From 2012f618dbdb745b6abd6bf57d5c65b9a2940aea Mon Sep 17 00:00:00 2001 From: "Michael B. Klein" Date: Fri, 13 Dec 2024 22:55:00 +0000 Subject: [PATCH] Add metrics-gathering callback handler Make search agent a class Wire model, stream_response input options back up Add jupyter notebook for rapid iteration --- .github/workflows/test-python.yml | 1 - Makefile | 6 +- chat-playground/playground.ipynb | 344 ++++++++++++++++++++++++++++++ chat/src/agent/agent_handler.py | 2 +- chat/src/agent/metrics_handler.py | 32 +++ chat/src/agent/s3_saver.py | 3 +- chat/src/agent/search_agent.py | 125 ++++++----- chat/src/event_config.py | 32 +-- chat/src/handlers/chat.py | 88 +++----- chat/src/helpers/metrics.py | 39 ---- chat/src/helpers/response.py | 65 ------ chat/src/setup.py | 8 - 12 files changed, 481 insertions(+), 264 deletions(-) create mode 100644 chat-playground/playground.ipynb create mode 100644 chat/src/agent/metrics_handler.py delete mode 100644 chat/src/helpers/metrics.py delete mode 100644 chat/src/helpers/response.py diff --git a/.github/workflows/test-python.yml b/.github/workflows/test-python.yml index 7b76990..525417c 100644 --- a/.github/workflows/test-python.yml +++ b/.github/workflows/test-python.yml @@ -14,7 +14,6 @@ jobs: env: AWS_ACCESS_KEY_ID: ci AWS_SECRET_ACCESS_KEY: ci - SKIP_LLM_REQUEST: 'True' steps: - uses: actions/checkout@v3 - uses: actions/setup-python@v4 diff --git a/Makefile b/Makefile index e43138a..5fd7b13 100644 --- a/Makefile +++ b/Makefile @@ -52,15 +52,15 @@ test-node: deps-node deps-python: cd chat/src && pip install -r requirements.txt && pip install -r requirements-dev.txt cover-python: deps-python - cd chat && export SKIP_LLM_REQUEST=True && coverage run --source=src -m unittest -v && coverage report --skip-empty + cd chat && coverage run --source=src -m unittest -v && coverage report --skip-empty cover-html-python: deps-python - cd chat && export SKIP_LLM_REQUEST=True && coverage run --source=src -m unittest -v && coverage html --skip-empty + cd chat && coverage run --source=src -m unittest -v && coverage html --skip-empty style-python: deps-python cd chat && ruff check . style-python-fix: deps-python cd chat && ruff check --fix . test-python: deps-python - cd chat && __SKIP_SECRETS__=true SKIP_LLM_REQUEST=True PYTHONPATH=src:test python -m unittest discover -v + cd chat && __SKIP_SECRETS__=true PYTHONPATH=src:test python -m unittest discover -v python-version: cd chat && python --version build: .aws-sam/build.toml diff --git a/chat-playground/playground.ipynb b/chat-playground/playground.ipynb new file mode 100644 index 0000000..6ee987f --- /dev/null +++ b/chat-playground/playground.ipynb @@ -0,0 +1,344 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "from dotenv import load_dotenv\n", + "import sys\n", + "import os\n", + "import json\n", + "\n", + "load_dotenv(override=True)\n", + "try:\n", + " del os.environ[\"DEV_PREFIX\"]\n", + " del os.environ[\"DEV_ENV\"]\n", + "except:\n", + " pass\n", + "\n", + "sys.path.insert(0, os.path.join(os.curdir, \"../chat/src\"))\n", + "import secrets # noqa" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "from IPython.display import display\n", + "from typing import Any, Dict, Optional\n", + "from langchain_core.callbacks import BaseCallbackHandler\n", + "from langchain_core.messages.tool import ToolMessage\n", + "from langchain_core.outputs import LLMResult\n", + "\n", + "\n", + "class DebugHandler(BaseCallbackHandler):\n", + " def on_llm_start(self, serialized: dict[str, Any], prompts: list[str], metadata: Optional[dict[str, Any]] = None, **kwargs: Dict[str, Any]):\n", + " print(\"on_llm_start:\")\n", + " display({\"serialized\": serialized, \"metadata\": metadata, \"kwargs\": kwargs})\n", + "\n", + " def on_llm_end(self, response: LLMResult, **kwargs: Dict[str, Any]):\n", + " print(\"on_llm_end:\")\n", + " display({\"response\": response, \"kwargs\": kwargs})\n", + "\n", + " def on_tool_start(self, serialized: Dict[str, Any], input_str: str, **kwargs: Dict[str, Any]):\n", + " print(\"on_tool_start:\")\n", + " display({\"serialized\": serialized, \"kwargs\": kwargs})\n", + "\n", + " def on_tool_end(self, output: ToolMessage, **kwargs: Dict[str, Any]):\n", + " print(\"on_tool_end:\")\n", + " display({\"output\": output, \"kwargs\": kwargs})" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "on_llm_start:\n" + ] + }, + { + "data": { + "text/plain": [ + "{'serialized': {'lc': 1,\n", + " 'type': 'constructor',\n", + " 'id': ['langchain', 'chat_models', 'bedrock', 'ChatBedrock'],\n", + " 'kwargs': {'region_name': 'us-east-1',\n", + " 'model_id': 'us.anthropic.claude-3-5-sonnet-20241022-v2:0',\n", + " 'provider_stop_sequence_key_name_map': {'anthropic': 'stop_sequences',\n", + " 'amazon': 'stopSequences',\n", + " 'ai21': 'stop_sequences',\n", + " 'cohere': 'stop_sequences',\n", + " 'mistral': 'stop_sequences'},\n", + " 'provider_stop_reason_key_map': {'anthropic': 'stop_reason',\n", + " 'amazon': 'completionReason',\n", + " 'ai21': 'finishReason',\n", + " 'cohere': 'finish_reason',\n", + " 'mistral': 'stop_reason'},\n", + " 'guardrails': {'trace': None,\n", + " 'guardrailIdentifier': None,\n", + " 'guardrailVersion': None}},\n", + " 'name': 'ChatBedrock'},\n", + " 'metadata': {'thread_id': 'abc123',\n", + " 'langgraph_step': 1,\n", + " 'langgraph_node': 'agent',\n", + " 'langgraph_triggers': ['start:agent'],\n", + " 'langgraph_path': ('__pregel_pull', 'agent'),\n", + " 'langgraph_checkpoint_ns': 'agent:7aafb38d-f828-4dfc-fee6-e60579c1d58c',\n", + " 'checkpoint_ns': 'agent:7aafb38d-f828-4dfc-fee6-e60579c1d58c',\n", + " 'ls_provider': 'amazon_bedrock',\n", + " 'ls_model_name': 'us.anthropic.claude-3-5-sonnet-20241022-v2:0',\n", + " 'ls_model_type': 'chat'},\n", + " 'kwargs': {'run_id': UUID('e10b9de3-aeb3-4af6-b7f2-d9b0eca5df98'),\n", + " 'parent_run_id': UUID('560fe88f-8a26-4bca-8672-c75ffdb59e21'),\n", + " 'tags': ['seq:step:1'],\n", + " 'invocation_params': {'model_id': 'us.anthropic.claude-3-5-sonnet-20241022-v2:0',\n", + " 'provider': 'anthropic',\n", + " 'stream': False,\n", + " 'trace': None,\n", + " 'guardrailIdentifier': None,\n", + " 'guardrailVersion': None,\n", + " '_type': 'amazon_bedrock_chat',\n", + " 'stop': None,\n", + " 'tools': [{'name': 'discover_fields',\n", + " 'description': 'Discover the fields available in the OpenSearch index. This tool is useful for understanding the structure of the index and the fields available for aggregation queries.',\n", + " 'input_schema': {'properties': {}, 'type': 'object'}},\n", + " {'name': 'search',\n", + " 'description': \"Perform a semantic search of Northwestern University Library digital collections. When answering a search query, ground your answer in the context of the results with references to the document's metadata.\",\n", + " 'input_schema': {'properties': {'query': {'type': 'string'}},\n", + " 'required': ['query'],\n", + " 'type': 'object'}},\n", + " {'name': 'aggregate',\n", + " 'description': 'Perform a quantitative aggregation on the OpenSearch index. Use this tool for quantitative questions like \"How many...?\" or \"What are the most common...?\"\\n\\nArgs:\\n agg_field (str): The field to aggregate on.\\n term_field (str): The field to filter on.\\n term (str): The term to filter on.\\n\\nLeave term_field and term empty to aggregate across the entire index.\\n\\nAvailable fields:\\nYou must use the discover_fields tool first to obtain the list of appropriate fields for aggregration in the index.\\n\\nDo not use any fields that do not exist in the list returned by discover_fields!\\n\\nSee sum_other_doc_count to get the total count of documents, even if the aggregation is limited by size.',\n", + " 'input_schema': {'properties': {'agg_field': {'type': 'string'},\n", + " 'term_field': {'type': 'string'},\n", + " 'term': {'type': 'string'}},\n", + " 'required': ['agg_field', 'term_field', 'term'],\n", + " 'type': 'object'}}]},\n", + " 'options': {'stop': None},\n", + " 'name': None,\n", + " 'batch_size': 1}}" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "on_llm_end:\n" + ] + }, + { + "data": { + "text/plain": [ + "{'response': LLMResult(generations=[[ChatGeneration(message=AIMessage(content='', additional_kwargs={'usage': {'prompt_tokens': 810, 'completion_tokens': 55, 'total_tokens': 865}, 'stop_reason': 'tool_use', 'model_id': 'us.anthropic.claude-3-5-sonnet-20241022-v2:0'}, response_metadata={'usage': {'prompt_tokens': 810, 'completion_tokens': 55, 'total_tokens': 865}, 'stop_reason': 'tool_use', 'model_id': 'us.anthropic.claude-3-5-sonnet-20241022-v2:0'}, id='run-e10b9de3-aeb3-4af6-b7f2-d9b0eca5df98-0', tool_calls=[{'name': 'search', 'args': {'query': 'Iranian film cinema Iran movies'}, 'id': 'toolu_bdrk_01KsPVqeMQif2FEJLpeLSBmA', 'type': 'tool_call'}], usage_metadata={'input_tokens': 810, 'output_tokens': 55, 'total_tokens': 865}))]], llm_output={'usage': {'prompt_tokens': 810, 'completion_tokens': 55, 'total_tokens': 865}, 'stop_reason': 'tool_use', 'model_id': 'us.anthropic.claude-3-5-sonnet-20241022-v2:0'}, run=None, type='LLMResult'),\n", + " 'kwargs': {'run_id': UUID('e10b9de3-aeb3-4af6-b7f2-d9b0eca5df98'),\n", + " 'parent_run_id': UUID('560fe88f-8a26-4bca-8672-c75ffdb59e21'),\n", + " 'tags': ['seq:step:1']}}" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "on_tool_start:\n" + ] + }, + { + "data": { + "text/plain": [ + "{'serialized': {'name': 'search',\n", + " 'description': \"Perform a semantic search of Northwestern University Library digital collections. When answering a search query, ground your answer in the context of the results with references to the document's metadata.\"},\n", + " 'kwargs': {'run_id': UUID('21a91917-1d98-478e-bbfc-0b861cab3117'),\n", + " 'parent_run_id': UUID('f01f327d-6b2e-4e60-94f0-b2087e94ade4'),\n", + " 'tags': ['seq:step:1'],\n", + " 'metadata': {'thread_id': 'abc123',\n", + " 'langgraph_step': 2,\n", + " 'langgraph_node': 'tools',\n", + " 'langgraph_triggers': ['branch:agent:should_continue:tools'],\n", + " 'langgraph_path': ('__pregel_pull', 'tools'),\n", + " 'langgraph_checkpoint_ns': 'tools:5f52a571-76d4-8a8f-3331-edfa894f4baf',\n", + " 'checkpoint_ns': 'tools:5f52a571-76d4-8a8f-3331-edfa894f4baf'},\n", + " 'inputs': {'query': 'Iranian film cinema Iran movies'},\n", + " 'color': 'green',\n", + " 'name': None}}" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "on_tool_end:\n" + ] + }, + { + "data": { + "text/plain": [ + "{'output': ToolMessage(content='[\"page_content=\\'81c87592-c8ff-4aaa-aea4-26d5e912e529\\' metadata={\\'subject\\': [{\\'role\\': \\'Topical\\', \\'id\\': \\'info:nul/d17cfe70-5385-4eed-9fa8-69ee5596bd46\\', \\'label\\': \\'Pre-revolution: Film Farsi (Tough Guy/Luti Film)\\', \\'variants\\': [], \\'facet\\': \\'info:nul/d17cfe70-5385-4eed-9fa8-69ee5596bd46|TOPICAL|Pre-revolution: Film Farsi (Tough Guy/Luti Film) (Topical)\\', \\'label_with_role\\': \\'Pre-revolution: Film Farsi (Tough Guy/Luti Film) (Topical)\\'}, {\\'role\\': \\'Topical\\', \\'id\\': \\'http://id.worldcat.org/fast/978818\\', \\'label\\': \\'Iranians\\', \\'variants\\': [\\'Iranis\\', \\'Persians\\'], \\'facet\\': \\'http://id.worldcat.org/fast/978818|TOPICAL|Iranians (Topical)\\', \\'label_with_role\\': \\'Iranians (Topical)\\'}, {\\'role\\': \\'Topical\\', \\'id\\': \\'http://id.worldcat.org/fast/1985358\\', \\'label\\': \\'Film posters\\', \\'variants\\': [\\'Cinema posters\\', \\'Motion picture posters\\', \\'Movie posters\\'], \\'facet\\': \\'http://id.worldcat.org/fast/1985358|TOPICAL|Film posters (Topical)\\', \\'label_with_role\\': \\'Film posters (Topical)\\'}, {\\'role\\': \\'Topical\\', \\'id\\': \\'http://id.worldcat.org/fast/1354530\\', \\'label\\': \\'Revolution (Iran : 1979)\\', \\'variants\\': [\\'Revolution (Iran : 1979)\\', \\'Iranian Revolution (Iran : 1979)\\', \\'Islamic Revolution (Iran : 1979)\\'], \\'facet\\': \\'http://id.worldcat.org/fast/1354530|TOPICAL|Revolution (Iran : 1979) (Topical)\\', \\'label_with_role\\': \\'Revolution (Iran : 1979) (Topical)\\'}], \\'technique\\': [], \\'description\\': [\\'Cast: Manuchehr Vosuq, Shirandami, Lida Daneshvar, Suzy Yashar, Kahnamu\\\\u2019ie, Atefeh, Anik, Hushang Salim, Khosravi, Mahmud Tatar, Shoja\\\\u2019oddin, Mehrang nad Hasan Raziani; Cinematographer: Ali Sadeqi\\'], \\'language\\': [{\\'id\\': \\'http://id.loc.gov/vocabulary/languages/per\\', \\'label\\': \\'Persian\\', \\'variants\\': [\\'Kabuli\\', \\'Kabuli-Persian\\', \\'Khorasani\\'], \\'facet\\': \\'http://id.loc.gov/vocabulary/languages/per||Persian\\'}], \\'title\\': \\'Navvab.\\', \\'library_unit\\': \\'University Archives\\', \\'provenance\\': [], \\'contributor\\': [{\\'role\\': \\'Collector\\', \\'id\\': \\'http://id.loc.gov/authorities/names/n82268290\\', \\'label\\': \\'Naficy, Hamid\\', \\'variants\\': [], \\'facet\\': \\'http://id.loc.gov/authorities/names/n82268290|col|Naficy, Hamid (Collector)\\', \\'label_with_role\\': \\'Naficy, Hamid (Collector)\\'}, {\\'role\\': \\'Contributor\\', \\'id\\': \\'info:nul/d3a44e31-15f5-4203-a39c-9d78cb80aefb\\', \\'label\\': \\'The Advertising House of Iran (Khane-ye Agahi-e Iran)\\', \\'variants\\': [], \\'facet\\': \\'info:nul/d3a44e31-15f5-4203-a39c-9d78cb80aefb|ctb|The Advertising House of Iran (Khane-ye Agahi-e Iran) (Contributor)\\', \\'label_with_role\\': \\'The Advertising House of Iran (Khane-ye Agahi-e Iran) (Contributor)\\'}], \\'genre\\': [{\\'id\\': \\'http://vocab.getty.edu/aat/300027221\\', \\'label\\': \\'posters\\', \\'variants\\': [\\'posters\\', \\'poster\\', \\'poster\\', \\'poster\\', \\'poster\\', \\'poster\\', \\'bills (posters)\\', \\'\\\\u6d77\\\\u5831\\', \\'affiche\\', \\'affiche\\', \\'affiche\\', \\'aanplakbiljetten\\', \\'plakbrief\\', \\'plakbrieven\\', \\'plakkaat\\', \\'plakkaten\\', \\'Plakat\\', \\'Anschlag (poster)\\', \\'\\\\u05db\\\\u05e8\\\\u05d6\\\\u05d4\\', \\'cartellone\\', \\'affisso\\', \\'cartaz\\', \\'cartel (letrero)\\', \\'afiche\\', \\'anuncio publicitario\\', \\'p\\\\u00f3ster\\', \\'affisch\\'], \\'facet\\': \\'http://vocab.getty.edu/aat/300027221||posters\\'}], \\'api_link\\': \\'https://dcapi.rdc-staging.library.northwestern.edu/api/v2/works/81c87592-c8ff-4aaa-aea4-26d5e912e529\\', \\'rights_statement\\': {\\'id\\': \\'http://rightsstatements.org/vocab/NoC-US/1.0/\\', \\'label\\': \\'No Copyright - United States\\'}, \\'id\\': \\'81c87592-c8ff-4aaa-aea4-26d5e912e529\\', \\'ark\\': \\'ark:/81985/n2cr5qd48\\', \\'alternate_title\\': [], \\'style_period\\': [], \\'thumbnail\\': \\'https://dcapi.rdc-staging.library.northwestern.edu/api/v2/works/81c87592-c8ff-4aaa-aea4-26d5e912e529/thumbnail\\', \\'creator\\': [], \\'visibility\\': \\'Public\\', \\'work_type\\': \\'Image\\', \\'iiif_manifest\\': \\'https://dcapi.rdc-staging.library.northwestern.edu/api/v2/works/81c87592-c8ff-4aaa-aea4-26d5e912e529?as=iiif\\', \\'collection\\': {\\'description\\': \\'Hamid Naficy Middle Eastern Movie Posters Collection contains 249 posters, which have been digitized and cataloged individually. 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This tool is useful for understanding the structure of the index and the fields available for aggregation queries.',\n", + " 'input_schema': {'properties': {}, 'type': 'object'}},\n", + " {'name': 'search',\n", + " 'description': \"Perform a semantic search of Northwestern University Library digital collections. When answering a search query, ground your answer in the context of the results with references to the document's metadata.\",\n", + " 'input_schema': {'properties': {'query': {'type': 'string'}},\n", + " 'required': ['query'],\n", + " 'type': 'object'}},\n", + " {'name': 'aggregate',\n", + " 'description': 'Perform a quantitative aggregation on the OpenSearch index. Use this tool for quantitative questions like \"How many...?\" or \"What are the most common...?\"\\n\\nArgs:\\n agg_field (str): The field to aggregate on.\\n term_field (str): The field to filter on.\\n term (str): The term to filter on.\\n\\nLeave term_field and term empty to aggregate across the entire index.\\n\\nAvailable fields:\\nYou must use the discover_fields tool first to obtain the list of appropriate fields for aggregration in the index.\\n\\nDo not use any fields that do not exist in the list returned by discover_fields!\\n\\nSee sum_other_doc_count to get the total count of documents, even if the aggregation is limited by size.',\n", + " 'input_schema': {'properties': {'agg_field': {'type': 'string'},\n", + " 'term_field': {'type': 'string'},\n", + " 'term': {'type': 'string'}},\n", + " 'required': ['agg_field', 'term_field', 'term'],\n", + " 'type': 'object'}}]},\n", + " 'options': {'stop': None},\n", + " 'name': None,\n", + " 'batch_size': 1}}" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "on_llm_end:\n" + ] + }, + { + "data": { + "text/plain": [ + "{'response': LLMResult(generations=[[ChatGeneration(text=\"The collection includes a diverse range of Iranian films spanning both pre- and post-revolution periods. Notable examples include:\\n\\nPre-revolution films:\\n- [The Deer (Gavaznha)](https://dc.rdc-staging.library.northwestern.edu/items/2cd0d633-3d2e-4dd0-90f1-8ee7562ddf8e) (1974) - A drama directed by Masoud Kimiai starring Behrouz Vossoughi\\n- [Hot Feelings (Ehsas Dagh)](https://dc.rdc-staging.library.northwestern.edu/items/2c455274-0bb9-4c35-8128-7cedbd1f01e8) (1972) - A romance starring Googoosh\\n\\nPost-revolution films:\\n- [Taste of Cherry](https://dc.rdc-staging.library.northwestern.edu/items/fbb2c5c4-d33e-4a19-bf63-aa5299291887) (1990) - A drama directed by acclaimed filmmaker Abbas Kiarostami\\n- [The Blue-Veiled (Rusari-e Abi)](https://dc.rdc-staging.library.northwestern.edu/items/dfac8fa6-a4a6-4e4e-8695-ad5fadd74ea0) (1995) - Directed by Rakhshan Bani-Etemad, starring Ezzatollah Entezami\\n- [Dance of Dust](https://dc.rdc-staging.library.northwestern.edu/items/d5cdb032-736d-4422-9eb0-5ac418d232dc) (1998) - Directed by Abolfazl Jalili\\n\\nThe collection includes documentaries like [Homework](https://dc.rdc-staging.library.northwestern.edu/items/05b38c0a-1cee-4475-a57e-af5a71f34589) (1989) by Abbas Kiarostami and [Divorce Iranian Style](https://dc.rdc-staging.library.northwestern.edu/items/f889063c-c283-4482-a89b-83f1fcff93e8) (1998), representing different genres including dramas, comedies, and women's films from both commercial and art house traditions.\", message=AIMessage(content=\"The collection includes a diverse range of Iranian films spanning both pre- and post-revolution periods. Notable examples include:\\n\\nPre-revolution films:\\n- [The Deer (Gavaznha)](https://dc.rdc-staging.library.northwestern.edu/items/2cd0d633-3d2e-4dd0-90f1-8ee7562ddf8e) (1974) - A drama directed by Masoud Kimiai starring Behrouz Vossoughi\\n- [Hot Feelings (Ehsas Dagh)](https://dc.rdc-staging.library.northwestern.edu/items/2c455274-0bb9-4c35-8128-7cedbd1f01e8) (1972) - A romance starring Googoosh\\n\\nPost-revolution films:\\n- [Taste of Cherry](https://dc.rdc-staging.library.northwestern.edu/items/fbb2c5c4-d33e-4a19-bf63-aa5299291887) (1990) - A drama directed by acclaimed filmmaker Abbas Kiarostami\\n- [The Blue-Veiled (Rusari-e Abi)](https://dc.rdc-staging.library.northwestern.edu/items/dfac8fa6-a4a6-4e4e-8695-ad5fadd74ea0) (1995) - Directed by Rakhshan Bani-Etemad, starring Ezzatollah Entezami\\n- [Dance of Dust](https://dc.rdc-staging.library.northwestern.edu/items/d5cdb032-736d-4422-9eb0-5ac418d232dc) (1998) - Directed by Abolfazl Jalili\\n\\nThe collection includes documentaries like [Homework](https://dc.rdc-staging.library.northwestern.edu/items/05b38c0a-1cee-4475-a57e-af5a71f34589) (1989) by Abbas Kiarostami and [Divorce Iranian Style](https://dc.rdc-staging.library.northwestern.edu/items/f889063c-c283-4482-a89b-83f1fcff93e8) (1998), representing different genres including dramas, comedies, and women's films from both commercial and art house traditions.\", additional_kwargs={'usage': {'prompt_tokens': 49331, 'completion_tokens': 556, 'total_tokens': 49887}, 'stop_reason': 'end_turn', 'model_id': 'us.anthropic.claude-3-5-sonnet-20241022-v2:0'}, response_metadata={'usage': {'prompt_tokens': 49331, 'completion_tokens': 556, 'total_tokens': 49887}, 'stop_reason': 'end_turn', 'model_id': 'us.anthropic.claude-3-5-sonnet-20241022-v2:0'}, id='run-755ee14a-d869-4813-88c6-bf629e49d7cc-0', usage_metadata={'input_tokens': 49331, 'output_tokens': 556, 'total_tokens': 49887}))]], llm_output={'usage': {'prompt_tokens': 49331, 'completion_tokens': 556, 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Cinematographer: Hossein Jafarian; Music: Kambiz Roshanravan'], 'language': [{'id': 'http://id.loc.gov/vocabulary/languages/per', 'label': 'Persian', 'variants': ['Kabuli', 'Kabuli-Persian', 'Khorasani'], 'facet': 'http://id.loc.gov/vocabulary/languages/per||Persian'}], 'title': 'Lost Time', 'library_unit': 'University Archives', 'provenance': [], 'contributor': [{'role': 'Collector', 'id': 'http://id.loc.gov/authorities/names/n82268290', 'label': 'Naficy, Hamid', 'variants': [], 'facet': 'http://id.loc.gov/authorities/names/n82268290|col|Naficy, Hamid (Collector)', 'label_with_role': 'Naficy, Hamid (Collector)'}, {'role': 'Director', 'id': 'http://id.loc.gov/authorities/names/n2005200469', 'label': 'Dirakhshandah, Pūrān', 'variants': ['\\u200fدرخشنده، پوران', 'Pūrān Darakhshandah', 'Derakhshandeh, Pouran', 'Darakhshandah, Pūrān'], 'facet': 'http://id.loc.gov/authorities/names/n2005200469|drt|Dirakhshandah, Pūrān (Director)', 'label_with_role': 'Dirakhshandah, Pūrān (Director)'}, {'role': 'Contributor', 'id': 'info:nul/abff363b-fd10-415d-a49e-eb69515ee0a2', 'label': 'Emami, Ruhollah', 'variants': [], 'facet': 'info:nul/abff363b-fd10-415d-a49e-eb69515ee0a2|ctb|Emami, Ruhollah (Contributor)', 'label_with_role': 'Emami, Ruhollah (Contributor)'}, {'role': 'Contributor', 'id': 'info:nul/d4e1e551-72dc-4c80-8ecf-7fbcc88eb7b1', 'label': 'Ḣăghighi, Ebrahim', 'variants': [], 'facet': 'info:nul/d4e1e551-72dc-4c80-8ecf-7fbcc88eb7b1|ctb|Ḣăghighi, Ebrahim (Contributor)', 'label_with_role': 'Ḣăghighi, Ebrahim (Contributor)'}, {'role': 'Contributor', 'id': 'info:nul/ca37649f-f23f-4773-91c8-58c996288fc6', 'label': 'Farajollahi, Mohammad-Ali', 'variants': [], 'facet': 'info:nul/ca37649f-f23f-4773-91c8-58c996288fc6|ctb|Farajollahi, Mohammad-Ali (Contributor)', 'label_with_role': 'Farajollahi, Mohammad-Ali (Contributor)'}, {'role': 'Producer', 'id': 'http://id.loc.gov/authorities/names/n2005200469', 'label': 'Dirakhshandah, Pūrān', 'variants': ['\\u200fدرخشنده، پوران', 'Pūrān Darakhshandah', 'Derakhshandeh, Pouran', 'Darakhshandah, Pūrān'], 'facet': 'http://id.loc.gov/authorities/names/n2005200469|pro|Dirakhshandah, Pūrān (Producer)', 'label_with_role': 'Dirakhshandah, Pūrān (Producer)'}, {'role': 'Screenwriter', 'id': 'http://id.loc.gov/authorities/names/n2005200469', 'label': 'Dirakhshandah, Pūrān', 'variants': ['\\u200fدرخشنده، پوران', 'Pūrān Darakhshandah', 'Derakhshandeh, Pouran', 'Darakhshandah, Pūrān'], 'facet': 'http://id.loc.gov/authorities/names/n2005200469|aus|Dirakhshandah, Pūrān (Screenwriter)', 'label_with_role': 'Dirakhshandah, Pūrān (Screenwriter)'}], 'genre': [{'id': 'http://vocab.getty.edu/aat/300027221', 'label': 'posters', 'variants': ['posters', 'poster', 'poster', 'poster', 'poster', 'poster', 'bills (posters)', '海報', 'affiche', 'affiche', 'affiche', 'aanplakbiljetten', 'plakbrief', 'plakbrieven', 'plakkaat', 'plakkaten', 'Plakat', 'Anschlag (poster)', 'כרזה', 'cartellone', 'affisso', 'cartaz', 'cartel (letrero)', 'afiche', 'anuncio publicitario', 'póster', 'affisch'], 'facet': 'http://vocab.getty.edu/aat/300027221||posters'}], 'api_link': 'https://dcapi.rdc-staging.library.northwestern.edu/api/v2/works/f55c3aa2-86df-426b-9c75-39393dd2bb50', 'rights_statement': {'id': 'http://rightsstatements.org/vocab/NoC-US/1.0/', 'label': 'No Copyright - United States'}, 'id': 'f55c3aa2-86df-426b-9c75-39393dd2bb50', 'ark': 'ark:/81985/n2br8ph60', 'alternate_title': ['Zaman-e Az Dast Rafteh'], 'style_period': [], 'thumbnail': 'https://dcapi.rdc-staging.library.northwestern.edu/api/v2/works/f55c3aa2-86df-426b-9c75-39393dd2bb50/thumbnail', 'creator': [], 'visibility': 'Public', 'work_type': 'Image', 'iiif_manifest': 'https://dcapi.rdc-staging.library.northwestern.edu/api/v2/works/f55c3aa2-86df-426b-9c75-39393dd2bb50?as=iiif', 'collection': {'description': 'Hamid Naficy Middle Eastern Movie Posters Collection contains 249 posters, which have been digitized and cataloged individually. These posters document the social history of film in Iran and offer a unique visual representation of the political and social climate there between 1966 and 2014.', 'id': '4ed2338d-c715-4a86-8ac6-6b4030a42be5', 'title': 'Hamid Naficy Iranian and Middle Eastern Movie Posters Collection'}, 'abstract': [], 'accession_number': 'Voyager:14-193-028', 'license': None, 'date_created_edtf': ['1990'], 'physical_description_size': ['12 (height) x 8 in (width)'], 'series': [], 'physical_description_material': ['Offset lithograph on paper'], 'canonical_link': 'https://dc.rdc-staging.library.northwestern.edu/items/f55c3aa2-86df-426b-9c75-39393dd2bb50', 'publisher': [], 'location': [], 'rights_holder': [], 'scope_and_contents': [], 'table_of_contents': []}, page_content='f55c3aa2-86df-426b-9c75-39393dd2bb50')]),\n", + " AIMessage(content=\"The collection includes a diverse range of Iranian films spanning both pre- and post-revolution periods. Notable examples include:\\n\\nPre-revolution films:\\n- [The Deer (Gavaznha)](https://dc.rdc-staging.library.northwestern.edu/items/2cd0d633-3d2e-4dd0-90f1-8ee7562ddf8e) (1974) - A drama directed by Masoud Kimiai starring Behrouz Vossoughi\\n- [Hot Feelings (Ehsas Dagh)](https://dc.rdc-staging.library.northwestern.edu/items/2c455274-0bb9-4c35-8128-7cedbd1f01e8) (1972) - A romance starring Googoosh\\n\\nPost-revolution films:\\n- [Taste of Cherry](https://dc.rdc-staging.library.northwestern.edu/items/fbb2c5c4-d33e-4a19-bf63-aa5299291887) (1990) - A drama directed by acclaimed filmmaker Abbas Kiarostami\\n- [The Blue-Veiled (Rusari-e Abi)](https://dc.rdc-staging.library.northwestern.edu/items/dfac8fa6-a4a6-4e4e-8695-ad5fadd74ea0) (1995) - Directed by Rakhshan Bani-Etemad, starring Ezzatollah Entezami\\n- [Dance of Dust](https://dc.rdc-staging.library.northwestern.edu/items/d5cdb032-736d-4422-9eb0-5ac418d232dc) (1998) - Directed by Abolfazl Jalili\\n\\nThe collection includes documentaries like [Homework](https://dc.rdc-staging.library.northwestern.edu/items/05b38c0a-1cee-4475-a57e-af5a71f34589) (1989) by Abbas Kiarostami and [Divorce Iranian Style](https://dc.rdc-staging.library.northwestern.edu/items/f889063c-c283-4482-a89b-83f1fcff93e8) (1998), representing different genres including dramas, comedies, and women's films from both commercial and art house traditions.\", additional_kwargs={'usage': {'prompt_tokens': 49331, 'completion_tokens': 556, 'total_tokens': 49887}, 'stop_reason': 'end_turn', 'model_id': 'us.anthropic.claude-3-5-sonnet-20241022-v2:0'}, response_metadata={'usage': {'prompt_tokens': 49331, 'completion_tokens': 556, 'total_tokens': 49887}, 'stop_reason': 'end_turn', 'model_id': 'us.anthropic.claude-3-5-sonnet-20241022-v2:0'}, id='run-755ee14a-d869-4813-88c6-bf629e49d7cc-0', usage_metadata={'input_tokens': 49331, 'output_tokens': 556, 'total_tokens': 49887})]}" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from agent.search_agent import SearchAgent\n", + "\n", + "agent = SearchAgent(model=\"us.anthropic.claude-3-5-sonnet-20241022-v2:0\", streaming=False)\n", + "agent.invoke(\n", + " \"What works in the collection pertain to Iranian film?\",\n", + " ref=\"abc123\",\n", + " callbacks=[DebugHandler()],\n", + " forget=True\n", + ")" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": ".venv", + "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": "3.12.2" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/chat/src/agent/agent_handler.py b/chat/src/agent/agent_handler.py index 9fb821b..df1717a 100644 --- a/chat/src/agent/agent_handler.py +++ b/chat/src/agent/agent_handler.py @@ -28,7 +28,7 @@ def __init__(self, socket: Websocket, ref: str, *args: List[Any], **kwargs: Dict super().__init__(*args, **kwargs) def on_llm_start(self, serialized: dict[str, Any], prompts: list[str], metadata: Optional[dict[str, Any]] = None, **kwargs: Dict[str, Any]): - self.socket.send({"type": "start", "ref": self.ref, "message": {"model": metadata.get("model_deployment")}}) + self.socket.send({"type": "start", "ref": self.ref, "message": {"model": metadata.get("ls_model_name")}}) def on_llm_end(self, response: LLMResult, **kwargs: Dict[str, Any]): response_generation = response.generations[0][0] diff --git a/chat/src/agent/metrics_handler.py b/chat/src/agent/metrics_handler.py new file mode 100644 index 0000000..2c0060e --- /dev/null +++ b/chat/src/agent/metrics_handler.py @@ -0,0 +1,32 @@ +from typing import Any, Dict +from langchain_core.callbacks import BaseCallbackHandler +from langchain_core.outputs import LLMResult +from langchain_core.messages.tool import ToolMessage +import json + +class MetricsHandler(BaseCallbackHandler): + def __init__(self, *args, **kwargs): + self.accumulator = {} + self.answers = [] + self.artifacts = [] + super().__init__(*args, **kwargs) + + def on_llm_end(self, response: LLMResult, **kwargs: Dict[str, Any]): + for generation in response.generations[0]: + self.answers.append(generation.text) + for k, v in generation.message.usage_metadata.items(): + if k not in self.accumulator: + self.accumulator[k] = v + else: + self.accumulator[k] += v + + def on_tool_end(self, output: ToolMessage, **kwargs: Dict[str, Any]): + match output.name: + case "aggregate": + self.artifacts.append({"type": "aggregation", "artifact": output.artifact.get("aggregation_result", {})}) + case "search": + try: + source_urls = [doc.metadata["api_link"] for doc in output.artifact] + self.artifacts.append({"type": "source_urls", "artifact": source_urls}) + except json.decoder.JSONDecodeError as e: + print(f"Invalid json ({e}) returned from {output.name} tool: {output.content}") diff --git a/chat/src/agent/s3_saver.py b/chat/src/agent/s3_saver.py index 0874808..5c67b32 100644 --- a/chat/src/agent/s3_saver.py +++ b/chat/src/agent/s3_saver.py @@ -3,6 +3,7 @@ import base64 import bz2 import gzip +import os import time from typing import Any, Dict, Iterator, Optional, Sequence, Tuple, List from langchain_core.runnables import RunnableConfig @@ -118,7 +119,7 @@ class S3Saver(BaseCheckpointSaver): def __init__( self, bucket_name: str, - region_name: str = 'us-west-2', + region_name: str = os.getenv("AWS_REGION"), endpoint_url: Optional[str] = None, compression: Optional[str] = None, ) -> None: diff --git a/chat/src/agent/search_agent.py b/chat/src/agent/search_agent.py index 16b41fe..6ee3996 100644 --- a/chat/src/agent/search_agent.py +++ b/chat/src/agent/search_agent.py @@ -1,72 +1,81 @@ import os -from typing import Literal +from typing import Literal, List -from agent.s3_saver import S3Saver +from agent.s3_saver import S3Saver, delete_checkpoints from agent.tools import aggregate, discover_fields, search +from langchain_aws import ChatBedrock +from langchain_core.messages import HumanMessage from langchain_core.messages.base import BaseMessage +from langchain_core.callbacks import BaseCallbackHandler from langchain_core.messages.system import SystemMessage from langgraph.graph import END, START, StateGraph, MessagesState from langgraph.prebuilt import ToolNode -from setup import chat_client -# Keep your answer concise and keep reading time under 45 seconds. - -system_message = """ +DEFAULT_SYSTEM_MESSAGE = """ Please provide a brief answer to the question using the tools provided. Include specific details from multiple documents that support your answer. Answer in raw markdown, but not within a code block. When citing source documents, construct Markdown links using the document's canonical_link field. Do not include intermediate messages explaining your process. """ -tools = [discover_fields, search, aggregate] - -tool_node = ToolNode(tools) - -model = chat_client(streaming=True).bind_tools(tools) - -# Define the function that determines whether to continue or not -def should_continue(state: MessagesState) -> Literal["tools", END]: - messages = state["messages"] - last_message = messages[-1] - # If the LLM makes a tool call, then we route to the "tools" node - if last_message.tool_calls: - return "tools" - # Otherwise, we stop (reply to the user) - return END - - -# Define the function that calls the model -def call_model(state: MessagesState): - messages = [SystemMessage(content=system_message)] + state["messages"] - response: BaseMessage = model.invoke(messages) # , model=os.getenv("AZURE_OPENAI_LLM_DEPLOYMENT_ID") - # We return a list, because this will get added to the existing list - # if socket is not none and the response content is not an empty string - return {"messages": [response]} - -# Define a new graph -workflow = StateGraph(MessagesState) - -# Define the two nodes we will cycle between -workflow.add_node("agent", call_model) -workflow.add_node("tools", tool_node) - -# Set the entrypoint as `agent` -workflow.add_edge(START, "agent") - -# Add a conditional edge -workflow.add_conditional_edges( - "agent", - should_continue, -) - -# Add a normal edge from `tools` to `agent` -workflow.add_edge("tools", "agent") - -# checkpointer = DynamoDBSaver(os.getenv("CHECKPOINT_TABLE"), os.getenv("CHECKPOINT_WRITES_TABLE"), os.getenv("AWS_REGION", "us-east-1")) - -checkpointer = S3Saver( - bucket_name=os.getenv("CHECKPOINT_BUCKET_NAME"), - region_name=os.getenv("AWS_REGION"), - compression="gzip") - -search_agent = workflow.compile(checkpointer=checkpointer) +class SearchAgent: + def __init__( + self, + *, + checkpoint_bucket: str = os.getenv("CHECKPOINT_BUCKET_NAME"), + system_message: str = DEFAULT_SYSTEM_MESSAGE, + **kwargs): + + self.checkpoint_bucket = checkpoint_bucket + + tools = [discover_fields, search, aggregate] + tool_node = ToolNode(tools) + model = ChatBedrock(**kwargs).bind_tools(tools) + + # Define the function that determines whether to continue or not + def should_continue(state: MessagesState) -> Literal["tools", END]: + messages = state["messages"] + last_message = messages[-1] + # If the LLM makes a tool call, then we route to the "tools" node + if last_message.tool_calls: + return "tools" + # Otherwise, we stop (reply to the user) + return END + + + # Define the function that calls the model + def call_model(state: MessagesState): + messages = [SystemMessage(content=system_message)] + state["messages"] + response: BaseMessage = model.invoke(messages) # , model=os.getenv("AZURE_OPENAI_LLM_DEPLOYMENT_ID") + # We return a list, because this will get added to the existing list + # if socket is not none and the response content is not an empty string + return {"messages": [response]} + + # Define a new graph + workflow = StateGraph(MessagesState) + + # Define the two nodes we will cycle between + workflow.add_node("agent", call_model) + workflow.add_node("tools", tool_node) + + # Set the entrypoint as `agent` + workflow.add_edge(START, "agent") + + # Add a conditional edge + workflow.add_conditional_edges("agent", should_continue) + + # Add a normal edge from `tools` to `agent` + workflow.add_edge("tools", "agent") + + checkpointer = S3Saver(bucket_name=checkpoint_bucket, compression="gzip") + self.search_agent = workflow.compile(checkpointer=checkpointer) + + def invoke(self, question: str, ref: str, *, callbacks: List[BaseCallbackHandler] = [], forget: bool = False, **kwargs): + if forget: + delete_checkpoints(self.checkpoint_bucket, ref) + + return self.search_agent.invoke( + {"messages": [HumanMessage(content=question)]}, + config={"configurable": {"thread_id": ref}, "callbacks": callbacks}, + **kwargs + ) diff --git a/chat/src/event_config.py b/chat/src/event_config.py index 1fe355c..ece5f2a 100644 --- a/chat/src/event_config.py +++ b/chat/src/event_config.py @@ -27,36 +27,6 @@ class EventConfig: Default values are set for the following properties which can be overridden in the payload message. """ - DEFAULT_ATTRIBUTES = [ - "accession_number", - "alternate_title", - "api_link", - "canonical_link", - "caption", - "collection", - "contributor", - "date_created", - "date_created_edtf", - "description", - "genre", - "id", - "identifier", - "keywords", - "language", - "notes", - "physical_description_material", - "physical_description_size", - "provenance", - "publisher", - "rights_statement", - "subject", - "table_of_contents", - "thumbnail", - "title", - "visibility", - "work_type", - ] - api_token: ApiToken = field(init=False) debug_mode: bool = field(init=False) event: dict = field(default_factory=dict) @@ -66,6 +36,7 @@ class EventConfig: is_superuser: bool = field(init=False) k: int = field(init=False) max_tokens: int = field(init=False) + model: str = field(init=False) payload: dict = field(default_factory=dict) prompt_text: str = field(init=False) prompt: ChatPromptTemplate = field(init=False) @@ -88,6 +59,7 @@ def __post_init__(self): self.is_superuser = self.api_token.is_superuser() self.k = self._get_k() self.max_tokens = min(self.payload.get("max_tokens", MAX_TOKENS), MAX_TOKENS) + self.model = self._get_payload_value_with_superuser_check("model", "us.anthropic.claude-3-5-sonnet-20241022-v2:0") self.prompt_text = self._get_prompt_text() self.request_context = self.event.get("requestContext", {}) self.question = self.payload.get("question") diff --git a/chat/src/handlers/chat.py b/chat/src/handlers/chat.py index b34593a..07aea7c 100644 --- a/chat/src/handlers/chat.py +++ b/chat/src/handlers/chat.py @@ -6,47 +6,13 @@ from datetime import datetime from event_config import EventConfig # from honeybadger import honeybadger -from agent.s3_saver import delete_checkpoints -from agent.search_agent import search_agent -from langchain_core.messages import HumanMessage +from agent.search_agent import SearchAgent from agent.agent_handler import AgentHandler +from agent.metrics_handler import MetricsHandler # honeybadger.configure() # logging.getLogger("honeybadger").addHandler(logging.StreamHandler()) -RESPONSE_TYPES = { - "base": ["answer", "ref"], - "debug": [ - "answer", - "attributes", - "deployment_name", - "is_superuser", - "k", - "prompt", - "question", - "ref", - "temperature", - "text_key", - "token_counts", - ], - "log": [ - "answer", - "deployment_name", - "is_superuser", - "k", - "prompt", - "question", - "ref", - "size", - "source_documents", - "temperature", - "token_counts", - "is_dev_team", - ], - "error": ["question", "error", "source_documents"], -} - - def handler(event, context): config = EventConfig(event) socket = event.get("socket", None) @@ -56,29 +22,16 @@ def handler(event, context): config.socket.send({"type": "error", "message": "Unauthorized"}) return {"statusCode": 401, "body": "Unauthorized"} - if config.forget: - delete_checkpoints(os.getenv("CHECKPOINT_BUCKET_NAME"), config.ref) - if config.question is None or config.question == "": config.socket.send({"type": "error", "message": "Question cannot be blank"}) return {"statusCode": 400, "body": "Question cannot be blank"} - log_group = os.getenv("METRICS_LOG_GROUP") - log_stream = context.log_stream_name - if log_group and ensure_log_stream_exists(log_group, log_stream): - log_client = boto3.client("logs") - log_events = [{"timestamp": timestamp(), "message": "Hello world"}] - log_client.put_log_events( - logGroupName=log_group, logStreamName=log_stream, logEvents=log_events - ) - - callbacks = [AgentHandler(config.socket, config.ref)] + metrics = MetricsHandler() + callbacks = [AgentHandler(config.socket, config.ref), metrics] + search_agent = SearchAgent(model=config.model, streaming=True) try: - search_agent.invoke( - {"messages": [HumanMessage(content=config.question)]}, - config={"configurable": {"thread_id": config.ref}, "callbacks": callbacks}, - debug=False - ) + search_agent.invoke(config.question, config.ref, forget=config.forget, callbacks=callbacks) + log_metrics(context, metrics, config) except Exception as e: print(f"Error: {e}") print(traceback.format_exc()) @@ -90,10 +43,29 @@ def handler(event, context): return {"statusCode": 200} -def reshape_response(response, type): - return {k: response[k] for k in RESPONSE_TYPES[type]} - - +def log_metrics(context, metrics, config): + log_group = os.getenv("METRICS_LOG_GROUP") + log_stream = context.log_stream_name + if log_group and ensure_log_stream_exists(log_group, log_stream): + log_client = boto3.client("logs") + log_events = [{ + "timestamp": timestamp(), + "message": json.dumps({ + "answer": metrics.answers, + "is_dev_team": config.api_token.is_dev_team(), + "is_superuser": config.api_token.is_superuser(), + "k": config.k, + "model": config.model, + "question": config.question, + "ref": config.ref, + "artifacts": metrics.artifacts, + "token_counts": metrics.accumulator, + }) + }] + log_client.put_log_events( + logGroupName=log_group, logStreamName=log_stream, logEvents=log_events + ) + def ensure_log_stream_exists(log_group, log_stream): log_client = boto3.client("logs") try: diff --git a/chat/src/helpers/metrics.py b/chat/src/helpers/metrics.py deleted file mode 100644 index 0265fbc..0000000 --- a/chat/src/helpers/metrics.py +++ /dev/null @@ -1,39 +0,0 @@ -import tiktoken - -def debug_response(config, response, original_question): - source_urls = [doc["api_link"] for doc in original_question.get("source_documents", [])] - - return { - "answer": response, - "attributes": config.attributes, - "deployment_name": config.deployment_name, - "is_dev_team": config.api_token.is_dev_team(), - "is_superuser": config.api_token.is_superuser(), - "k": config.k, - "prompt": config.prompt_text, - "question": config.question, - "ref": config.ref, - "size": config.size, - "source_documents": source_urls, - "temperature": config.temperature, - "text_key": config.text_key, - "token_counts": token_usage(config, response, original_question), - } - -def token_usage(config, response, original_question): - data = { - "question": count_tokens(config.question), - "answer": count_tokens(response), - "prompt": count_tokens(config.prompt_text), - "source_documents": count_tokens(original_question["source_documents"]), - } - data["total"] = sum(data.values()) - return data - - -def count_tokens(val): - encoding = tiktoken.encoding_for_model("gpt-4") - token_integers = encoding.encode(str(val)) - num_tokens = len(token_integers) - - return num_tokens diff --git a/chat/src/helpers/response.py b/chat/src/helpers/response.py deleted file mode 100644 index b7c2483..0000000 --- a/chat/src/helpers/response.py +++ /dev/null @@ -1,65 +0,0 @@ -from helpers.metrics import debug_response -from langchain_core.output_parsers import StrOutputParser -from langchain_core.runnables import RunnableLambda, RunnablePassthrough - -def extract_prompt_value(v): - if isinstance(v, list): - return [extract_prompt_value(item) for item in v] - elif isinstance(v, dict) and 'label' in v: - return [v.get('label')] - else: - return v - -class Response: - def __init__(self, config): - self.config = config - self.store = {} - - def debug_response_passthrough(self): - return RunnableLambda(lambda x: debug_response(self.config, x, self.original_question)) - - def original_question_passthrough(self): - def get_and_send_original_question(docs): - source_documents = [] - for doc in docs["context"]: - doc.metadata = {key: extract_prompt_value(doc.metadata.get(key)) for key in self.config.attributes if key in doc.metadata} - source_document = doc.metadata.copy() - source_document["content"] = doc.page_content - source_documents.append(source_document) - - socket_message = { - "question": self.config.question, - "source_documents": source_documents[:5] - } - self.config.socket.send(socket_message) - - original_question = { - "question": self.config.question, - "source_documents": source_documents - } - self.original_question = original_question - - docs["source_documents"] = source_documents - return docs - - return RunnablePassthrough(get_and_send_original_question) - - def prepare_response(self): - try: - retriever = self.config.opensearch.as_retriever(search_type="similarity", search_kwargs={"k": self.config.k, "size": self.config.size, "_source": {"excludes": ["embedding"]}}) - chain = ( - {"context": retriever, "question": RunnablePassthrough()} - | self.original_question_passthrough() - | self.config.prompt - | self.config.client - | StrOutputParser() - | self.debug_response_passthrough() - ) - response = chain.invoke(self.config.question) - except Exception as err: - response = { - "question": self.config.question, - "error": str(err), - "source_documents": [], - } - return response diff --git a/chat/src/setup.py b/chat/src/setup.py index dcc88f7..8245be6 100644 --- a/chat/src/setup.py +++ b/chat/src/setup.py @@ -1,4 +1,3 @@ -from langchain_aws import ChatBedrock from handlers.opensearch_neural_search import OpenSearchNeuralSearch from opensearchpy import OpenSearch, RequestsHttpConnection from requests_aws4auth import AWS4Auth @@ -13,13 +12,6 @@ def prefix(value): return "-".join(filter(None, [env_prefix, value])) -def chat_client(**kwargs): - return ChatBedrock( - model="us.anthropic.claude-3-5-sonnet-20241022-v2:0", - **kwargs, - ) - - def opensearch_endpoint(): endpoint = os.getenv("OPENSEARCH_ENDPOINT") parsed = urlparse(endpoint)