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Created December 4, 2023 05:29
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text_summary.ipynb
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/shoridevel/c8da5c81f3bbb9ebe401d67485cbc933/text_summary.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "uMbrG4sNo5dd"
},
"source": [
"# ไพๅญ˜ใƒ‘ใƒƒใ‚ฑใƒผใ‚ธใฎใ‚คใƒณใ‚นใƒˆใƒผใƒซ"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "B1nW1j4Voddk",
"outputId": "86e93d66-873f-4c48-83d6-ac9fdac331e8"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
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"Requirement already satisfied: mdurl~=0.1 in /usr/local/lib/python3.10/dist-packages (from markdown-it-py>=2.2.0->rich<14,>=10.14.0->streamlit) (0.1.2)\n",
"Collecting mypy-extensions>=0.3.0 (from typing-inspect<1,>=0.4.0->dataclasses-json<0.7,>=0.5.7->langchain)\n",
" Downloading mypy_extensions-1.0.0-py3-none-any.whl (4.7 kB)\n",
"Installing collected packages: watchdog, validators, smmap, mypy-extensions, marshmallow, jsonpointer, h11, typing-inspect, tiktoken, pydeck, langsmith, jsonpatch, httpcore, gitdb, langchain-core, httpx, gitpython, dataclasses-json, openai, langchain, streamlit\n",
"\u001b[31mERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.\n",
"llmx 0.0.15a0 requires cohere, which is not installed.\u001b[0m\u001b[31m\n",
"\u001b[0mSuccessfully installed dataclasses-json-0.6.3 gitdb-4.0.11 gitpython-3.1.40 h11-0.14.0 httpcore-1.0.2 httpx-0.25.2 jsonpatch-1.33 jsonpointer-2.4 langchain-0.0.345 langchain-core-0.0.9 langsmith-0.0.69 marshmallow-3.20.1 mypy-extensions-1.0.0 openai-1.3.7 pydeck-0.8.1b0 smmap-5.0.1 streamlit-1.29.0 tiktoken-0.5.2 typing-inspect-0.9.0 validators-0.22.0 watchdog-3.0.0\n"
]
}
],
"source": [
"!pip install langchain openai streamlit tiktoken"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "6FdZ8U80tFNR"
},
"source": [
"# ่ฆ็ด„ใƒญใ‚ธใƒƒใ‚ฏ"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "90_1tI02tHSd",
"outputId": "cbed2d3f-6eb1-4c9b-c8de-9b3a528acfa5"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Overwriting app.py\n"
]
}
],
"source": [
"%%writefile app.py\n",
"import streamlit as st\n",
"from langchain import PromptTemplate\n",
"from langchain.chains.summarize import load_summarize_chain\n",
"from langchain.docstore.document import Document\n",
"from langchain.llms.openai import OpenAI\n",
"from langchain.text_splitter import CharacterTextSplitter\n",
"\n",
"# Streamlit app\n",
"st.subheader('ใƒ†ใ‚ญใ‚นใƒˆ่ฆ็ด„')\n",
"# Set API keys from session state\n",
"openai_api_key = st.text_input(\"OpenAI API Key\", type=\"password\")\n",
"source_text = st.text_area(\"่ฆ็ด„ใ™ใ‚‹ใƒ†ใ‚ญใ‚นใƒˆใ‚’ๅ…ฅๅŠ›ใ—ใฆใใ ใ•ใ„\", height=200)\n",
"\n",
"# ่ฆ็ด„ใ™ใ‚‹ใƒœใ‚ฟใƒณใŒๆŠผใ•ใ‚ŒใŸๆ™‚ๅฎŸ่กŒ\n",
"if st.button(\"่ฆ็ด„ใ™ใ‚‹\"):\n",
" # ๅ…ฅๅŠ›ใƒ‡ใƒผใ‚ฟใ‚’ใƒใ‚งใƒƒใ‚ฏ\n",
" if not openai_api_key:\n",
" st.error(\"OpenAIใฎAPIใ‚ญใƒผใ‚’ๅ…ฅๅŠ›ใ—ใฆใใ ใ•ใ„\")\n",
" elif not source_text.strip():\n",
" st.error(\"ใƒ†ใ‚ญใ‚นใƒˆใ‚’ๅ…ฅๅŠ›ใ—ใฆใใ ใ•ใ„\")\n",
" else:\n",
" try:\n",
" with st.spinner(\"ๅฐ‘ใ€…ใŠๅพ…ใกใใ ใ•ใ„\"):\n",
" # ใƒ†ใ‚ญใ‚นใƒˆใ‚’ๅˆ†ๅ‰ฒ\n",
" text_splitter = CharacterTextSplitter(\n",
" separator=\"\\n\",\n",
" chunk_size=1000,\n",
" chunk_overlap=0,\n",
" length_function=len,\n",
" )\n",
" texts = text_splitter.split_text(source_text)\n",
"\n",
" # ใƒ†ใ‚ญใ‚นใƒˆใ‹ใ‚‰ใƒ‰ใ‚ญใƒฅใƒกใƒณใƒˆใ‚’3ใƒšใƒผใ‚ธไฝœๆˆ\n",
" docs = [Document(page_content=t) for t in texts]\n",
"\n",
" print(docs)\n",
"\n",
" prompt_template = \"\"\"ๆ–‡็ซ ใ‚’ๆ—ฅๆœฌ่ชžใง1000ๆ–‡ๅญ—ใซ่ฆ็ด„ใ—ใฆใใ ใ•ใ„ใ€‚:\n",
"\n",
" {text}\n",
"\n",
" ่ฆ็ด„:\"\"\"\n",
"\n",
" # OpenAI ใƒขใ‚ธใƒฅใƒผใƒซใ‚’ๅˆๆœŸๅŒ–ใ—ใ€่ฆ็ด„ใƒใ‚งใƒผใƒณใ‚’ๅฎŸ่กŒใ—ใพใ™\n",
" llm = OpenAI(temperature=0, openai_api_key=openai_api_key)\n",
"\n",
" prompt = PromptTemplate(\n",
" template=prompt_template, input_variables=[\"text\"])\n",
"\n",
" chain = load_summarize_chain(\n",
" llm,\n",
" chain_type=\"map_reduce\",\n",
" map_prompt=prompt,\n",
" combine_prompt=prompt\n",
" )\n",
"\n",
" result = chain({'input_documents': docs}, return_only_outputs=True)\n",
"\n",
" st.success(result['output_text'])\n",
" except Exception as e:\n",
" st.exception(f\"ใ‚จใƒฉใƒผใŒ็™บ็”Ÿใ—ใพใ—ใŸ: {e}\")\n"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "-aGya0iKtisT",
"outputId": "3b35551f-8131-482c-d3c7-6a65610f2e67"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"\u001b[K\u001b[?25h\u001b[37;40mnpm\u001b[0m \u001b[0m\u001b[30;43mWARN\u001b[0m \u001b[0m\u001b[35msaveError\u001b[0m ENOENT: no such file or directory, open '/content/package.json'\n",
"\u001b[0m\u001b[37;40mnpm\u001b[0m \u001b[0m\u001b[34;40mnotice\u001b[0m\u001b[35m\u001b[0m created a lockfile as package-lock.json. You should commit this file.\n",
"\u001b[0m\u001b[37;40mnpm\u001b[0m \u001b[0m\u001b[30;43mWARN\u001b[0m \u001b[0m\u001b[35menoent\u001b[0m ENOENT: no such file or directory, open '/content/package.json'\n",
"\u001b[0m\u001b[37;40mnpm\u001b[0m \u001b[0m\u001b[30;43mWARN\u001b[0m\u001b[35m\u001b[0m content No description\n",
"\u001b[0m\u001b[37;40mnpm\u001b[0m \u001b[0m\u001b[30;43mWARN\u001b[0m\u001b[35m\u001b[0m content No repository field.\n",
"\u001b[0m\u001b[37;40mnpm\u001b[0m \u001b[0m\u001b[30;43mWARN\u001b[0m\u001b[35m\u001b[0m content No README data\n",
"\u001b[0m\u001b[37;40mnpm\u001b[0m \u001b[0m\u001b[30;43mWARN\u001b[0m\u001b[35m\u001b[0m content No license field.\n",
"\u001b[0m\n",
"+ localtunnel@2.0.2\n",
"added 22 packages from 22 contributors and audited 22 packages in 2.225s\n",
"\n",
"3 packages are looking for funding\n",
" run `npm fund` for details\n",
"\n",
"found 1 \u001b[93mmoderate\u001b[0m severity vulnerability\n",
" run `npm audit fix` to fix them, or `npm audit` for details\n",
"\u001b[K\u001b[?25h"
]
}
],
"source": [
"!npm install localtunnel"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"id": "9xRY0VIAtjcy",
"colab": {
"base_uri": "https://localhost:8080/"
},
"outputId": "eeb4f387-d2aa-446e-c44b-208c4fa9099b"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"\n",
"Collecting usage statistics. To deactivate, set browser.gatherUsageStats to False.\n",
"\u001b[0m\n",
"\u001b[0m\n",
"\u001b[34m\u001b[1m You can now view your Streamlit app in your browser.\u001b[0m\n",
"\u001b[0m\n",
"\u001b[34m Network URL: \u001b[0m\u001b[1mhttp://172.28.0.12:8501\u001b[0m\n",
"\u001b[34m External URL: \u001b[0m\u001b[1mhttp://34.171.157.53:8501\u001b[0m\n",
"\u001b[0m\n",
"\u001b[K\u001b[?25hnpx: installed 22 in 1.482s\n",
"your url is: https://sad-bugs-vanish.loca.lt\n",
"/usr/local/lib/python3.10/dist-packages/langchain/__init__.py:34: UserWarning: Importing PromptTemplate from langchain root module is no longer supported. Please use langchain.prompts.PromptTemplate instead.\n",
" warnings.warn(\n",
"[Document(page_content='ใ‚€ใ‹ใ—ใ€ใ‚€ใ‹ใ—ใ€ไธนๅพŒใฎๅ›ฝๆฐดใฎๆฑŸใฎๆตฆใซใ€ๆตฆๅณถๅคช้ƒŽใจใ„ใ†ใ‚Šใ‚‡ใ†ใ—ใŒใ‚ใ‚Šใพใ—ใŸใ€‚\\n\\u3000ๆตฆๅณถๅคช้ƒŽใฏใ€ๆฏŽๆ—ฅใคใ‚Šใ–ใŠใ‚’ใ‹ใคใ„ใงใฏๆตทใธๅ‡บใ‹ใ‘ใฆใ€ใŸใ„ใ‚„ใ€ใ‹ใคใŠใชใฉใฎใŠใ•ใ‹ใชใ‚’ใคใฃใฆใ€ใŠใจใ†ใ•ใ‚“ใŠใ‹ใ‚ใ•ใ‚“ใ‚’ใ‚„ใ—ใชใฃใฆใ„ใพใ—ใŸใ€‚\\n\\u3000ใ‚ใ‚‹ๆ—ฅใ€ๆตฆๅณถใฏใ„ใคใ‚‚ใฎใจใŠใ‚Šๆตทใธๅ‡บใฆใ€ไธ€ๆ—ฅใŠใ•ใ‹ใชใ‚’ใคใฃใฆใ€ๅธฐใฃใฆใใพใ—ใŸใ€‚้€”ไธญใ€ๅญใฉใ‚‚ใŒไบ”ใ€ๅ…ญไบบๅพ€ๆฅใซใ‚ใคใพใฃใฆใ€ใŒใ‚„ใŒใ‚„ใ„ใฃใฆใ„ใพใ—ใŸใ€‚ไฝ•ใ‹ใจใŠใ‚‚ใฃใฆๆตฆๅณถใŒใฎใžใ„ใฆใฟใ‚‹ใจใ€ๅฐใ•ใ„ใ‹ใ‚ใฎๅญใ‚’ไธ€ใดใใคใ‹ใพใˆใฆใ€ๆฃ’ใงใคใคใ„ใŸใ‚Šใ€็ŸณใงใŸใŸใ„ใŸใ‚Šใ€ใ•ใ‚“ใ–ใ‚“ใซใ„ใ˜ใ‚ใฆใ„ใ‚‹ใฎใงใ™ใ€‚ๆตฆๅณถใฏ่ฆ‹ใ‹ใญใฆใ€\\nใ€Œใพใ‚ใ€ใใ‚“ใชใ‹ใ‚ใ„ใใ†ใชใ“ใจใ‚’ใ™ใ‚‹ใ‚‚ใฎใงใฏใชใ„ใ€‚ใ„ใ„ๅญใ ใ‹ใ‚‰ใ€\\nใจใ€ใจใ‚ใพใ—ใŸใŒใ€ๅญใฉใ‚‚ใŸใกใฏใใๅ…ฅใ‚Œใ‚ˆใ†ใจใ‚‚ใ—ใชใ„ใงใ€\\nใ€Œใชใ‚“ใ ใ„ใ€‚ใชใ‚“ใ ใ„ใ€ใ‹ใพใ†ใ‚‚ใ‚“ใ‹ใ„ใ€\\nใจใ„ใ„ใชใŒใ‚‰ใ€ใพใŸใ‹ใ‚ใฎๅญใ‚’ใ€ใ‚ใŠใ‚€ใ‘ใซใฒใฃใใ‚Šใ‹ใˆใ—ใฆใ€่ถณใงใ‘ใฃใŸใ‚Šใ€็ ‚ใฎใชใ‹ใซใ†ใšใ‚ใŸใ‚Šใ—ใพใ—ใŸใ€‚ๆตฆๅณถใฏใพใ™ใพใ™ใ‹ใ‚ใ„ใใ†ใซใŠใ‚‚ใฃใฆใ€\\nใ€Œใ˜ใ‚ƒใ‚ใ€ใŠใ˜ใ•ใ‚“ใŒใŠใ‚ใ—ใ‚’ใ‚ใ’ใ‚‹ใ‹ใ‚‰ใ€ใใฎใ‹ใ‚ใฎๅญใ‚’ๅฃฒใฃใฆใŠใใ‚Œใ€\\nใจใ„ใ„ใพใ™ใจใ€ใ“ใฉใ‚‚ใŸใกใฏใ€\\nใ€Œใ†ใ‚“ใ†ใ‚“ใ€ใŠใ‚ใ—ใ‚’ใใ‚Œใ‚‹ใชใ‚‰ใ‚„ใฃใฆใ‚‚ใ„ใ„ใ€\\nใจใ„ใฃใฆใ€ๆ‰‹ใ‚’ๅ‡บใ—ใพใ—ใŸใ€‚ใใ“ใงๆตฆๅณถใฏใŠใ‚ใ—ใ‚’ใ‚„ใฃใฆใ‹ใ‚ใฎๅญใ‚’ใ‚‚ใ‚‰ใ„ใ†ใ‘ใพใ—ใŸใ€‚\\n\\u3000ๅญใฉใ‚‚ใŸใกใฏใ€\\nใ€ŒใŠใ˜ใ•ใ‚“ใ€ใ‚ใ‚ŠใŒใจใ†ใ€‚ใพใŸ่ฒทใฃใฆใŠใใ‚Œใ‚ˆใ€\\nใจใ€ใ‚ใ„ใ‚ใ„ใ„ใ„ใชใŒใ‚‰ใ€่กŒใฃใฆใ—ใพใ„ใพใ—ใŸใ€‚\\n\\u3000ใใฎใ‚ใจใงๆตฆๅณถใฏใ€ใ“ใ†ใ‚‰ใ‹ใ‚‰ใใฃใจๅ‡บใ—ใŸใ‹ใ‚ใฎ้ฆ–ใ‚’ใ‚„ใ•ใ—ใใชใงใฆใ‚„ใฃใฆใ€\\nใ€Œใ‚„ใ‚Œใ‚„ใ‚Œใ€ใ‚ใถใชใ„ใจใ“ใ‚ใ ใฃใŸใ€‚ใ•ใ‚ใ‚‚ใ†ใŠๅธฐใ‚ŠใŠๅธฐใ‚Šใ€\\nใจใ„ใฃใฆใ€ใ‚ใ–ใ‚ใ–ใ€ใ‹ใ‚ใ‚’ๆตทใฐใŸใพใงๆŒใฃใฆ่กŒใฃใฆใฏใชใ—ใฆใ‚„ใ‚Šใพใ—ใŸใ€‚ใ‹ใ‚ใฏใ•ใ‚‚ใ†ใ‚Œใ—ใใ†ใซใ€้ฆ–ใ‚„ๆ‰‹่ถณใ‚’ใ†ใ”ใ‹ใ—ใฆใ€ใ‚„ใŒใฆใ€ใถใใถใใ‚ใ‚ใ‚’ใŸใฆใชใŒใ‚‰ใ€ๆฐดใฎใชใ‹ใซใตใ‹ใใ—ใšใ‚“ใง่กŒใฃใฆใ—ใพใ„ใพใ—ใŸใ€‚\\n\\u3000ใใ‚Œใ‹ใ‚‰ไบŒใ€ไธ‰ๆ—ฅใŸใฃใฆใ€ๆตฆๅณถใฏใพใŸ่ˆŸใซใฎใฃใฆๆตทใธใคใ‚Šใซๅ‡บใ‹ใ‘ใพใ—ใŸใ€‚้ ใ„ๆฒ–ใฎใปใ†ใพใงใ‚‚ใ“ใŽๅ‡บใ—ใฆใ€ไธ€็”Ÿใ‘ใ‚“ใ‚ใ„ใŠใ•ใ‹ใชใ‚’ใคใฃใฆใ„ใพใ™ใจใ€ใตใจใ†ใ—ใ‚ใฎใปใ†ใง\\nใ€Œๆตฆๅณถใ•ใ‚“ใ€ๆตฆๅณถใ•ใ‚“ใ€\\nใจใ‚ˆใถๅฃฐใŒใ—ใพใ—ใŸใ€‚ใŠใ‚„ใจใŠใ‚‚ใฃใฆใตใ‚Šใ‹ใˆใฃใฆใฟใพใ™ใจใ€ใ ใ‚Œใ‚‚ไบบใฎใ‹ใ’ใฏ่ฆ‹ใˆใพใ›ใ‚“ใ€‚ใใฎไปฃใ‚Šใ€ใ„ใคใฎใพใซใ‹ใ€ไธ€ใดใใฎใ‹ใ‚ใŒใ€่ˆŸใฎใใฐใซใใฆใ„ใพใ—ใŸใ€‚\\n\\u3000ๆตฆๅณถใŒใตใ—ใŽใใ†ใช้ก”ใ‚’ใ—ใฆใ„ใ‚‹ใจใ€\\nใ€Œใ‚ใŸใใ—ใฏใ€ๅ…ˆๆ—ฅๅŠฉใ‘ใฆใ„ใŸใ ใ„ใŸใ‹ใ‚ใงใ”ใ–ใ„ใพใ™ใ€‚ใใ‚‡ใ†ใฏใกใ‚‡ใฃใจใใฎใŠ็คผใซใพใ„ใ‚Šใพใ—ใŸใ€\\n\\u3000ใ‹ใ‚ใŒใ“ใ†ใ„ใฃใŸใฎใงใ€ๆตฆๅณถใฏใณใฃใใ‚Šใ—ใพใ—ใŸใ€‚'), Document(page_content='ใ€Œใพใ‚ใ€ใใ†ใ‹ใ„ใ€‚ใ‚ใ–ใ‚ใ–็คผใชใ‚“ใžใ„ใ„ใซใใ‚‹ใซใฏใŠใ‚ˆใฐใชใ„ใฎใซใ€\\nใ€Œใงใ‚‚ใ€ใปใ‚“ใจใ†ใซใ‚ใ‚ŠใŒใจใ†ใ”ใ–ใ„ใพใ—ใŸใ€‚ใจใใซใ€ๆตฆๅณถใ•ใ‚“ใ€ใ‚ใชใŸใฏใ‚Šใ‚…ใ†ๅฎฎใ‚’ใ”ใ‚‰ใ‚“ใซใชใฃใŸใ“ใจใŒใ‚ใ‚Šใพใ™ใ‹ใ€\\nใ€Œใ„ใ‚„ใ€่ฉฑใซใฏใใ„ใฆใ„ใ‚‹ใŒใ€ใพใ ่ฆ‹ใŸใ“ใจใฏใชใ„ใ‚ˆใ€\\nใ€Œใงใฏใปใ‚“ใฎใŠ็คผใฎใ—ใ‚‹ใ—ใซใ€ใ‚ใŸใใ—ใŒใ‚Šใ‚…ใ†ๅฎฎใ‚’่ฆ‹ใ›ใฆไธŠใ’ใŸใ„ใจใŠใ‚‚ใ„ใพใ™ใŒใ„ใ‹ใŒใงใ—ใ‚‡ใ†ใ€\\nใ€Œใธใˆใ€ใใ‚ŒใฏใŠใ‚‚ใ—ใ‚ใ„ใญใ€‚ใœใฒ่กŒใฃใฆใฟใŸใ„ใŒใ€ใใ‚Œใฏใชใ‚“ใงใ‚‚ๆตทใฎๅบ•ใซใ‚ใ‚‹ใจใ„ใ†ใ“ใจใงใฏใชใ„ใ‹ใ€‚ใฉใ†ใ—ใฆ่กŒใใคใ‚‚ใ‚Šใ ใญใ€‚ใ‚ใŸใ—ใซใฏใจใฆใ‚‚ใใ“ใพใงใŠใ‚ˆใ„ใงใฏ่กŒใ‘ใชใ„ใ‚ˆใ€\\nใ€Œใชใซใ€ใ‚ใ‘ใฏใ”ใ–ใ„ใพใ›ใ‚“ใ€‚ใ‚ใŸใใ—ใฎ่ƒŒไธญใซใŠใฎใ‚Šใใ ใ•ใ„ใ€\\n\\u3000ใ‹ใ‚ใฏใ“ใ†ใ„ใฃใฆใ€่ƒŒไธญใ‚’ๅ‡บใ—ใพใ—ใŸใ€‚ๆตฆๅณถใฏๅŠๅˆ†ใใฟใ‚ใ‚‹ใใŠใ‚‚ใ„ใชใŒใ‚‰ใ€ใ„ใ‚ใ‚Œใ‚‹ใพใพใซใ€ใ‹ใ‚ใฎ่ƒŒไธญใซใฎใ‚Šใพใ—ใŸใ€‚\\n\\u3000ใ‹ใ‚ใฏใ™ใใซ็™ฝใ„ๆณขใ‚’ๅˆ‡ใฃใฆใ€ใšใ‚“ใšใ‚“ใŠใ‚ˆใ„ใง่กŒใใพใ—ใŸใ€‚ใ–ใ‚ใ–ใ‚ใ„ใ†ๆณขใฎ้ŸณใŒใ ใ‚“ใ ใ‚“้ ใใชใฃใฆใ€้’ใ„้’ใ„ๆฐดใฎๅบ•ใธใ€ใŸใ ใ‚‚ใ†ๅคขใฎใ‚ˆใ†ใซใฏใ“ใฐใ‚Œใฆ่กŒใใพใ™ใจใ€ใตใจใ€ใใ“ใ‚‰ใŒใ‹ใฃใจใ‚ใ‹ใ‚‹ใใชใฃใฆใ€็™ฝ็މใฎใ‚ˆใ†ใซใใ‚Œใ„ใช็ ‚ใฎ้“ใŒใคใฅใ„ใฆใ€ใ‚€ใ“ใ†ใซใ‚Šใฃใฑใช้–€ใŒ่ฆ‹ใˆใพใ—ใŸใ€‚ใใฎๅฅฅใซใใ‚‰ใใ‚‰ๅ…‰ใฃใฆใ€็›ฎใฎใใ‚‰ใ‚€ใ‚ˆใ†ใช้‡‘้Š€ใฎใ„ใ‚‰ใ‹ใŒใ€ใŸใ‹ใใใณใˆใฆใ„ใพใ—ใŸใ€‚\\nใ€Œใ•ใ‚ใ€ใ‚Šใ‚…ใ†ๅฎฎใธใพใ„ใ‚Šใพใ—ใŸใ€\\n\\u3000ใ‹ใ‚ใฏใ“ใ†ใ„ใฃใฆใ€ๆตฆๅณถใ‚’่ƒŒไธญใ‹ใ‚‰ใŠใ‚ใ—ใฆใ€\\nใ€Œใ—ใฐใ‚‰ใใŠๅพ…ใกใใ ใ•ใ„ใ€\\nใจใ„ใฃใŸใพใพใ€้–€ใฎใชใ‹ใธใฏใ„ใฃใฆ่กŒใใพใ—ใŸใ€‚\\n\\u3000\\u3000\\u3000\\u3000\\u3000ไบŒ\\n\\u3000ใพใ‚‚ใชใใ€ใ‹ใ‚ใฏใพใŸๅ‡บใฆใใฆใ€\\nใ€Œใ•ใ‚ใ€ใ“ใกใ‚‰ใธใ€\\nใจใ€ๆตฆๅณถใ‚’ๅพกๆฎฟใฎใชใ‹ใธๆกˆๅ†…ใ—ใพใ—ใŸใ€‚ใŸใ„ใ‚„ใ€ใฒใ‚‰ใ‚ใ‚„ใ‹ใ‚Œใ„ใ‚„ใ€ใ„ใ‚ใ„ใ‚ใฎใŠใ•ใ‹ใชใŒใ€ใ‚‚ใฎใ‚ใšใ‚‰ใ—ใใ†ใช็›ฎใง่ฆ‹ใฆใ„ใ‚‹ใชใ‹ใ‚’ใจใŠใฃใฆใ€ใฏใ„ใฃใฆ่กŒใใพใ™ใจใ€ไน™ๅงซใ•ใพใŒใŠใŠใœใ„ใฎ่…ฐๅ…ƒใ‚’ใคใ‚Œใฆใ€ใŠ่ฟŽใˆใซๅ‡บใฆใใพใ—ใŸใ€‚ใ‚„ใŒใฆไน™ๅงซใ•ใพใซใคใ„ใฆใ€ๆตฆๅณถใฏใšใ‚“ใšใ‚“ๅฅฅใธใจใŠใฃใฆ่กŒใใพใ—ใŸใ€‚ใ‚ใฎใ†ใฎๅคฉไบ•ใซใ•ใ‚“ใ”ใฎๆŸฑใ€ๅปŠไธ‹ใซใฏใ‚‹ใ‚ŠใŒใ—ใใคใ‚ใฆใ‚ใ‚Šใพใ—ใŸใ€‚ใ“ใ‚ใ”ใ‚ใใฎไธŠใ‚’ใ‚ใ‚‹ใ„ใฆ่กŒใใพใ™ใจใ€ใฉใ“ใ‹ใ‚‰ใจใ‚‚ใชใใ„ใ„ใซใŠใ„ใŒใ—ใฆใ€ใŸใฎใ—ใ„ๆฅฝใฎ้ŸณใŒใใ“ใˆใฆใใพใ—ใŸใ€‚\\n\\u3000ใ‚„ใŒใฆใ€ๆฐดๆ™ถใฎๅฃใซใ€ใ„ใ‚ใ„ใ‚ใฎๅฎ็Ÿณใ‚’ใกใ‚Šใฐใ‚ใŸๅคงๅบƒ้–“ใซใจใŠใ‚Šใพใ™ใจใ€\\nใ€Œๆตฆๅณถใ•ใ‚“ใ€ใ‚ˆใ†ใ“ใใŠใ„ใงใใ ใ•ใ„ใพใ—ใŸใ€‚ๅ…ˆๆ—ฅใฏใ‹ใ‚ใฎใ„ใฎใกใ‚’ใŠๅŠฉใ‘ใใ ใ•ใ„ใพใ—ใฆใ€ใพใ“ใจใซใ‚ใ‚ŠใŒใจใ†ใ”ใ–ใ„ใพใ™ใ€‚ใชใ‚“ใซใ‚‚ใŠใ‚‚ใฆใชใ—ใฏใ”ใ–ใ„ใพใ›ใ‚“ใŒใ€ใฉใ†ใžใ‚†ใฃใใ‚ŠใŠใ‚ใใณใใ ใ•ใ„ใพใ—ใ€'), Document(page_content='ใจใ€ไน™ๅงซใ•ใพใฏใ„ใฃใฆใ€ใฆใ„ใญใ„ใซใŠใ˜ใŽใ—ใพใ—ใŸใ€‚ใ‚„ใŒใฆใ€ใŸใ„ใ‚’ใ‹ใ—ใ‚‰ใซใ€ใ‹ใคใŠใ ใฎใ€ใตใใ ใฎใ€ใˆใณใ ใฎใ€ใŸใ“ใ ใฎใ€ๅคงๅฐใ„ใ‚ใ„ใ‚ใฎใŠใ•ใ‹ใชใŒใ€ใ‚ใšใ‚‰ใ—ใ„ใ”ใกใใ†ใ‚’ๅฑฑใจใฏใ“ใ‚“ใงใใฆใ€ใซใŽใ‚„ใ‹ใชใŠ้…’็››ใŒใฏใ˜ใพใ‚Šใพใ—ใŸใ€‚ใใ‚Œใ„ใช่…ฐๅ…ƒใŸใกใฏใ€ๆญŒใ‚’ใ†ใŸใฃใŸใ‚Š่ธŠใ‚Šใ‚’ใŠใฉใฃใŸใ‚Šใ—ใพใ—ใŸใ€‚ๆตฆๅณถใฏใŸใ ใ‚‚ใ†ๅคขใฎใชใ‹ใงๅคขใ‚’่ฆ‹ใฆใ„ใ‚‹ใ‚ˆใ†ใงใ—ใŸใ€‚\\n\\u3000ใ”ใกใใ†ใŒใ™ใ‚€ใจใ€ๆตฆๅณถใฏใพใŸไน™ๅงซใ•ใพใฎๆกˆๅ†…ใงใ€ๅพกๆฎฟใฎใชใ‹ใ‚’ใฎใ“ใ‚‰ใš่ฆ‹ใ›ใฆใ‚‚ใ‚‰ใ„ใพใ—ใŸใ€‚ใฉใฎใŠใธใ‚„ใ‚‚ใ€ใฉใฎใŠใธใ‚„ใ‚‚ใ€ใ‚ใšใ‚‰ใ—ใ„ๅฎ็Ÿณใงใ‹ใ–ใ‚Š็ซ‹ใฆใฆใ‚ใ‚Šใพใ™ใ‹ใ‚‰ใใฎใ†ใคใใ—ใ•ใฏใ€ใจใฆใ‚‚ๅฃใ‚„ใ“ใจใฐใงใฏใ„ใˆใชใ„ใใ‚‰ใ„ใงใ—ใŸใ€‚ใฒใจใจใŠใ‚Š่ฆ‹ใฆใ—ใพใ†ใจใ€ไน™ๅงซใ•ใพใฏใ€\\nใ€Œใ“ใ‚“ใฉใฏๅ››ๅญฃใฎใ‘ใ—ใใ‚’ใŠ็›ฎใซใ‹ใ‘ใพใ—ใ‚‡ใ†ใ€\\nใจใ„ใฃใฆใ€ใพใšใ€ๆฑใฎๆˆธใ‚’ใŠใ‚ใ‘ใซใชใ‚Šใพใ—ใŸใ€‚ใใ“ใฏๆ˜ฅใฎใ‘ใ—ใใงใ€ใ„ใกใ‚ใ‚“ใ€ใผใ†ใฃใจใ‹ใ™ใ‚“ใ ใชใ‹ใซใ€ใ•ใใ‚‰ใฎ่ŠฑใŒใ€ใ†ใคใใ—ใ„็ตตใฎใ‚ˆใ†ใซๅ’ฒใไนฑใ‚Œใฆใ„ใพใ—ใŸใ€‚้’้’ใจใ—ใŸใ‚„ใชใŽใฎๆžใŒ้ขจใซใชใณใ„ใฆใ€ใใฎใชใ‹ใงๅฐ้ณฅใŒใชใ„ใŸใ‚Šใ€ใกใ‚‡ใ†ใกใ‚‡ใ†ใŒ่ˆžใฃใŸใ‚Šใ—ใฆใ„ใพใ—ใŸใ€‚\\n\\u3000ๆฌกใซใ€ๅ—ใฎๆˆธใ‚’ใŠใ‚ใ‘ใซใชใ‚Šใพใ—ใŸใ€‚ใใ“ใฏๅคใฎใ‘ใ—ใใงใ€ๅžฃๆ นใซใฏ็™ฝใ„ใ†ใฎ่ŠฑใŒๅ’ฒใ„ใฆใ€ใŠๅบญใฎๆœจใฎ้’่‘‰ใฎใชใ‹ใงใฏใ€ใ›ใฟใ‚„ใฒใใ‚‰ใ—ใŒใชใ„ใฆใ„ใพใ—ใŸใ€‚ใŠๆฑ ใซใฏ่ตคใจ็™ฝใฎใฏใ™ใฎ่ŠฑใŒๅ’ฒใ„ใฆใ€ใใฎ่‘‰ใฎไธŠใซใฏใ€ๆฐดๆ™ถใฎ็ ใฎใ‚ˆใ†ใซ้œฒใŒใŸใพใฃใฆใ„ใพใ—ใŸใ€‚ใŠๆฑ ใฎใตใกใซใฏใ€ใใ‚Œใ„ใชใ•ใ–ๆณขใŒ็ซ‹ใฃใฆใ€ใŠใ—ใฉใ‚Šใ‚„ใ‹ใ‚‚ใŒใ†ใ‹ใ‚“ใงใ„ใพใ—ใŸใ€‚\\n\\u3000ๆฌกใซ่ฅฟใฎๆˆธใ‚’ใŠใ‚ใ‘ใซใชใ‚Šใพใ—ใŸใ€‚ใใ“ใฏ็ง‹ใฎใ‘ใ—ใใง่Šฑๅฃ‡ใฎใชใ‹ใซใฏใ€้ป„ใŽใใ€็™ฝใŽใใŒๅ’ฒใไนฑใ‚Œใฆใ€ใทใ‚“ใจใ„ใ„ใ‹ใŠใ‚Šใ‚’็ซ‹ใฆใพใ—ใŸใ€‚ใ‚€ใ“ใ†ใ‚’่ฆ‹ใ‚‹ใจใ€ใ‹ใฃใจใ‚‚ใˆ็ซ‹ใคใ‚ˆใ†ใชใ‚‚ใฟใ˜ใฎๆž—ใฎๅฅฅใซใ€็™ฝใ„้œงใŒใŸใกใ“ใ‚ใฆใ„ใฆใ€ใ—ใ‹ใฎใชใๅฃฐใŒใ‹ใชใ—ใใใ“ใˆใพใ—ใŸใ€‚\\n\\u3000ใ„ใกใฐใ‚“ใŠใ—ใพใ„ใซใ€ๅŒ—ใฎๆˆธใ‚’ใŠใ‚ใ‘ใซใชใ‚Šใพใ—ใŸใ€‚ใใ“ใฏๅ†ฌใฎใ‘ใ—ใใงใ€้‡Žใซใฏๆ•ฃใ‚Šใฎใ“ใฃใŸๆžฏ่‘‰ใฎไธŠใซใ€้œœใŒใใ‚‰ใใ‚‰ๅ…‰ใฃใฆใ„ใพใ—ใŸใ€‚ๅฑฑใ‹ใ‚‰่ฐทใซใ‹ใ‘ใฆใ€้›ชใŒใพใฃ็™ฝใซ้™ใ‚ŠๅŸ‹ใ‚“ใ ใชใ‹ใ‹ใ‚‰ใ€ๆŸดใ‚’ใŸใใ‘ใ‚€ใ‚ŠใŒใปใใผใใจใ‚ใŒใฃใฆใ„ใพใ—ใŸใ€‚\\n\\u3000ๆตฆๅณถใฏไฝ•ใ‚’่ฆ‹ใฆใ‚‚ใ€ใŠใฉใ‚ใใ‚ใใ‚Œใฆใ€็›ฎใฐใ‹ใ‚Š่ฆ‹ใฏใฃใฆใ„ใพใ—ใŸใ€‚ใใฎใ†ใกใ ใ‚“ใ ใ‚“ใผใ†ใฃใจใ—ใฆใใฆใ€ใŠ้…’ใซ้…”ใฃใŸไบบใฎใ‚ˆใ†ใซใชใฃใฆใ€ไฝ•ใ‚‚ใ‹ใ‚‚ใ‚ใ™ใ‚Œใฆใ—ใพใ„ใพใ—ใŸใ€‚\\n\\u3000\\u3000\\u3000\\u3000\\u3000ไธ‰\\n\\u3000ๆฏŽๆ—ฅใŠใ‚‚ใ—ใ‚ใ„ใ€ใ‚ใšใ‚‰ใ—ใ„ใ“ใจใŒใ€ใใ‚Œใ‹ใ‚‰ใใ‚Œใจใคใฅใ„ใฆใ€ใ‚ใพใ‚Šใ‚Šใ‚…ใ†ๅฎฎใŒใŸใฎใ—ใ„ใฎใงใ€ใชใ‚“ใจใ„ใ†ใ“ใจใ‚‚ใŠใ‚‚ใ‚ใšใซใ€ใ†ใ‹ใ†ใ‹ใ‚ใใ‚“ใงใใ‚‰ใ™ใ†ใกใ€ไธ‰ๅนดใฎๆœˆๆ—ฅใŒใŸใกใพใ—ใŸใ€‚'), Document(page_content='ไธ‰ๅนดใ‚ใฎๆ˜ฅใซใชใฃใŸใจใใ€ๆตฆๅณถใฏใจใใฉใใ€ใฒใ•ใ—ใใ‚ใ™ใ‚Œใฆใ„ใŸใตใ‚‹ใ•ใจใฎๅคขใ‚’่ฆ‹ใ‚‹ใ‚ˆใ†ใซใชใ‚Šใพใ—ใŸใ€‚ๆ˜ฅใฎๆ—ฅใฎใฝใ‹ใฝใ‹ใ‚ใŸใฃใฆใ„ใ‚‹ๆฐดใฎๆฑŸใฎๆตœในใงใ€ใ‚Šใ‚‡ใ†ใ—ใŸใกใŒใ’ใ‚“ใใ‚ˆใ่ˆŸใ†ใŸใ‚’ใ†ใŸใ„ใชใŒใ‚‰ใ€็ถฒใ‚’ใฒใ„ใŸใ‚Š่ˆŸใ‚’ใ“ใ„ใ ใ‚Šใ—ใฆใ„ใ‚‹ใจใ“ใ‚ใ‚’ใ€ใพใ–ใพใ–ใจๅคขใซ่ฆ‹ใ‚‹ใ‚ˆใ†ใซใชใ‚Šใพใ—ใŸใ€‚ๆตฆๅณถใฏใ„ใพใ•ใ‚‰ใฎใ‚ˆใ†ใซใ€\\nใ€ŒใŠใจใ†ใ•ใ‚“ใ‚„ใ€ใŠใ‹ใ‚ใ•ใ‚“ใฏใ€ใ„ใพใ”ใ‚ใฉใ†ใ—ใฆใŠใ„ใงใซใชใ‚‹ใ ใ‚ใ†ใ€\\nใจใ€ใ“ใ†ใŠใ‚‚ใ„ๅ‡บใ™ใจใ€ใ‚‚ใ†ใ€ใ„ใฆใ‚‚็ซ‹ใฃใฆใ‚‚ใ„ใ‚‰ใ‚Œใชใใชใ‚‹ใ‚ˆใ†ใชๆฐ—ใŒใ—ใพใ—ใŸใ€‚ใชใ‚“ใงใ‚‚ๆ—ฉใใ†ใกใธๅธฐใ‚ŠใŸใ„ใจใฐใ‹ใ‚ŠใŠใ‚‚ใ†ใ‚ˆใ†ใซใชใ‚Šใพใ—ใŸใ€‚ใงใ™ใ‹ใ‚‰ใ€ใ‚‚ใ†ใ“ใฎใ”ใ‚ใงใฏใ€ๆญŒใ‚’ใใ„ใฆใ‚‚ใ€่ธŠใ‚Šใ‚’่ฆ‹ใฆใ‚‚ใ€ใŠใ‚‚ใ—ใ‚ใใชใ„้ก”ใ‚’ใ—ใฆใ€ใตใ•ใŽใ“ใ‚“ใงใฐใ‹ใ‚Šใ„ใพใ—ใŸใ€‚\\n\\u3000ใใฎๆง˜ๅญใ‚’่ฆ‹ใ‚‹ใจใ€ไน™ๅงซใ•ใพใฏๅฟƒ้…ใ—ใฆใ€\\nใ€Œๆตฆๅณถใ•ใ‚“ใ€ใ”ๆฐ—ๅˆ†ใงใ‚‚ใŠใ‚ใ‚‹ใ„ใฎใงใ™ใ‹ใ€\\nใจใŠใใใซใชใ‚Šใพใ—ใŸใ€‚ๆตฆๅณถใฏใ‚‚ใ˜ใ‚‚ใ˜ใ—ใชใŒใ‚‰ใ€\\nใ€Œใ„ใ„ใˆใ€ใใ†ใงใฏใ‚ใ‚Šใพใ›ใ‚“ใ€‚ใ˜ใคใฏใ†ใกใธๅธฐใ‚ŠใŸใใชใฃใŸใ‚‚ใฎใงใ™ใ‹ใ‚‰ใ€\\nใจใ„ใ„ใพใ™ใจใ€ไน™ๅงซใ•ใพใฏใใ‚…ใ†ใซใ€ใŸใ„ใใ†ใŒใฃใ‹ใ‚Šใ—ใŸๆง˜ๅญใ‚’ใชใ•ใ„ใพใ—ใŸใ€‚\\nใ€Œใพใ‚ใ€ใใ‚Œใฏใ–ใ‚“ใญใ‚“ใงใ”ใ–ใ„ใพใ™ใ“ใจใ€‚ใงใ‚‚ใ‚ใชใŸใฎใŠ้ก”ใ‚’ใฏใ„ใ‘ใ‚“ใ„ใŸใ—ใพใ™ใจใ€ใ“ใฎไธŠใŠใฒใใจใ‚็”ณใ—ใฆใ‚‚ใ€ใ‚€ใ ใฎใ‚ˆใ†ใซใŠใ‚‚ใ‚ใ‚Œใพใ™ใ€‚ใงใฏใ„ใŸใ—ๆ–นใ”ใ–ใ„ใพใ›ใ‚“ใ€่กŒใฃใฆใ„ใ‚‰ใฃใ—ใ‚ƒใ„ใพใ—ใ€\\n\\u3000ใ“ใ†ใ‹ใชใ—ใใ†ใซใ„ใฃใฆใ€ไน™ๅงซใ•ใพใฏใ€ๅฅฅใ‹ใ‚‰ใใ‚Œใ„ใชๅฎ็Ÿณใงใ‹ใ–ใฃใŸ็ฎฑใ‚’ๆŒใฃใฆใŠใ„ใงใซใชใฃใฆใ€\\nใ€Œใ“ใ‚Œใฏ็މๆ‰‹็ฎฑใจใ„ใฃใฆใ€ใชใ‹ใซใฏใ€ไบบ้–“ใฎใ„ใกใฐใ‚“ใ ใ„ใ˜ใชใŸใ‹ใ‚‰ใŒใ“ใ‚ใฆใ”ใ–ใ„ใพใ™ใ€‚ใ“ใ‚Œใ‚’ใŠใ‚ใ‹ใ‚Œใฎใ—ใ‚‹ใ—ใซใ•ใ—ไธŠใ’ใพใ™ใ‹ใ‚‰ใ€ใŠๆŒใกใ‹ใˆใ‚Šใใ ใ•ใ„ใพใ—ใ€‚ใงใ™ใŒใ€ใ‚ใชใŸใŒใ‚‚ใ†ใ„ใกใฉใ‚Šใ‚…ใ†ๅฎฎใธๅธฐใฃใฆใใŸใ„ใจใŠใผใ—ใ‚ใ™ใชใ‚‰ใ€ใฉใ‚“ใชใ“ใจใŒใ‚ใฃใฆใ‚‚ใ€ใ‘ใฃใ—ใฆใ“ใฎ็ฎฑใ‚’ใ‚ใ‘ใฆใ”ใ‚‰ใ‚“ใซใชใฃใฆใฏใ„ใ‘ใพใ›ใ‚“ใ€\\nใจใ€ใใ‚Œใใ‚Œใ‚‚ใญใ‚“ใ‚’ใŠใ—ใฆใ€็މๆ‰‹็ฎฑใ‚’ใŠใ‚ใŸใ—ใซใชใ‚Šใพใ—ใŸใ€‚ๆตฆๅณถใฏใ€\\nใ€Œใˆใˆใ€ใˆใˆใ€ใ‘ใฃใ—ใฆใ‚ใ‘ใพใ›ใ‚“ใ€\\nใจใ„ใฃใฆใ€็މๆ‰‹็ฎฑใ‚’ใ“ใ‚ใใซใ‹ใ‹ใˆใŸใพใพใ€ใ‚Šใ‚…ใ†ๅฎฎใฎ้–€ใ‚’ๅ‡บใพใ™ใจใ€ไน™ๅงซใ•ใพใฏใ€ใพใŸใŠใŠใœใ„ใฎ่…ฐๅ…ƒใ‚’ใคใ‚Œใฆใ€้–€ใฎใใจใพใงใŠ่ฆ‹้€ใ‚Šใซใชใ‚Šใพใ—ใŸใ€‚\\n\\u3000ใ‚‚ใ†ใใ“ใซใฏใ€ใ‚Œใ„ใฎใ‹ใ‚ใŒใใฆๅพ…ใฃใฆใ„ใพใ—ใŸใ€‚\\n\\u3000ๆตฆๅณถใฏใ†ใ‚Œใ—ใ„ใฎใจใ‹ใชใ—ใ„ใฎใจใงใ€่ƒธใŒใ„ใฃใฑใ„ใซใชใฃใฆใ„ใพใ—ใŸใ€‚ใใ—ใฆใ‹ใ‚ใฎ่ƒŒไธญใซใฎใ‚Šใพใ™ใจใ€ใ‹ใ‚ใฏใ™ใๆณขใ‚’ๅˆ‡ใฃใฆไธŠใŒใฃใฆ่กŒใฃใฆใ€ใพใ‚‚ใชใใ‚‚ใจใฎๆตœในใซใคใใพใ—ใŸใ€‚\\nใ€Œใงใฏๆตฆๅณถใ•ใ‚“ใ€ใ”ใใ’ใ‚“ใ‚ˆใ‚ใ—ใ‚…ใ†ใ€'), Document(page_content='ใจใ€ใ‹ใ‚ใฏใ„ใฃใฆใ€ใพใŸๆฐดใฎใชใ‹ใซใ‚‚ใใฃใฆ่กŒใใพใ—ใŸใ€‚ๆตฆๅณถใฏใ—ใฐใ‚‰ใใ€ใ‹ใ‚ใฎ่กŒใใˆใ‚’่ฆ‹้€ใฃใฆใ„ใพใ—ใŸใ€‚\\n\\u3000\\u3000\\u3000\\u3000\\u3000ๅ››\\n\\u3000ๆตฆๅณถใฏๆตทใฐใŸใซ็ซ‹ใฃใŸใพใพใ€ใ—ใฐใ‚‰ใใใ“ใ‚‰ใ‚’่ฆ‹ใพใ‚ใ—ใพใ—ใŸใ€‚ๆ˜ฅใฎๆ—ฅใŒใฝใ‹ใฝใ‹ใ‚ใŸใฃใฆใ€ใ„ใกใ‚ใ‚“ใซใ‹ใ™ใ‚“ใ ๆตทใฎไธŠใซใ€ใฉใ“ใ‹ใ‚‰ใจใ‚‚ใชใใ€ใซใŽใ‚„ใ‹ใช่ˆŸใ†ใŸใŒใใ“ใˆใพใ—ใŸใ€‚ใใ‚Œใฏๅคขใฎใชใ‹ใง่ฆ‹ใŸใตใ‚‹ใ•ใจใฎๆตœในใฎๆ™ฏ่‰ฒใจใกใฃใจใ‚‚ใกใŒใฃใŸใจใ“ใ‚ใฏใ‚ใ‚Šใพใ›ใ‚“ใงใ—ใŸใ€‚ใ‘ใ‚Œใฉใ‚ˆใ่ฆ‹ใ‚‹ใจใ€ใใ“ใ‚‰ใฎๆง˜ๅญใŒใชใ‚“ใจใชใใ‹ใ‚ใฃใฆใ„ใฆใ€ใ‚ใ†ไบบใ‚‚ใ‚ใ†ไบบใ‚‚ใ€ใ„ใฃใ“ใ†ใซ่ฆ‹็Ÿฅใ‚‰ใชใ„้ก”ใฐใ‹ใ‚Šใงใ€ใ‚€ใ“ใ†ใงใ‚‚ใฟใ‚‡ใ†ใช้ก”ใ‚’ใ—ใฆใ€ใ˜ใ‚ใ˜ใ‚่ฆ‹ใชใŒใ‚‰ใ€ใ“ใจใฐใ‚‚ใ‹ใ‘ใšใซใ™ใพใ—ใฆ่กŒใฃใฆใ—ใพใ„ใพใ™ใ€‚\\nใ€ŒใŠใ‹ใ—ใชใ“ใจใ‚‚ใ‚ใ‚‹ใ‚‚ใฎใ ใ€‚ใŸใฃใŸไธ‰ๅนดใฎใ‚ใ„ใ ใซใ€ใฟใ‚“ใชใฉใ“ใ‹ใธ่กŒใฃใฆใ—ใพใ†ใฏใšใฏใชใ„ใ€‚ใพใ‚ใ€ใชใ‚“ใงใ‚‚ๆ—ฉใใ†ใกใธ่กŒใฃใฆใฟใ‚ˆใ†ใ€\\n\\u3000ใ“ใ†ใฒใจใ‚Šใ”ใจใ‚’ใ„ใ„ใชใŒใ‚‰ใ€ๆตฆๅณถใฏใ˜ใถใ‚“ใฎๅฎถใฎๆ–น่ง’ใธใ‚ใ‚‹ใๅ‡บใ—ใพใ—ใŸใ€‚ใจใ“ใ‚ใŒใ€ใใ“ใจใŠใ‚‚ใ†ใ‚ใŸใ‚Šใซใฏ่‰ใ‚„ใ‚ใ—ใŒใผใ†ใผใ†ใจใ—ใ’ใฃใฆใ€ๅฎถใชใžใฏใ‹ใ’ใ‚‚ใ‹ใŸใกใ‚‚ใ‚ใ‚Šใพใ›ใ‚“ใ€‚ใ‚€ใ‹ใ—ๅฎถใฎ็ซ‹ใฃใฆใ„ใŸใ‚‰ใ—ใ„ใ‚ใจใ•ใˆใ‚‚ใฎใ“ใฃใฆใฏใ„ใพใ›ใ‚“ใงใ—ใŸใ€‚ใ„ใฃใŸใ„ใ€ใŠใจใ†ใ•ใ‚“ใ‚„ใŠใ‹ใ‚ใ•ใ‚“ใฏใฉใ†ใชใฃใŸใฎใงใ—ใ‚‡ใ†ใ‹ใ€‚ๆตฆๅณถใฏใ€\\nใ€Œใตใ—ใŽใ ใ€‚ใตใ—ใŽใ ใ€\\nใจใใ‚Š่ฟ”ใ—ใชใŒใ‚‰ใ€ใใคใญใซใคใพใพใ‚ŒใŸใ‚ˆใ†ใชใ€ใใ‚‡ใจใ‚“ใจใ—ใŸ้ก”ใ‚’ใ—ใฆใ„ใพใ—ใŸใ€‚\\n\\u3000ใ™ใ‚‹ใจใใ“ใธใ€ใ‚ˆใผใ‚ˆใผใฎใŠใฐใ‚ใ•ใ‚“ใŒใฒใจใ‚Šใ€ใคใˆใซใ™ใŒใฃใฆใ‚„ใฃใฆใใพใ—ใŸใ€‚ๆตฆๅณถใฏใ•ใฃใใใ€\\nใ€Œใ‚‚ใ—ใ‚‚ใ—ใ€ใŠใฐใ‚ใ•ใ‚“ใ€ๆตฆๅณถๅคช้ƒŽใฎใ†ใกใฏใฉใ“ใงใ—ใ‚‡ใ†ใ€\\nใจใ€ๅฃฐใ‚’ใ‹ใ‘ใพใ™ใจใ€ใŠใฐใ‚ใ•ใ‚“ใฏใ‘ใ’ใ‚“ใใ†ใซใ€ใ—ใ‚‡ใผใ—ใ‚‡ใผใ—ใŸ็›ฎใงใ€ๆตฆๅณถใฎ้ก”ใ‚’ใชใŒใ‚ใชใŒใ‚‰ใ€\\nใ€Œใธใˆใ€ๆตฆๅณถๅคช้ƒŽใ€‚ใใ‚“ใชไบบใฏใใ„ใŸใ“ใจใŒใ‚ใ‚Šใพใ›ใ‚“ใ‚ˆใ€\\nใจใ„ใ„ใพใ—ใŸใ€‚ๆตฆๅณถใฏใ‚„ใฃใใจใชใฃใฆใ€\\nใ€Œใใ‚“ใชใฏใšใฏใ‚ใ‚Šใพใ›ใ‚“ใ€‚ใŸใ—ใ‹ใซใ“ใฎใธใ‚“ใซไฝใ‚“ใงใ„ใŸใฎใงใ™ใ€\\nใจใ„ใ„ใพใ—ใŸใ€‚\\n\\u3000ใใ†ใ„ใ‚ใ‚Œใฆใ€ใŠใฐใ‚ใ•ใ‚“ใฏใ€\\nใ€Œใฏใฆใญใ€ใจใ€้ฆ–ใ‚’ใ‹ใ—ใ’ใชใŒใ‚‰ใ€ใคใˆใงใ›ใ„ใฎใณใ—ใฆใ—ใฐใ‚‰ใใ‹ใ‚“ใŒใˆใ“ใ‚“ใงใ„ใพใ—ใŸใŒใ€ใ‚„ใŒใฆใฝใ‚“ใจใฒใ–ใ‚’ใŸใŸใ„ใฆใ€\\nใ€Œใ‚ใ‚ใ€ใใ†ใใ†ใ€ๆตฆๅณถๅคช้ƒŽใ•ใ‚“ใจใ„ใ†ใจใ€ใ‚ใ‚Œใฏใ‚‚ใ†ไธ‰็™พๅนดใ‚‚ๅ‰ใฎไบบใงใ™ใ‚ˆใ€‚ใชใ‚“ใงใ‚‚ใ€ใ‚ใŸใ—ใŒๅญใฉใ‚‚ใฎใ˜ใถใ‚“ใใ„ใŸ่ฉฑใซใ€ใ‚€ใ‹ใ—ใ€ใ‚€ใ‹ใ—ใ€ใ“ใฎๆฐดใฎๆฑŸใฎๆตœใซใ€ๆตฆๅณถๅคช้ƒŽใจใ„ใ†ไบบใŒใ‚ใฃใฆใ€ใ‚ใ‚‹ๆ—ฅใ€่ˆŸใซใฎใฃใฆใคใ‚Šใซๅ‡บใŸใพใพใ€ๅธฐใฃใฆใ“ใชใใชใ‚Šใพใ—ใŸใ€‚ใŸใถใ‚“ใ‚Šใ‚…ใ†ๅฎฎใธใงใ‚‚่กŒใฃใŸใฎใ ใ‚ใ†ใจใ„ใ†ใ“ใจใงใ™ใ€‚ใชใซใ—ใ‚ๅคงๆ˜”ใฎ่ฉฑใ ใ‹ใ‚‰ใญใ€'), Document(page_content='ใ“ใ†ใ„ใฃใฆใ€ใพใŸ่…ฐใ‚’ใ‹ใŒใ‚ใฆใ€ใ‚ˆใผใ‚ˆใผใ‚ใ‚‹ใ„ใฆ่กŒใฃใฆใ—ใพใ„ใพใ—ใŸใ€‚\\n\\u3000ๆตฆๅณถใฏใณใฃใใ‚Šใ—ใฆใ—ใพใ„ใพใ—ใŸใ€‚\\nใ€Œใฏใฆใ€ไธ‰็™พๅนดใ€ใŠใ‹ใ—ใชใ“ใจใ‚‚ใ‚ใ‚‹ใ‚‚ใฎใ ใ€‚ใŸใฃใŸไธ‰ๅนดใ‚Šใ‚…ใ†ๅฎฎใซใ„ใŸใคใ‚‚ใ‚Šใชใฎใซใ€ใใ‚ŒใŒไธ‰็™พๅนดใจใฏใ€‚ใ™ใ‚‹ใจใ‚Šใ‚…ใ†ๅฎฎใฎไธ‰ๅนดใฏใ€ไบบ้–“ใฎไธ‰็™พๅนดใซใ‚ใŸใ‚‹ใฎใ‹ใ—ใ‚‰ใ‚“ใ€‚ใใ‚Œใงใฏๅฎถใ‚‚ใชใใชใ‚‹ใฏใšใ ใ—ใ€ใŠใจใ†ใ•ใ‚“ใ‚„ใŠใ‹ใ‚ใ•ใ‚“ใŒใ„ใ‚‰ใฃใ—ใ‚ƒใ‚‰ใชใ„ใฎใ‚‚ใตใ—ใŽใฏใชใ„ใ€\\n\\u3000ใ“ใ†ใŠใ‚‚ใ†ใจใ€ๆตฆๅณถใฏใใ‚…ใ†ใซใ‹ใชใ—ใใชใฃใฆใ€ใ•ใณใ—ใใชใฃใฆใ€็›ฎใฎๅ‰ใŒใใ‚‰ใใชใ‚Šใพใ—ใŸใ€‚ใ„ใพใ•ใ‚‰ใ‚Šใ‚…ใ†ๅฎฎใŒใ“ใ„ใ—ใใฆใŸใพใ‚‰ใชใใชใ‚Šใพใ—ใŸใ€‚\\n\\u3000ใ—ใŠใ—ใŠใจใพใŸๆตœในใธๅ‡บใฆใฟใพใ—ใŸใŒใ€ๆตทใฎๆฐดใฏใพใ‚“ใพใ‚“ใจใŸใŸใˆใฆใ„ใฆใ€ใฉใ“ใŒใฏใฆใจใ‚‚ใ—ใ‚Œใพใ›ใ‚“ใ€‚ใ‚‚ใ†ใ‹ใ‚ใ‚‚ๅ‡บใฆใใพใ›ใ‚“ใ‹ใ‚‰ใ€ใฉใ†ใ—ใฆใ‚Šใ‚…ใ†ๅฎฎใธใ‚ใŸใ‚ใ†ๆ‰‹ใ ใฆใ‚‚ใ‚ใ‚Šใพใ›ใ‚“ใงใ—ใŸใ€‚\\n\\u3000ใใฎใจใใ€ๆตฆๅณถใฏใตใจใ€ใ‹ใ‹ใˆใฆใ„ใŸ็މๆ‰‹็ฎฑใซๆฐ—ใŒใคใใพใ—ใŸใ€‚\\nใ€Œใใ†ใ ใ€‚ใ“ใฎ็ฎฑใ‚’ใ‚ใ‘ใฆใฟใŸใ‚‰ใฐใ€ใ‚ใ‹ใ‚‹ใ‹ใ‚‚ใ—ใ‚Œใชใ„ใ€\\n\\u3000ใ“ใ†ใŠใ‚‚ใ†ใจใ†ใ‚Œใ—ใใชใฃใฆใ€ๆตฆๅณถใฏใ€ใ†ใฃใ‹ใ‚Šไน™ๅงซใ•ใพใซใ„ใ‚ใ‚ŒใŸใ“ใจใฏใ‚ใ™ใ‚Œใฆใ€็ฎฑใฎใตใŸใ‚’ใจใ‚Šใพใ—ใŸใ€‚ใ™ใ‚‹ใจใ‚€ใ‚‰ใ•ใ่‰ฒใฎ้›ฒใŒใ€ใชใ‹ใ‹ใ‚‰ใ‚€ใใ‚€ใ็ซ‹ใกใฎใผใฃใฆใ€ใใ‚ŒใŒ้ก”ใซใ‹ใ‹ใฃใŸใ‹ใจใŠใ‚‚ใ†ใจใ€ใ™ใ†ใฃใจๆถˆใˆใฆ่กŒใฃใฆ็ฎฑใฎใชใ‹ใซใฏใชใ‚“ใซใ‚‚ใฎใ“ใฃใฆใ„ใพใ›ใ‚“ใงใ—ใŸใ€‚ใใฎไปฃใ‚Šใ€ใ„ใคใฎใพใซใ‹้ก”ใ˜ใ‚…ใ†ใ—ใ‚ใซใชใฃใฆใ€ๆ‰‹ใ‚‚่ถณใ‚‚ใกใขใ‹ใพใฃใฆใ€ใใ‚Œใ„ใชใฟใŽใ‚ใฎๆฐดใซใ†ใคใฃใŸๅฝฑใ‚’่ฆ‹ใ‚‹ใจใ€้ซชใ‚‚ใฒใ’ใ‚‚ใ€ใพใฃใ—ใ‚ใชใ€ใ‹ใ‚ใ„ใ„ใŠใ˜ใ„ใ•ใ‚“ใซใชใฃใฆใ„ใพใ—ใŸใ€‚\\n\\u3000ๆตฆๅณถใฏใ‹ใ‚‰ใซใชใฃใŸ็ฎฑใฎใชใ‹ใ‚’ใฎใžใ„ใฆใ€\\nใ€Œใชใ‚‹ใปใฉใ€ไน™ๅงซใ•ใพใŒใ€ไบบ้–“ใฎใ„ใกใฐใ‚“ใ ใ„ใ˜ใชใŸใ‹ใ‚‰ใ‚’ๅ…ฅใ‚ŒใฆใŠใใจใŠใฃใ—ใ‚ƒใฃใŸใ‚ใ‚Œใฏใ€ไบบ้–“ใฎๅฏฟๅ‘ฝใ ใฃใŸใฎใ ใชใ€\\nใจใ€ใ–ใ‚“ใญใ‚“ใใ†ใซใคใถใ‚„ใใพใ—ใŸใ€‚\\n\\u3000ๆ˜ฅใฎๆตทใฏใฉใ“ใพใงใ‚‚้ ใใ‹ใ™ใ‚“ใงใ„ใพใ—ใŸใ€‚ใฉใ“ใ‹ใ‚‰ใ‹ใ„ใ„ๅฃฐใง่ˆŸใ†ใŸใ‚’ใ†ใŸใ†ใฎใŒใ€ใพใŸใใ“ใˆใฆใใพใ—ใŸใ€‚\\n\\u3000ๆตฆๅณถใฏใ€ใผใ‚“ใ‚„ใ‚Šใจใ‚€ใ‹ใ—ใฎใ“ใจใ‚’ใŠใ‚‚ใ„ๅ‡บใ—ใฆใ„ใพใ—ใŸใ€‚')]\n",
"\u001b[34m Stopping...\u001b[0m\n",
"^C\n"
]
}
],
"source": [
"!streamlit run app.py & sleep 3 && npx localtunnel --port 8501"
]
}
],
"metadata": {
"accelerator": "GPU",
"colab": {
"provenance": [],
"authorship_tag": "ABX9TyPCY1BRMHDfrmqjEqZPQnEe",
"include_colab_link": true
},
"kernelspec": {
"display_name": "Python 3",
"name": "python3"
},
"language_info": {
"name": "python"
}
},
"nbformat": 4,
"nbformat_minor": 0
}
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