diff --git "a/sandbox/20240310 - CQA - Semantic Routing 1.ipynb" "b/sandbox/20240310 - CQA - Semantic Routing 1.ipynb" --- "a/sandbox/20240310 - CQA - Semantic Routing 1.ipynb" +++ "b/sandbox/20240310 - CQA - Semantic Routing 1.ipynb" @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 6, + "execution_count": 1, "id": "07f255d7", "metadata": { "tags": [] @@ -14,7 +14,7 @@ "True" ] }, - "execution_count": 6, + "execution_count": 1, "metadata": {}, "output_type": "execute_result" } @@ -46,7 +46,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 2, "id": "6af1a96e", "metadata": { "tags": [] @@ -62,7 +62,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 3, "id": "a9128bfc-4b24-4b25-b7a7-68423b1124b1", "metadata": {}, "outputs": [ @@ -71,7 +71,8 @@ "output_type": "stream", "text": [ "/home/tim/anaconda3/envs/climateqa/lib/python3.11/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n", - " from .autonotebook import tqdm as notebook_tqdm\n" + " from .autonotebook import tqdm as notebook_tqdm\n", + "INFO:flashrank.Ranker:Downloading ms-marco-TinyBERT-L-2-v2...\n" ] }, { @@ -81,6 +82,13 @@ "Loading FlashRankRanker model ms-marco-TinyBERT-L-2-v2\n", "Loading model FlashRank model ms-marco-TinyBERT-L-2-v2...\n" ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "ms-marco-TinyBERT-L-2-v2.zip: 100%|██████████| 3.26M/3.26M [00:00<00:00, 69.9MiB/s]\n" + ] } ], "source": [ @@ -100,7 +108,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 4, "id": "942d2705-22dd-46cf-8c31-6daa127e4743", "metadata": {}, "outputs": [ @@ -133,7 +141,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 5, "id": "882811c8-5890-4048-8630-d052c5179d7d", "metadata": {}, "outputs": [], @@ -143,7 +151,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 6, "id": "51aed81d-860b-409a-bae0-f0e1eeb0f120", "metadata": {}, "outputs": [ @@ -153,7 +161,7 @@ "False" ] }, - "execution_count": 11, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" } @@ -1200,7 +1208,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 8, "id": "b91f4f58", "metadata": {}, "outputs": [], @@ -1212,7 +1220,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 9, "id": "c3c70cdb", "metadata": {}, "outputs": [ @@ -1239,7 +1247,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 10, "id": "05ead97d", "metadata": {}, "outputs": [ @@ -1247,22 +1255,24 @@ "name": "stderr", "output_type": "stream", "text": [ + "/tmp/ipykernel_26385/4164394190.py:6: LangChainBetaWarning: This API is in beta and may change in the future.\n", + " async for event in app.astream_events({\"user_input\": question,\"sources\":[\"auto\"], \"audience\" : 'expert'}, version=\"v1\"):\n", "INFO:httpx:HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n", "INFO:httpx:HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n", "INFO:httpx:HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n", "INFO:httpx:HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n", "WARNING:langchain_core.callbacks.manager:Error in LogStreamCallbackHandler.on_chain_start callback: ValidationError(model='Run', errors=[{'loc': ('__root__',), 'msg': \"argument of type 'NoneType' is not iterable\", 'type': 'type_error'}])\n", "WARNING:langchain_core.callbacks.manager:Error in LangChainTracer.on_chain_start callback: ValidationError(model='Run', errors=[{'loc': ('__root__',), 'msg': \"argument of type 'NoneType' is not iterable\", 'type': 'type_error'}])\n", - "WARNING:langchain_core.callbacks.manager:Error in LogStreamCallbackHandler.on_chain_end callback: TracerException('No indexed run ID db1ec8df-fec2-4fd9-8ea3-4e6004f292b3.')\n", - "WARNING:langchain_core.callbacks.manager:Error in LangChainTracer.on_chain_end callback: TracerException('No indexed run ID db1ec8df-fec2-4fd9-8ea3-4e6004f292b3.')\n", + "WARNING:langchain_core.callbacks.manager:Error in LogStreamCallbackHandler.on_chain_end callback: TracerException('No indexed run ID 27bbc43d-748e-4061-a61a-872ea1e50b7e.')\n", + "WARNING:langchain_core.callbacks.manager:Error in LangChainTracer.on_chain_end callback: TracerException('No indexed run ID 27bbc43d-748e-4061-a61a-872ea1e50b7e.')\n", "WARNING:langchain_core.callbacks.manager:Error in LogStreamCallbackHandler.on_chain_start callback: ValidationError(model='Run', errors=[{'loc': ('__root__',), 'msg': \"argument of type 'NoneType' is not iterable\", 'type': 'type_error'}])\n", "WARNING:langchain_core.callbacks.manager:Error in LangChainTracer.on_chain_start callback: ValidationError(model='Run', errors=[{'loc': ('__root__',), 'msg': \"argument of type 'NoneType' is not iterable\", 'type': 'type_error'}])\n", - "WARNING:langchain_core.callbacks.manager:Error in LogStreamCallbackHandler.on_chain_end callback: TracerException('No indexed run ID 0af72a3d-f3ed-4da6-921e-9be9fa401a7a.')\n", - "WARNING:langchain_core.callbacks.manager:Error in LangChainTracer.on_chain_end callback: TracerException('No indexed run ID 0af72a3d-f3ed-4da6-921e-9be9fa401a7a.')\n", + "WARNING:langchain_core.callbacks.manager:Error in LogStreamCallbackHandler.on_chain_end callback: TracerException('No indexed run ID 81a5385d-b9ff-4ec0-a581-15629901a185.')\n", + "WARNING:langchain_core.callbacks.manager:Error in LangChainTracer.on_chain_end callback: TracerException('No indexed run ID 81a5385d-b9ff-4ec0-a581-15629901a185.')\n", "WARNING:langchain_core.callbacks.manager:Error in LogStreamCallbackHandler.on_chain_start callback: ValidationError(model='Run', errors=[{'loc': ('__root__',), 'msg': \"argument of type 'NoneType' is not iterable\", 'type': 'type_error'}])\n", "WARNING:langchain_core.callbacks.manager:Error in LangChainTracer.on_chain_start callback: ValidationError(model='Run', errors=[{'loc': ('__root__',), 'msg': \"argument of type 'NoneType' is not iterable\", 'type': 'type_error'}])\n", - "WARNING:langchain_core.callbacks.manager:Error in LogStreamCallbackHandler.on_chain_end callback: TracerException('No indexed run ID 4df4583e-f0c4-43ed-98ff-4cbed803c23b.')\n", - "WARNING:langchain_core.callbacks.manager:Error in LangChainTracer.on_chain_end callback: TracerException('No indexed run ID 4df4583e-f0c4-43ed-98ff-4cbed803c23b.')\n", + "WARNING:langchain_core.callbacks.manager:Error in LogStreamCallbackHandler.on_chain_end callback: TracerException('No indexed run ID 21a2d759-f3b0-480f-b1ba-52d6ce3ab09d.')\n", + "WARNING:langchain_core.callbacks.manager:Error in LangChainTracer.on_chain_end callback: TracerException('No indexed run ID 21a2d759-f3b0-480f-b1ba-52d6ce3ab09d.')\n", "INFO:httpx:HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n" ] }, @@ -1272,11 +1282,11 @@ "text": [ "Cloud formations play a crucial role in modulating the Earth's radiative balance. They can either reflect incoming solar radiation back to space, cooling the Earth, or trap outgoing infrared radiation, contributing to warming. The representation of clouds in climate models is essential for accurately simulating the Earth's energy balance and predicting future climate changes.\n", "\n", - "In current climate models, cloud formations are represented through parametrizations, especially focusing on low-level clouds. The Effective Climate Sensitivity (ECS) of a model, which is a key metric for understanding climate change, is influenced significantly by cloud feedbacks. The ECS is determined by the model's effective radiative forcing from a doubling of CO2 and the sum of individual feedbacks, including cloud feedbacks.\n", + "In current climate models, the representation of clouds, particularly low-level clouds, is a significant factor influencing the models' equilibrium climate sensitivity (ECS). The ECS of a model is determined by its effective radiative forcing from a doubling of CO2 and the feedbacks from cloud formations. The spread in ECS among different models is mainly attributed to cloud feedbacks, especially the response of low-level clouds [Doc 7].\n", "\n", - "Despite efforts to improve parametrizations and model resolutions, there has been no systematic convergence in model estimates of ECS. The inter-model spread in ECS for CMIP6 is even larger than for CMIP5, indicating the complexity and challenges in accurately representing cloud formations in climate models.\n", + "Despite efforts to improve cloud parametrizations and model resolutions, there has been no systematic convergence in model estimates of ECS. In fact, the inter-model spread in ECS for the latest CMIP6 models is larger than for CMIP5 models, indicating ongoing challenges in accurately representing cloud formations in climate models [Doc 7].\n", "\n", - "[Doc 7] highlights that most of the model spread in ECS arises from cloud feedbacks, particularly the response of low-level clouds. The representation of these clouds in climate models is crucial for understanding the Earth's radiative balance and predicting future climate changes." + "Overall, the representation of cloud formations in current climate models is crucial for understanding and predicting the Earth's radiative balance and the impacts of climate change. Ongoing research and advancements in model development are essential to improve the accuracy of cloud representations in climate models." ] } ], @@ -1300,7 +1310,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 11, "id": "4aa3d0c7", "metadata": {}, "outputs": [], @@ -1314,7 +1324,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 13, "id": "ad6b4819", "metadata": {}, "outputs": [ @@ -1322,320 +1332,12 @@ "name": "stdout", "output_type": "stream", "text": [ - "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '309af26d-a972-4056-afc9-0466b566dc86', 'tags': ['seq:step:2'], 'metadata': {'langgraph_step': 1, 'langgraph_node': 'categorize_intent', 'langgraph_triggers': ['start:categorize_intent'], 'langgraph_path': ('__pregel_pull', 'categorize_intent'), 'langgraph_checkpoint_ns': 'categorize_intent:28ed2881-d60b-ac0d-f96f-8c342e24c11d', 'checkpoint_ns': 'categorize_intent:28ed2881-d60b-ac0d-f96f-8c342e24c11d', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content='', additional_kwargs={'function_call': {'arguments': '', 'name': 'IntentCategorizer'}}, id='run-309af26d-a972-4056-afc9-0466b566dc86')}, 'parent_ids': []}\n", - "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '309af26d-a972-4056-afc9-0466b566dc86', 'tags': ['seq:step:2'], 'metadata': {'langgraph_step': 1, 'langgraph_node': 'categorize_intent', 'langgraph_triggers': ['start:categorize_intent'], 'langgraph_path': ('__pregel_pull', 'categorize_intent'), 'langgraph_checkpoint_ns': 'categorize_intent:28ed2881-d60b-ac0d-f96f-8c342e24c11d', 'checkpoint_ns': 'categorize_intent:28ed2881-d60b-ac0d-f96f-8c342e24c11d', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content='', additional_kwargs={'function_call': {'arguments': '{\"', 'name': ''}}, id='run-309af26d-a972-4056-afc9-0466b566dc86')}, 'parent_ids': []}\n", - "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '309af26d-a972-4056-afc9-0466b566dc86', 'tags': ['seq:step:2'], 'metadata': {'langgraph_step': 1, 'langgraph_node': 'categorize_intent', 'langgraph_triggers': ['start:categorize_intent'], 'langgraph_path': ('__pregel_pull', 'categorize_intent'), 'langgraph_checkpoint_ns': 'categorize_intent:28ed2881-d60b-ac0d-f96f-8c342e24c11d', 'checkpoint_ns': 'categorize_intent:28ed2881-d60b-ac0d-f96f-8c342e24c11d', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content='', additional_kwargs={'function_call': {'arguments': 'intent', 'name': ''}}, id='run-309af26d-a972-4056-afc9-0466b566dc86')}, 'parent_ids': []}\n", - "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '309af26d-a972-4056-afc9-0466b566dc86', 'tags': ['seq:step:2'], 'metadata': {'langgraph_step': 1, 'langgraph_node': 'categorize_intent', 'langgraph_triggers': ['start:categorize_intent'], 'langgraph_path': ('__pregel_pull', 'categorize_intent'), 'langgraph_checkpoint_ns': 'categorize_intent:28ed2881-d60b-ac0d-f96f-8c342e24c11d', 'checkpoint_ns': 'categorize_intent:28ed2881-d60b-ac0d-f96f-8c342e24c11d', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content='', additional_kwargs={'function_call': {'arguments': '\":\"', 'name': ''}}, id='run-309af26d-a972-4056-afc9-0466b566dc86')}, 'parent_ids': []}\n", - "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '309af26d-a972-4056-afc9-0466b566dc86', 'tags': ['seq:step:2'], 'metadata': {'langgraph_step': 1, 'langgraph_node': 'categorize_intent', 'langgraph_triggers': ['start:categorize_intent'], 'langgraph_path': ('__pregel_pull', 'categorize_intent'), 'langgraph_checkpoint_ns': 'categorize_intent:28ed2881-d60b-ac0d-f96f-8c342e24c11d', 'checkpoint_ns': 'categorize_intent:28ed2881-d60b-ac0d-f96f-8c342e24c11d', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content='', additional_kwargs={'function_call': {'arguments': 'search', 'name': ''}}, id='run-309af26d-a972-4056-afc9-0466b566dc86')}, 'parent_ids': []}\n", - "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '309af26d-a972-4056-afc9-0466b566dc86', 'tags': ['seq:step:2'], 'metadata': {'langgraph_step': 1, 'langgraph_node': 'categorize_intent', 'langgraph_triggers': ['start:categorize_intent'], 'langgraph_path': ('__pregel_pull', 'categorize_intent'), 'langgraph_checkpoint_ns': 'categorize_intent:28ed2881-d60b-ac0d-f96f-8c342e24c11d', 'checkpoint_ns': 'categorize_intent:28ed2881-d60b-ac0d-f96f-8c342e24c11d', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content='', additional_kwargs={'function_call': {'arguments': '\"}', 'name': ''}}, id='run-309af26d-a972-4056-afc9-0466b566dc86')}, 'parent_ids': []}\n", - "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '309af26d-a972-4056-afc9-0466b566dc86', 'tags': ['seq:step:2'], 'metadata': {'langgraph_step': 1, 'langgraph_node': 'categorize_intent', 'langgraph_triggers': ['start:categorize_intent'], 'langgraph_path': ('__pregel_pull', 'categorize_intent'), 'langgraph_checkpoint_ns': 'categorize_intent:28ed2881-d60b-ac0d-f96f-8c342e24c11d', 'checkpoint_ns': 'categorize_intent:28ed2881-d60b-ac0d-f96f-8c342e24c11d', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content='', response_metadata={'finish_reason': 'stop'}, id='run-309af26d-a972-4056-afc9-0466b566dc86')}, 'parent_ids': []}\n", - "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': 'cc894eeb-1a7f-4b08-b9ee-7ef60ab2a80f', 'tags': ['seq:step:2'], 'metadata': {'langgraph_step': 3, 'langgraph_node': 'transform_query', 'langgraph_triggers': ['branch:search:route_translation:transform_query'], 'langgraph_path': ('__pregel_pull', 'transform_query'), 'langgraph_checkpoint_ns': 'transform_query:9c89b089-7b4f-5ecf-6c2c-2992625e3f7d', 'checkpoint_ns': 'transform_query:9c89b089-7b4f-5ecf-6c2c-2992625e3f7d', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content='', additional_kwargs={'function_call': {'arguments': '', 'name': 'QueryDecomposition'}}, id='run-cc894eeb-1a7f-4b08-b9ee-7ef60ab2a80f')}, 'parent_ids': []}\n", - "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': 'cc894eeb-1a7f-4b08-b9ee-7ef60ab2a80f', 'tags': ['seq:step:2'], 'metadata': {'langgraph_step': 3, 'langgraph_node': 'transform_query', 'langgraph_triggers': ['branch:search:route_translation:transform_query'], 'langgraph_path': ('__pregel_pull', 'transform_query'), 'langgraph_checkpoint_ns': 'transform_query:9c89b089-7b4f-5ecf-6c2c-2992625e3f7d', 'checkpoint_ns': 'transform_query:9c89b089-7b4f-5ecf-6c2c-2992625e3f7d', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content='', additional_kwargs={'function_call': {'arguments': '{\"', 'name': ''}}, id='run-cc894eeb-1a7f-4b08-b9ee-7ef60ab2a80f')}, 'parent_ids': []}\n", - 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"{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '52a04e18-0e5a-4214-8c19-10a7187a7358', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:be2bd90c-1f34-2b3c-a673-7c965a1f477d', 'checkpoint_ns': 'answer_rag:be2bd90c-1f34-2b3c-a673-7c965a1f477d', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' changes', id='run-52a04e18-0e5a-4214-8c19-10a7187a7358')}, 'parent_ids': []}\n", - "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '52a04e18-0e5a-4214-8c19-10a7187a7358', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:be2bd90c-1f34-2b3c-a673-7c965a1f477d', 'checkpoint_ns': 'answer_rag:be2bd90c-1f34-2b3c-a673-7c965a1f477d', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content='.', id='run-52a04e18-0e5a-4214-8c19-10a7187a7358')}, 'parent_ids': []}\n", - "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '52a04e18-0e5a-4214-8c19-10a7187a7358', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:be2bd90c-1f34-2b3c-a673-7c965a1f477d', 'checkpoint_ns': 'answer_rag:be2bd90c-1f34-2b3c-a673-7c965a1f477d', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content='', response_metadata={'finish_reason': 'stop'}, id='run-52a04e18-0e5a-4214-8c19-10a7187a7358')}, 'parent_ids': []}\n" + "{'event': 'on_chain_start', 'name': 'categorize_intent', 'run_id': '3ad80670-fa9e-4964-9961-f61d3d51b31b', 'tags': ['graph:step:1'], 'metadata': {'langgraph_step': 1, 'langgraph_node': 'categorize_intent', 'langgraph_triggers': ['start:categorize_intent'], 'langgraph_path': ('__pregel_pull', 'categorize_intent'), 'langgraph_checkpoint_ns': 'categorize_intent:60ee815d-ddc7-53f9-ee31-896198d632db'}, 'data': {'input': {'user_input': \"I am not really sure what you mean. What role do cloud formations play in modulating the Earth's radiative balance, and how are they represented in current climate models?\", 'audience': 'expert'}}, 'parent_ids': []}\n", + "{'event': 'on_chain_start', 'name': 'categorize_intent', 'run_id': '3ad80670-fa9e-4964-9961-f61d3d51b31b', 'tags': ['graph:step:1'], 'metadata': {'langgraph_step': 1, 'langgraph_node': 'categorize_intent', 'langgraph_triggers': ['start:categorize_intent'], 'langgraph_path': ('__pregel_pull', 'categorize_intent'), 'langgraph_checkpoint_ns': 'categorize_intent:60ee815d-ddc7-53f9-ee31-896198d632db'}, 'data': {'input': {'user_input': \"I am not really sure what you mean. 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What role do cloud formations play in modulating the Earth's radiative balance, and how are they represented in current climate models?\"}}, 'parent_ids': []}\n", + "{'event': 'on_chain_stream', 'name': 'categorize_intent', 'run_id': '3ad80670-fa9e-4964-9961-f61d3d51b31b', 'tags': ['graph:step:1'], 'metadata': {'langgraph_step': 1, 'langgraph_node': 'categorize_intent', 'langgraph_triggers': ['start:categorize_intent'], 'langgraph_path': ('__pregel_pull', 'categorize_intent'), 'langgraph_checkpoint_ns': 'categorize_intent:60ee815d-ddc7-53f9-ee31-896198d632db'}, 'data': {'chunk': {'intent': 'search', 'language': 'English', 'query': \"I am not really sure what you mean. What role do cloud formations play in modulating the Earth's radiative balance, and how are they represented in current climate models?\"}}, 'parent_ids': []}\n", + "{'event': 'on_chain_end', 'name': 'categorize_intent', 'run_id': '3ad80670-fa9e-4964-9961-f61d3d51b31b', 'tags': ['graph:step:1'], 'metadata': {'langgraph_step': 1, 'langgraph_node': 'categorize_intent', 'langgraph_triggers': ['start:categorize_intent'], 'langgraph_path': ('__pregel_pull', 'categorize_intent'), 'langgraph_checkpoint_ns': 'categorize_intent:60ee815d-ddc7-53f9-ee31-896198d632db'}, 'data': {'input': {'user_input': \"I am not really sure what you mean. What role do cloud formations play in modulating the Earth's radiative balance, and how are they represented in current climate models?\", 'audience': 'expert'}, 'output': {'intent': 'search', 'language': 'English', 'query': \"I am not really sure what you mean. What role do cloud formations play in modulating the Earth's radiative balance, and how are they represented in current climate models?\"}}, 'parent_ids': []}\n", + "{'event': 'on_chain_end', 'name': 'categorize_intent', 'run_id': '3ad80670-fa9e-4964-9961-f61d3d51b31b', 'tags': ['graph:step:1'], 'metadata': {'langgraph_step': 1, 'langgraph_node': 'categorize_intent', 'langgraph_triggers': ['start:categorize_intent'], 'langgraph_path': ('__pregel_pull', 'categorize_intent'), 'langgraph_checkpoint_ns': 'categorize_intent:60ee815d-ddc7-53f9-ee31-896198d632db'}, 'data': {'input': {'user_input': \"I am not really sure what you mean. What role do cloud formations play in modulating the Earth's radiative balance, and how are they represented in current climate models?\", 'audience': 'expert'}, 'output': {'intent': 'search', 'language': 'English', 'query': \"I am not really sure what you mean. What role do cloud formations play in modulating the Earth's radiative balance, and how are they represented in current climate models?\"}}, 'parent_ids': []}\n" ] } ], @@ -1657,7 +1359,9 @@ " # if event[\"name\"] == \"transform_query\": #display steps\n", " # print(event)\n", " \n", - " if event[\"name\"] != \"transform_query\" and event[\"event\"] == \"on_chat_model_stream\":\n", + " # if event[\"name\"] != \"transform_query\" and event[\"event\"] == \"on_chat_model_stream\":\n", + " # print(event)\n", + " if event[\"name\"] == \"categorize_intent\":\n", " print(event)" ] },