mirror of
https://github.com/hwchase17/langchain
synced 2024-10-29 17:07:25 +00:00
200 lines
7.7 KiB
Plaintext
200 lines
7.7 KiB
Plaintext
{
|
|
"cells": [
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 1,
|
|
"id": "e9e2b50b",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"from langchain.chains.react.prompt import EXAMPLES, SUFFIX\n",
|
|
"from langchain.embeddings.openai import OpenAIEmbeddings\n",
|
|
"from langchain.example_generator import generate_example, generate_example_from_dynamic_prompt\n",
|
|
"from langchain.llms.openai import OpenAI\n",
|
|
"from langchain.prompts.optimized import OptimizedPrompt\n",
|
|
"from langchain.vectorstores.elastic_vector_search import ElasticVectorSearch\n",
|
|
"from langchain.vectorstores.faiss import FAISS"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 2,
|
|
"id": "cb069606",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"'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]'"
|
|
]
|
|
},
|
|
"execution_count": 2,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"EXAMPLES[0]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 3,
|
|
"id": "5fda75a4",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"prompt = OptimizedPrompt.from_examples(\n",
|
|
" examples=EXAMPLES, \n",
|
|
" suffix=SUFFIX, \n",
|
|
" input_variables=[\"input\"],\n",
|
|
" embeddings=OpenAIEmbeddings(),\n",
|
|
" vectorstore_cls=FAISS\n",
|
|
")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 4,
|
|
"id": "7a601df8",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"\n",
|
|
"\n",
|
|
"Question: What is the elevation range for the area that the eastern sector of the\n",
|
|
"Colorado orogeny extends into?\n",
|
|
"Thought 1: I need to search Colorado orogeny, find the area that the eastern sector\n",
|
|
"of the Colorado orogeny extends into, then find the elevation range of the\n",
|
|
"area.\n",
|
|
"Action 1: Search[Colorado orogeny]\n",
|
|
"Observation 1: The Colorado orogeny was an episode of mountain building (an orogeny) in\n",
|
|
"Colorado and surrounding areas.\n",
|
|
"Thought 2: It does not mention the eastern sector. So I need to look up eastern\n",
|
|
"sector.\n",
|
|
"Action 2: Lookup[eastern sector]\n",
|
|
"Observation 2: (Result 1 / 1) The eastern sector extends into the High Plains and is called\n",
|
|
"the Central Plains orogeny.\n",
|
|
"Thought 3: The eastern sector of Colorado orogeny extends into the High Plains. So I\n",
|
|
"need to search High Plains and find its elevation range.\n",
|
|
"Action 3: Search[High Plains]\n",
|
|
"Observation 3: High Plains refers to one of two distinct land regions\n",
|
|
"Thought 4: I need to instead search High Plains (United States).\n",
|
|
"Action 4: Search[High Plains (United States)]\n",
|
|
"Observation 4: The High Plains are a subregion of the Great Plains. From east to west, the\n",
|
|
"High Plains rise in elevation from around 1,800 to 7,000 ft (550 to 2,130\n",
|
|
"m).[3]\n",
|
|
"Thought 5: High Plains rise in elevation from around 1,800 to 7,000 ft, so the answer\n",
|
|
"is 1,800 to 7,000 ft.\n",
|
|
"Action 5: Finish[1,800 to 7,000 ft]\n",
|
|
"\n",
|
|
"\n",
|
|
"\n",
|
|
"Question: What is the highest mountain peak in Asia?\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"print(prompt.format(k=1, input=\"What is the highest mountain peak in Asia?\"))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 7,
|
|
"id": "f7f06820",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"prompt = OptimizedPrompt.from_examples(\n",
|
|
" examples=EXAMPLES, \n",
|
|
" suffix=SUFFIX, \n",
|
|
" input_variables=[\"input\"],\n",
|
|
" embeddings=OpenAIEmbeddings(),\n",
|
|
" vectorstore_cls=ElasticVectorSearch,\n",
|
|
" elasticsearch_url=\"http://localhost:9200\"\n",
|
|
")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 8,
|
|
"id": "bd91f408",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"\n",
|
|
"\n",
|
|
"Question: What is the elevation range for the area that the eastern sector of the\n",
|
|
"Colorado orogeny extends into?\n",
|
|
"Thought 1: I need to search Colorado orogeny, find the area that the eastern sector\n",
|
|
"of the Colorado orogeny extends into, then find the elevation range of the\n",
|
|
"area.\n",
|
|
"Action 1: Search[Colorado orogeny]\n",
|
|
"Observation 1: The Colorado orogeny was an episode of mountain building (an orogeny) in\n",
|
|
"Colorado and surrounding areas.\n",
|
|
"Thought 2: It does not mention the eastern sector. So I need to look up eastern\n",
|
|
"sector.\n",
|
|
"Action 2: Lookup[eastern sector]\n",
|
|
"Observation 2: (Result 1 / 1) The eastern sector extends into the High Plains and is called\n",
|
|
"the Central Plains orogeny.\n",
|
|
"Thought 3: The eastern sector of Colorado orogeny extends into the High Plains. So I\n",
|
|
"need to search High Plains and find its elevation range.\n",
|
|
"Action 3: Search[High Plains]\n",
|
|
"Observation 3: High Plains refers to one of two distinct land regions\n",
|
|
"Thought 4: I need to instead search High Plains (United States).\n",
|
|
"Action 4: Search[High Plains (United States)]\n",
|
|
"Observation 4: The High Plains are a subregion of the Great Plains. From east to west, the\n",
|
|
"High Plains rise in elevation from around 1,800 to 7,000 ft (550 to 2,130\n",
|
|
"m).[3]\n",
|
|
"Thought 5: High Plains rise in elevation from around 1,800 to 7,000 ft, so the answer\n",
|
|
"is 1,800 to 7,000 ft.\n",
|
|
"Action 5: Finish[1,800 to 7,000 ft]\n",
|
|
"\n",
|
|
"\n",
|
|
"\n",
|
|
"Question: What is the highest mountain peak in Asia?\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"print(prompt.format(k=1, input=\"What is the highest mountain peak in Asia?\"))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"id": "716165c2",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": "Python 3 (ipykernel)",
|
|
"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": "3.10.4"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 5
|
|
}
|