forked from Archives/langchain
DocumentLoader for GitHub (#5408)
# Creates GitHubLoader (#5257) GitHubLoader is a DocumentLoader that loads issues and PRs from GitHub. Fixes #5257 --------- Co-authored-by: Dev 2049 <dev.dev2049@gmail.com>
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docs/modules/indexes/document_loaders/examples/github.ipynb
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261
docs/modules/indexes/document_loaders/examples/github.ipynb
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{
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"cells": [
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"# GitHub\n",
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"\n",
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"This notebooks shows how you can load issues and pull requests (PRs) for a given repository on [GitHub](https://github.com/). We will use the LangChain Python repository as an example."
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"## Setup access token"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"To access the GitHub API, you need a personal access token - you can set up yours here: https://github.com/settings/tokens?type=beta. You can either set this token as the environment variable ``GITHUB_PERSONAL_ACCESS_TOKEN`` and it will be automatically pulled in, or you can pass it in directly at initializaiton as the ``access_token`` named parameter."
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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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"metadata": {
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"tags": []
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},
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"outputs": [],
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"source": [
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"# If you haven't set your access token as an environment variable, pass it in here.\n",
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"from getpass import getpass\n",
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"\n",
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"ACCESS_TOKEN = getpass()"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"## Load Issues and PRs"
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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": 10,
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"metadata": {
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"tags": []
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},
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"outputs": [],
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"source": [
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"from langchain.document_loaders import GitHubIssuesLoader"
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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": 11,
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"metadata": {},
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"outputs": [],
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"source": [
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"loader = GitHubIssuesLoader(\n",
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" repo=\"hwchase17/langchain\",\n",
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" access_token=ACCESS_TOKEN, # delete/comment out this argument if you've set the access token as an env var.\n",
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" creator=\"UmerHA\",\n",
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")"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"Let's load all issues and PRs created by \"UmerHA\".\n",
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"\n",
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"Here's a list of all filters you can use:\n",
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"- include_prs\n",
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"- milestone\n",
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"- state\n",
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"- assignee\n",
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"- creator\n",
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"- mentioned\n",
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"- labels\n",
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"- sort\n",
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"- direction\n",
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"- since\n",
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"\n",
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"For more info, see https://docs.github.com/en/rest/issues/issues?apiVersion=2022-11-28#list-repository-issues."
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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": 12,
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"metadata": {},
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"outputs": [],
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"source": [
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"docs = loader.load()"
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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": 13,
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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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"# Creates GitHubLoader (#5257)\r\n",
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"\r\n",
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"GitHubLoader is a DocumentLoader that loads issues and PRs from GitHub.\r\n",
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"\r\n",
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"Fixes #5257\r\n",
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"\r\n",
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"Community members can review the PR once tests pass. Tag maintainers/contributors who might be interested:\r\n",
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"DataLoaders\r\n",
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"- @eyurtsev\r\n",
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"\n",
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"{'url': 'https://github.com/hwchase17/langchain/pull/5408', 'title': 'DocumentLoader for GitHub', 'creator': 'UmerHA', 'created_at': '2023-05-29T14:50:53Z', 'comments': 0, 'state': 'open', 'labels': ['enhancement', 'lgtm', 'doc loader'], 'assignee': None, 'milestone': None, 'locked': False, 'number': 5408, 'is_pull_request': True}\n"
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]
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}
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],
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"source": [
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"print(docs[0].page_content)\n",
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"print(docs[0].metadata)"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"## Only load issues"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"By default, the GitHub API returns considers pull requests to also be issues. To only get 'pure' issues (i.e., no pull requests), use `include_prs=False`"
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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": 14,
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"metadata": {},
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"outputs": [],
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"source": [
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"loader = GitHubIssuesLoader(\n",
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" repo=\"hwchase17/langchain\",\n",
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" access_token=ACCESS_TOKEN, # delete/comment out this argument if you've set the access token as an env var.\n",
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" creator=\"UmerHA\",\n",
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" include_prs=False,\n",
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")\n",
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"docs = loader.load()"
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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": 15,
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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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"### System Info\n",
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"\n",
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"LangChain version = 0.0.167\r\n",
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"Python version = 3.11.0\r\n",
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"System = Windows 11 (using Jupyter)\n",
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"\n",
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"### Who can help?\n",
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"\n",
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"- @hwchase17\r\n",
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"- @agola11\r\n",
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"- @UmerHA (I have a fix ready, will submit a PR)\n",
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"\n",
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"### Information\n",
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"\n",
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"- [ ] The official example notebooks/scripts\n",
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"- [X] My own modified scripts\n",
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"\n",
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"### Related Components\n",
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"\n",
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"- [X] LLMs/Chat Models\n",
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"- [ ] Embedding Models\n",
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"- [X] Prompts / Prompt Templates / Prompt Selectors\n",
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"- [ ] Output Parsers\n",
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"- [ ] Document Loaders\n",
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"- [ ] Vector Stores / Retrievers\n",
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"- [ ] Memory\n",
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"- [ ] Agents / Agent Executors\n",
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"- [ ] Tools / Toolkits\n",
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"- [ ] Chains\n",
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"- [ ] Callbacks/Tracing\n",
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"- [ ] Async\n",
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"\n",
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"### Reproduction\n",
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"\n",
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"```\r\n",
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"import os\r\n",
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"os.environ[\"OPENAI_API_KEY\"] = \"...\"\r\n",
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"\r\n",
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"from langchain.chains import LLMChain\r\n",
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"from langchain.chat_models import ChatOpenAI\r\n",
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"from langchain.prompts import PromptTemplate\r\n",
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"from langchain.prompts.chat import ChatPromptTemplate\r\n",
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"from langchain.schema import messages_from_dict\r\n",
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"\r\n",
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"role_strings = [\r\n",
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" (\"system\", \"you are a bird expert\"), \r\n",
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" (\"human\", \"which bird has a point beak?\")\r\n",
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"]\r\n",
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"prompt = ChatPromptTemplate.from_role_strings(role_strings)\r\n",
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"chain = LLMChain(llm=ChatOpenAI(), prompt=prompt)\r\n",
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"chain.run({})\r\n",
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"```\n",
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"\n",
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"### Expected behavior\n",
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"\n",
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"Chain should run\n",
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"{'url': 'https://github.com/hwchase17/langchain/issues/5027', 'title': \"ChatOpenAI models don't work with prompts created via ChatPromptTemplate.from_role_strings\", 'creator': 'UmerHA', 'created_at': '2023-05-20T10:39:18Z', 'comments': 1, 'state': 'open', 'labels': [], 'assignee': None, 'milestone': None, 'locked': False, 'number': 5027, 'is_pull_request': False}\n"
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]
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}
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],
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"source": [
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"print(docs[0].page_content)\n",
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"print(docs[0].metadata)"
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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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"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": "3.11.3"
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}
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},
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"nbformat": 4,
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"nbformat_minor": 4
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}
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@ -37,6 +37,7 @@ from langchain.document_loaders.gcs_directory import GCSDirectoryLoader
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from langchain.document_loaders.gcs_file import GCSFileLoader
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from langchain.document_loaders.git import GitLoader
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from langchain.document_loaders.gitbook import GitbookLoader
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from langchain.document_loaders.github import GitHubIssuesLoader
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from langchain.document_loaders.googledrive import GoogleDriveLoader
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from langchain.document_loaders.gutenberg import GutenbergLoader
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from langchain.document_loaders.hn import HNLoader
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@ -153,6 +154,7 @@ __all__ = [
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"GCSDirectoryLoader",
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"GCSFileLoader",
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"GitLoader",
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"GitHubIssuesLoader",
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"GitbookLoader",
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"GoogleApiClient",
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"GoogleApiYoutubeLoader",
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182
langchain/document_loaders/github.py
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182
langchain/document_loaders/github.py
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from abc import ABC
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from datetime import datetime
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from typing import Dict, Iterator, List, Literal, Optional, Union
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import requests
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from pydantic import BaseModel, root_validator, validator
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from langchain.docstore.document import Document
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from langchain.document_loaders.base import BaseLoader
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from langchain.utils import get_from_dict_or_env
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class BaseGitHubLoader(BaseLoader, BaseModel, ABC):
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"""Load issues of a GitHub repository."""
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repo: str
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"""Name of repository"""
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access_token: str
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"""Personal access token - see https://github.com/settings/tokens?type=beta"""
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@root_validator(pre=True)
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def validate_environment(cls, values: Dict) -> Dict:
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"""Validate that access token exists in environment."""
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values["access_token"] = get_from_dict_or_env(
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values, "access_token", "GITHUB_PERSONAL_ACCESS_TOKEN"
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)
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return values
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@property
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def headers(self) -> Dict[str, str]:
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return {
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"Accept": "application/vnd.github+json",
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"Authorization": f"Bearer {self.access_token}",
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}
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class GitHubIssuesLoader(BaseGitHubLoader):
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include_prs: bool = True
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"""If True include Pull Requests in results, otherwise ignore them."""
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milestone: Union[int, Literal["*", "none"], None] = None
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"""If integer is passed, it should be a milestone's number field.
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If the string '*' is passed, issues with any milestone are accepted.
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If the string 'none' is passed, issues without milestones are returned.
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"""
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state: Optional[Literal["open", "closed", "all"]] = None
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"""Filter on issue state. Can be one of: 'open', 'closed', 'all'."""
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assignee: Optional[str] = None
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"""Filter on assigned user. Pass 'none' for no user and '*' for any user."""
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creator: Optional[str] = None
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"""Filter on the user that created the issue."""
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mentioned: Optional[str] = None
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"""Filter on a user that's mentioned in the issue."""
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labels: Optional[List[str]] = None
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"""Label names to filter one. Example: bug,ui,@high."""
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sort: Optional[Literal["created", "updated", "comments"]] = None
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"""What to sort results by. Can be one of: 'created', 'updated', 'comments'.
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Default is 'created'."""
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direction: Optional[Literal["asc", "desc"]] = None
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"""The direction to sort the results by. Can be one of: 'asc', 'desc'."""
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since: Optional[str] = None
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"""Only show notifications updated after the given time.
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This is a timestamp in ISO 8601 format: YYYY-MM-DDTHH:MM:SSZ."""
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@validator("since")
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def validate_since(cls, v: Optional[str]) -> Optional[str]:
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if v:
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try:
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datetime.strptime(v, "%Y-%m-%dT%H:%M:%SZ")
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except ValueError:
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raise ValueError(
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"Invalid value for 'since'. Expected a date string in "
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f"YYYY-MM-DDTHH:MM:SSZ format. Received: {v}"
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)
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return v
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def lazy_load(self) -> Iterator[Document]:
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"""
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Get issues of a GitHub repository.
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Returns:
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A list of Documents with attributes:
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- page_content
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- metadata
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- url
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- title
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- creator
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- created_at
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- last_update_time
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- closed_time
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- number of comments
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- state
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- labels
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- assignee
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- assignees
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- milestone
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- locked
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- number
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- is_pull_request
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"""
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url: Optional[str] = self.url
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while url:
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response = requests.get(url, headers=self.headers)
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response.raise_for_status()
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issues = response.json()
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for issue in issues:
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doc = self.parse_issue(issue)
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if not self.include_prs and doc.metadata["is_pull_request"]:
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continue
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yield doc
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if response.links and response.links.get("next"):
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url = response.links["next"]["url"]
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else:
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url = None
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def load(self) -> List[Document]:
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"""
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Get issues of a GitHub repository.
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Returns:
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A list of Documents with attributes:
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- page_content
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- metadata
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- url
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- title
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- creator
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- created_at
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- last_update_time
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- closed_time
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- number of comments
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- state
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- labels
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- assignee
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- assignees
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- milestone
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- locked
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- number
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- is_pull_request
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"""
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return list(self.lazy_load())
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def parse_issue(self, issue: dict) -> Document:
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"""Create Document objects from a list of GitHub issues."""
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metadata = {
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"url": issue["html_url"],
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"title": issue["title"],
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"creator": issue["user"]["login"],
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"created_at": issue["created_at"],
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"comments": issue["comments"],
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"state": issue["state"],
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"labels": [label["name"] for label in issue["labels"]],
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"assignee": issue["assignee"]["login"] if issue["assignee"] else None,
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"milestone": issue["milestone"]["title"] if issue["milestone"] else None,
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"locked": issue["locked"],
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"number": issue["number"],
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"is_pull_request": "pull_request" in issue,
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}
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content = issue["body"] if issue["body"] is not None else ""
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return Document(page_content=content, metadata=metadata)
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@property
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def query_params(self) -> str:
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labels = ",".join(self.labels) if self.labels else self.labels
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query_params_dict = {
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"milestone": self.milestone,
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"state": self.state,
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"assignee": self.assignee,
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"creator": self.creator,
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"mentioned": self.mentioned,
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"labels": labels,
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"sort": self.sort,
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"direction": self.direction,
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"since": self.since,
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}
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query_params_list = [
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f"{k}={v}" for k, v in query_params_dict.items() if v is not None
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]
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query_params = "&".join(query_params_list)
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return query_params
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@property
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def url(self) -> str:
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return f"https://api.github.com/repos/{self.repo}/issues?{self.query_params}"
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12
tests/integration_tests/document_loaders/test_github.py
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12
tests/integration_tests/document_loaders/test_github.py
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from langchain.document_loaders.github import GitHubIssuesLoader
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def test_issues_load() -> None:
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title = "DocumentLoader for GitHub"
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loader = GitHubIssuesLoader(
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repo="hwchase17/langchain", creator="UmerHA", state="all"
|
||||
)
|
||||
docs = loader.load()
|
||||
titles = [d.metadata["title"] for d in docs]
|
||||
assert title in titles
|
||||
assert all(doc.metadata["creator"] == "UmerHA" for doc in docs)
|
114
tests/unit_tests/document_loaders/test_github.py
Normal file
114
tests/unit_tests/document_loaders/test_github.py
Normal file
@ -0,0 +1,114 @@
|
||||
import pytest
|
||||
from pytest_mock import MockerFixture
|
||||
|
||||
from langchain.docstore.document import Document
|
||||
from langchain.document_loaders.github import GitHubIssuesLoader
|
||||
|
||||
|
||||
def test_initialization() -> None:
|
||||
loader = GitHubIssuesLoader(repo="repo", access_token="access_token")
|
||||
assert loader.repo == "repo"
|
||||
assert loader.access_token == "access_token"
|
||||
assert loader.headers == {
|
||||
"Accept": "application/vnd.github+json",
|
||||
"Authorization": "Bearer access_token",
|
||||
}
|
||||
|
||||
|
||||
def test_invalid_initialization() -> None:
|
||||
# Invalid parameter
|
||||
with pytest.raises(ValueError):
|
||||
GitHubIssuesLoader(invalid="parameter")
|
||||
|
||||
# Invalid value for valid parameter
|
||||
with pytest.raises(ValueError):
|
||||
GitHubIssuesLoader(state="invalid_state")
|
||||
|
||||
# Invalid type for labels
|
||||
with pytest.raises(ValueError):
|
||||
GitHubIssuesLoader(labels="not_a_list")
|
||||
|
||||
# Invalid date format for since
|
||||
with pytest.raises(ValueError):
|
||||
GitHubIssuesLoader(since="not_a_date")
|
||||
|
||||
|
||||
def test_load(mocker: MockerFixture) -> None:
|
||||
mocker.patch(
|
||||
"requests.get", return_value=mocker.MagicMock(json=lambda: [], links=None)
|
||||
)
|
||||
loader = GitHubIssuesLoader(repo="repo", access_token="access_token")
|
||||
documents = loader.load()
|
||||
assert documents == []
|
||||
|
||||
|
||||
def test_parse_issue() -> None:
|
||||
issue = {
|
||||
"html_url": "https://github.com/repo/issue/1",
|
||||
"title": "Example Issue 1",
|
||||
"user": {"login": "username1"},
|
||||
"created_at": "2023-01-01T00:00:00Z",
|
||||
"comments": 1,
|
||||
"state": "open",
|
||||
"labels": [{"name": "bug"}],
|
||||
"assignee": {"login": "username2"},
|
||||
"milestone": {"title": "v1.0"},
|
||||
"locked": "False",
|
||||
"number": "1",
|
||||
"body": "This is an example issue 1",
|
||||
}
|
||||
expected_document = Document(
|
||||
page_content=issue["body"], # type: ignore
|
||||
metadata={
|
||||
"url": issue["html_url"],
|
||||
"title": issue["title"],
|
||||
"creator": issue["user"]["login"], # type: ignore
|
||||
"created_at": issue["created_at"],
|
||||
"comments": issue["comments"],
|
||||
"state": issue["state"],
|
||||
"labels": [label["name"] for label in issue["labels"]], # type: ignore
|
||||
"assignee": issue["assignee"]["login"], # type: ignore
|
||||
"milestone": issue["milestone"]["title"], # type: ignore
|
||||
"locked": issue["locked"],
|
||||
"number": issue["number"],
|
||||
"is_pull_request": False,
|
||||
},
|
||||
)
|
||||
loader = GitHubIssuesLoader(repo="repo", access_token="access_token")
|
||||
document = loader.parse_issue(issue)
|
||||
assert document == expected_document
|
||||
|
||||
|
||||
def test_url() -> None:
|
||||
# No parameters
|
||||
loader = GitHubIssuesLoader(repo="repo", access_token="access_token")
|
||||
assert loader.url == "https://api.github.com/repos/repo/issues?"
|
||||
|
||||
# parameters: state, sort
|
||||
loader = GitHubIssuesLoader(
|
||||
repo="repo", access_token="access_token", state="open", sort="created"
|
||||
)
|
||||
assert (
|
||||
loader.url == "https://api.github.com/repos/repo/issues?state=open&sort=created"
|
||||
)
|
||||
|
||||
# parameters: milestone, state, assignee, creator, mentioned, labels, sort,
|
||||
# direction, since
|
||||
loader = GitHubIssuesLoader(
|
||||
repo="repo",
|
||||
access_token="access_token",
|
||||
milestone="*",
|
||||
state="closed",
|
||||
assignee="user1",
|
||||
creator="user2",
|
||||
mentioned="user3",
|
||||
labels=["bug", "ui", "@high"],
|
||||
sort="comments",
|
||||
direction="asc",
|
||||
since="2023-05-26T00:00:00Z",
|
||||
)
|
||||
assert loader.url == (
|
||||
"https://api.github.com/repos/repo/issues?milestone=*&state=closed"
|
||||
"&assignee=user1&creator=user2&mentioned=user3&labels=bug,ui,@high"
|
||||
"&sort=comments&direction=asc&since=2023-05-26T00:00:00Z"
|
||||
)
|
Loading…
Reference in New Issue
Block a user