { + "AttributeName": "id", + "AttributeType": "S" + }, + { + "AttributeName": "sessionId", + "AttributeType": "S" + }, + { + "AttributeName": "createdAt", + "AttributeType": "S" + } + ], + "LocalSecondaryIndexes": [ + { + "IndexName": "QueriesByCreatedAtIndex", + "KeySchema": [ + { + "AttributeName": "sessionId", + "KeyType": "HASH" + }, + { + "AttributeName": "createdAt", + "KeyType": "RANGE" + } + ], + "Projection": { + "ProjectionType": "ALL" + } + } + ], + "ProvisionedThroughput": { + "ReadCapacityUnits": 5, + "WriteCapacityUnits": 5 + }, + "TableClass": "STANDARD", + "DeletionProtectionEnabled": true +} diff --git a/apps/chatbot/docker/files/dynamodb_schemas/sessions.json b/apps/chatbot/docker/files/dynamodb_schemas/sessions.json new file mode 100644 index 0000000000..71404bbeeb --- /dev/null +++ b/apps/chatbot/docker/files/dynamodb_schemas/sessions.json @@ -0,0 +1,51 @@ +{ + "TableName": "chatbot-local-sessions", + "KeySchema": [ + { + "AttributeName": "userId", + "KeyType": "HASH" + }, + { + "AttributeName": "id", + "KeyType": "RANGE" + } + ], + "AttributeDefinitions": [ + { + "AttributeName": "id", + "AttributeType": "S" + }, + { + "AttributeName": "userId", + "AttributeType": "S" + }, + { + "AttributeName": "createdAt", + "AttributeType": "S" + } + ], + "LocalSecondaryIndexes": [ + { + "IndexName": "SessionsByCreatedAtIndex", + "KeySchema": [ + { + "AttributeName": "userId", + "KeyType": "HASH" + }, + { + "AttributeName": "createdAt", + "KeyType": "RANGE" + } + ], + "Projection": { + "ProjectionType": "ALL" + } + } + ], + "ProvisionedThroughput": { + "ReadCapacityUnits": 5, + "WriteCapacityUnits": 5 + }, + "TableClass": "STANDARD", + "DeletionProtectionEnabled": true +} diff --git a/apps/chatbot/package.json b/apps/chatbot/package.json index 9c0934137c..1c6e630358 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+[tool.poetry.group.test.dependencies] +httpx = "^0.27.2" pytest = "^8.3.3" [tool.poetry.group.dev.dependencies] diff --git a/apps/chatbot/scripts/create_redis_index.sh b/apps/chatbot/scripts/create_redis_index.sh new file mode 100755 index 0000000000..d4ae13ef0f --- /dev/null +++ b/apps/chatbot/scripts/create_redis_index.sh @@ -0,0 +1,3 @@ +#!/bin/bash + +python src/modules/create_vector_index.py --params config/params.yaml diff --git a/apps/chatbot/scripts/dynamodb-init.sh b/apps/chatbot/scripts/dynamodb-init.sh new file mode 100755 index 0000000000..6403db6937 --- /dev/null +++ b/apps/chatbot/scripts/dynamodb-init.sh @@ -0,0 +1,20 @@ +#!/bin/bash +aws dynamodb create-table \ +--endpoint-url http://dynamodb:8000 \ +--cli-input-json file://./docker/files/dynamodb_schemas/sessions.json \ +--region eu-south-1 + +aws dynamodb create-table \ +--endpoint-url http://dynamodb:8000 \ +--cli-input-json file://./docker/files/dynamodb_schemas/queries.json \ +--region eu-south-1 + +aws dynamodb scan \ + --table-name chatbot-local-sessions \ + --endpoint-url http://dynamodb:8000 \ + --region eu-south-1 + +aws dynamodb scan \ + --table-name chatbot-local-queries \ + --endpoint-url http://dynamodb:8000 \ + --region eu-south-1 diff --git a/apps/chatbot/scripts/run.local.sh b/apps/chatbot/scripts/run.local.sh new file mode 100755 index 0000000000..8d39c6a4d5 --- /dev/null +++ b/apps/chatbot/scripts/run.local.sh @@ -0,0 +1,10 @@ +#!/bin/bash + +echo '-=-=-=-=-=-=-=-=-= init DynamoDB -==-=-=-=-=-=-=-=-' +./scripts/dynamodb-init.sh + +echo '-=-=-=-=-=-=-= create redis index =-=-=-=-=-=-=-=-' +./scripts/create_redis_index.sh + +echo '-=-=-=-=-=-=-=-=-= run FastAPI =-==-=-=-=-=-=-=-=-' +fastapi dev src/app/main.py --port 8080 --host 0.0.0.0 diff --git a/apps/chatbot/scripts/run.test.sh b/apps/chatbot/scripts/run.test.sh new file mode 100755 index 0000000000..a32fd5b22c --- /dev/null +++ b/apps/chatbot/scripts/run.test.sh @@ -0,0 +1,10 @@ +#!/bin/bash + +echo '-=-=-=-=-=-=-=-=-= init DynamoDB -==-=-=-=-=-=-=-=-' +./scripts/dynamodb-init.sh + +echo '-=-=-=-=-=-=-= create redis index =-=-=-=-=-=-=-=-' +./scripts/create_redis_index.sh + +echo '-=-=-=-=-=-=-=-=-=- run pytest -=-==-=-=-=-=-=-=-=-' +pytest -p no:warnings diff --git a/apps/chatbot/src/app/main.py b/apps/chatbot/src/app/main.py index bd224416f7..3a6b54329c 100644 --- a/apps/chatbot/src/app/main.py +++ b/apps/chatbot/src/app/main.py @@ -300,6 +300,7 @@ async def query_feedback ( handler = mangum.Mangum(app, lifespan="off") + if __name__ == "__main__": uvicorn.run( "main:app", diff --git a/apps/chatbot/src/app/test_main.py b/apps/chatbot/src/app/test_main.py new file mode 100644 index 0000000000..408841ce76 --- /dev/null +++ b/apps/chatbot/src/app/test_main.py @@ -0,0 +1,45 @@ +from fastapi.testclient import TestClient +from src.app.main import app + +client = TestClient(app) + +def test_get_healthz(): + response = client.get("/healthz") + assert response.status_code == 200 + assert response.json() == {"message": "OK"} + +def test_post_queries(): + response = client.post( + "/queries", + json={ + "question": "come ti chiami?", + "queriedAt": "2024-11-11" + } + ) + # response example + # { + # "id": '8a0f7f9a-b794-483e-9e09-809c31b75334', + # "sessionId": "f163a47d-12b4-483d-9847-df6147a84370", + # "question": "come ti chiami?", + # "answer": "Scusa, non sono riuscito ad elaborare questa domanda.\nChiedimi un'altra domanda.", + # "createdAt": "2024-11-19T10:02:13.348758+00:00", + # "queriedAt": "2024-11-11", + # "badAnswer": False + # } + assert response.status_code == 200 + json = response.json() + assert 'id' in json.keys() + assert 'sessionId' in json.keys() + assert 'question' in json.keys() + assert 'answer' in json.keys() + assert 'createdAt' in json.keys() + assert 'queriedAt' in json.keys() + assert 'badAnswer' in json.keys() + +def test_get_queries(): + response = client.get( + "/queries" + ) + # json = response.json() + assert response.status_code == 200 + diff --git a/apps/chatbot/src/modules/chatbot.py b/apps/chatbot/src/modules/chatbot.py index ec1511bd1e..2a29d56fcb 100644 --- a/apps/chatbot/src/modules/chatbot.py +++ b/apps/chatbot/src/modules/chatbot.py @@ -1,7 +1,7 @@ import os import re import logging -import nest_asyncio +# import nest_asyncio from typing import Union, Tuple, Optional, List from llama_index.core import PromptTemplate @@ -18,7 +18,7 @@ from dotenv import load_dotenv load_dotenv() -#nest_asyncio.apply() +# nest_asyncio.apply() USE_PRESIDIO = True if (os.getenv("CHB_USE_PRESIDIO", "True")).lower() == "true" else False @@ -84,15 +84,14 @@ def _get_prompt_templates(self) -> Tuple[PromptTemplate, PromptTemplate]: } ) - ref_prompt_tmpl = None - # PromptTemplate( - # self.prompts["refine_prompt_str"], - # prompt_type="refine", - # template_var_mappings = { - # "existing_answer": "existing_answer", - # "query_str": "query_str" - # } - # ) + ref_prompt_tmpl = PromptTemplate( + self.prompts["refine_prompt_str"], + prompt_type="refine", + template_var_mappings = { + "existing_answer": "existing_answer", + "context_msg": "context_msg" + } + ) condense_prompt_tmpl = PromptTemplate( self.prompts["condense_prompt_str"], diff --git a/apps/chatbot/src/modules/create_vector_index.py b/apps/chatbot/src/modules/create_vector_index.py index 95f4a54954..5fb0b31385 100644 --- a/apps/chatbot/src/modules/create_vector_index.py +++ b/apps/chatbot/src/modules/create_vector_index.py @@ -12,8 +12,6 @@ logging.basicConfig(level=os.getenv("LOG_LEVEL", "INFO")) DOCUMENTATION_DIR = os.getenv("CHB_DOCUMENTATION_DIR") -AWS_S3_BUCKET = os.getenv("CHB_AWS_S3_BUCKET", os.getenv("AWS_S3_BUCKET")) - if __name__ == "__main__": parser = argparse.ArgumentParser() diff --git a/apps/chatbot/src/modules/test_chatbot.py b/apps/chatbot/src/modules/test_chatbot.py index 65ff8be188..9c05322002 100644 --- a/apps/chatbot/src/modules/test_chatbot.py +++ b/apps/chatbot/src/modules/test_chatbot.py @@ -17,14 +17,16 @@ def test_prompt_templates(): - qa_prompt_tmpl, ref_prompt_tmpl = CHATBOT._get_prompt_templates() + qa_prompt_tmpl, ref_prompt_tmpl, condense_prompt_tmpl = CHATBOT._get_prompt_templates() p1 = PROMPTS["qa_prompt_str"].format(context_str="aaaaa", query_str="bbbbb") p2 = qa_prompt_tmpl.format(context_str="aaaaa", query_str="bbbbb") - p3 = PROMPTS["refine_prompt_str"].format(existing_answer="aaaaa", query_str="bbbbb", context_msg="ccccc") - p4 = ref_prompt_tmpl.format(existing_answer="aaaaa", query_str="bbbbb", context_msg="ccccc") + p3 = PROMPTS["refine_prompt_str"].format(existing_answer="aaaaa", context_msg="bbbbb") + p4 = ref_prompt_tmpl.format(existing_answer="aaaaa", context_msg="bbbbb") + p5 = PROMPTS["condense_prompt_str"].format(chat_history="aaaaa", question="bbbbb") + p6 = condense_prompt_tmpl.format(chat_history="aaaaa", question="bbbbb") - assert p1 == p2 and p3 == p4 + assert p1 == p2 and p3 == p4 and p5 == p6 def test_messages_to_chathistory(): @@ -47,3 +49,23 @@ def test_messages_to_chathistory(): def test_pii_mask(): masked_str = CHATBOT.mask_pii("Il mio nome e' Mario Rossi") assert masked_str == "Il mio nome e' " + + +def test_chat_generation(): + + query_str = "GPD gestisce i pagamenti spontanei?" + + try: + res = CHATBOT.chat_generate(query_str=query_str) + res = CHATBOT.chat_generate( + query_str="sai dirmi di piĆ¹?", + messages=[{ + "question": query_str, + "answer": res + }] + ) + except Exception as e: + logging.error(e) + res = f"Something went wrong!" + + assert res != f"Something went wrong!" \ No newline at end of file diff --git a/apps/chatbot/src/modules/utils.py b/apps/chatbot/src/modules/utils.py index a4d7002798..1e7e1bd1d3 100644 --- a/apps/chatbot/src/modules/utils.py +++ b/apps/chatbot/src/modules/utils.py @@ -53,4 +53,4 @@ def put_ssm_parameter(name: str, value: str) -> None: ) except Exception as e: logging.error(e) - \ No newline at end of file + diff --git a/apps/chatbot/src/modules/vector_database.py b/apps/chatbot/src/modules/vector_database.py index 72c49e5e0b..425936107a 100644 --- a/apps/chatbot/src/modules/vector_database.py +++ b/apps/chatbot/src/modules/vector_database.py @@ -43,9 +43,16 @@ PROVIDER = os.getenv("CHB_PROVIDER") assert PROVIDER in ["google", "aws"] -TODAY = datetime.now(pytz.timezone("Europe/Rome")).strftime("%Y-%m-%d--%H:%M:%S") -INDEX_ID = get_ssm_parameter(os.getenv("CHB_LLAMAINDEX_INDEX_ID")) -NEW_INDEX_ID = f"index--{TODAY}" +INDEX_ID = get_ssm_parameter(os.getenv("CHB_LLAMAINDEX_INDEX_ID"), 'default-index') + +def calculate_new_index_id(current_index_id): + if current_index_id == 'default-index': + return current_index_id + TODAY = datetime.now(pytz.timezone("Europe/Rome")).strftime("%Y-%m-%d--%H:%M:%S") + rtn = f"index--{TODAY}" + return rtn + +NEW_INDEX_ID = calculate_new_index_id(INDEX_ID) REDIS_URL = os.getenv("CHB_REDIS_URL") WEBSITE_URL = os.getenv("CHB_WEBSITE_URL") @@ -217,7 +224,7 @@ def build_automerging_index_redis( chunk_overlap: int ) -> VectorStoreIndex: - logger.info("Storing vector index and hash table on Redis..") + logger.info(f"Storing vector index and hash table on Redis hash_table_{NEW_INDEX_ID}..") Settings.llm = llm Settings.embed_model = embed_model @@ -270,7 +277,7 @@ def build_automerging_index_redis( ) automerging_index.set_index_id(NEW_INDEX_ID) put_ssm_parameter(os.getenv("CHB_LLAMAINDEX_INDEX_ID"), NEW_INDEX_ID) - logger.info("Created vector index successfully and stored on Redis.") + logger.info(f"Created vector index ${NEW_INDEX_ID} successfully and stored on Redis.") delete_old_index()