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{
"cells": [
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
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"Collecting youtube-transcript-api\n",
" Downloading youtube_transcript_api-1.0.3-py3-none-any.whl.metadata (23 kB)\n",
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"Downloading youtube_transcript_api-1.0.3-py3-none-any.whl (2.2 MB)\n",
" ---------------------------------------- 0.0/2.2 MB ? eta -:--:--\n",
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"Using cached defusedxml-0.7.1-py2.py3-none-any.whl (25 kB)\n",
"Installing collected packages: defusedxml, youtube-transcript-api\n",
"Successfully installed defusedxml-0.7.1 youtube-transcript-api-1.0.3\n"
]
}
],
"source": [
"!pip install smolagents smolagents[litellm] langchain_community youtube-transcript-api\n"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"from smolagents import Tool , CodeAgent, ToolCallingAgent, DuckDuckGoSearchTool, LiteLLMModel, PythonInterpreterTool, tool, DuckDuckGoSearchTool\n",
"\n",
"\n",
"#client = genai.Client(api_key=os.getenv(\"API_KEY\"))\n",
"model = LiteLLMModel(model_id=\"gemini/gemini-2.0-flash\",\n",
" api_key=\"\")"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"from langchain_community.document_loaders import YoutubeLoader\n",
"@tool\n",
"def youtube_transcription_tool(url: str) -> str:\n",
" \"\"\"\n",
" This tool returns transcript of the youtube video.\n",
"\n",
" Args:\n",
" url: youtube video url\n",
" \"\"\"\n",
" # Example list of catering services and their ratings\n",
" loader = YoutubeLoader.from_youtube_url(\n",
" url, add_video_info=False\n",
")\n",
" \n",
"\n",
" return loader.load()[0].page_content"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #d4b702; text-decoration-color: #d4b702\">╭──────────────────────────────────────────────────── </span><span style=\"color: #d4b702; text-decoration-color: #d4b702; font-weight: bold\">New run</span><span style=\"color: #d4b702; text-decoration-color: #d4b702\"> ────────────────────────────────────────────────────╮</span>\n",
"<span style=\"color: #d4b702; text-decoration-color: #d4b702\">│</span> <span style=\"color: #d4b702; text-decoration-color: #d4b702\">│</span>\n",
"<span style=\"color: #d4b702; text-decoration-color: #d4b702\">│</span> <span style=\"font-weight: bold\">Examine the video at https://www.youtube.com/watch?v=1htKBjuUWec.</span> <span style=\"color: #d4b702; text-decoration-color: #d4b702\">│</span>\n",
"<span style=\"color: #d4b702; text-decoration-color: #d4b702\">│</span> <span style=\"color: #d4b702; text-decoration-color: #d4b702\">│</span>\n",
"<span style=\"color: #d4b702; text-decoration-color: #d4b702\">│</span> <span style=\"font-weight: bold\">What does Teal'c say in response to the question \"\"Isn't that hot?</span> <span style=\"color: #d4b702; text-decoration-color: #d4b702\">│</span>\n",
"<span style=\"color: #d4b702; text-decoration-color: #d4b702\">│</span> <span style=\"color: #d4b702; text-decoration-color: #d4b702\">│</span>\n",
"<span style=\"color: #d4b702; text-decoration-color: #d4b702\">╰─ LiteLLMModel - gemini/gemini-2.0-flash-exp ────────────────────────────────────────────────────────────────────╯</span>\n",
"</pre>\n"
],
"text/plain": [
"\u001b[38;2;212;183;2m╭─\u001b[0m\u001b[38;2;212;183;2m───────────────────────────────────────────────────\u001b[0m\u001b[38;2;212;183;2m \u001b[0m\u001b[1;38;2;212;183;2mNew run\u001b[0m\u001b[38;2;212;183;2m \u001b[0m\u001b[38;2;212;183;2m───────────────────────────────────────────────────\u001b[0m\u001b[38;2;212;183;2m─╮\u001b[0m\n",
"\u001b[38;2;212;183;2m│\u001b[0m \u001b[38;2;212;183;2m│\u001b[0m\n",
"\u001b[38;2;212;183;2m│\u001b[0m \u001b[1mExamine the video at https://www.youtube.com/watch?v=1htKBjuUWec.\u001b[0m \u001b[38;2;212;183;2m│\u001b[0m\n",
"\u001b[38;2;212;183;2m│\u001b[0m \u001b[38;2;212;183;2m│\u001b[0m\n",
"\u001b[38;2;212;183;2m│\u001b[0m \u001b[1mWhat does Teal'c say in response to the question \"\"Isn't that hot?\u001b[0m \u001b[38;2;212;183;2m│\u001b[0m\n",
"\u001b[38;2;212;183;2m│\u001b[0m \u001b[38;2;212;183;2m│\u001b[0m\n",
"\u001b[38;2;212;183;2m╰─\u001b[0m\u001b[38;2;212;183;2m LiteLLMModel - gemini/gemini-2.0-flash-exp \u001b[0m\u001b[38;2;212;183;2m───────────────────────────────────────────────────────────────────\u001b[0m\u001b[38;2;212;183;2m─╯\u001b[0m\n"
]
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{
"data": {
"text/html": [
"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #d4b702; text-decoration-color: #d4b702\">━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ </span><span style=\"font-weight: bold\">Step </span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">1</span><span style=\"color: #d4b702; text-decoration-color: #d4b702\"> ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━</span>\n",
"</pre>\n"
],
"text/plain": [
"\u001b[38;2;212;183;2m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ \u001b[0m\u001b[1mStep \u001b[0m\u001b[1;36m1\u001b[0m\u001b[38;2;212;183;2m ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\n"
]
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{
"data": {
"text/html": [
"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold; font-style: italic\">Output message of the LLM:</span> <span style=\"color: #d4b702; text-decoration-color: #d4b702\">────────────────────────────────────────────────────────────────────────────────────────</span>\n",
"<span style=\"color: #e6edf3; text-decoration-color: #e6edf3; background-color: #0d1117\">Thought: I need to get the transcript of the youtube video and then search for the phrase \"Isn't that hot?\". I will</span>\n",
"<span style=\"color: #e6edf3; text-decoration-color: #e6edf3; background-color: #0d1117\">use the tools </span><span style=\"color: #a5d6ff; text-decoration-color: #a5d6ff; background-color: #0d1117\">`youtube_transcription_tool`</span><span style=\"color: #e6edf3; text-decoration-color: #e6edf3; background-color: #0d1117\"> and then search for the answer in the transcript.</span><span style=\"background-color: #0d1117\"> </span>\n",
"<span style=\"color: #e6edf3; text-decoration-color: #e6edf3; background-color: #0d1117\">Code:</span><span style=\"background-color: #0d1117\"> </span>\n",
"<span style=\"color: #e6edf3; text-decoration-color: #e6edf3; background-color: #0d1117\">```py</span><span style=\"background-color: #0d1117\"> </span>\n",
"<span style=\"color: #e6edf3; text-decoration-color: #e6edf3; background-color: #0d1117\">transcript = youtube_transcription_tool(url=\"https://www.youtube.com/watch?v=1htKBjuUWec\")</span><span style=\"background-color: #0d1117\"> </span>\n",
"<span style=\"color: #e6edf3; text-decoration-color: #e6edf3; background-color: #0d1117\">print(transcript)</span><span style=\"background-color: #0d1117\"> </span>\n",
"<span style=\"color: #e6edf3; text-decoration-color: #e6edf3; background-color: #0d1117\">```<end_code></span><span style=\"background-color: #0d1117\"> </span>\n",
"</pre>\n"
],
"text/plain": [
"\u001b[1;3mOutput message of the LLM:\u001b[0m \u001b[38;2;212;183;2m────────────────────────────────────────────────────────────────────────────────────────\u001b[0m\n",
"\u001b[38;2;230;237;243;48;2;13;17;23mThought:\u001b[0m\u001b[38;2;230;237;243;48;2;13;17;23m \u001b[0m\u001b[38;2;230;237;243;48;2;13;17;23mI\u001b[0m\u001b[38;2;230;237;243;48;2;13;17;23m \u001b[0m\u001b[38;2;230;237;243;48;2;13;17;23mneed\u001b[0m\u001b[38;2;230;237;243;48;2;13;17;23m \u001b[0m\u001b[38;2;230;237;243;48;2;13;17;23mto\u001b[0m\u001b[38;2;230;237;243;48;2;13;17;23m \u001b[0m\u001b[38;2;230;237;243;48;2;13;17;23mget\u001b[0m\u001b[38;2;230;237;243;48;2;13;17;23m \u001b[0m\u001b[38;2;230;237;243;48;2;13;17;23mthe\u001b[0m\u001b[38;2;230;237;243;48;2;13;17;23m \u001b[0m\u001b[38;2;230;237;243;48;2;13;17;23mtranscript\u001b[0m\u001b[38;2;230;237;243;48;2;13;17;23m \u001b[0m\u001b[38;2;230;237;243;48;2;13;17;23mof\u001b[0m\u001b[38;2;230;237;243;48;2;13;17;23m \u001b[0m\u001b[38;2;230;237;243;48;2;13;17;23mthe\u001b[0m\u001b[38;2;230;237;243;48;2;13;17;23m \u001b[0m\u001b[38;2;230;237;243;48;2;13;17;23myoutube\u001b[0m\u001b[38;2;230;237;243;48;2;13;17;23m \u001b[0m\u001b[38;2;230;237;243;48;2;13;17;23mvideo\u001b[0m\u001b[38;2;230;237;243;48;2;13;17;23m \u001b[0m\u001b[38;2;230;237;243;48;2;13;17;23mand\u001b[0m\u001b[38;2;230;237;243;48;2;13;17;23m \u001b[0m\u001b[38;2;230;237;243;48;2;13;17;23mthen\u001b[0m\u001b[38;2;230;237;243;48;2;13;17;23m \u001b[0m\u001b[38;2;230;237;243;48;2;13;17;23msearch\u001b[0m\u001b[38;2;230;237;243;48;2;13;17;23m \u001b[0m\u001b[38;2;230;237;243;48;2;13;17;23mfor\u001b[0m\u001b[38;2;230;237;243;48;2;13;17;23m \u001b[0m\u001b[38;2;230;237;243;48;2;13;17;23mthe\u001b[0m\u001b[38;2;230;237;243;48;2;13;17;23m \u001b[0m\u001b[38;2;230;237;243;48;2;13;17;23mphrase\u001b[0m\u001b[38;2;230;237;243;48;2;13;17;23m \u001b[0m\u001b[38;2;230;237;243;48;2;13;17;23m\"Isn't\u001b[0m\u001b[38;2;230;237;243;48;2;13;17;23m \u001b[0m\u001b[38;2;230;237;243;48;2;13;17;23mthat\u001b[0m\u001b[38;2;230;237;243;48;2;13;17;23m \u001b[0m\u001b[38;2;230;237;243;48;2;13;17;23mhot?\".\u001b[0m\u001b[38;2;230;237;243;48;2;13;17;23m \u001b[0m\u001b[38;2;230;237;243;48;2;13;17;23mI\u001b[0m\u001b[38;2;230;237;243;48;2;13;17;23m \u001b[0m\u001b[38;2;230;237;243;48;2;13;17;23mwill\u001b[0m\n",
"\u001b[38;2;230;237;243;48;2;13;17;23muse\u001b[0m\u001b[38;2;230;237;243;48;2;13;17;23m \u001b[0m\u001b[38;2;230;237;243;48;2;13;17;23mthe\u001b[0m\u001b[38;2;230;237;243;48;2;13;17;23m \u001b[0m\u001b[38;2;230;237;243;48;2;13;17;23mtools\u001b[0m\u001b[38;2;230;237;243;48;2;13;17;23m \u001b[0m\u001b[38;2;165;214;255;48;2;13;17;23m`youtube_transcription_tool`\u001b[0m\u001b[38;2;230;237;243;48;2;13;17;23m \u001b[0m\u001b[38;2;230;237;243;48;2;13;17;23mand\u001b[0m\u001b[38;2;230;237;243;48;2;13;17;23m \u001b[0m\u001b[38;2;230;237;243;48;2;13;17;23mthen\u001b[0m\u001b[38;2;230;237;243;48;2;13;17;23m \u001b[0m\u001b[38;2;230;237;243;48;2;13;17;23msearch\u001b[0m\u001b[38;2;230;237;243;48;2;13;17;23m \u001b[0m\u001b[38;2;230;237;243;48;2;13;17;23mfor\u001b[0m\u001b[38;2;230;237;243;48;2;13;17;23m \u001b[0m\u001b[38;2;230;237;243;48;2;13;17;23mthe\u001b[0m\u001b[38;2;230;237;243;48;2;13;17;23m \u001b[0m\u001b[38;2;230;237;243;48;2;13;17;23manswer\u001b[0m\u001b[38;2;230;237;243;48;2;13;17;23m \u001b[0m\u001b[38;2;230;237;243;48;2;13;17;23min\u001b[0m\u001b[38;2;230;237;243;48;2;13;17;23m \u001b[0m\u001b[38;2;230;237;243;48;2;13;17;23mthe\u001b[0m\u001b[38;2;230;237;243;48;2;13;17;23m \u001b[0m\u001b[38;2;230;237;243;48;2;13;17;23mtranscript.\u001b[0m\u001b[48;2;13;17;23m \u001b[0m\n",
"\u001b[38;2;230;237;243;48;2;13;17;23mCode:\u001b[0m\u001b[48;2;13;17;23m \u001b[0m\n",
"\u001b[38;2;230;237;243;48;2;13;17;23m```py\u001b[0m\u001b[48;2;13;17;23m \u001b[0m\n",
"\u001b[38;2;230;237;243;48;2;13;17;23mtranscript\u001b[0m\u001b[38;2;230;237;243;48;2;13;17;23m \u001b[0m\u001b[38;2;230;237;243;48;2;13;17;23m=\u001b[0m\u001b[38;2;230;237;243;48;2;13;17;23m \u001b[0m\u001b[38;2;230;237;243;48;2;13;17;23myoutube_transcription_tool(url=\"https://www.youtube.com/watch?v=1htKBjuUWec\")\u001b[0m\u001b[48;2;13;17;23m \u001b[0m\n",
"\u001b[38;2;230;237;243;48;2;13;17;23mprint(transcript)\u001b[0m\u001b[48;2;13;17;23m \u001b[0m\n",
"\u001b[38;2;230;237;243;48;2;13;17;23m```<end_code>\u001b[0m\u001b[48;2;13;17;23m \u001b[0m\n"
]
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{
"data": {
"text/html": [
"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"> ─ <span style=\"font-weight: bold\">Executing parsed code:</span> ──────────────────────────────────────────────────────────────────────────────────────── \n",
" <span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">transcript </span><span style=\"color: #ff4689; text-decoration-color: #ff4689; background-color: #272822\">=</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\"> youtube_transcription_tool(url</span><span style=\"color: #ff4689; text-decoration-color: #ff4689; background-color: #272822\">=</span><span style=\"color: #e6db74; text-decoration-color: #e6db74; background-color: #272822\">\"https://www.youtube.com/watch?v=1htKBjuUWec\"</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">)</span><span style=\"background-color: #272822\"> </span> \n",
" <span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">print(transcript)</span><span style=\"background-color: #272822\"> </span> \n",
" ───────────────────────────────────────────────────────────────────────────────────────────────────────────────── \n",
"</pre>\n"
],
"text/plain": [
" ─ \u001b[1mExecuting parsed code:\u001b[0m ──────────────────────────────────────────────────────────────────────────────────────── \n",
" \u001b[38;2;248;248;242;48;2;39;40;34mtranscript\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m \u001b[0m\u001b[38;2;255;70;137;48;2;39;40;34m=\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m \u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34myoutube_transcription_tool\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m(\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34murl\u001b[0m\u001b[38;2;255;70;137;48;2;39;40;34m=\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m\"\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34mhttps://www.youtube.com/watch?v=1htKBjuUWec\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m\"\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m)\u001b[0m\u001b[48;2;39;40;34m \u001b[0m \n",
" \u001b[38;2;248;248;242;48;2;39;40;34mprint\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m(\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34mtranscript\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m)\u001b[0m\u001b[48;2;39;40;34m \u001b[0m \n",
" ───────────────────────────────────────────────────────────────────────────────────────────────────────────────── \n"
]
},
"metadata": {},
"output_type": "display_data"
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{
"data": {
"text/html": [
"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\">Execution logs:</span>\n",
"Wow this coffee's great I was just thinking that yeah is that cinnamon chicory tea oak [Music] isn't that hot \n",
"extremely\n",
"\n",
"Out: None\n",
"</pre>\n"
],
"text/plain": [
"\u001b[1mExecution logs:\u001b[0m\n",
"Wow this coffee's great I was just thinking that yeah is that cinnamon chicory tea oak [Music] isn't that hot \n",
"extremely\n",
"\n",
"Out: None\n"
]
},
"metadata": {},
"output_type": "display_data"
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{
"data": {
"text/html": [
"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">[Step 1: Duration 4.54 seconds| Input tokens: 2,290 | Output tokens: 90]</span>\n",
"</pre>\n"
],
"text/plain": [
"\u001b[2m[Step 1: Duration 4.54 seconds| Input tokens: 2,290 | Output tokens: 90]\u001b[0m\n"
]
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{
"data": {
"text/html": [
"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #d4b702; text-decoration-color: #d4b702\">━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ </span><span style=\"font-weight: bold\">Step </span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2</span><span style=\"color: #d4b702; text-decoration-color: #d4b702\"> ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━</span>\n",
"</pre>\n"
],
"text/plain": [
"\u001b[38;2;212;183;2m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ \u001b[0m\u001b[1mStep \u001b[0m\u001b[1;36m2\u001b[0m\u001b[38;2;212;183;2m ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\n"
]
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"metadata": {},
"output_type": "display_data"
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{
"data": {
"text/html": [
"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold; font-style: italic\">Output message of the LLM:</span> <span style=\"color: #d4b702; text-decoration-color: #d4b702\">────────────────────────────────────────────────────────────────────────────────────────</span>\n",
"<span style=\"color: #e6edf3; text-decoration-color: #e6edf3; background-color: #0d1117\">Thought: I have the transcript. Now I need to find Teal'c's response to \"Isn't that hot?\". Based on the transcript,</span>\n",
"<span style=\"color: #e6edf3; text-decoration-color: #e6edf3; background-color: #0d1117\">Teal'c says \"extremely\" in response to the question \"Isn't that hot?\".</span><span style=\"background-color: #0d1117\"> </span>\n",
"<span style=\"color: #e6edf3; text-decoration-color: #e6edf3; background-color: #0d1117\">Code:</span><span style=\"background-color: #0d1117\"> </span>\n",
"<span style=\"color: #e6edf3; text-decoration-color: #e6edf3; background-color: #0d1117\">```py</span><span style=\"background-color: #0d1117\"> </span>\n",
"<span style=\"color: #e6edf3; text-decoration-color: #e6edf3; background-color: #0d1117\">final_answer(\"extremely\")</span><span style=\"background-color: #0d1117\"> </span>\n",
"<span style=\"color: #e6edf3; text-decoration-color: #e6edf3; background-color: #0d1117\">```<end_code></span><span style=\"background-color: #0d1117\"> </span>\n",
"</pre>\n"
],
"text/plain": [
"\u001b[1;3mOutput message of the LLM:\u001b[0m \u001b[38;2;212;183;2m────────────────────────────────────────────────────────────────────────────────────────\u001b[0m\n",
"\u001b[38;2;230;237;243;48;2;13;17;23mThought:\u001b[0m\u001b[38;2;230;237;243;48;2;13;17;23m \u001b[0m\u001b[38;2;230;237;243;48;2;13;17;23mI\u001b[0m\u001b[38;2;230;237;243;48;2;13;17;23m \u001b[0m\u001b[38;2;230;237;243;48;2;13;17;23mhave\u001b[0m\u001b[38;2;230;237;243;48;2;13;17;23m \u001b[0m\u001b[38;2;230;237;243;48;2;13;17;23mthe\u001b[0m\u001b[38;2;230;237;243;48;2;13;17;23m \u001b[0m\u001b[38;2;230;237;243;48;2;13;17;23mtranscript.\u001b[0m\u001b[38;2;230;237;243;48;2;13;17;23m \u001b[0m\u001b[38;2;230;237;243;48;2;13;17;23mNow\u001b[0m\u001b[38;2;230;237;243;48;2;13;17;23m \u001b[0m\u001b[38;2;230;237;243;48;2;13;17;23mI\u001b[0m\u001b[38;2;230;237;243;48;2;13;17;23m \u001b[0m\u001b[38;2;230;237;243;48;2;13;17;23mneed\u001b[0m\u001b[38;2;230;237;243;48;2;13;17;23m \u001b[0m\u001b[38;2;230;237;243;48;2;13;17;23mto\u001b[0m\u001b[38;2;230;237;243;48;2;13;17;23m \u001b[0m\u001b[38;2;230;237;243;48;2;13;17;23mfind\u001b[0m\u001b[38;2;230;237;243;48;2;13;17;23m \u001b[0m\u001b[38;2;230;237;243;48;2;13;17;23mTeal'c's\u001b[0m\u001b[38;2;230;237;243;48;2;13;17;23m \u001b[0m\u001b[38;2;230;237;243;48;2;13;17;23mresponse\u001b[0m\u001b[38;2;230;237;243;48;2;13;17;23m \u001b[0m\u001b[38;2;230;237;243;48;2;13;17;23mto\u001b[0m\u001b[38;2;230;237;243;48;2;13;17;23m \u001b[0m\u001b[38;2;230;237;243;48;2;13;17;23m\"Isn't\u001b[0m\u001b[38;2;230;237;243;48;2;13;17;23m \u001b[0m\u001b[38;2;230;237;243;48;2;13;17;23mthat\u001b[0m\u001b[38;2;230;237;243;48;2;13;17;23m \u001b[0m\u001b[38;2;230;237;243;48;2;13;17;23mhot?\".\u001b[0m\u001b[38;2;230;237;243;48;2;13;17;23m \u001b[0m\u001b[38;2;230;237;243;48;2;13;17;23mBased\u001b[0m\u001b[38;2;230;237;243;48;2;13;17;23m \u001b[0m\u001b[38;2;230;237;243;48;2;13;17;23mon\u001b[0m\u001b[38;2;230;237;243;48;2;13;17;23m \u001b[0m\u001b[38;2;230;237;243;48;2;13;17;23mthe\u001b[0m\u001b[38;2;230;237;243;48;2;13;17;23m \u001b[0m\u001b[38;2;230;237;243;48;2;13;17;23mtranscript,\u001b[0m\n",
"\u001b[38;2;230;237;243;48;2;13;17;23mTeal'c\u001b[0m\u001b[38;2;230;237;243;48;2;13;17;23m \u001b[0m\u001b[38;2;230;237;243;48;2;13;17;23msays\u001b[0m\u001b[38;2;230;237;243;48;2;13;17;23m \u001b[0m\u001b[38;2;230;237;243;48;2;13;17;23m\"extremely\"\u001b[0m\u001b[38;2;230;237;243;48;2;13;17;23m \u001b[0m\u001b[38;2;230;237;243;48;2;13;17;23min\u001b[0m\u001b[38;2;230;237;243;48;2;13;17;23m \u001b[0m\u001b[38;2;230;237;243;48;2;13;17;23mresponse\u001b[0m\u001b[38;2;230;237;243;48;2;13;17;23m \u001b[0m\u001b[38;2;230;237;243;48;2;13;17;23mto\u001b[0m\u001b[38;2;230;237;243;48;2;13;17;23m \u001b[0m\u001b[38;2;230;237;243;48;2;13;17;23mthe\u001b[0m\u001b[38;2;230;237;243;48;2;13;17;23m \u001b[0m\u001b[38;2;230;237;243;48;2;13;17;23mquestion\u001b[0m\u001b[38;2;230;237;243;48;2;13;17;23m \u001b[0m\u001b[38;2;230;237;243;48;2;13;17;23m\"Isn't\u001b[0m\u001b[38;2;230;237;243;48;2;13;17;23m \u001b[0m\u001b[38;2;230;237;243;48;2;13;17;23mthat\u001b[0m\u001b[38;2;230;237;243;48;2;13;17;23m \u001b[0m\u001b[38;2;230;237;243;48;2;13;17;23mhot?\".\u001b[0m\u001b[48;2;13;17;23m \u001b[0m\n",
"\u001b[38;2;230;237;243;48;2;13;17;23mCode:\u001b[0m\u001b[48;2;13;17;23m \u001b[0m\n",
"\u001b[38;2;230;237;243;48;2;13;17;23m```py\u001b[0m\u001b[48;2;13;17;23m \u001b[0m\n",
"\u001b[38;2;230;237;243;48;2;13;17;23mfinal_answer(\"extremely\")\u001b[0m\u001b[48;2;13;17;23m \u001b[0m\n",
"\u001b[38;2;230;237;243;48;2;13;17;23m```<end_code>\u001b[0m\u001b[48;2;13;17;23m \u001b[0m\n"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"> ─ <span style=\"font-weight: bold\">Executing parsed code:</span> ──────────────────────────────────────────────────────────────────────────────────────── \n",
" <span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">final_answer(</span><span style=\"color: #e6db74; text-decoration-color: #e6db74; background-color: #272822\">\"extremely\"</span><span style=\"color: #f8f8f2; text-decoration-color: #f8f8f2; background-color: #272822\">)</span><span style=\"background-color: #272822\"> </span> \n",
" ───────────────────────────────────────────────────────────────────────────────────────────────────────────────── \n",
"</pre>\n"
],
"text/plain": [
" ─ \u001b[1mExecuting parsed code:\u001b[0m ──────────────────────────────────────────────────────────────────────────────────────── \n",
" \u001b[38;2;248;248;242;48;2;39;40;34mfinal_answer\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m(\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m\"\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34mextremely\u001b[0m\u001b[38;2;230;219;116;48;2;39;40;34m\"\u001b[0m\u001b[38;2;248;248;242;48;2;39;40;34m)\u001b[0m\u001b[48;2;39;40;34m \u001b[0m \n",
" ───────────────────────────────────────────────────────────────────────────────────────────────────────────────── \n"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #d4b702; text-decoration-color: #d4b702; font-weight: bold\">Out - Final answer: extremely</span>\n",
"</pre>\n"
],
"text/plain": [
"\u001b[1;38;2;212;183;2mOut - Final answer: extremely\u001b[0m\n"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">[Step 2: Duration 3.48 seconds| Input tokens: 4,791 | Output tokens: 155]</span>\n",
"</pre>\n"
],
"text/plain": [
"\u001b[2m[Step 2: Duration 3.48 seconds| Input tokens: 4,791 | Output tokens: 155]\u001b[0m\n"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"agent = CodeAgent(\n",
" tools=[DuckDuckGoSearchTool(), youtube_transcription_tool],\n",
" model=model,\n",
" #additional_authorized_imports=[\"helium\"],\n",
" #step_callbacks=[save_screenshot],\n",
" max_steps=20,\n",
" verbosity_level=2,\n",
" )\n",
"answer = agent.run(\"\"\"Examine the video at https://www.youtube.com/watch?v=1htKBjuUWec.\n",
"\n",
"What does Teal'c say in response to the question \"\"Isn't that hot?\"\"\")"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\u001b[1;31mInit signature:\u001b[0m\n",
"\u001b[0mCodeAgent\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[0mtools\u001b[0m\u001b[1;33m:\u001b[0m \u001b[0mList\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0msmolagents\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mtools\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mTool\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[0mmodel\u001b[0m\u001b[1;33m:\u001b[0m \u001b[0mCallable\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mList\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mDict\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mstr\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mstr\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0msmolagents\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmodels\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mChatMessage\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[0mprompt_templates\u001b[0m\u001b[1;33m:\u001b[0m \u001b[0mOptional\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0msmolagents\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0magents\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mPromptTemplates\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[0mgrammar\u001b[0m\u001b[1;33m:\u001b[0m \u001b[0mOptional\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mDict\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mstr\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mstr\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[0madditional_authorized_imports\u001b[0m\u001b[1;33m:\u001b[0m \u001b[0mOptional\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mList\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mstr\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[0mplanning_interval\u001b[0m\u001b[1;33m:\u001b[0m \u001b[0mOptional\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mint\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[0mexecutor_type\u001b[0m\u001b[1;33m:\u001b[0m \u001b[0mstr\u001b[0m \u001b[1;33m|\u001b[0m \u001b[1;32mNone\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;34m'local'\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[0mexecutor_kwargs\u001b[0m\u001b[1;33m:\u001b[0m \u001b[0mOptional\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mDict\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mstr\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mAny\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[0mmax_print_outputs_length\u001b[0m\u001b[1;33m:\u001b[0m \u001b[0mOptional\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mint\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\n",
"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
"\u001b[1;31mSource:\u001b[0m \n",
"\u001b[1;32mclass\u001b[0m \u001b[0mCodeAgent\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mMultiStepAgent\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[1;34m\"\"\"\n",
" In this agent, the tool calls will be formulated by the LLM in code format, then parsed and executed.\n",
"\n",
" Args:\n",
" tools (`list[Tool]`): [`Tool`]s that the agent can use.\n",
" model (`Callable[[list[dict[str, str]]], ChatMessage]`): Model that will generate the agent's actions.\n",
" prompt_templates ([`~agents.PromptTemplates`], *optional*): Prompt templates.\n",
" grammar (`dict[str, str]`, *optional*): Grammar used to parse the LLM output.\n",
" additional_authorized_imports (`list[str]`, *optional*): Additional authorized imports for the agent.\n",
" planning_interval (`int`, *optional*): Interval at which the agent will run a planning step.\n",
" executor_type (`str`, default `\"local\"`): Which executor type to use between `\"local\"`, `\"e2b\"`, or `\"docker\"`.\n",
" executor_kwargs (`dict`, *optional*): Additional arguments to pass to initialize the executor.\n",
" max_print_outputs_length (`int`, *optional*): Maximum length of the print outputs.\n",
" **kwargs: Additional keyword arguments.\n",
"\n",
" \"\"\"\u001b[0m\u001b[1;33m\n",
"\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0m__init__\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[0mtools\u001b[0m\u001b[1;33m:\u001b[0m \u001b[0mList\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mTool\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[0mmodel\u001b[0m\u001b[1;33m:\u001b[0m \u001b[0mCallable\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mList\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mDict\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mstr\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mstr\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mChatMessage\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[0mprompt_templates\u001b[0m\u001b[1;33m:\u001b[0m \u001b[0mOptional\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mPromptTemplates\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[0mgrammar\u001b[0m\u001b[1;33m:\u001b[0m \u001b[0mOptional\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mDict\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mstr\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mstr\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[0madditional_authorized_imports\u001b[0m\u001b[1;33m:\u001b[0m \u001b[0mOptional\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mList\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mstr\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[0mplanning_interval\u001b[0m\u001b[1;33m:\u001b[0m \u001b[0mOptional\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mint\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[0mexecutor_type\u001b[0m\u001b[1;33m:\u001b[0m \u001b[0mstr\u001b[0m \u001b[1;33m|\u001b[0m \u001b[1;32mNone\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;34m\"local\"\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[0mexecutor_kwargs\u001b[0m\u001b[1;33m:\u001b[0m \u001b[0mOptional\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mDict\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mstr\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mAny\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[0mmax_print_outputs_length\u001b[0m\u001b[1;33m:\u001b[0m \u001b[0mOptional\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mint\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0madditional_authorized_imports\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0madditional_authorized_imports\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0madditional_authorized_imports\u001b[0m \u001b[1;32melse\u001b[0m \u001b[1;33m[\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mauthorized_imports\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0msorted\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mset\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mBASE_BUILTIN_MODULES\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;33m|\u001b[0m \u001b[0mset\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0madditional_authorized_imports\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmax_print_outputs_length\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mmax_print_outputs_length\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[0mprompt_templates\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mprompt_templates\u001b[0m \u001b[1;32mor\u001b[0m \u001b[0myaml\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msafe_load\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[0mimportlib\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mresources\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mfiles\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"smolagents.prompts\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mjoinpath\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"code_agent.yaml\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mread_text\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[1;33m)\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[0msuper\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m__init__\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[0mtools\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mtools\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[0mmodel\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mmodel\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[0mprompt_templates\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mprompt_templates\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[0mgrammar\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mgrammar\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[0mplanning_interval\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mplanning_interval\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[1;33m)\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[1;32mif\u001b[0m \u001b[1;34m\"*\"\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0madditional_authorized_imports\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mlogger\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mlog\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[1;34m\"Caution: you set an authorization for all imports, meaning your agent can decide to import any package it deems necessary. This might raise issues if the package is not installed in your environment.\"\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[1;36m0\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[1;33m)\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mexecutor_type\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mexecutor_type\u001b[0m \u001b[1;32mor\u001b[0m \u001b[1;34m\"local\"\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mexecutor_kwargs\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mexecutor_kwargs\u001b[0m \u001b[1;32mor\u001b[0m \u001b[1;33m{\u001b[0m\u001b[1;33m}\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mpython_executor\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcreate_python_executor\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\n",
"\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0mcreate_python_executor\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;33m->\u001b[0m \u001b[0mPythonExecutor\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[0mmatch\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mexecutor_type\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[0mcase\u001b[0m \u001b[1;34m\"e2b\"\u001b[0m \u001b[1;33m|\u001b[0m \u001b[1;34m\"docker\"\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmanaged_agents\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[1;32mraise\u001b[0m \u001b[0mException\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"Managed agents are not yet supported with remote code execution.\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mexecutor_type\u001b[0m \u001b[1;33m==\u001b[0m \u001b[1;34m\"e2b\"\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[1;32mreturn\u001b[0m \u001b[0mE2BExecutor\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0madditional_authorized_imports\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mlogger\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mexecutor_kwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[1;32mreturn\u001b[0m \u001b[0mDockerExecutor\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0madditional_authorized_imports\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mlogger\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mexecutor_kwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[0mcase\u001b[0m \u001b[1;34m\"local\"\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[1;32mreturn\u001b[0m \u001b[0mLocalPythonExecutor\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0madditional_authorized_imports\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[0mmax_print_outputs_length\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmax_print_outputs_length\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[1;33m)\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[0mcase\u001b[0m \u001b[0m_\u001b[0m\u001b[1;33m:\u001b[0m \u001b[1;31m# if applicable\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[1;32mraise\u001b[0m \u001b[0mValueError\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33mf\"\u001b[0m\u001b[1;33mUnsupported executor type: \u001b[0m\u001b[1;33m{\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mexecutor_type\u001b[0m\u001b[1;33m}\u001b[0m\u001b[1;33m\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\n",
"\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0minitialize_system_prompt\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;33m->\u001b[0m \u001b[0mstr\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[0msystem_prompt\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mpopulate_template\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mprompt_templates\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m\"system_prompt\"\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[0mvariables\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;33m{\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[1;34m\"tools\"\u001b[0m\u001b[1;33m:\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mtools\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[1;34m\"managed_agents\"\u001b[0m\u001b[1;33m:\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmanaged_agents\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[1;34m\"authorized_imports\"\u001b[0m\u001b[1;33m:\u001b[0m \u001b[1;33m(\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[1;34m\"You can import from any package you want.\"\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[1;32mif\u001b[0m \u001b[1;34m\"*\"\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mauthorized_imports\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[1;32melse\u001b[0m \u001b[0mstr\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mauthorized_imports\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[1;33m}\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[1;33m)\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[1;32mreturn\u001b[0m \u001b[0msystem_prompt\u001b[0m\u001b[1;33m\n",
"\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0mstep\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mmemory_step\u001b[0m\u001b[1;33m:\u001b[0m \u001b[0mActionStep\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;33m->\u001b[0m \u001b[0mUnion\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;32mNone\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mAny\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[1;34m\"\"\"\n",
" Perform one step in the ReAct framework: the agent thinks, acts, and observes the result.\n",
" Returns None if the step is not final.\n",
" \"\"\"\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[0mmemory_messages\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mwrite_memory_to_messages\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\n",
"\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0minput_messages\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mmemory_messages\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcopy\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\n",
"\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[1;31m# Add new step in logs\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[0mmemory_step\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmodel_input_messages\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mmemory_messages\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcopy\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[0madditional_args\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m{\u001b[0m\u001b[1;34m\"grammar\"\u001b[0m\u001b[1;33m:\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mgrammar\u001b[0m\u001b[1;33m}\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mgrammar\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[1;32mNone\u001b[0m \u001b[1;32melse\u001b[0m \u001b[1;33m{\u001b[0m\u001b[1;33m}\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[0mchat_message\u001b[0m\u001b[1;33m:\u001b[0m \u001b[0mChatMessage\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmodel\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0minput_messages\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[0mstop_sequences\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m\"<end_code>\"\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m\"Observation:\"\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m\"Calling tools:\"\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0madditional_args\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[1;33m)\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[0mmemory_step\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmodel_output_message\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mchat_message\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[0mmodel_output\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mchat_message\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcontent\u001b[0m\u001b[1;33m\n",
"\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[1;31m# This adds <end_code> sequence to the history.\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[1;31m# This will nudge ulterior LLM calls to finish with <end_code>, thus efficiently stopping generation.\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mmodel_output\u001b[0m \u001b[1;32mand\u001b[0m \u001b[0mmodel_output\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mstrip\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mendswith\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"```\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[0mmodel_output\u001b[0m \u001b[1;33m+=\u001b[0m \u001b[1;34m\"<end_code>\"\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[0mmemory_step\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmodel_output_message\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcontent\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mmodel_output\u001b[0m\u001b[1;33m\n",
"\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[0mmemory_step\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmodel_output\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mmodel_output\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[1;32mexcept\u001b[0m \u001b[0mException\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0me\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[1;32mraise\u001b[0m \u001b[0mAgentGenerationError\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33mf\"\u001b[0m\u001b[1;33mError in generating model output:\\n\u001b[0m\u001b[1;33m{\u001b[0m\u001b[0me\u001b[0m\u001b[1;33m}\u001b[0m\u001b[1;33m\"\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mlogger\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;32mfrom\u001b[0m \u001b[0me\u001b[0m\u001b[1;33m\n",
"\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mlogger\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mlog_markdown\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[0mcontent\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mmodel_output\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[0mtitle\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m\"Output message of the LLM:\"\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[0mlevel\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mLogLevel\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mDEBUG\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[1;33m)\u001b[0m\u001b[1;33m\n",
"\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[1;31m# Parse\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[0mcode_action\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mfix_final_answer_code\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mparse_code_blobs\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmodel_output\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[1;32mexcept\u001b[0m \u001b[0mException\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0me\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[0merror_msg\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33mf\"\u001b[0m\u001b[1;33mError in code parsing:\\n\u001b[0m\u001b[1;33m{\u001b[0m\u001b[0me\u001b[0m\u001b[1;33m}\u001b[0m\u001b[1;33m\\nMake sure to provide correct code blobs.\u001b[0m\u001b[1;33m\"\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[1;32mraise\u001b[0m \u001b[0mAgentParsingError\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0merror_msg\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mlogger\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\n",
"\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[0mmemory_step\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mtool_calls\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m[\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[0mToolCall\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[0mname\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m\"python_interpreter\"\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[0marguments\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mcode_action\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[0mid\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;33mf\"\u001b[0m\u001b[1;33mcall_\u001b[0m\u001b[1;33m{\u001b[0m\u001b[0mlen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmemory\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msteps\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m}\u001b[0m\u001b[1;33m\"\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[1;33m)\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[1;33m]\u001b[0m\u001b[1;33m\n",
"\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[1;31m# Execute\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mlogger\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mlog_code\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mtitle\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m\"Executing parsed code:\"\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcontent\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mcode_action\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mlevel\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mLogLevel\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mINFO\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[0mis_final_answer\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;32mFalse\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[0moutput\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mexecution_logs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mis_final_answer\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mpython_executor\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcode_action\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[0mexecution_outputs_console\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m[\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mlen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mexecution_logs\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;33m>\u001b[0m \u001b[1;36m0\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[0mexecution_outputs_console\u001b[0m \u001b[1;33m+=\u001b[0m \u001b[1;33m[\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[0mText\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"Execution logs:\"\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mstyle\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m\"bold\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[0mText\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mexecution_logs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[1;33m]\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[0mobservation\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;34m\"Execution logs:\\n\"\u001b[0m \u001b[1;33m+\u001b[0m \u001b[0mexecution_logs\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[1;32mexcept\u001b[0m \u001b[0mException\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0me\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mhasattr\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mpython_executor\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m\"state\"\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;32mand\u001b[0m \u001b[1;34m\"_print_outputs\"\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mpython_executor\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mstate\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[0mexecution_logs\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mstr\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mpython_executor\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mstate\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m\"_print_outputs\"\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mlen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mexecution_logs\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;33m>\u001b[0m \u001b[1;36m0\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[0mexecution_outputs_console\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m[\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[0mText\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"Execution logs:\"\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mstyle\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m\"bold\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[0mText\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mexecution_logs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[1;33m]\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[0mmemory_step\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mobservations\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;34m\"Execution logs:\\n\"\u001b[0m \u001b[1;33m+\u001b[0m \u001b[0mexecution_logs\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mlogger\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mlog\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mGroup\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0mexecution_outputs_console\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mlevel\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mLogLevel\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mINFO\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[0merror_msg\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mstr\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0me\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[1;32mif\u001b[0m \u001b[1;34m\"Import of \"\u001b[0m \u001b[1;32min\u001b[0m \u001b[0merror_msg\u001b[0m \u001b[1;32mand\u001b[0m \u001b[1;34m\" is not allowed\"\u001b[0m \u001b[1;32min\u001b[0m \u001b[0merror_msg\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mlogger\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mlog\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[1;34m\"[bold red]Warning to user: Code execution failed due to an unauthorized import - Consider passing said import under `additional_authorized_imports` when initializing your CodeAgent.\"\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[0mlevel\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mLogLevel\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mINFO\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[1;33m)\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[1;32mraise\u001b[0m \u001b[0mAgentExecutionError\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0merror_msg\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mlogger\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\n",
"\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[0mtruncated_output\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mtruncate_content\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mstr\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0moutput\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[0mobservation\u001b[0m \u001b[1;33m+=\u001b[0m \u001b[1;34m\"Last output from code snippet:\\n\"\u001b[0m \u001b[1;33m+\u001b[0m \u001b[0mtruncated_output\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[0mmemory_step\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mobservations\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mobservation\u001b[0m\u001b[1;33m\n",
"\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[0mexecution_outputs_console\u001b[0m \u001b[1;33m+=\u001b[0m \u001b[1;33m[\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[0mText\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[1;33mf\"\u001b[0m\u001b[1;33m{\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'Out - Final answer'\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mis_final_answer\u001b[0m \u001b[1;32melse\u001b[0m \u001b[1;34m'Out'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m}\u001b[0m\u001b[1;33m: \u001b[0m\u001b[1;33m{\u001b[0m\u001b[0mtruncated_output\u001b[0m\u001b[1;33m}\u001b[0m\u001b[1;33m\"\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[0mstyle\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33mf\"\u001b[0m\u001b[1;33mbold \u001b[0m\u001b[1;33m{\u001b[0m\u001b[0mYELLOW_HEX\u001b[0m\u001b[1;33m}\u001b[0m\u001b[1;33m\"\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mis_final_answer\u001b[0m \u001b[1;32melse\u001b[0m \u001b[1;34m\"\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[1;33m]\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mlogger\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mlog\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mGroup\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0mexecution_outputs_console\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mlevel\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mLogLevel\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mINFO\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[0mmemory_step\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0maction_output\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0moutput\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[1;32mreturn\u001b[0m \u001b[0moutput\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mis_final_answer\u001b[0m \u001b[1;32melse\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m\n",
"\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0mto_dict\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;33m->\u001b[0m \u001b[0mdict\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mstr\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mAny\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[1;34m\"\"\"Convert the agent to a dictionary representation.\n",
"\n",
" Returns:\n",
" `dict`: Dictionary representation of the agent.\n",
" \"\"\"\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[0magent_dict\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0msuper\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mto_dict\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[0magent_dict\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m\"authorized_imports\"\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mauthorized_imports\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[0magent_dict\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m\"executor_type\"\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mexecutor_type\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[0magent_dict\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m\"executor_kwargs\"\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mexecutor_kwargs\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[0magent_dict\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m\"max_print_outputs_length\"\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmax_print_outputs_length\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[1;32mreturn\u001b[0m \u001b[0magent_dict\u001b[0m\u001b[1;33m\n",
"\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[1;33m@\u001b[0m\u001b[0mclassmethod\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0mfrom_dict\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcls\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0magent_dict\u001b[0m\u001b[1;33m:\u001b[0m \u001b[0mdict\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mstr\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mAny\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;33m->\u001b[0m \u001b[1;34m\"CodeAgent\"\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[1;34m\"\"\"Create CodeAgent from a dictionary representation.\n",
"\n",
" Args:\n",
" agent_dict (`dict[str, Any]`): Dictionary representation of the agent.\n",
" **kwargs: Additional keyword arguments that will override agent_dict values.\n",
"\n",
" Returns:\n",
" `CodeAgent`: Instance of the CodeAgent class.\n",
" \"\"\"\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[1;31m# Add CodeAgent-specific parameters to kwargs\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[0mcode_agent_kwargs\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m{\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[1;34m\"additional_authorized_imports\"\u001b[0m\u001b[1;33m:\u001b[0m \u001b[0magent_dict\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mget\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"authorized_imports\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[1;34m\"executor_type\"\u001b[0m\u001b[1;33m:\u001b[0m \u001b[0magent_dict\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mget\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"executor_type\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[1;34m\"executor_kwargs\"\u001b[0m\u001b[1;33m:\u001b[0m \u001b[0magent_dict\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mget\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"executor_kwargs\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[1;34m\"max_print_outputs_length\"\u001b[0m\u001b[1;33m:\u001b[0m \u001b[0magent_dict\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mget\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"max_print_outputs_length\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[1;33m}\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[1;31m# Filter out None values\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[0mcode_agent_kwargs\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m{\u001b[0m\u001b[0mk\u001b[0m\u001b[1;33m:\u001b[0m \u001b[0mv\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0mk\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mv\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mcode_agent_kwargs\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mitems\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mv\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m}\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[1;31m# Update with any additional kwargs\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[0mcode_agent_kwargs\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mupdate\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[1;31m# Call the parent class's from_dict method\u001b[0m\u001b[1;33m\n",
"\u001b[0m \u001b[1;32mreturn\u001b[0m \u001b[0msuper\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mfrom_dict\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0magent_dict\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mcode_agent_kwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
"\u001b[1;31mFile:\u001b[0m c:\\users\\pulkitme\\appdata\\local\\miniconda3\\lib\\site-packages\\smolagents\\agents.py\n",
"\u001b[1;31mType:\u001b[0m ABCMeta\n",
"\u001b[1;31mSubclasses:\u001b[0m "
]
}
],
"source": [
"CodeAgent??"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "base",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.12.8"
}
},
"nbformat": 4,
"nbformat_minor": 2
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|