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200 lines
7.7 KiB
Plaintext
200 lines
7.7 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 1,
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"id": "e9e2b50b",
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"metadata": {},
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"outputs": [],
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"source": [
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"from langchain.chains.react.prompt import EXAMPLES, SUFFIX\n",
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"from langchain.embeddings.openai import OpenAIEmbeddings\n",
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"from langchain.example_generator import generate_example, generate_example_from_dynamic_prompt\n",
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"from langchain.llms.openai import OpenAI\n",
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"from langchain.prompts.optimized import OptimizedPrompt\n",
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"from langchain.vectorstores.elastic_vector_search import ElasticVectorSearch\n",
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"from langchain.vectorstores.faiss import FAISS"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"id": "cb069606",
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/plain": [
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"'Question: What is the elevation range for the area that the eastern sector of the\\nColorado orogeny extends into?\\nThought 1: I need to search Colorado orogeny, find the area that the eastern sector\\nof the Colorado orogeny extends into, then find the elevation range of the\\narea.\\nAction 1: Search[Colorado orogeny]\\nObservation 1: The Colorado orogeny was an episode of mountain building (an orogeny) in\\nColorado and surrounding areas.\\nThought 2: It does not mention the eastern sector. So I need to look up eastern\\nsector.\\nAction 2: Lookup[eastern sector]\\nObservation 2: (Result 1 / 1) The eastern sector extends into the High Plains and is called\\nthe Central Plains orogeny.\\nThought 3: The eastern sector of Colorado orogeny extends into the High Plains. So I\\nneed to search High Plains and find its elevation range.\\nAction 3: Search[High Plains]\\nObservation 3: High Plains refers to one of two distinct land regions\\nThought 4: I need to instead search High Plains (United States).\\nAction 4: Search[High Plains (United States)]\\nObservation 4: The High Plains are a subregion of the Great Plains. From east to west, the\\nHigh Plains rise in elevation from around 1,800 to 7,000 ft (550 to 2,130\\nm).[3]\\nThought 5: High Plains rise in elevation from around 1,800 to 7,000 ft, so the answer\\nis 1,800 to 7,000 ft.\\nAction 5: Finish[1,800 to 7,000 ft]'"
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]
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},
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"execution_count": 2,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"EXAMPLES[0]"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"id": "5fda75a4",
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"metadata": {},
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"outputs": [],
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"source": [
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"prompt = OptimizedPrompt.from_examples(\n",
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" examples=EXAMPLES, \n",
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" suffix=SUFFIX, \n",
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" input_variables=[\"input\"],\n",
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" embeddings=OpenAIEmbeddings(),\n",
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" vectorstore_cls=FAISS\n",
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")"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 4,
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"id": "7a601df8",
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"\n",
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"\n",
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"Question: What is the elevation range for the area that the eastern sector of the\n",
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"Colorado orogeny extends into?\n",
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"Thought 1: I need to search Colorado orogeny, find the area that the eastern sector\n",
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"of the Colorado orogeny extends into, then find the elevation range of the\n",
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"area.\n",
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"Action 1: Search[Colorado orogeny]\n",
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"Observation 1: The Colorado orogeny was an episode of mountain building (an orogeny) in\n",
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"Colorado and surrounding areas.\n",
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"Thought 2: It does not mention the eastern sector. So I need to look up eastern\n",
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"sector.\n",
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"Action 2: Lookup[eastern sector]\n",
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"Observation 2: (Result 1 / 1) The eastern sector extends into the High Plains and is called\n",
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"the Central Plains orogeny.\n",
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"Thought 3: The eastern sector of Colorado orogeny extends into the High Plains. So I\n",
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"need to search High Plains and find its elevation range.\n",
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"Action 3: Search[High Plains]\n",
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"Observation 3: High Plains refers to one of two distinct land regions\n",
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"Thought 4: I need to instead search High Plains (United States).\n",
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"Action 4: Search[High Plains (United States)]\n",
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"Observation 4: The High Plains are a subregion of the Great Plains. From east to west, the\n",
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"High Plains rise in elevation from around 1,800 to 7,000 ft (550 to 2,130\n",
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"m).[3]\n",
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"Thought 5: High Plains rise in elevation from around 1,800 to 7,000 ft, so the answer\n",
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"is 1,800 to 7,000 ft.\n",
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"Action 5: Finish[1,800 to 7,000 ft]\n",
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"\n",
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"\n",
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"\n",
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"Question: What is the highest mountain peak in Asia?\n"
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]
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}
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],
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"source": [
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"print(prompt.format(k=1, input=\"What is the highest mountain peak in Asia?\"))"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 7,
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"id": "f7f06820",
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"metadata": {},
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"outputs": [],
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"source": [
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"prompt = OptimizedPrompt.from_examples(\n",
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" examples=EXAMPLES, \n",
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" suffix=SUFFIX, \n",
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" input_variables=[\"input\"],\n",
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" embeddings=OpenAIEmbeddings(),\n",
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" vectorstore_cls=ElasticVectorSearch,\n",
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" elasticsearch_url=\"http://localhost:9200\"\n",
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")"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 8,
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"id": "bd91f408",
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"\n",
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"\n",
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"Question: What is the elevation range for the area that the eastern sector of the\n",
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"Colorado orogeny extends into?\n",
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"Thought 1: I need to search Colorado orogeny, find the area that the eastern sector\n",
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"of the Colorado orogeny extends into, then find the elevation range of the\n",
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"area.\n",
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"Action 1: Search[Colorado orogeny]\n",
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"Observation 1: The Colorado orogeny was an episode of mountain building (an orogeny) in\n",
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"Colorado and surrounding areas.\n",
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"Thought 2: It does not mention the eastern sector. So I need to look up eastern\n",
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"sector.\n",
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"Action 2: Lookup[eastern sector]\n",
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"Observation 2: (Result 1 / 1) The eastern sector extends into the High Plains and is called\n",
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"the Central Plains orogeny.\n",
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"Thought 3: The eastern sector of Colorado orogeny extends into the High Plains. So I\n",
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"need to search High Plains and find its elevation range.\n",
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"Action 3: Search[High Plains]\n",
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"Observation 3: High Plains refers to one of two distinct land regions\n",
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"Thought 4: I need to instead search High Plains (United States).\n",
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"Action 4: Search[High Plains (United States)]\n",
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"Observation 4: The High Plains are a subregion of the Great Plains. From east to west, the\n",
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"High Plains rise in elevation from around 1,800 to 7,000 ft (550 to 2,130\n",
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"m).[3]\n",
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"Thought 5: High Plains rise in elevation from around 1,800 to 7,000 ft, so the answer\n",
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"is 1,800 to 7,000 ft.\n",
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"Action 5: Finish[1,800 to 7,000 ft]\n",
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"\n",
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"\n",
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"\n",
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"Question: What is the highest mountain peak in Asia?\n"
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]
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}
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],
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"source": [
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"print(prompt.format(k=1, input=\"What is the highest mountain peak in Asia?\"))"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"id": "716165c2",
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"metadata": {},
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"outputs": [],
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"source": []
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}
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],
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"metadata": {
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"kernelspec": {
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"display_name": "Python 3 (ipykernel)",
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"language": "python",
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"name": "python3"
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},
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"language_info": {
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"codemirror_mode": {
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"name": "ipython",
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"version": 3
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},
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"file_extension": ".py",
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"mimetype": "text/x-python",
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"name": "python",
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"nbconvert_exporter": "python",
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"pygments_lexer": "ipython3",
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"version": "3.10.4"
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}
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},
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"nbformat": 4,
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"nbformat_minor": 5
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}
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