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": 1, + "execution_count": 6, "id": "07f255d7", "metadata": { "tags": [] @@ -14,7 +14,7 @@ "True" ] }, - "execution_count": 1, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" } @@ -46,7 +46,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 7, "id": "6af1a96e", "metadata": { "tags": [] @@ -62,7 +62,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 8, "id": "a9128bfc-4b24-4b25-b7a7-68423b1124b1", "metadata": {}, "outputs": [ @@ -100,7 +100,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 9, "id": "942d2705-22dd-46cf-8c31-6daa127e4743", "metadata": {}, "outputs": [ @@ -133,7 +133,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 10, "id": "882811c8-5890-4048-8630-d052c5179d7d", "metadata": {}, "outputs": [], @@ -143,7 +143,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 11, "id": "51aed81d-860b-409a-bae0-f0e1eeb0f120", "metadata": {}, "outputs": [ @@ -153,7 +153,7 @@ "False" ] }, - "execution_count": 6, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" } @@ -1200,7 +1200,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 12, "id": "b91f4f58", "metadata": {}, "outputs": [], @@ -1212,7 +1212,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 13, "id": "c3c70cdb", "metadata": {}, "outputs": [ @@ -1239,7 +1239,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 20, "id": "05ead97d", "metadata": {}, "outputs": [ @@ -1253,16 +1253,16 @@ "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 305ebcef-8b5d-422d-9a70-6b158eb9550c.')\n", - "WARNING:langchain_core.callbacks.manager:Error in LangChainTracer.on_chain_end callback: TracerException('No indexed run ID 305ebcef-8b5d-422d-9a70-6b158eb9550c.')\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_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 64055226-08ae-4fc8-ae78-fac298a25820.')\n", - "WARNING:langchain_core.callbacks.manager:Error in LangChainTracer.on_chain_end callback: TracerException('No indexed run ID 64055226-08ae-4fc8-ae78-fac298a25820.')\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_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 d16e859e-f15b-49fb-8e3b-4f8bcde9a629.')\n", - "WARNING:langchain_core.callbacks.manager:Error in LangChainTracer.on_chain_end callback: TracerException('No indexed run ID d16e859e-f15b-49fb-8e3b-4f8bcde9a629.')\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", "INFO:httpx:HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n" ] }, @@ -1272,11 +1272,11 @@ "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, the Effective Climate Sensitivity (ECS) is a key metric that includes the net result of the model's effective radiative forcing from a doubling of CO2 and the sum of individual feedbacks, including cloud feedbacks. The ECS is influenced by the response of low-level clouds, which are small-scale and shallow formations. The representation of these clouds in climate models relies on sub-grid-scale parametrizations, which determine how these clouds interact with radiation and affect the Earth's energy balance.\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", "\n", - "Despite efforts to improve parametrizations and model resolution, 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 ongoing challenges in accurately representing cloud formations and their impact on the Earth's radiative balance in climate models [Doc 7]. \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", "\n", - "Overall, while current climate models have made advancements in representing physical, chemical, and biological processes, including cloud formations, there are still uncertainties and challenges in accurately capturing the complexities of cloud feedbacks and their role in modulating the Earth's radiative balance." + "[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." ] } ], @@ -1292,15 +1292,29 @@ " if event[\"event\"] == \"on_chat_model_stream\":\n", " token = event[\"data\"][\"chunk\"].content\n", " print(token,end = \"\")\n", - " # else :\n", - " # events_list.append(event)\n", + " else :\n", + " events_list.append(event)\n", " # print(event)\n", " # print(\"\")" ] }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 15, + "id": "4aa3d0c7", + "metadata": {}, + "outputs": [], + "source": [ + "steps_display = {\n", + " \"categorize_intent\":(\"🔄️ Analyzing user message\",True),\n", + " \"transform_query\":(\"🔄️ Thinking step by step to answer the question\",True),\n", + " \"retrieve_documents\":(\"🔄️ Searching in the knowledge base\",False),\n", + "}" + ] + }, + { + "cell_type": "code", + "execution_count": 27, "id": "ad6b4819", "metadata": {}, "outputs": [ @@ -1308,1263 +1322,320 @@ "name": "stdout", "output_type": "stream", "text": [ - "on_chain_start name LangGraph\n", - "node : __start__ event on_chain_start name __start__\n", - "on_chain_start name __start__\n", - "node : __start__ event on_chain_end name __start__\n", - "on_chain_end name __start__\n", - "node : categorize_intent event on_chain_start name categorize_intent\n", - "on_chain_start name categorize_intent\n", - "node : categorize_intent event on_chain_start name RunnableSequence\n", - "on_chain_start name RunnableSequence\n", - "node : categorize_intent event on_prompt_start name ChatPromptTemplate\n", - "on_prompt_start name ChatPromptTemplate\n", - "node : categorize_intent event on_prompt_end name ChatPromptTemplate\n", - "on_prompt_end name ChatPromptTemplate\n", - "node : categorize_intent event on_chat_model_start name ChatOpenAI\n", - "on_chat_model_start name ChatOpenAI\n", - "node : categorize_intent event on_chat_model_stream name ChatOpenAI\n", - "on_chat_model_stream name ChatOpenAI\n", - "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '225a870f-5358-4a54-a144-cb9fd5c5187a', '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:fb6b96f9-6a55-bf5d-f756-3d32d8647762', 'checkpoint_ns': 'categorize_intent:fb6b96f9-6a55-bf5d-f756-3d32d8647762', '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-225a870f-5358-4a54-a144-cb9fd5c5187a')}, 'parent_ids': []}\n", - "node : categorize_intent event on_chat_model_stream name ChatOpenAI\n", - "on_chat_model_stream name ChatOpenAI\n", - "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '225a870f-5358-4a54-a144-cb9fd5c5187a', '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:fb6b96f9-6a55-bf5d-f756-3d32d8647762', 'checkpoint_ns': 'categorize_intent:fb6b96f9-6a55-bf5d-f756-3d32d8647762', '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-225a870f-5358-4a54-a144-cb9fd5c5187a')}, 'parent_ids': []}\n", - "node : categorize_intent event on_chat_model_stream name ChatOpenAI\n", - "on_chat_model_stream name ChatOpenAI\n", - "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '225a870f-5358-4a54-a144-cb9fd5c5187a', '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:fb6b96f9-6a55-bf5d-f756-3d32d8647762', 'checkpoint_ns': 'categorize_intent:fb6b96f9-6a55-bf5d-f756-3d32d8647762', '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-225a870f-5358-4a54-a144-cb9fd5c5187a')}, 'parent_ids': []}\n", - "node : categorize_intent event on_chat_model_stream name ChatOpenAI\n", - "on_chat_model_stream name ChatOpenAI\n", - "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '225a870f-5358-4a54-a144-cb9fd5c5187a', '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:fb6b96f9-6a55-bf5d-f756-3d32d8647762', 'checkpoint_ns': 'categorize_intent:fb6b96f9-6a55-bf5d-f756-3d32d8647762', '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-225a870f-5358-4a54-a144-cb9fd5c5187a')}, 'parent_ids': []}\n", - "node : categorize_intent event on_chat_model_stream name ChatOpenAI\n", - "on_chat_model_stream name ChatOpenAI\n", - "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '225a870f-5358-4a54-a144-cb9fd5c5187a', '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:fb6b96f9-6a55-bf5d-f756-3d32d8647762', 'checkpoint_ns': 'categorize_intent:fb6b96f9-6a55-bf5d-f756-3d32d8647762', '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-225a870f-5358-4a54-a144-cb9fd5c5187a')}, 'parent_ids': []}\n", - "node : categorize_intent event on_chat_model_stream name ChatOpenAI\n", - "on_chat_model_stream name ChatOpenAI\n", - "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '225a870f-5358-4a54-a144-cb9fd5c5187a', '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:fb6b96f9-6a55-bf5d-f756-3d32d8647762', 'checkpoint_ns': 'categorize_intent:fb6b96f9-6a55-bf5d-f756-3d32d8647762', '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-225a870f-5358-4a54-a144-cb9fd5c5187a')}, 'parent_ids': []}\n", - "node : categorize_intent event on_chat_model_stream name ChatOpenAI\n", - "on_chat_model_stream name ChatOpenAI\n", - "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '225a870f-5358-4a54-a144-cb9fd5c5187a', '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:fb6b96f9-6a55-bf5d-f756-3d32d8647762', 'checkpoint_ns': 'categorize_intent:fb6b96f9-6a55-bf5d-f756-3d32d8647762', '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-225a870f-5358-4a54-a144-cb9fd5c5187a')}, 'parent_ids': []}\n", - "node : categorize_intent event on_chat_model_end name ChatOpenAI\n", - "on_chat_model_end name ChatOpenAI\n", - "node : categorize_intent event on_parser_start name JsonOutputFunctionsParser\n", - "on_parser_start name JsonOutputFunctionsParser\n", - "node : categorize_intent event on_parser_end name JsonOutputFunctionsParser\n", - "on_parser_end name JsonOutputFunctionsParser\n", - "node : categorize_intent event on_chain_end name RunnableSequence\n", - "on_chain_end name RunnableSequence\n", - "node : categorize_intent event on_chain_start name _write\n", - "on_chain_start name _write\n", - "node : categorize_intent event on_chain_end name _write\n", - "on_chain_end name _write\n", - "node : categorize_intent event on_chain_start name route_intent\n", - "on_chain_start name route_intent\n", - "node : categorize_intent event on_chain_end name route_intent\n", - "on_chain_end name route_intent\n", - "node : categorize_intent event on_chain_stream name categorize_intent\n", - "on_chain_stream name categorize_intent\n", - "node : categorize_intent event on_chain_end name categorize_intent\n", - "on_chain_end name categorize_intent\n", - "on_chain_stream name LangGraph\n", - "node : search event on_chain_start name search\n", - "on_chain_start name search\n", - "node : search event on_chain_start name _write\n", - "on_chain_start name _write\n", - "node : search event on_chain_end name _write\n", - "on_chain_end name _write\n", - "node : search event on_chain_start name route_translation\n", - "on_chain_start name route_translation\n", - "node : search event on_chain_end name route_translation\n", - "on_chain_end name route_translation\n", - "node : search event on_chain_stream name search\n", - "on_chain_stream name search\n", - "node : search event on_chain_end name search\n", - "on_chain_end name search\n", - "on_chain_stream name LangGraph\n", - "node : transform_query event on_chain_start name transform_query\n", - "on_chain_start name transform_query\n", - "node : transform_query event on_chain_start name RunnableSequence\n", - "on_chain_start name RunnableSequence\n", - "node : transform_query event on_prompt_start name ChatPromptTemplate\n", - "on_prompt_start name ChatPromptTemplate\n", - "node : transform_query event on_prompt_end name ChatPromptTemplate\n", - "on_prompt_end name ChatPromptTemplate\n", - "node : transform_query event on_chat_model_start name ChatOpenAI\n", - "on_chat_model_start name ChatOpenAI\n", - "node : transform_query event on_chat_model_stream name ChatOpenAI\n", - "on_chat_model_stream name ChatOpenAI\n", - "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': 'aa16d01e-5e8f-4932-9495-30bbba839f2c', '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:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', 'checkpoint_ns': 'transform_query:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', '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-aa16d01e-5e8f-4932-9495-30bbba839f2c')}, 'parent_ids': []}\n", - "node : transform_query event on_chat_model_stream name ChatOpenAI\n", - "on_chat_model_stream name ChatOpenAI\n", - "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': 'aa16d01e-5e8f-4932-9495-30bbba839f2c', '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:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', 'checkpoint_ns': 'transform_query:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', '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-aa16d01e-5e8f-4932-9495-30bbba839f2c')}, 'parent_ids': []}\n", - "node : transform_query event on_chat_model_stream name ChatOpenAI\n", - "on_chat_model_stream name ChatOpenAI\n", - "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': 'aa16d01e-5e8f-4932-9495-30bbba839f2c', '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:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', 'checkpoint_ns': 'transform_query:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', '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': 'questions', 'name': ''}}, id='run-aa16d01e-5e8f-4932-9495-30bbba839f2c')}, 'parent_ids': []}\n", - "node : transform_query event on_chat_model_stream name ChatOpenAI\n", - "on_chat_model_stream name ChatOpenAI\n", - "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': 'aa16d01e-5e8f-4932-9495-30bbba839f2c', '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:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', 'checkpoint_ns': 'transform_query:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', '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-aa16d01e-5e8f-4932-9495-30bbba839f2c')}, 'parent_ids': []}\n", - "node : transform_query event on_chat_model_stream name ChatOpenAI\n", - "on_chat_model_stream name ChatOpenAI\n", - "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': 'aa16d01e-5e8f-4932-9495-30bbba839f2c', '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:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', 'checkpoint_ns': 'transform_query:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', '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': 'What', 'name': ''}}, id='run-aa16d01e-5e8f-4932-9495-30bbba839f2c')}, 'parent_ids': []}\n", - "node : transform_query event on_chat_model_stream name ChatOpenAI\n", - "on_chat_model_stream name ChatOpenAI\n", - "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': 'aa16d01e-5e8f-4932-9495-30bbba839f2c', '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:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', 'checkpoint_ns': 'transform_query:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', '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': ' role', 'name': ''}}, id='run-aa16d01e-5e8f-4932-9495-30bbba839f2c')}, 'parent_ids': []}\n", - "node : transform_query event on_chat_model_stream name ChatOpenAI\n", - "on_chat_model_stream name ChatOpenAI\n", - "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': 'aa16d01e-5e8f-4932-9495-30bbba839f2c', '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:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', 'checkpoint_ns': 'transform_query:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', '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': ' do', 'name': ''}}, id='run-aa16d01e-5e8f-4932-9495-30bbba839f2c')}, 'parent_ids': []}\n", - "node : transform_query event on_chat_model_stream name ChatOpenAI\n", - "on_chat_model_stream name ChatOpenAI\n", - "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': 'aa16d01e-5e8f-4932-9495-30bbba839f2c', '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:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', 'checkpoint_ns': 'transform_query:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', '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': ' cloud', 'name': ''}}, id='run-aa16d01e-5e8f-4932-9495-30bbba839f2c')}, 'parent_ids': []}\n", - "node : transform_query event on_chat_model_stream name ChatOpenAI\n", - "on_chat_model_stream name ChatOpenAI\n", - "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': 'aa16d01e-5e8f-4932-9495-30bbba839f2c', '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:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', 'checkpoint_ns': 'transform_query:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', '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': ' formations', 'name': ''}}, id='run-aa16d01e-5e8f-4932-9495-30bbba839f2c')}, 'parent_ids': []}\n", - "node : transform_query event on_chat_model_stream name ChatOpenAI\n", - "on_chat_model_stream name ChatOpenAI\n", - "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': 'aa16d01e-5e8f-4932-9495-30bbba839f2c', '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:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', 'checkpoint_ns': 'transform_query:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', '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': ' play', 'name': ''}}, id='run-aa16d01e-5e8f-4932-9495-30bbba839f2c')}, 'parent_ids': []}\n", - "node : transform_query event on_chat_model_stream name ChatOpenAI\n", - "on_chat_model_stream name ChatOpenAI\n", - "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': 'aa16d01e-5e8f-4932-9495-30bbba839f2c', '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:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', 'checkpoint_ns': 'transform_query:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', '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': ' in', 'name': ''}}, id='run-aa16d01e-5e8f-4932-9495-30bbba839f2c')}, 'parent_ids': []}\n", - "node : transform_query event on_chat_model_stream name ChatOpenAI\n", - "on_chat_model_stream name ChatOpenAI\n", - "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': 'aa16d01e-5e8f-4932-9495-30bbba839f2c', '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:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', 'checkpoint_ns': 'transform_query:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', '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': ' mod', 'name': ''}}, id='run-aa16d01e-5e8f-4932-9495-30bbba839f2c')}, 'parent_ids': []}\n", - "node : transform_query event on_chat_model_stream name ChatOpenAI\n", - "on_chat_model_stream name ChatOpenAI\n", - "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': 'aa16d01e-5e8f-4932-9495-30bbba839f2c', '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:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', 'checkpoint_ns': 'transform_query:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', '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': 'ulating', 'name': ''}}, id='run-aa16d01e-5e8f-4932-9495-30bbba839f2c')}, 'parent_ids': []}\n", - "node : transform_query event on_chat_model_stream name ChatOpenAI\n", - "on_chat_model_stream name ChatOpenAI\n", - "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': 'aa16d01e-5e8f-4932-9495-30bbba839f2c', '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:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', 'checkpoint_ns': 'transform_query:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', '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': ' the', 'name': ''}}, id='run-aa16d01e-5e8f-4932-9495-30bbba839f2c')}, 'parent_ids': []}\n", - "node : transform_query event on_chat_model_stream name ChatOpenAI\n", - "on_chat_model_stream name ChatOpenAI\n", - "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': 'aa16d01e-5e8f-4932-9495-30bbba839f2c', '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:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', 'checkpoint_ns': 'transform_query:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', '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': ' Earth', 'name': ''}}, id='run-aa16d01e-5e8f-4932-9495-30bbba839f2c')}, 'parent_ids': []}\n", - "node : transform_query event on_chat_model_stream name ChatOpenAI\n", - "on_chat_model_stream name ChatOpenAI\n", - "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': 'aa16d01e-5e8f-4932-9495-30bbba839f2c', '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:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', 'checkpoint_ns': 'transform_query:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', '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': \"'s\", 'name': ''}}, id='run-aa16d01e-5e8f-4932-9495-30bbba839f2c')}, 'parent_ids': []}\n", - "node : transform_query event on_chat_model_stream name ChatOpenAI\n", - "on_chat_model_stream name ChatOpenAI\n", - "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': 'aa16d01e-5e8f-4932-9495-30bbba839f2c', '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:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', 'checkpoint_ns': 'transform_query:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', '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': ' radi', 'name': ''}}, id='run-aa16d01e-5e8f-4932-9495-30bbba839f2c')}, 'parent_ids': []}\n", - "node : transform_query event on_chat_model_stream name ChatOpenAI\n", - "on_chat_model_stream name ChatOpenAI\n", - "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': 'aa16d01e-5e8f-4932-9495-30bbba839f2c', '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:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', 'checkpoint_ns': 'transform_query:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', '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': 'ative', 'name': ''}}, id='run-aa16d01e-5e8f-4932-9495-30bbba839f2c')}, 'parent_ids': []}\n", - "node : transform_query event on_chat_model_stream name ChatOpenAI\n", - "on_chat_model_stream name ChatOpenAI\n", - "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': 'aa16d01e-5e8f-4932-9495-30bbba839f2c', '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:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', 'checkpoint_ns': 'transform_query:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', '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': ' balance', 'name': ''}}, id='run-aa16d01e-5e8f-4932-9495-30bbba839f2c')}, 'parent_ids': []}\n", - "node : transform_query event on_chat_model_stream name ChatOpenAI\n", - "on_chat_model_stream name ChatOpenAI\n", - "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': 'aa16d01e-5e8f-4932-9495-30bbba839f2c', '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:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', 'checkpoint_ns': 'transform_query:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', '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-aa16d01e-5e8f-4932-9495-30bbba839f2c')}, 'parent_ids': []}\n", - "node : transform_query event on_chat_model_stream name ChatOpenAI\n", - "on_chat_model_stream name ChatOpenAI\n", - "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': 'aa16d01e-5e8f-4932-9495-30bbba839f2c', '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:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', 'checkpoint_ns': 'transform_query:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', '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-aa16d01e-5e8f-4932-9495-30bbba839f2c')}, 'parent_ids': []}\n", - "node : transform_query event on_chat_model_stream name ChatOpenAI\n", - "on_chat_model_stream name ChatOpenAI\n", - "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': 'aa16d01e-5e8f-4932-9495-30bbba839f2c', '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:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', 'checkpoint_ns': 'transform_query:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', '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': 'How', 'name': ''}}, id='run-aa16d01e-5e8f-4932-9495-30bbba839f2c')}, 'parent_ids': []}\n", - "node : transform_query event on_chat_model_stream name ChatOpenAI\n", - "on_chat_model_stream name ChatOpenAI\n", - "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': 'aa16d01e-5e8f-4932-9495-30bbba839f2c', '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:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', 'checkpoint_ns': 'transform_query:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', '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': ' are', 'name': ''}}, id='run-aa16d01e-5e8f-4932-9495-30bbba839f2c')}, 'parent_ids': []}\n", - "node : transform_query event on_chat_model_stream name ChatOpenAI\n", - "on_chat_model_stream name ChatOpenAI\n", - "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': 'aa16d01e-5e8f-4932-9495-30bbba839f2c', '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:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', 'checkpoint_ns': 'transform_query:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', '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': ' cloud', 'name': ''}}, id='run-aa16d01e-5e8f-4932-9495-30bbba839f2c')}, 'parent_ids': []}\n", - "node : transform_query event on_chat_model_stream name ChatOpenAI\n", - "on_chat_model_stream name ChatOpenAI\n", - "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': 'aa16d01e-5e8f-4932-9495-30bbba839f2c', '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:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', 'checkpoint_ns': 'transform_query:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', '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': ' formations', 'name': ''}}, id='run-aa16d01e-5e8f-4932-9495-30bbba839f2c')}, 'parent_ids': []}\n", - "node : transform_query event on_chat_model_stream name ChatOpenAI\n", - "on_chat_model_stream name ChatOpenAI\n", - "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': 'aa16d01e-5e8f-4932-9495-30bbba839f2c', '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:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', 'checkpoint_ns': 'transform_query:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', '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': ' represented', 'name': ''}}, id='run-aa16d01e-5e8f-4932-9495-30bbba839f2c')}, 'parent_ids': []}\n", - "node : transform_query event on_chat_model_stream name ChatOpenAI\n", - "on_chat_model_stream name ChatOpenAI\n", - "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': 'aa16d01e-5e8f-4932-9495-30bbba839f2c', '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:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', 'checkpoint_ns': 'transform_query:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', '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': ' in', 'name': ''}}, id='run-aa16d01e-5e8f-4932-9495-30bbba839f2c')}, 'parent_ids': []}\n", - "node : transform_query event on_chat_model_stream name ChatOpenAI\n", - "on_chat_model_stream name ChatOpenAI\n", - "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': 'aa16d01e-5e8f-4932-9495-30bbba839f2c', '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:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', 'checkpoint_ns': 'transform_query:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', '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': ' current', 'name': ''}}, id='run-aa16d01e-5e8f-4932-9495-30bbba839f2c')}, 'parent_ids': []}\n", - "node : transform_query event on_chat_model_stream name ChatOpenAI\n", - "on_chat_model_stream name ChatOpenAI\n", - "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': 'aa16d01e-5e8f-4932-9495-30bbba839f2c', '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:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', 'checkpoint_ns': 'transform_query:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', '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': ' climate', 'name': ''}}, id='run-aa16d01e-5e8f-4932-9495-30bbba839f2c')}, 'parent_ids': []}\n", - "node : transform_query event on_chat_model_stream name ChatOpenAI\n", - "on_chat_model_stream name ChatOpenAI\n", - "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': 'aa16d01e-5e8f-4932-9495-30bbba839f2c', '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:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', 'checkpoint_ns': 'transform_query:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', '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': ' models', 'name': ''}}, id='run-aa16d01e-5e8f-4932-9495-30bbba839f2c')}, 'parent_ids': []}\n", - "node : transform_query event on_chat_model_stream name ChatOpenAI\n", - "on_chat_model_stream name ChatOpenAI\n", - "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': 'aa16d01e-5e8f-4932-9495-30bbba839f2c', '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:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', 'checkpoint_ns': 'transform_query:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', '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-aa16d01e-5e8f-4932-9495-30bbba839f2c')}, 'parent_ids': []}\n", - "node : transform_query event on_chat_model_stream name ChatOpenAI\n", - "on_chat_model_stream name ChatOpenAI\n", - "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': 'aa16d01e-5e8f-4932-9495-30bbba839f2c', '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:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', 'checkpoint_ns': 'transform_query:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', '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-aa16d01e-5e8f-4932-9495-30bbba839f2c')}, 'parent_ids': []}\n", - "node : transform_query event on_chat_model_stream name ChatOpenAI\n", - "on_chat_model_stream name ChatOpenAI\n", - "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': 'aa16d01e-5e8f-4932-9495-30bbba839f2c', '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:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', 'checkpoint_ns': 'transform_query:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', '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-aa16d01e-5e8f-4932-9495-30bbba839f2c')}, 'parent_ids': []}\n", - "node : transform_query event on_chat_model_end name ChatOpenAI\n", - "on_chat_model_end name ChatOpenAI\n", - "node : transform_query event on_parser_start name JsonOutputFunctionsParser\n", - "on_parser_start name JsonOutputFunctionsParser\n", - "node : transform_query event on_parser_end name JsonOutputFunctionsParser\n", - "on_parser_end name JsonOutputFunctionsParser\n", - "node : transform_query event on_chain_end name RunnableSequence\n", - "on_chain_end name RunnableSequence\n", - "node : transform_query event on_chain_start name RunnableSequence\n", - "on_chain_start name RunnableSequence\n", - "node : transform_query event on_prompt_start name ChatPromptTemplate\n", - "on_prompt_start name ChatPromptTemplate\n", - "node : transform_query event on_prompt_end name ChatPromptTemplate\n", - "on_prompt_end name ChatPromptTemplate\n", - "node : transform_query event on_chat_model_start name ChatOpenAI\n", - "on_chat_model_start name ChatOpenAI\n", - "node : transform_query event on_chat_model_stream name ChatOpenAI\n", - "on_chat_model_stream name ChatOpenAI\n", - "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '04c7f0c8-43b2-4040-9871-3217b9c68b80', '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:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', 'checkpoint_ns': 'transform_query:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', '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': 'QueryAnalysis'}}, id='run-04c7f0c8-43b2-4040-9871-3217b9c68b80')}, 'parent_ids': []}\n", - "node : transform_query event on_chat_model_stream name ChatOpenAI\n", - "on_chat_model_stream name ChatOpenAI\n", - "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '04c7f0c8-43b2-4040-9871-3217b9c68b80', '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:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', 'checkpoint_ns': 'transform_query:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', '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-04c7f0c8-43b2-4040-9871-3217b9c68b80')}, 'parent_ids': []}\n", - "node : transform_query event on_chat_model_stream name ChatOpenAI\n", - "on_chat_model_stream name ChatOpenAI\n", - "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '04c7f0c8-43b2-4040-9871-3217b9c68b80', '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:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', 'checkpoint_ns': 'transform_query:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', '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': 'sources', 'name': ''}}, id='run-04c7f0c8-43b2-4040-9871-3217b9c68b80')}, 'parent_ids': []}\n", - "node : transform_query event on_chat_model_stream name ChatOpenAI\n", - "on_chat_model_stream name ChatOpenAI\n", - "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '04c7f0c8-43b2-4040-9871-3217b9c68b80', '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:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', 'checkpoint_ns': 'transform_query:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', '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-04c7f0c8-43b2-4040-9871-3217b9c68b80')}, 'parent_ids': []}\n", - "node : transform_query event on_chat_model_stream name ChatOpenAI\n", - "on_chat_model_stream name ChatOpenAI\n", - "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '04c7f0c8-43b2-4040-9871-3217b9c68b80', '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:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', 'checkpoint_ns': 'transform_query:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', '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': 'IP', 'name': ''}}, id='run-04c7f0c8-43b2-4040-9871-3217b9c68b80')}, 'parent_ids': []}\n", - "node : transform_query event on_chat_model_stream name ChatOpenAI\n", - "on_chat_model_stream name ChatOpenAI\n", - "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '04c7f0c8-43b2-4040-9871-3217b9c68b80', '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:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', 'checkpoint_ns': 'transform_query:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', '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': 'CC', 'name': ''}}, id='run-04c7f0c8-43b2-4040-9871-3217b9c68b80')}, 'parent_ids': []}\n", - "node : transform_query event on_chat_model_stream name ChatOpenAI\n", - "on_chat_model_stream name ChatOpenAI\n", - "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '04c7f0c8-43b2-4040-9871-3217b9c68b80', '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:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', 'checkpoint_ns': 'transform_query:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', '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-04c7f0c8-43b2-4040-9871-3217b9c68b80')}, 'parent_ids': []}\n", - "node : transform_query event on_chat_model_stream name ChatOpenAI\n", - "on_chat_model_stream name ChatOpenAI\n", - "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '04c7f0c8-43b2-4040-9871-3217b9c68b80', '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:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', 'checkpoint_ns': 'transform_query:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', '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-04c7f0c8-43b2-4040-9871-3217b9c68b80')}, 'parent_ids': []}\n", - "node : transform_query event on_chat_model_end name ChatOpenAI\n", - "on_chat_model_end name ChatOpenAI\n", - "node : transform_query event on_parser_start name JsonOutputFunctionsParser\n", - "on_parser_start name JsonOutputFunctionsParser\n", - "node : transform_query event on_parser_end name JsonOutputFunctionsParser\n", - "on_parser_end name JsonOutputFunctionsParser\n", - "node : transform_query event on_chain_end name RunnableSequence\n", - "on_chain_end name RunnableSequence\n", - "node : transform_query event on_chain_start name RunnableSequence\n", - "on_chain_start name RunnableSequence\n", - "node : transform_query event on_prompt_start name ChatPromptTemplate\n", - "on_prompt_start name ChatPromptTemplate\n", - "node : transform_query event on_prompt_end name ChatPromptTemplate\n", - "on_prompt_end name ChatPromptTemplate\n", - "node : transform_query event on_chat_model_start name ChatOpenAI\n", - "on_chat_model_start name ChatOpenAI\n", - "node : transform_query event on_chat_model_stream name ChatOpenAI\n", - "on_chat_model_stream name ChatOpenAI\n", - "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': 'fffa5643-8674-4b56-b8ab-9287765093e1', '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:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', 'checkpoint_ns': 'transform_query:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', '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': 'QueryAnalysis'}}, id='run-fffa5643-8674-4b56-b8ab-9287765093e1')}, 'parent_ids': []}\n", - "node : transform_query event on_chat_model_stream name ChatOpenAI\n", - "on_chat_model_stream name ChatOpenAI\n", - "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': 'fffa5643-8674-4b56-b8ab-9287765093e1', '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:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', 'checkpoint_ns': 'transform_query:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', '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-fffa5643-8674-4b56-b8ab-9287765093e1')}, 'parent_ids': []}\n", - "node : transform_query event on_chat_model_stream name ChatOpenAI\n", - "on_chat_model_stream name ChatOpenAI\n", - "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': 'fffa5643-8674-4b56-b8ab-9287765093e1', '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:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', 'checkpoint_ns': 'transform_query:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', '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': 'sources', 'name': ''}}, id='run-fffa5643-8674-4b56-b8ab-9287765093e1')}, 'parent_ids': []}\n", - "node : transform_query event on_chat_model_stream name ChatOpenAI\n", - "on_chat_model_stream name ChatOpenAI\n", - "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': 'fffa5643-8674-4b56-b8ab-9287765093e1', '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:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', 'checkpoint_ns': 'transform_query:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', '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-fffa5643-8674-4b56-b8ab-9287765093e1')}, 'parent_ids': []}\n", - "node : transform_query event on_chat_model_stream name ChatOpenAI\n", - "on_chat_model_stream name ChatOpenAI\n", - "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': 'fffa5643-8674-4b56-b8ab-9287765093e1', '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:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', 'checkpoint_ns': 'transform_query:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', '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': 'IP', 'name': ''}}, id='run-fffa5643-8674-4b56-b8ab-9287765093e1')}, 'parent_ids': []}\n", - "node : transform_query event on_chat_model_stream name ChatOpenAI\n", - "on_chat_model_stream name ChatOpenAI\n", - "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': 'fffa5643-8674-4b56-b8ab-9287765093e1', '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:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', 'checkpoint_ns': 'transform_query:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', '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': 'CC', 'name': ''}}, id='run-fffa5643-8674-4b56-b8ab-9287765093e1')}, 'parent_ids': []}\n", - "node : transform_query event on_chat_model_stream name ChatOpenAI\n", - "on_chat_model_stream name ChatOpenAI\n", - "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': 'fffa5643-8674-4b56-b8ab-9287765093e1', '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:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', 'checkpoint_ns': 'transform_query:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', '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-fffa5643-8674-4b56-b8ab-9287765093e1')}, 'parent_ids': []}\n", - "node : transform_query event on_chat_model_stream name ChatOpenAI\n", - "on_chat_model_stream name ChatOpenAI\n", - "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': 'fffa5643-8674-4b56-b8ab-9287765093e1', '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:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', 'checkpoint_ns': 'transform_query:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', '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-fffa5643-8674-4b56-b8ab-9287765093e1')}, 'parent_ids': []}\n", - "node : transform_query event on_chat_model_end name ChatOpenAI\n", - "on_chat_model_end name ChatOpenAI\n", - "node : transform_query event on_parser_start name JsonOutputFunctionsParser\n", - "on_parser_start name JsonOutputFunctionsParser\n", - "node : transform_query event on_parser_end name JsonOutputFunctionsParser\n", - "on_parser_end name JsonOutputFunctionsParser\n", - "node : transform_query event on_chain_end name RunnableSequence\n", - "on_chain_end name RunnableSequence\n", - "node : transform_query event on_chain_start name _write\n", - "on_chain_start name _write\n", - "node : transform_query event on_chain_end name _write\n", - "on_chain_end name _write\n", - "node : transform_query event on_chain_stream name transform_query\n", - "on_chain_stream name transform_query\n", - "node : transform_query event on_chain_end name transform_query\n", - "on_chain_end name transform_query\n", - "on_chain_stream name LangGraph\n", - "node : retrieve_documents event on_chain_start name retrieve_documents\n", - "on_chain_start name retrieve_documents\n", - "node : retrieve_documents event on_chain_start name retrieve_documents\n", - "on_chain_start name retrieve_documents\n", - "node : retrieve_documents event on_chain_start name log_retriever\n", - "on_chain_start name log_retriever\n", - "node : retrieve_documents event on_chain_end name log_retriever\n", - "on_chain_end name log_retriever\n", - "node : retrieve_documents event on_retriever_start name ClimateQARetriever\n", - "on_retriever_start name ClimateQARetriever\n", - "node : retrieve_documents event on_retriever_end name ClimateQARetriever\n", - "on_retriever_end name ClimateQARetriever\n", - "node : retrieve_documents event on_chain_stream name retrieve_documents\n", - "on_chain_stream name retrieve_documents\n", - "node : retrieve_documents event on_chain_end name retrieve_documents\n", - "on_chain_end name retrieve_documents\n", - "node : retrieve_documents event on_chain_start name _write\n", - "on_chain_start name _write\n", - "node : retrieve_documents event on_chain_end name _write\n", - "on_chain_end name _write\n", - "node : retrieve_documents event on_chain_stream name retrieve_documents\n", - "on_chain_stream name retrieve_documents\n", - "node : retrieve_documents event on_chain_end name retrieve_documents\n", - "on_chain_end name retrieve_documents\n", - "on_chain_stream name LangGraph\n", - "node : retrieve_documents event on_chain_start name retrieve_documents\n", - "on_chain_start name retrieve_documents\n", - "node : retrieve_documents event on_chain_start name retrieve_documents\n", - "on_chain_start name retrieve_documents\n", - "node : retrieve_documents event on_chain_start name log_retriever\n", - "on_chain_start name log_retriever\n", - "node : retrieve_documents event on_chain_end name log_retriever\n", - "on_chain_end name log_retriever\n", - "node : retrieve_documents event on_retriever_start name ClimateQARetriever\n", - "on_retriever_start name ClimateQARetriever\n", - "node : retrieve_documents event on_retriever_end name ClimateQARetriever\n", - "on_retriever_end name ClimateQARetriever\n", - "node : retrieve_documents event on_chain_stream name retrieve_documents\n", - "on_chain_stream name retrieve_documents\n", - "node : retrieve_documents event on_chain_end name retrieve_documents\n", - "on_chain_end name retrieve_documents\n", - "node : retrieve_documents event on_chain_start name _write\n", - "on_chain_start name _write\n", - "node : retrieve_documents event on_chain_end name _write\n", - "on_chain_end name _write\n", - "node : retrieve_documents event on_chain_stream name retrieve_documents\n", - "on_chain_stream name retrieve_documents\n", - "node : retrieve_documents event on_chain_end name retrieve_documents\n", - "on_chain_end name retrieve_documents\n", - "on_chain_stream name LangGraph\n", - "node : answer_search event on_chain_start name answer_search\n", - "on_chain_start name answer_search\n", - "node : answer_search event on_chain_start name _write\n", - "on_chain_start name _write\n", - "node : answer_search event on_chain_end name _write\n", - "on_chain_end name _write\n", - "node : answer_search event on_chain_stream name answer_search\n", - "on_chain_stream name answer_search\n", - "node : answer_search event on_chain_end name answer_search\n", - "on_chain_end name answer_search\n", - "on_chain_stream name LangGraph\n", - "node : answer_rag event on_chain_start name answer_rag\n", - "on_chain_start name answer_rag\n", - "node : answer_rag event on_chain_start name RunnableSequence\n", - "on_chain_start name RunnableSequence\n", - "node : answer_rag event on_chain_start name RunnableParallel\n", - "on_chain_start name RunnableParallel\n", - "node : answer_rag event on_chain_start name RunnableLambda\n", - "on_chain_start name RunnableLambda\n", - "node : answer_rag event on_chain_start name RunnableLambda\n", - "on_chain_start name RunnableLambda\n", - "node : answer_rag event on_chain_start name RunnableLambda\n", - "on_chain_start name RunnableLambda\n", - "node : answer_rag event on_chain_start name RunnableLambda\n", - "on_chain_start name RunnableLambda\n", - "node : answer_rag event on_chain_end name RunnableLambda\n", - "on_chain_end name RunnableLambda\n", - "node : answer_rag event on_chain_end name RunnableLambda\n", - "on_chain_end name RunnableLambda\n", - "node : answer_rag event on_chain_end name RunnableLambda\n", - "on_chain_end name RunnableLambda\n", - "node : answer_rag event on_chain_end name RunnableLambda\n", - "on_chain_end name RunnableLambda\n", - "node : answer_rag event on_chain_end name RunnableParallel\n", - "on_chain_end name RunnableParallel\n", - "node : answer_rag event on_prompt_start name ChatPromptTemplate\n", - "on_prompt_start name ChatPromptTemplate\n", - "node : answer_rag event on_prompt_end name ChatPromptTemplate\n", - "on_prompt_end name ChatPromptTemplate\n", - "node : answer_rag event on_chat_model_start name ChatOpenAI\n", - "on_chat_model_start name ChatOpenAI\n", - "node : answer_rag event on_chat_model_stream name ChatOpenAI\n", - "on_chat_model_stream name ChatOpenAI\n", - "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', '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:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', '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-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n", - "node : answer_rag event on_chat_model_stream name ChatOpenAI\n", - "on_chat_model_stream name ChatOpenAI\n", - "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', '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:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', '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='Cloud', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n", - "node : answer_rag event on_chat_model_stream name ChatOpenAI\n", - "on_chat_model_stream name ChatOpenAI\n", - "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', '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:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', '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=' formations', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n", - "node : answer_rag event on_chat_model_stream name ChatOpenAI\n", - "on_chat_model_stream name ChatOpenAI\n", - "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', '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:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', '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=' play', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n", - "node : answer_rag event on_chat_model_stream name ChatOpenAI\n", - "on_chat_model_stream name ChatOpenAI\n", - "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', '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:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', '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=' a', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n", - "node : answer_rag event on_chat_model_stream name ChatOpenAI\n", - "on_chat_model_stream name ChatOpenAI\n", - "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', '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:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 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name ChatOpenAI\n", - "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', '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:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', '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=' the', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n", - "node : answer_rag event on_chat_model_stream name ChatOpenAI\n", - "on_chat_model_stream name ChatOpenAI\n", - "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', '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:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', '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=' net', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n", - "node : answer_rag event on_chat_model_stream name ChatOpenAI\n", - "on_chat_model_stream name ChatOpenAI\n", - "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 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ChatOpenAI\n", - "on_chat_model_stream name ChatOpenAI\n", - "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', '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:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', '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=\"'s\", id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n", - "node : answer_rag event on_chat_model_stream name ChatOpenAI\n", - "on_chat_model_stream name ChatOpenAI\n", - "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', '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:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', '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=' effective', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n", - "node : answer_rag event on_chat_model_stream name ChatOpenAI\n", - "on_chat_model_stream name ChatOpenAI\n", - "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 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answer_rag event on_chat_model_stream name ChatOpenAI\n", - "on_chat_model_stream name ChatOpenAI\n", - "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', '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:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', '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=' a', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n", - "node : answer_rag event on_chat_model_stream name ChatOpenAI\n", - "on_chat_model_stream name ChatOpenAI\n", - "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 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event on_chat_model_stream name ChatOpenAI\n", - "on_chat_model_stream name ChatOpenAI\n", - "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', '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:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', '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=' radi', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n", - "node : answer_rag event on_chat_model_stream name ChatOpenAI\n", - "on_chat_model_stream name ChatOpenAI\n", - "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', '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:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', '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='ative', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n", - "node : answer_rag event on_chat_model_stream name ChatOpenAI\n", - "on_chat_model_stream name ChatOpenAI\n", - "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', '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:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', '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=' balance', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n", - "node : answer_rag event on_chat_model_stream name ChatOpenAI\n", - "on_chat_model_stream name ChatOpenAI\n", - "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', '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:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', '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-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n", - "node : answer_rag event on_chat_model_stream name ChatOpenAI\n", - "on_chat_model_stream name ChatOpenAI\n", - "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', '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:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', '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-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n", - "node : answer_rag event on_chat_model_end name ChatOpenAI\n", - "on_chat_model_end name ChatOpenAI\n", - "node : answer_rag event on_parser_start name StrOutputParser\n", - "on_parser_start name StrOutputParser\n", - "node : answer_rag event on_parser_end name StrOutputParser\n", - "on_parser_end name StrOutputParser\n", - "node : answer_rag event on_chain_end name RunnableSequence\n", - "on_chain_end name RunnableSequence\n", - "node : answer_rag event on_chain_start name _write\n", - "on_chain_start name _write\n", - "node : answer_rag event on_chain_end name _write\n", - "on_chain_end name _write\n", - "node : answer_rag event on_chain_stream name answer_rag\n", - "on_chain_stream name answer_rag\n", - "node : answer_rag event on_chain_end name answer_rag\n", - "on_chain_end name answer_rag\n", - "on_chain_stream name LangGraph\n", - "on_chain_end name LangGraph\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': '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", + "{'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': 'questions', 'name': ''}}, 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", + "{'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': 'What', 'name': ''}}, 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': ' role', 'name': ''}}, 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': ' do', 'name': ''}}, 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': 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'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" ] } ], @@ -2575,13 +1646,72 @@ " if \"langgraph_node\" in event[\"metadata\"]:\n", " nodes.append(event[\"metadata\"][\"langgraph_node\"])\n", " \n", - " print(\"node : \", event[\"metadata\"][\"langgraph_node\"], \"event\",event[\"event\"],\"name\",event[\"name\"])\n", - " print(event[\"event\"],\"name\",event[\"name\"])\n", - " if event[\"event\"] == \"on_chat_model_stream\":\n", - " print(event)\n", - "\n" + " \n", + " # print(\"node : \", event[\"metadata\"][\"langgraph_node\"], \"event\",event[\"event\"],\"name\",event[\"name\"])\n", + " # print(event[\"event\"],\"name\",event[\"name\"])\n", + " # if event[\"event\"] == \"on_chat_model_stream\":\n", + " # print(event)\n", + "\n", + " # if event[\"name\"] in steps_display.keys() and event[\"event\"] == \"on_chain_end\": #display steps\n", + " # if event[\"event\"] == \"on_chain_end\" and event[\"name\"] == \"transform_query\": #display steps\n", + " # 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", + " print(event)" ] }, + { + "cell_type": "code", + "execution_count": 3, + "id": "e54af13e", + "metadata": {}, + "outputs": [ + { + "ename": "NameError", + "evalue": "name 'Document' is not defined", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[3], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m x \u001b[38;5;241m=\u001b[39m {\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mevent\u001b[39m\u001b[38;5;124m'\u001b[39m: 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{\u001b[38;5;124m'\u001b[39m\u001b[38;5;124minput\u001b[39m\u001b[38;5;124m'\u001b[39m: {\u001b[38;5;124m'\u001b[39m\u001b[38;5;124muser_input\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mI am not really sure what you mean. What role do cloud formations play in modulating the Earth\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124ms radiative balance, and how are they represented in current climate models?\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mlanguage\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mEnglish\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mintent\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124msearch\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mquery\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mI am not really sure what you mean. 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In: Climate Change 2021: The Physical Science Basis. Contribution of the WGI to the AR6 of the IPCC\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mnum_characters\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;241m1056.0\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mnum_tokens\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;241m219.0\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mnum_tokens_approx\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;241m266.0\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mnum_words\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;241m200.0\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mpage_number\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;241m7\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mrelease_date\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;241m2021.0\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mreport_type\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mSPM\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124msection_header\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mFigure SPM.2 | Assessed contributions to observed warming in 2010-2019 relative to 1850-1900\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mshort_name\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mIPCC AR6 WGI SPM\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124msource\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mIPCC\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mtoc_level0\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mA. The Current State of the Climate\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mtoc_level1\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mN/A\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mtoc_level2\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mN/A\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mtoc_level3\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mN/A\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124murl\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mhttps://www.ipcc.ch/report/ar6/wg1/downloads/report/IPCC_AR6_WGI_SPM.pdf\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124msimilarity_score\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;241m0.595214307\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mcontent\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mPanel (b) Evidence from attribution studies, which synthesize information from climate models and observations. The panel shows temperature change attributed to: total human influence; changes in well-mixed greenhouse gas concentrations; other human drivers due to aerosols, ozone and land-use change (land-use reflectance); solar and volcanic drivers; and internal climate variability. Whiskers show likely ranges.\u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;124mPanel (c) Evidence from the assessment of radiative forcing and climate sensitivity. The panel shows temperature changes from individual components of human influence: emissions of greenhouse gases, aerosols and their precursors; land-use changes (land-use reflectance and irrigation); and aviation contrails. Whiskers show very likely ranges. Estimates account for both direct emissions into the atmosphere and their effect, if any, on other climate drivers. For aerosols, both direct effects (through radiation) and indirect effects (through interactions with clouds) are considered. \u001b[39m\u001b[38;5;124m{\u001b[39m\u001b[38;5;124mCross-Chapter Box 2.3, 3.3.1, 6.4.2, 7.3}\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mreranking_score\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;241m0.9769342541694641\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mquery_used_for_retrieval\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mWhat role do cloud formations play in modulating the Earth\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124ms radiative balance?\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124msources_used\u001b[39m\u001b[38;5;124m'\u001b[39m: [\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mIPCC\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mIPOS\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mIPBES\u001b[39m\u001b[38;5;124m'\u001b[39m], \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mquestion_used\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mWhat role do cloud formations play in modulating the Earth\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124ms radiative balance?\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mindex_used\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mVector\u001b[39m\u001b[38;5;124m'\u001b[39m}, page_content\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mPanel (b) Evidence from attribution studies, which synthesize information from climate models and observations. The panel shows temperature change attributed to: total human influence; changes in well-mixed greenhouse gas concentrations; other human drivers due to aerosols, ozone and land-use change (land-use reflectance); solar and volcanic drivers; and internal climate variability. Whiskers show likely ranges.\u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;124mPanel (c) Evidence from the assessment of radiative forcing and climate sensitivity. The panel shows temperature changes from individual components of human influence: emissions of greenhouse gases, aerosols and their precursors; land-use changes (land-use reflectance and irrigation); and aviation contrails. Whiskers show very likely ranges. Estimates account for both direct emissions into the atmosphere and their effect, if any, on other climate drivers. For aerosols, both direct effects (through radiation) and indirect effects (through interactions with clouds) are considered. \u001b[39m\u001b[38;5;124m{\u001b[39m\u001b[38;5;124mCross-Chapter Box 2.3, 3.3.1, 6.4.2, 7.3}\u001b[39m\u001b[38;5;124m'\u001b[39m), Document(metadata\u001b[38;5;241m=\u001b[39m{\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mchunk_type\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mtext\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mdocument_id\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mdocument1\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mdocument_number\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;241m1.0\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124melement_id\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mN/A\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mfigure_code\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mN/A\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mfile_size\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mN/A\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mimage_path\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mN/A\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mn_pages\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;241m32.0\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mname\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mSummary for Policymakers. In: Climate Change 2021: The Physical Science Basis. Contribution of the WGI to the AR6 of the IPCC\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mnum_characters\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;241m638.0\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mnum_tokens\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;241m177.0\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mnum_tokens_approx\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;241m200.0\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mnum_words\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;241m150.0\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mpage_number\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;241m11\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mrelease_date\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;241m2021.0\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mreport_type\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mSPM\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124msection_header\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mFigure SPM.3 | Synthesis of assessed observed and attributable regional changes \u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mshort_name\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mIPCC AR6 WGI SPM\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124msource\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mIPCC\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mtoc_level0\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mA. The Current State of the Climate\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mtoc_level1\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mN/A\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mtoc_level2\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mN/A\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mtoc_level3\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mN/A\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124murl\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mhttps://www.ipcc.ch/report/ar6/wg1/downloads/report/IPCC_AR6_WGI_SPM.pdf\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124msimilarity_score\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;241m0.592556596\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mcontent\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mA.4.1 Human-caused radiative forcing of 2.72 [1.96 to 3.48] W m-2 in 2019 relative to 1750 has warmed the climate system. This warming is mainly due to increased GHG concentrations, partly reduced by cooling due to increased aerosol concentrations. The radiative forcing has increased by 0.43 W m-2 (19\u001b[39m\u001b[38;5;124m%\u001b[39m\u001b[38;5;124m) relative to AR5, of which 0.34 W m-2 is due to the increase in GHG concentrations since 2011. The remainder is due to improved scientific understanding and changes in the assessment of aerosol forcing, which include decreases in concentration and improvement in its calculation (high confidence). \u001b[39m\u001b[38;5;124m{\u001b[39m\u001b[38;5;124m2.2, 7.3, TS.2.2, TS.3.1}\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mreranking_score\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;241m0.907663881778717\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mquery_used_for_retrieval\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mWhat role do cloud formations play in modulating the Earth\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124ms radiative balance?\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124msources_used\u001b[39m\u001b[38;5;124m'\u001b[39m: [\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mIPCC\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mIPOS\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mIPBES\u001b[39m\u001b[38;5;124m'\u001b[39m], \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mquestion_used\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mWhat role do cloud formations play in modulating the Earth\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124ms radiative balance?\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mindex_used\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mVector\u001b[39m\u001b[38;5;124m'\u001b[39m}, page_content\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mA.4.1 Human-caused radiative forcing of 2.72 [1.96 to 3.48] W m-2 in 2019 relative to 1750 has warmed the climate system. This warming is mainly due to increased GHG concentrations, partly reduced by cooling due to increased aerosol concentrations. The radiative forcing has increased by 0.43 W m-2 (19\u001b[39m\u001b[38;5;124m%\u001b[39m\u001b[38;5;124m) relative to AR5, of which 0.34 W m-2 is due to the increase in GHG concentrations since 2011. The remainder is due to improved scientific understanding and changes in the assessment of aerosol forcing, which include decreases in concentration and improvement in its calculation (high confidence). \u001b[39m\u001b[38;5;124m{\u001b[39m\u001b[38;5;124m2.2, 7.3, TS.2.2, TS.3.1}\u001b[39m\u001b[38;5;124m'\u001b[39m), Document(metadata\u001b[38;5;241m=\u001b[39m{\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mchunk_type\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mtext\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mdocument_id\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mdocument1\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mdocument_number\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;241m1.0\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124melement_id\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mN/A\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mfigure_code\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mN/A\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mfile_size\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mN/A\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mimage_path\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mN/A\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mn_pages\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;241m32.0\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mname\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mSummary for Policymakers. In: Climate Change 2021: The Physical Science Basis. Contribution of the WGI to the AR6 of the IPCC\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mnum_characters\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;241m827.0\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mnum_tokens\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;241m238.0\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mnum_tokens_approx\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;241m278.0\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mnum_words\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;241m209.0\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mpage_number\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;241m19\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mrelease_date\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;241m2021.0\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mreport_type\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mSPM\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124msection_header\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mFigure SPM.6 | Projected changes in the intensity and frequency of hot temperature extremes over land, extreme precipitation over land, \u001b[39m\u001b[38;5;130;01m\\r\u001b[39;00m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;124mand agricultural and ecological droughts in drying regions\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mshort_name\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mIPCC AR6 WGI SPM\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124msource\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mIPCC\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mtoc_level0\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mB. Possible Climate Futures\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mtoc_level1\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mN/A\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mtoc_level2\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mN/A\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mtoc_level3\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mN/A\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124murl\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mhttps://www.ipcc.ch/report/ar6/wg1/downloads/report/IPCC_AR6_WGI_SPM.pdf\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124msimilarity_score\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;241m0.582914889\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mcontent\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mB.3.4 A projected southward shift and intensification of Southern Hemisphere summer mid-latitude storm tracks and associated precipitation is likely in the long term under high GHG emissions scenarios (SSP3-7.0, SSP5-8.5), but in the near term the effect of stratospheric ozone recovery counteracts these changes (high confidence). There is medium confidence in a continued poleward shift of storms and their precipitation in the North Pacific, while there is low confidence in projected changes in the North Atlantic storm tracks. \u001b[39m\u001b[38;5;124m{\u001b[39m\u001b[38;5;124m4.4, 4.5, 8.4, TS.2.3, TS.4.2}\u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;124m{\u001b[39m\u001b[38;5;124m4.4, 4.5, 8.4, TS.2.3, TS.4.2}\u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;124mB.4 Under scenarios with increasing CO2 emissions, the ocean and land carbon sinks are projected to be less effective at slowing the accumulation of CO2 in the atmosphere. \u001b[39m\u001b[38;5;124m{\u001b[39m\u001b[38;5;124m4.3, 5.2, 5.4, 5.5, 5.6} (Figure SPM.7)\u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;124m1919\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mreranking_score\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;241m0.8376452922821045\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mquery_used_for_retrieval\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mWhat role do cloud formations play in modulating the Earth\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124ms radiative balance?\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124msources_used\u001b[39m\u001b[38;5;124m'\u001b[39m: [\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mIPCC\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mIPOS\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mIPBES\u001b[39m\u001b[38;5;124m'\u001b[39m], \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mquestion_used\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mWhat role do cloud formations play in modulating the Earth\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124ms radiative balance?\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mindex_used\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mVector\u001b[39m\u001b[38;5;124m'\u001b[39m}, page_content\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mB.3.4 A projected southward shift and intensification of Southern Hemisphere summer mid-latitude storm tracks and associated precipitation is likely in the long term under high GHG emissions scenarios (SSP3-7.0, SSP5-8.5), but in the near term the effect of stratospheric ozone recovery counteracts these changes (high confidence). There is medium confidence in a continued poleward shift of storms and their precipitation in the North Pacific, while there is low confidence in projected changes in the North Atlantic storm tracks. \u001b[39m\u001b[38;5;124m{\u001b[39m\u001b[38;5;124m4.4, 4.5, 8.4, TS.2.3, TS.4.2}\u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;124m{\u001b[39m\u001b[38;5;124m4.4, 4.5, 8.4, TS.2.3, TS.4.2}\u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;124mB.4 Under scenarios with increasing CO2 emissions, the ocean and land carbon sinks are projected to be less effective at slowing the accumulation of CO2 in the atmosphere. \u001b[39m\u001b[38;5;124m{\u001b[39m\u001b[38;5;124m4.3, 5.2, 5.4, 5.5, 5.6} (Figure SPM.7)\u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;124m1919\u001b[39m\u001b[38;5;124m'\u001b[39m), Document(metadata\u001b[38;5;241m=\u001b[39m{\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mchunk_type\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mtext\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mdocument_id\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mdocument4\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mdocument_number\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;241m4.0\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124melement_id\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mN/A\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mfigure_code\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mN/A\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mfile_size\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mN/A\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mimage_path\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mN/A\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mn_pages\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;241m34.0\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mname\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mSummary for Policymakers. In: Climate Change 2022: Impacts, Adaptation and Vulnerability. Contribution of the WGII to the AR6 of the IPCC\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mnum_characters\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;241m806.0\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mnum_tokens\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;241m147.0\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mnum_tokens_approx\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;241m162.0\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mnum_words\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;241m122.0\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mpage_number\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;241m19\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mrelease_date\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;241m2022.0\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mreport_type\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mSPM\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124msection_header\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mComplex, Compound and Cascading Risks\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mshort_name\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mIPCC AR6 WGII SPM\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124msource\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mIPCC\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mtoc_level0\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mB: Observed and Projected Impacts and Risks\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mtoc_level1\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mImpacts of Temporary Overshoot\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mtoc_level2\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mN/A\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mtoc_level3\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mN/A\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124murl\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mhttps://www.ipcc.ch/report/ar6/wg2/downloads/report/IPCC_AR6_WGII_SummaryForPolicymakers.pdf\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124msimilarity_score\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;241m0.581911206\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mcontent\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mB.5.5 Solar radiation modification approaches, if they were to be implemented, introduce a widespread range of new risks to people and ecosystems, which are not well understood (high confidence). Solar radiation modification approaches have potential to offset warming and ameliorate some climate hazards, but substantial residual climate change or overcompensating change would occur at regional scales and seasonal timescales (high confidence). Large uncertainties and knowledge gaps are associated with the potential of solar radiation modification approaches to reduce climate change risks. Solar radiation modification would not stop atmospheric CO2 concentrations from increasing or reduce resulting ocean acidification under continued anthropogenic emissions (high confidence). \u001b[39m\u001b[38;5;124m{\u001b[39m\u001b[38;5;124mCWGB SRM}\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mreranking_score\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;241m0.7240780591964722\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mquery_used_for_retrieval\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mWhat role do cloud formations play in modulating the Earth\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124ms radiative balance?\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124msources_used\u001b[39m\u001b[38;5;124m'\u001b[39m: [\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mIPCC\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mIPOS\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mIPBES\u001b[39m\u001b[38;5;124m'\u001b[39m], \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mquestion_used\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mWhat role do cloud formations play in modulating the Earth\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124ms radiative balance?\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mindex_used\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mVector\u001b[39m\u001b[38;5;124m'\u001b[39m}, page_content\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mB.5.5 Solar radiation modification approaches, if they were to be implemented, introduce a widespread range of new risks to people and ecosystems, which are not well understood (high confidence). Solar radiation modification approaches have potential to offset warming and ameliorate some climate hazards, but substantial residual climate change or overcompensating change would occur at regional scales and seasonal timescales (high confidence). Large uncertainties and knowledge gaps are associated with the potential of solar radiation modification approaches to reduce climate change risks. Solar radiation modification would not stop atmospheric CO2 concentrations from increasing or reduce resulting ocean acidification under continued anthropogenic emissions (high confidence). \u001b[39m\u001b[38;5;124m{\u001b[39m\u001b[38;5;124mCWGB SRM}\u001b[39m\u001b[38;5;124m'\u001b[39m), Document(metadata\u001b[38;5;241m=\u001b[39m{\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mchunk_type\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mtext\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mdocument_id\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mdocument10\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mdocument_number\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;241m10.0\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124melement_id\u001b[39m\u001b[38;5;124m'\u001b[39m: 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an\u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;124msonal snow cover, glaciers, the Greenland and Antarctic Ice Sheets, and Arctic se\u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;124m35 Based on 2500-year reconstructions, eruptions with a radiative forcing more negative than -1 W m-2, related to the radiative effect of volcanic stratospheric aerosols in the literature assessed in this report, occur on average twice per century. \u001b[39m\u001b[38;5;132;01m{4.3}\u001b[39;00m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;124m35 Based on 2500-year reconstructions, eruptions with a radiative forcing more negative than -1 W m-2, related to the radiative effect of volcanic stratospheric aerosols in the literature assessed in this report, occur on average twice per century. \u001b[39m\u001b[38;5;132;01m{4.3}\u001b[39;00m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;124m1313\u001b[39m\u001b[38;5;124m'\u001b[39m, 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modulating the Earth\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124ms radiative balance?\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mindex_used\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mVector\u001b[39m\u001b[38;5;124m'\u001b[39m}, page_content\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mPermafrost, seasonal snow cover, glaciers, the Greenland and Antarctic Ice Sheets, an\u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;124msonal snow cover, glaciers, the Greenland and Antarctic Ice Sheets, and Arctic se\u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;124m35 Based on 2500-year reconstructions, eruptions with a radiative forcing more negative than -1 W m-2, related to the radiative effect of volcanic stratospheric aerosols in the literature assessed in this report, occur on average twice per century. \u001b[39m\u001b[38;5;132;01m{4.3}\u001b[39;00m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;124m35 Based on 2500-year reconstructions, eruptions with a radiative forcing more negative than -1 W m-2, related to the radiative effect of volcanic stratospheric aerosols in the literature assessed in this report, occur on average twice per century. \u001b[39m\u001b[38;5;132;01m{4.3}\u001b[39;00m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;124m1313\u001b[39m\u001b[38;5;124m'\u001b[39m), Document(metadata\u001b[38;5;241m=\u001b[39m{\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mchunk_type\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mtext\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mdocument_id\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mdocument2\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mdocument_number\u001b[39m\u001b[38;5;124m'\u001b[39m: 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Report. In: Climate Change 2021: The Physical Science Basis. Contribution of the WGI to the AR6 of the IPCC\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mnum_characters\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;241m644.0\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mnum_tokens\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;241m151.0\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mnum_tokens_approx\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;241m165.0\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mnum_words\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;241m124.0\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mpage_number\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;241m950\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mrelease_date\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;241m2021.0\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mreport_type\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mFull Report\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124msection_header\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124m7.2.1 Present-day Energy Budget\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mshort_name\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mIPCC AR6 WGI FR\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124msource\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mIPCC\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mtoc_level0\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124m7: The Earth’s Energy Budget, Climate Feedbacks and Climate Sensitivity\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mtoc_level1\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124m7.2 Earth’s Energy Budget and its Changes\u001b[39m\u001b[38;5;130;01m\\xa0\u001b[39;00m\u001b[38;5;124mThrough Time\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mtoc_level2\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124m7.2.1 Present-day Energy Budget\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mtoc_level3\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mN/A\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124murl\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mhttps://report.ipcc.ch/ar6/wg1/IPCC_AR6_WGI_FullReport.pdf\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124msimilarity_score\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;241m0.741419494\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mcontent\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mFigure 7.2 (upper panel) shows a schematic representation of Earth\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124ms energy budget for the early 21st century, including globally averaged estimates of the individual components (Wild et al., 2015). Clouds are important modulators of global energy fluxes. Thus, any perturbations in the cloud fields, such as forcing by aerosol-cloud interactions (Section 7.3) or through cloud feedbacks (Section 7.4) can have a strong influence on the energy distribution in the climate system. To illustrate the overall effects that clouds exert on energy fluxes, Figure 7.2 (lower panel) also shows the energy budget in the absence \u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;124m933933\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mreranking_score\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;241m0.7089773416519165\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mquery_used_for_retrieval\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mWhat role do cloud formations play in modulating the Earth\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124ms radiative balance?\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124msources_used\u001b[39m\u001b[38;5;124m'\u001b[39m: [\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mIPCC\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mIPOS\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mIPBES\u001b[39m\u001b[38;5;124m'\u001b[39m], \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mquestion_used\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mWhat role do cloud formations play in modulating the Earth\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124ms radiative balance?\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mindex_used\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mVector\u001b[39m\u001b[38;5;124m'\u001b[39m}, page_content\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mFigure 7.2 (upper panel) shows a schematic representation of Earth\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124ms energy budget for the early 21st century, including globally averaged estimates of the individual components (Wild et al., 2015). Clouds are important modulators of global energy fluxes. Thus, any perturbations in the cloud fields, such as forcing by aerosol-cloud interactions (Section 7.3) or through cloud feedbacks (Section 7.4) can have a strong influence on the energy distribution in the climate system. To illustrate the overall effects that clouds exert on energy fluxes, Figure 7.2 (lower panel) also shows the energy budget in the absence \u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;124m933933\u001b[39m\u001b[38;5;124m\"\u001b[39m), Document(metadata\u001b[38;5;241m=\u001b[39m{\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mchunk_type\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mtext\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mdocument_id\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mdocument2\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mdocument_number\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;241m2.0\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124melement_id\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mN/A\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mfigure_code\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mN/A\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mfile_size\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mN/A\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mimage_path\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mN/A\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mn_pages\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;241m2409.0\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mname\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mFull Report. In: Climate Change 2021: The Physical Science Basis. Contribution of the WGI to the AR6 of the IPCC\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mnum_characters\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;241m1121.0\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mnum_tokens\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;241m231.0\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mnum_tokens_approx\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;241m288.0\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mnum_words\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;241m216.0\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mpage_number\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;241m1039\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mrelease_date\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;241m2021.0\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mreport_type\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mFull Report\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124msection_header\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mFAQ 7.2 | What Is the Role of Clouds in a Warming Climate?\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mshort_name\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mIPCC AR6 WGI FR\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124msource\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mIPCC\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mtoc_level0\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124m7: The Earth’s Energy Budget, Climate Feedbacks and Climate Sensitivity\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mtoc_level1\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124m7.6 Metrics to Evaluate Emissions\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mtoc_level2\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mFrequently Asked Questions\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mtoc_level3\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mFAQ 7.1 | What Is the Earth’s Energy Budget, and What Does It Tell Us About Climate Change?\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124murl\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mhttps://report.ipcc.ch/ar6/wg1/IPCC_AR6_WGI_FullReport.pdf\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124msimilarity_score\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;241m0.727996647\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mcontent\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mClouds cover roughly two-thirds of the Earth\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124ms surface. They consist of small droplets and/or ice crystals, which form when water vapour condenses or deposits around tiny particles called aerosols (such as salt, dust, or smoke). Clouds play a critical role in the Earth\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124ms energy budget at the top of our atmosphere and therefore influence Earth\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124ms surface temperature (see FAQ 7.1). The interactions between clouds and the climate are complex and varied. Clouds at low altitudes tend to reflect incoming solar energy back to space, creating a cooling effect by preventing this energy from reaching and warming the Earth. On the other hand, higher clouds tend to trap (i.e., absorb and then emit at a lower temperature) some of the energy leaving the Earth, leading to a warming effect. On average, clouds reflect back more incoming energy than the amount of outgoing energy they trap, resulting in an overall net cooling effect on the present climate. Human activities since the pre-industrial era have altered this climate effect of clouds in two different ways: by changing the abundance of the aerosol\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mreranking_score\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;241m0.47518521547317505\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mquery_used_for_retrieval\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mWhat role do cloud formations play in modulating the Earth\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124ms radiative balance?\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124msources_used\u001b[39m\u001b[38;5;124m'\u001b[39m: [\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mIPCC\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mIPOS\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mIPBES\u001b[39m\u001b[38;5;124m'\u001b[39m], \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mquestion_used\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mWhat role do cloud formations play in modulating the Earth\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124ms radiative balance?\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mindex_used\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mVector\u001b[39m\u001b[38;5;124m'\u001b[39m}, page_content\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mClouds cover roughly two-thirds of the Earth\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124ms surface. They consist of small droplets and/or ice crystals, which form when water vapour condenses or deposits around tiny particles called aerosols (such as salt, dust, or smoke). Clouds play a critical role in the Earth\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124ms energy budget at the top of our atmosphere and therefore influence Earth\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124ms surface temperature (see FAQ 7.1). The interactions between clouds and the climate are complex and varied. Clouds at low altitudes tend to reflect incoming solar energy back to space, creating a cooling effect by preventing this energy from reaching and warming the Earth. On the other hand, higher clouds tend to trap (i.e., absorb and then emit at a lower temperature) some of the energy leaving the Earth, leading to a warming effect. On average, clouds reflect back more incoming energy than the amount of outgoing energy they trap, resulting in an overall net cooling effect on the present climate. Human activities since the pre-industrial era have altered this climate effect of clouds in two different ways: by changing the abundance of the aerosol\u001b[39m\u001b[38;5;124m\"\u001b[39m)], \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mremaining_questions\u001b[39m\u001b[38;5;124m'\u001b[39m: [{\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mquestion\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mHow are cloud formations represented in current climate models?\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124msources\u001b[39m\u001b[38;5;124m'\u001b[39m: [\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mIPCC\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mIPOS\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mIPBES\u001b[39m\u001b[38;5;124m'\u001b[39m], \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mindex\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mVector\u001b[39m\u001b[38;5;124m'\u001b[39m}]}}, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mparent_ids\u001b[39m\u001b[38;5;124m'\u001b[39m: []}\n", + "\u001b[0;31mNameError\u001b[0m: name 'Document' is not defined" + ] + } + ], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "98d3cafd", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'intent': 'search',\n", + " 'language': 'English',\n", + " '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?\"}" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "x[\"data\"][\"output\"]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "3aace6fc", + "metadata": {}, + "outputs": [], + "source": [] + }, { "cell_type": "code", "execution_count": 17,