evaluation_image stringlengths 54 73 | instance_id stringlengths 3 22 | package_name stringlengths 3 46 | start_instruction stringlengths 1.17k 32.7k | test_cases_num int64 4 2.18k | verify_cmd listlengths 1 4 | verify_files listlengths 1 12 |
|---|---|---|---|---|---|---|
ghcr.io/multimodal-art-projection/nl2repobench/schema:1.0 | schema | schema | ## Schema Project Introduction and Goals
Schema is a lightweight library **for Python data structure validation**. It can parse and validate various data formats (supporting Python native data structures such as dictionaries, lists, tuples, and sets) and ensure that the data conforms to a predefined schema. This tool ... | 118 | [
"pip install -e .",
"pytest --continue-on-collection-errors test_schema.py"
] | [
"tests"
] |
ghcr.io/multimodal-art-projection/nl2repobench/funcy:1.0 | funcy | funcy | # Introduction and Goals of the Funcy Project
Funcy is a utility library for functional programming in Python, providing Python developers with rich functional programming abstractions and practical tools. It supports various scenarios such as collection operations, function composition, flow control, and debugging to... | 203 | [
"pip install -e .",
"pytest --continue-on-collection-errors tests"
] | [
"tests"
] |
ghcr.io/multimodal-art-projection/nl2repobench/cherry:1.0 | cherry | Cherry | ## Introduction and Goals of the Cherry Project
Cherry is a lightweight Python library **for text classification** that enables users without machine learning knowledge to quickly train a high-accuracy model within 5 minutes. This tool aims to significantly lower the threshold for text classification tasks, allowing d... | 34 | [
"pip install -e .",
"pytest --continue-on-collection-errors tests"
] | [
"tests"
] |
ghcr.io/multimodal-art-projection/nl2repobench/decouple:1.0 | decouple | decouple | ## Introduction and Goals of the Python-Decouple Project
Python-Decouple is a Python library **oriented towards configuration management separation**. It can achieve strict separation between code and configuration, support reading configuration parameters from environment variables, .env files, and .ini files, and pr... | 67 | [
"pip install -e .",
"pytest --continue-on-collection-errors tests"
] | [
"tests"
] |
ghcr.io/multimodal-art-projection/nl2repobench/jinja:1.0 | jinja | jinja | ## Introduction and Goals of the Jinja2 Project
Jinja2 is a **fast and expressive template engine** written in pure Python. It offers a non-XML syntax, supports inline expressions, and provides an optional sandbox environment. This engine is widely used in scenarios such as web development, configuration generation, a... | 911 | [
"echo Hello >> README.rst",
"echo Hello >> README.md",
"pip install -e .",
"pytest --continue-on-collection-errors tests"
] | [
"tests"
] |
ghcr.io/multimodal-art-projection/nl2repobench/freezegun:1.0 | freezegun | freezegun | ## Introduction and Goals of the freezegun Project
freezegun is a time-freezing library for Python testing that allows programs to "travel through time," making it easy to simulate and control time-related behaviors. By freezing time, developers can precisely control time-related logic in tests, ensuring test stabilit... | 133 | [
"pip install -e .",
"pytest --continue-on-collection-errors tests"
] | [
"tests"
] |
ghcr.io/multimodal-art-projection/nl2repobench/cerberus:1.0 | cerberus | cerberus | ## Project Introduction and Goals
**Cerberus** is a lightweight and extensible Python data validation library specifically designed to validate Python dictionary data structures. The project aims to provide a simple, efficient, and extensible data validation solution with the following capabilities: 1. **Lightweight V... | 249 | [
"pip install -e .",
"pytest --continue-on-collection-errors cerberus/tests cerberus/benchmarks/test_overall_performance_1.py cerberus/benchmarks/test_overall_performance_2.py"
] | [
"tests"
] |
ghcr.io/multimodal-art-projection/nl2repobench/mechanicalsoup:1.0 | mechanicalsoup | mechanicalsoup | # Introduction to the MechanicalSoup_main Project
## 1. Project Overview and Objectives
MechanicalSoup is a Python-based web automation interaction library designed to simplify common tasks such as web form filling, page navigation, and data scraping. It combines Requests (for HTTP session management) and BeautifulSo... | 140 | [
"pip install -e .",
"pytest --continue-on-collection-errors tests"
] | [
"tests"
] |
ghcr.io/multimodal-art-projection/nl2repobench/ipytest:1.0 | ipytest | ipytest | ## Introduction and Goals of the ipytest Project
ipytest is a Python library for test execution in Jupyter Notebooks, seamlessly integrating the pytest testing framework into the interactive notebook environment. This tool excels in the Jupyter development workflow, with core functions including: parsing notebook code... | 81 | [
"pip install -e .",
"pytest --continue-on-collection-errors tests"
] | [
"tests"
] |
ghcr.io/multimodal-art-projection/nl2repobench/tinydb:1.0 | tinydb | tinydb | ## Introduction and Goals of the TinyDB Project
TinyDB is a **lightweight document-oriented database** designed specifically for small applications. It aims to provide a local storage solution implemented purely in Python without external dependencies. It is suitable for scenarios where using an SQL database or an ext... | 203 | [
"pip install -e .",
"pytest --continue-on-collection-errors tests"
] | [
"tests"
] |
ghcr.io/multimodal-art-projection/nl2repobench/sqlparse:1.0 | sqlparse | sqlparse | ## Introduction and Objectives of the sqlparse Project
sqlparse is a Python library designed for SQL statement parsing and formatting. It can efficiently parse, format, and perform syntax analysis on SQL code, supporting multiple database dialects and complex SQL structures. This tool performs excellently in scenarios... | 461 | [
"pip install -e .",
"pytest --continue-on-collection-errors tests"
] | [
"tests"
] |
ghcr.io/multimodal-art-projection/nl2repobench/records:1.0 | records | records | ## Records Project Introduction and Goals
Records is a Python library for human-friendly SQL queries. It aims to enable developers to execute native SQL queries on mainstream relational databases (such as RedShift, Postgres, MySQL, SQLite, Oracle, MS-SQL, etc.) in the simplest and most intuitive way, and elegantly han... | 31 | [
"pip install -e .",
"pytest --continue-on-collection-errors tests"
] | [
"tests"
] |
ghcr.io/multimodal-art-projection/nl2repobench/pypinyin:1.0 | pypinyin | pypinyin | ## Introduction and Goals of the python-pingyin Project
Pinyin is a Python library specifically designed for Chinese character pinyin conversion. It can accurately convert Chinese characters into pinyin and is widely used in areas such as Chinese character phonetic annotation, sorting, and retrieval. Its aim is to bec... | 985 | [
"pip install -e .",
"pytest --continue-on-collection-errors tests"
] | [
"tests"
] |
ghcr.io/multimodal-art-projection/nl2repobench/sortedcontainers:1.0 | sortedcontainers | sortedcontainers | ## Introduction and Goals of the Python-SortedContainers Project
Python-SortedContainers is a **high-performance, pure Python sorted container library** that provides three core data structures: SortedList (sorted list), SortedDict (sorted dictionary), and SortedSet (sorted set). This library is licensed under the Apa... | 366 | [
"pip install -e .",
"pytest --continue-on-collection-errors tests"
] | [
"tests"
] |
ghcr.io/multimodal-art-projection/nl2repobench/google-images-download:1.0 | google-images-download | google_images_download | # Introduction to the Google Images Download Project
Google Images Download is a powerful Python library specifically designed for searching and batch downloading images from Google Images to the local hard drive. This project can parse search keywords (supporting multiple languages and special characters), provides i... | 40 | [
"pip install -e .",
"pytest --continue-on-collection-errors tests"
] | [
"tests"
] |
ghcr.io/multimodal-art-projection/nl2repobench/wifiphisher:1.0 | wifiphisher | wifiphisher | ## Introduction and Objectives of the WiFiPhisher Project
WiFiPhisher is a **rogue access point framework for WiFi security testing**. It can create fake WiFi networks to gain a man-in-the-middle position and further conduct phishing attacks on connected clients. This tool performs excellently in penetration testing a... | 43 | [
"pip install -e .",
"pytest --continue-on-collection-errors tests"
] | [
"tests"
] |
ghcr.io/multimodal-art-projection/nl2repobench/pyautogui:1.0 | pyautogui | PyAutoGUI | ## Introduction and Goals of the PyAutoGUI Project
PyAutoGUI is a cross - platform Python GUI automation module designed for human users to programmatically control the mouse and keyboard. It provides a simple and easy - to - use API, enabling developers to easily implement functions such as screen automation, GUI tes... | 28 | [
"pip install -e .[dev]",
"xvfb-run -a pytest --continue-on-collection-errors tests"
] | [
"tests"
] |
ghcr.io/multimodal-art-projection/nl2repobench/schedule-master:1.0 | schedule-master | schedule | # Introduction and Goals of the schedule Project
## Project Overview
`schedule` is a simple and easy-to-use Python task scheduling library with a friendly syntax designed for humans. It supports the periodic execution of Python functions or other callable objects and uses the builder pattern for configuration. It does... | 52 | [
"pytest --continue-on-collection-errors test_schedule.py"
] | [
"test_schedule.py"
] |
ghcr.io/multimodal-art-projection/nl2repobench/math-verify:1.0 | math-verify | math-verify | ## Math-Verify Project Introduction and Objectives
Math-Verify is a **mathematical answer verification** Python library capable of parsing mathematical expressions (supporting both LaTeX format and plain text) and comparing answer correctness. The tool has demonstrated excellent performance in evaluations on mathemati... | 192 | [
"pip install -e .",
"python -m pytest --continue-on-collection-errors -n 0 tests/test_all.py -v -s"
] | [
"tests"
] |
ghcr.io/multimodal-art-projection/nl2repobench/plac:1.0 | plac | plac | ## Introduction and Goals of the Plac Project
Plac is a Python library **for command-line argument parsing** that can automatically generate command-line arguments from function signatures and handle user input. This tool performs excellently across all versions from Python 2.6 to Python 3, achieving "the smartest com... | 25 | [
"pip install -e .",
"pytest --continue-on-collection-errors doc"
] | [
"doc/test_ishelve.py",
"doc/test_ishelve_more.py",
"doc/test_pi.py",
"doc/test_plac.py",
"doc/test_runp.py",
"doc/test_server.py"
] |
ghcr.io/multimodal-art-projection/nl2repobench/python-jose:1.0 | python-jose | python-jose | # Introduction and Goals of the python-jose Project
python-jose is a comprehensive implementation library for the JOSE (JavaScript Object Signing and Encryption) standard, offering full support for JSON Web Token (JWT), JSON Web Signature (JWS), JSON Web Encryption (JWE), and JSON Web Key (JWK). This library enables "... | 458 | [
"pip install -e .",
"pytest --continue-on-collection-errors tests"
] | [
"tests"
] |
ghcr.io/multimodal-art-projection/nl2repobench/autojump:1.0 | autojump | git+https://github.com/wting/autojump | ## Introduction and Goals of the Autojump Project
Autojump is a **smart file system navigation tool** that enables users to quickly jump to target directories by maintaining a database of the directories they access most frequently. This tool performs exceptionally well in the command-line environment, offering "the f... | 23 | [
"python install.py",
"pytest --continue-on-collection-errors tests"
] | [
"tests"
] |
ghcr.io/multimodal-art-projection/nl2repobench/box:1.0 | box | Box | # Introduction and Goals of the Box Project
Box is a Python library designed for efficient operation and enhancement of Python dictionaries. It enables high - efficiency access, conversion, and formatting of Python dictionaries, supporting various data formats and complex nested structures. This tool excels in scenari... | 147 | [
"pip install -e .",
"pytest --continue-on-collection-errors test"
] | [
"test"
] |
ghcr.io/multimodal-art-projection/nl2repobench/autopep8:1.0 | autopep8 | Autopep8 | ## Introduction and Goals of the Autopep8 Project
Autopep8 is a tool that **automatically formats Python code to comply with the PEP 8 style guide**. It uses the pycodestyle tool to determine which parts of the code need formatting. Autopep8 can fix most formatting issues reported by pycodestyle. In short, Autopep8 ai... | 564 | [
"pip install -e .",
"pytest --continue-on-collection-errors test"
] | [
"test"
] |
ghcr.io/multimodal-art-projection/nl2repobench/ftfy:1.0 | ftfy | ftfy | ## Introduction and Goals of the python-ftfy Project
ftfy ("fixes text for you") is a Python library **designed for Unicode text repair**. It can automatically detect and fix various Unicode encoding issues, especially mojibake (encoding chaos) and other text corruption problems. This tool performs excellently in NLP ... | 346 | [
"pip install -e .",
"pytest --continue-on-collection-errors tests"
] | [
"tests"
] |
ghcr.io/multimodal-art-projection/nl2repobench/ydata-profiling:1.0 | ydata-profiling | ydata-profiling | ## Introduction and Objectives of the ydata-profiling Project
ydata-profiling is an automated exploratory data analysis (EDA) tool library for data science and data analysis. Its core objective is to provide a one-click, structured, visual, and exportable comprehensive data analysis report for pandas DataFrames, signi... | 2,182 | [
"pip install -e .",
"pytest --continue-on-collection-errors tests"
] | [
"tests"
] |
ghcr.io/multimodal-art-projection/nl2repobench/asteval:1.0 | asteval | asteval | ## Introduction and Goals of the asteval Project
asteval is a **safe expression evaluator** Python library designed to parse and execute Python expressions in a restricted and secure manner. It is based on Python's AST (Abstract Syntax Tree) module, which converts user-input expressions into ASTs and evaluates them in... | 224 | [
"echo __version__ = \\\\'0.0.1\\\\' > asteval/version.py",
"pip install -e .",
"pytest --continue-on-collection-errors tests"
] | [
"tests"
] |
ghcr.io/multimodal-art-projection/nl2repobench/synthetic:1.0 | synthetic | Synthetic | ## Introduction and Goals of the Synthetic Data Kit Project
The Synthetic Data Kit is a **high-quality synthetic dataset generation tool for LLM fine-tuning**. It can parse content from various document formats and generate structured datasets for language model fine-tuning. This tool performs excellently in the train... | 98 | [
"pip install -e .",
"pytest --continue-on-collection-errors tests"
] | [
"tests"
] |
ghcr.io/multimodal-art-projection/nl2repobench/typing_extensions:1.0 | typing_extensions | typing-extensions | ## Introduction and Goals of the Typing-Extensions Project
Typing-Extensions is an **extension library for the Python type system**. It can provide the type hinting features of newer Python versions to older ones and support the early adoption of experimental type system features. This tool performs excellently in eva... | 507 | [
"pip install -e .",
"pytest --continue-on-collection-errors src"
] | [
"src/test_typing_extensions.py",
"test_typing_extensions.py"
] |
ghcr.io/multimodal-art-projection/nl2repobench/tqdm:1.0 | tqdm | tqdm | ## Introduction and Goals of the tqdm Project
tqdm is a Python library for displaying progress bars. It can add intelligent progress bars to any iterable object and supports various environments and formats. This tool performs excellently in the Python ecosystem, achieving "the lowest overhead and the highest compatib... | 140 | [
"echo __version__ = \\\\'0.0.1\\\\' > tqdm/version.py",
"SETUPTOOLS_SCM_PRETEND_VERSION_FOR_TQDM=0.0.1 pip install -e .",
"pytest --continue-on-collection-errors tests"
] | [
"tests"
] |
ghcr.io/multimodal-art-projection/nl2repobench/bleach:1.0 | bleach | bleach | # Bleach HTML Security Cleaning Library - Complete Documentation
## Introduction and Goals of the Bleach Project
Bleach is an open-source Python library developed by Mozilla, specifically designed for **HTML content cleaning and linkification**. It is a security-oriented library mainly used to handle HTML content fro... | 448 | [
"pip install -e .",
"pytest --continue-on-collection-errors tests"
] | [
"tests"
] |
ghcr.io/multimodal-art-projection/nl2repobench/arxiv-mcp-server:1.0 | arxiv-mcp-server | arxiv-mcp-server | ## Introduction and Goals of the ArXiv MCP Server Project
The ArXiv MCP Server is a Python library **for academic paper search and analysis**. It serves as a bridge between AI assistants and the arXiv research repository through the Model Context Protocol (MCP). This tool allows AI models to programmatically search fo... | 23 | [
"touch README.md && pip install -e .",
"pytest --continue-on-collection-errors tests"
] | [
"tests"
] |
ghcr.io/multimodal-art-projection/nl2repobench/pytz:1.0 | pytz | pytz | ## Introduction and Goals of the pytz Project
pytz is a library **for Python timezone handling** that can introduce the IANA (formerly Olson) timezone database into the Python environment, enabling accurate and cross - platform timezone calculations. This tool excels in the field of Python timezone handling and can ac... | 235 | [
"pytest --continue-on-collection-errors -v"
] | [
"src/pytz/tests/test_docs.py",
"src/pytz/tests/test_lazy.py",
"src/pytz/tests/test_tzinfo.py",
"test_zdump.py"
] |
ghcr.io/multimodal-art-projection/nl2repobench/markdownify:1.0 | markdownify | markdownify | ## Introduction and Goals of the Python-Markdownify Project
Python-Markdownify is a Python library **for converting HTML to Markdown** that can transform HTML markup language into readable Markdown format. Built on the BeautifulSoup4 parser, this tool offers highly configurable conversion options and supports intelli... | 83 | [
"pip install -e .",
"pytest --continue-on-collection-errors tests"
] | [
"tests"
] |
ghcr.io/multimodal-art-projection/nl2repobench/retrying:1.0 | retrying | retrying | ## Retrying Project Introduction and Goals
Retrying is a Python library **for general retry mechanisms** that can add retry behavior to any function (supporting decorator syntax and functional calls). This tool performs excellently in scenarios such as distributed systems, network requests, and database operations, en... | 23 | [
"pip install -e .",
"pytest --continue-on-collection-errors test_retrying.py"
] | [
"test_retrying.py"
] |
ghcr.io/multimodal-art-projection/nl2repobench/justext:1.0 | justext | jusText | ## Introduction and Goals of the jusText Project
`jusText` is a Python library dedicated to accurately extracting the main body content from multilingual web pages. Through efficient HTML parsing, heuristic content recognition, and extensive stopword support, it can automatically filter out redundant information such ... | 61 | [
"pip install -e .",
"pytest --continue-on-collection-errors tests"
] | [
"tests"
] |
ghcr.io/multimodal-art-projection/nl2repobench/autorccar:1.0 | autorccar | git+https://github.com/hamuchiwa/AutoRCCar.git | ## Introduction and Goals of the AutoRCCar Project
AutoRCCar is a Python system **targeted at the control of autonomous remote - controlled cars**, capable of real - time video stream processing, neural network model training, and intelligent driving decision - making. This tool excels in the fields of autonomous driv... | 13 | [
"pip install -e .",
"pytest --continue-on-collection-errors test"
] | [
"test"
] |
ghcr.io/multimodal-art-projection/nl2repobench/pytestify:1.0 | pytestify | pytestify | ## Introduction to the Pytestify Project
Pytestify is a powerful Python test code conversion tool specifically designed to automatically convert traditional unittest test code into the modern pytest format. This project employs advanced AST (Abstract Syntax Tree) parsing and tokenize techniques, enabling precise analy... | 122 | [
"pip install -e .",
"pytest --continue-on-collection-errors tests"
] | [
"tests"
] |
ghcr.io/multimodal-art-projection/nl2repobench/pyquery:1.0 | pyquery | pyquery | ## Introduction and Objectives of the PyQuery Project
PyQuery is a Python library **for querying and manipulating XML/HTML documents**, providing a jQuery-like API. It allows developers to handle XML and HTML documents in a concise and intuitive way. Built on lxml, this tool offers efficient XML and HTML parsing and m... | 73 | [
"pip install -e .",
"pytest --continue-on-collection-errors tests"
] | [
"tests"
] |
ghcr.io/multimodal-art-projection/nl2repobench/fastapi-users:1.0 | fastapi-users | fastapi-users | # Introduction and Goals of the FastAPI Users Project
**FastAPI Users** is a user management system library specifically designed for the FastAPI framework, offering ready-to-use and customizable user authentication and authorization solutions. The project aims to simplify the development of user management functions ... | 556 | [
"pip install -e .",
"pytest --continue-on-collection-errors tests"
] | [
"tests"
] |
ghcr.io/multimodal-art-projection/nl2repobench/python-dotenv:1.0 | python-dotenv | python-dotenv | # Introduction and Goals of the python-dotenv Project
## Overview
`python-dotenv` is a Python library for managing environment variables. Its core function is to read key-value pairs from a `.env` file and set them as operating system environment variables. This tool aims to help developers follow the principles of t... | 209 | [
"pip install -e .",
"pytest --continue-on-collection-errors tests"
] | [
"tests"
] |
ghcr.io/multimodal-art-projection/nl2repobench/mootdx:1.0 | mootdx | mootdx | ## Introduction and Goals of the Mootdx Project
Mootdx is a Python library **designed for accessing Tongda信 data**. It can connect to the Tongda信 software and retrieve real-time and historical data for financial markets such as stocks and futures. This tool excels in the field of financial data retrieval, achieving "e... | 85 | [
"pip install -e .",
"pip install requests",
"pytest --continue-on-collection-errors tests"
] | [
"tests"
] |
ghcr.io/multimodal-art-projection/nl2repobench/gitingest:1.0 | gitingest | gitingest | ## Introduction and Goals of the GitIngest Project
GitIngest is a Python tool **for automated analysis of code repositories**. It can parse local directories and remote Git repositories (supporting mainstream platforms such as GitHub, GitLab, and Bitbucket) and extract structured summaries. This tool performs excellen... | 133 | [
"pip install -e .",
"pip install gitpython",
"pip install loguru strenum eval-type-backport",
"pytest --continue-on-collection-errors tests"
] | [
"tests"
] |
ghcr.io/multimodal-art-projection/nl2repobench/cachier:1.0 | cachier | Cachier | ## Introduction to the Cachier Project
Cachier is a persistent caching library designed specifically for Python functions. It adds intelligent caching capabilities to functions through a simple decorator syntax, significantly enhancing application performance. The core value of this library lies in providing cross-ses... | 180 | [
"pip install -e .",
"pytest --continue-on-collection-errors tests"
] | [
"tests"
] |
ghcr.io/multimodal-art-projection/nl2repobench/python-slugify:1.0 | python-slugify | python-slugify | ## Introduction and Goals of the Python-Slugify Project
Python-Slugify is a Python library **for slugifying Unicode strings**, capable of intelligently converting text in various languages (including Chinese, Russian, French, etc.) into URL-friendly slug formats. This tool performs exceptionally well in web developmen... | 82 | [
"pip install -e .",
"pytest --continue-on-collection-errors test.py"
] | [
"test.py"
] |
ghcr.io/multimodal-art-projection/nl2repobench/pathlib2:1.0 | pathlib2 | pathlib2 | ## pathlib2 Project Introduction and Goals
pathlib2 is a **file system path operation-oriented** Python library that provides complete standard library Python API support, capable of handling cross-platform path operations and file system management. This tool is a backward-compatible implementation of the pathlib mod... | 344 | [
"pip install -e .",
"pytest --continue-on-collection-errors tests"
] | [
"tests"
] |
ghcr.io/multimodal-art-projection/nl2repobench/dictdatabase:1.0 | dictdatabase | DictDataBase | ## Introduction and Goals of the DictDataBase Project
DictDataBase is a **high-performance document-oriented database** Python library that stores data using JSON files or compressed JSON files. Designed specifically for concurrent environments, this tool ensures ACID compliance and can run without a database server. ... | 594 | [
"pip install -e .",
"pytest --continue-on-collection-errors tests"
] | [
"tests"
] |
ghcr.io/multimodal-art-projection/nl2repobench/uiautomator:1.0 | uiautomator | uiautomator | ## Introduction and Goals of the uiautomator Project
uiautomator is a Python library **for Android automated testing** that can connect to Android devices via ADB and perform UI automation operations. Based on the Android native UiAutomator framework, this tool supports Android 4.1+ (API Level 16 - 30) devices without... | 101 | [
"pip install -e .",
"pytest --continue-on-collection-errors"
] | [
"test"
] |
ghcr.io/multimodal-art-projection/nl2repobench/cookiecutter:1.0 | cookiecutter | cookiecutter | ## Introduction and Objectives of the Cookiecutter Project
Cookiecutter is a **Python command-line tool for project template generation** that can quickly create standardized project structures from predefined project templates (cookiecutters). This tool performs excellently in the Python ecosystem and cross-language ... | 381 | [
"pip install -e .",
"pytest --continue-on-collection-errors tests"
] | [
"tests"
] |
ghcr.io/multimodal-art-projection/nl2repobench/boltons:1.0 | boltons | boltons | # Introduction and Goals of the boltons Project
boltons is a pure Python utility library with over 230 BSD-licensed tools. It aims to supplement the missing common functions in the Python standard library and provides a collection of "should-be-built-in" utilities. This library performs excellently in scenarios such a... | 423 | [
"pip install -e .",
"pytest --continue-on-collection-errors tests"
] | [
"tests"
] |
ghcr.io/multimodal-art-projection/nl2repobench/pss:1.0 | pss | pss | ## Introduction and Objectives of the PSS Project
PSS (Python Source Search) is a Python command-line tool **for source code search** that can recursively search source code files in a directory tree and perform intelligent content matching. This tool performs excellently in developers' daily code search scenarios, ac... | 46 | [
"pip install -e .",
"pytest --continue-on-collection-errors test"
] | [
"test"
] |
ghcr.io/multimodal-art-projection/nl2repobench/xlrd:1.0 | xlrd | xlrd | ## Introduction and Goals of the xlrd Project
It is a mature Python library designed specifically for reading historical .xls format files of Microsoft Excel. It supports the parsing of the BIFF (Binary Interchange File Format), workbook management, worksheet data extraction, reading of format information, and obtaini... | 84 | [
"pip install -e .",
"pytest --continue-on-collection-errors tests"
] | [
"tests"
] |
ghcr.io/multimodal-art-projection/nl2repobench/frontmatter:1.0 | frontmatter | frontmatter | ## Introduction and Goals of the Python-Frontmatter Project
Python-Frontmatter is a Python library **for document metadata parsing and management** that can parse and manage text documents with YAML (or other formats) front matter metadata. This tool supports multiple metadata formats (YAML, JSON, TOML) and provides a... | 55 | [
"pip install -e .",
"pytest --continue-on-collection-errors /workspace/tests"
] | [
"tests"
] |
ghcr.io/multimodal-art-projection/nl2repobench/docopt-ng:1.0 | docopt-ng | docopt-ng | ## Introduction and Goals of the Docopt-NG Project
Docopt-NG is a Python library for **command-line argument parsing**. It aims to define command-line interfaces through simple docstrings and automatically generate parsers. It is compatible with the original docopt syntax and supports various parameter types, options,... | 614 | [
"pip install -e .",
"pytest --continue-on-collection-errors tests"
] | [
"tests"
] |
ghcr.io/multimodal-art-projection/nl2repobench/graphneuralnetwork:1.0 | graphneuralnetwork | gnn | # Introduction to the GraphNeuralNetwork Project
GraphNeuralNetwork-master is a Python project that implements various Graph Neural Network (GNN) algorithms. This project mainly implements three classic graph neural network models: GCN (Graph Convolutional Network), GraphSAGE, and GAT (Graph Attention Network), and pr... | 4 | [
"pip install -e .",
"pytest --continue-on-collection-errors tests"
] | [
"tests"
] |
ghcr.io/multimodal-art-projection/nl2repobench/unittest-parametrize:1.0 | unittest-parametrize | unittest-parametrize | # Introduction and Goals of the unittest-parametrize Project
unittest-parametrize is a library for parameterizing Python unit tests. It can achieve a functionality similar to pytest.mark.parametrize in unittest TestCase, providing an elegant solution for test parameterization. While maintaining compatibility with the ... | 26 | [
"pip install -e .",
"pytest /workspace/tests"
] | [
"tests"
] |
ghcr.io/multimodal-art-projection/nl2repobench/wsgidav:1.0 | wsgidav | wsgidav | ## Introduction and Goals of the WsgiDAV Project
WsgiDAV is a Python library for **high-performance WebDAV server implementation** that enables sharing local file systems, databases, cloud storage, or custom data structures via the WebDAV protocol. The tool aims to provide a scalable and flexible WebDAV server solutio... | 36 | [
"pip install -e .",
"pytest --continue-on-collection-errors tests"
] | [
"tests"
] |
ghcr.io/multimodal-art-projection/nl2repobench/icecream:1.0 | icecream | icecream | ## Introduction and Objectives of the IceCream Project
IceCream is a lightweight Python library **designed for debugging Python code**, offering more powerful and aesthetically pleasing debugging output capabilities than the traditional `print()` function. This tool excels in development and debugging scenarios, achie... | 41 | [
"pip install -e .",
"pytest --continue-on-collection-errors tests"
] | [
"tests"
] |
ghcr.io/multimodal-art-projection/nl2repobench/unidecode:1.0 | unidecode | unidecode | ## Introduction and Goals of the Unidecode Project
`Unidecode` is a Python library whose main function is to transliterate Unicode text into ASCII text.
Main uses:
In many scenarios, although we have text in Unicode format, we need to represent it as ASCII characters. For example:
- Integrate with legacy systems th... | 65 | [
"pip install -e .",
"pytest --continue-on-collection-errors tests"
] | [
"tests"
] |
ghcr.io/multimodal-art-projection/nl2repobench/tablib:1.0 | tablib | tablib | ## Introduction and Goals of the Tablib Project
Tablib is a **format-independent library for handling tabular datasets** written in Python. It aims to provide developers with a unified and concise interface for creating, importing, exporting, and manipulating tabular data without worrying about the underlying data for... | 172 | [
"pip install -e .",
"pytest --continue-on-collection-errors tests"
] | [
"tests"
] |
ghcr.io/multimodal-art-projection/nl2repobench/emoji:1.0 | emoji | emoji | ## Introduction and Goals of the Emoji Project
Emoji is a library that provides Emoji expression processing functions for Python. Inspired by kyokomi/emoji, this project supports all Emoji codes defined by the Unicode Consortium and is compatible with multiple aliases (such as the emoji cheat sheet from webfx).
## N... | 102 | [
"pip install -e .",
"pytest --continue-on-collection-errors tests"
] | [
"tests",
"utils/testutils.py"
] |
ghcr.io/multimodal-art-projection/nl2repobench/requests-html:1.0 | requests-html | requests-html | ## Introduction and Goals of the Requests-HTML Project
Requests-HTML is a **human-designed HTML parsing library** that simplifies and streamlines web scraping and HTML parsing. Built on top of the popular Requests library, it adds full JavaScript support, making it easier to scrape modern web pages. Its core features ... | 41 | [
"pip install -e .",
"pytest --continue-on-collection-errors tests"
] | [
"tests"
] |
ghcr.io/multimodal-art-projection/nl2repobench/python-fsutil:1.0 | python-fsutil | python-fsutil | ## Introduction and Goals of the python-fsutil Project
python-fsutil is an advanced Python utility library for file system operations. It provides convenient and efficient
file and directory management functions, supporting various practical features such as cross-platform file operations,
compression and decompressio... | 152 | [
"pip install -e .",
"pytest --continue-on-collection-errors tests"
] | [
"tests"
] |
ghcr.io/multimodal-art-projection/nl2repobench/six:1.0 | six | six | ## Project Introduction and Goals
Six is a lightweight tool library focused on Python 2 and 3 compatibility. It aims to provide developers with unified cross - version compatible interfaces for type judgment, standard library import, string and byte processing, etc., enabling the same code to run seamlessly on Python ... | 199 | [
"pip install -e .",
"pytest --continue-on-collection-errors test_six.py"
] | [
"test_six.py"
] |
ghcr.io/multimodal-art-projection/nl2repobench/flask-restful:1.0 | flask-restful | flask-restful | ## Introduction and Goals of the Flask-RESTful Project
Flask-RESTful is an extension library based on Flask, designed to help developers quickly and concisely build REST APIs. It provides one-stop capabilities such as resource abstraction, parameter parsing, data serialization, error handling, content negotiation, COR... | 362 | [
"pip install -e .",
"pytest --continue-on-collection-errors"
] | [
"tests"
] |
ghcr.io/multimodal-art-projection/nl2repobench/stable-baselines3:1.0 | stable-baselines3 | Stable-Baselines3 | ## Introduction and Goals of the Stable-Baselines3 Project
Stable-Baselines3 is a **reinforcement learning algorithm library based on PyTorch**, providing implementations of various state-of-the-art reinforcement learning algorithms. This library is the successor to Stable-Baselines, completely rewritten to support Py... | 797 | [
"pip install -e .",
"pytest --continue-on-collection-errors tests"
] | [
"tests"
] |
ghcr.io/multimodal-art-projection/nl2repobench/dbutils:1.0 | dbutils | DBUtils | ## Introduction and Goals of the DBUtils Project
DBUtils is a Python library **for multi-threaded database connection management** that provides stable, persistent, and pooled database connections, suitable for various multi-threaded environments. This tool performs excellently in application servers such as Webware f... | 140 | [
"pip install -e .",
"pytest --continue-on-collection-errors tests"
] | [
"tests"
] |
ghcr.io/multimodal-art-projection/nl2repobench/deslib:1.0 | deslib | DESlib | # Introduction and Goals of the DESlib Project
DESlib is a Python machine learning library **focused on Dynamic Ensemble Selection (DES) and Dynamic Classifier Selection (DCS) techniques**. It is dedicated to providing researchers and engineers with implementations of the latest ensemble learning methods. Based on sci... | 532 | [
"pip install -e .",
"pytest --continue-on-collection-errors tests"
] | [
"tests"
] |
ghcr.io/multimodal-art-projection/nl2repobench/pandarallel:1.0 | pandarallel | pandarallel | # Pandarallel Project Analysis Report
## Project Introduction and Goals
**Pandarallel** is a simple and efficient parallelization tool library for pandas. It can parallelize pandas operations to all available CPU cores by modifying only one line of code. The core value of this tool lies in solving the limitation that... | 217 | [
"pip install -e .",
"pytest --continue-on-collection-errors tests"
] | [
"tests"
] |
ghcr.io/multimodal-art-projection/nl2repobench/structlog:1.0 | structlog | structlog | ## Introduction and Goals of the structlog Project
structlog is a Python library **for structured logging** that provides a simple, powerful, and fast logging solution. This tool performs exceptionally well in production environments and has been widely used in systems of various scales since 2013, achieving "the high... | 842 | [
"pip install -e .",
"pip install colorama",
"pytest --continue-on-collection-errors tests"
] | [
"tests"
] |
ghcr.io/multimodal-art-projection/nl2repobench/pylama:1.0 | pylama | pylama | ## Introduction and Goals of the Pylama Project
Pylama is a command-line tool **for Python code quality auditing** that can integrate multiple code checkers and static analysis tools to conduct comprehensive quality checks on Python code. This tool performs exceptionally well in the field of code quality checking in t... | 35 | [
"pip install -e .",
"pytest --continue-on-collection-errors tests/"
] | [
"tests"
] |
ghcr.io/multimodal-art-projection/nl2repobench/pysondb-v2:1.0 | pysondb-v2 | pysondb-v2 | ## Introduction and Goals of the pysonDB-v2 Project
### Project Introduction
- **pysonDB-v2** allows you to perform Create, Read, Update, and Delete (CRUD) operations directly on local JSON files, just like operating a database, without relying on traditional database servers.
- It is suitable for scenarios such as sm... | 96 | [
"pip install -e .",
"pytest --continue-on-collection-errors tests"
] | [
"tests"
] |
ghcr.io/multimodal-art-projection/nl2repobench/python-pytest-cases:1.0 | python-pytest-cases | pytest-cases | ## Introduction and Objectives of the Python-pytest-cases Project
Python-pytest-cases is a Python library **designed for separate management of test cases**. It can separate test code from test data and provides powerful parameterized testing capabilities. This tool performs exceptionally well in large-scale test proj... | 1,372 | [
"pip install -e .",
"pytest --continue-on-collection-errors"
] | [
"tests"
] |
ghcr.io/multimodal-art-projection/nl2repobench/binaryalert:1.0 | binaryalert | git+https://github.com/airbnb/binaryalert | ## Introduction and Goals of the BinaryAlert Project
BinaryAlert is an open-source serverless AWS pipeline **for malware detection** that can scan files uploaded to an S3 bucket in real-time and detect malware using configurable YARA rules. This tool excels in the field of malware detection and can provide a complete ... | 77 | [
"set AWS_DEFAULT_REGION=us-east-1",
"pytest --continue-on-collection-errors tests"
] | [
"tests"
] |
ghcr.io/multimodal-art-projection/nl2repobench/python-pathspec:1.0 | python-pathspec | pathspec | ## Introduction and Goals of the Python-pathspec Project
Python-pathspec is a Python library **for file path pattern matching**, specifically designed to implement pattern matching functions similar to those in Git's `.gitignore` files. Based on Git's wildmatch pattern matching algorithm (derived from Rsync's wildmatc... | 112 | [
"pip install -e .",
"pytest --continue-on-collection-errors"
] | [
"tests/test_01_util.py",
"tests/test_02_gitwildmatch.py",
"tests/test_03_pathspec.py",
"tests/test_04_gitignore.py"
] |
ghcr.io/multimodal-art-projection/nl2repobench/stamina:1.0 | stamina | stamina | ## Introduction and Goals of the Stamina Project
Stamina is a Python library **designed for production-grade retry mechanisms**, offering intelligent retry solutions for transient failures in distributed systems. Built on the mature Tenacity library, it aims to provide "the simplest and most user-friendly API, while d... | 179 | [
"pip install -e .",
"pytest --continue-on-collection-errors tests"
] | [
"tests"
] |
ghcr.io/multimodal-art-projection/nl2repobench/arguably:1.0 | arguably | arguably | ## Arguably Project Introduction and Goals
Arguably is a **modern and user-friendly Python command-line argument parsing library** that simplifies the process of creating command-line tools through decorators and type annotations. This tool excels in development efficiency and code readability, aiming to achieve "the ... | 70 | [
"pip install -e .",
"pytest --continue-on-collection-errors test"
] | [
"test"
] |
ghcr.io/multimodal-art-projection/nl2repobench/pdfplumber:1.0 | pdfplumber-stable | pdfplumber | ## Project Introduction and Objectives
pdfplumber-stable is a Python library for extracting structured information from PDF documents. It can parse objects such as text, tables, images, and annotations in PDF files, and supports detailed page structure analysis, table detection, and visual debugging. This tool is suit... | 171 | [
"pip install -e .",
"pytest --continue-on-collection-errors tests"
] | [
"tests"
] |
ghcr.io/multimodal-art-projection/nl2repobench/paillier:1.0 | paillier | phe | # Introduction and Goals of the Python-Paillier Project
Python-Paillier is a Python 3 library that **supports partial homomorphic encryption** and implements the Paillier partial homomorphic encryption scheme. This library is developed by the Data61 department of the Commonwealth Scientific and Industrial Research Org... | 234 | [
"pip install -e .",
"pytest --continue-on-collection-errors tests"
] | [
"tests"
] |
ghcr.io/multimodal-art-projection/nl2repobench/verifiers:1.0 | verifiers | Verifiers | ## Introduction and Goals of the Verifiers Project
Verifiers is a Python library for large language model (LLM) reinforcement learning and verifiable environments. It supports various RL tasks such as multi-round reasoning, tool invocation, and automatic reward evaluation. The library aims to provide an efficient, flex... | 123 | [
"pip install -e .",
"pytest --continue-on-collection-errors tests"
] | [
"tests"
] |
ghcr.io/multimodal-art-projection/nl2repobench/markupsafe:1.0 | markupsafe | markupsafe | ## Introduction and Goals of the MarkupSafe Project
MarkupSafe is a Python library focused on secure text processing for HTML/XML. It is dedicated to providing efficient and reliable string escaping and safe marking capabilities for scenarios such as web applications and template engines. Its core goal is to prevent i... | 78 | [
"pip install -e .",
"pytest --continue-on-collection-errors tests"
] | [
"tests"
] |
ghcr.io/multimodal-art-projection/nl2repobench/coverage_shield:1.0 | coverage_shield | coverage-shield | # Coverage-Shield Project
## Project Introduction
Coverage-Shield is a command-line tool **for automating test coverage badges in Python projects**. It can run unit tests, generate coverage reports, and automatically update the coverage badges in the README file. This tool performs excellently in Python development p... | 15 | [
"pip install -e .",
"pytest --continue-on-collection-errors tests"
] | [
"tests"
] |
ghcr.io/multimodal-art-projection/nl2repobench/python-patterns:1.0 | python-patterns | python-patterns | ## Introduction and Goals of the python-patterns Project
This project collects design patterns and idioms in Python. Its goal is to provide developers with implementation examples of various design patterns, helping them understand the applicable scenarios, advantages and disadvantages of each pattern, as well as how ... | 84 | [
"pip install -e .",
"pytest --continue-on-collection-errors tests"
] | [
"tests"
] |
ghcr.io/multimodal-art-projection/nl2repobench/sklearn:1.0 | sklearn | sklearn | # Sklearn-pandas
## Introduction and Goals of the sklearn-pandas Project
sklearn-pandas is a **bridge connecting Scikit-Learn and pandas**. It can map the columns of a pandas DataFrame to Scikit-Learn's machine learning transformers. This library is particularly suitable for handling tabular data containing different... | 70 | [
"pip install -e .",
"pytest tests"
] | [
"tests"
] |
ghcr.io/multimodal-art-projection/nl2repobench/pyperclip:1.0 | pyperclip | pyperclip | ## Introduction and Goals of the Pyperclip Project
Pyperclip is a Python library for **cross-platform clipboard operations** that enables text copying and pasting on Windows, macOS, and Linux systems. The tool aims to provide Python developers with a simple and unified clipboard interface without having to consider th... | 10 | [
"pip install -e .",
"pytest --continue-on-collection-errors tests"
] | [
"tests"
] |
ghcr.io/multimodal-art-projection/nl2repobench/parse:1.0 | parse | parse | ## Parse Project Introduction and Goals
Parse is a Python library **for string parsing and pattern matching** that can parse formatted strings (supporting Python format() syntax and custom patterns) and extract structured data. This tool performs excellently in string processing and data extraction scenarios, achievin... | 98 | [
"pip install -e . & pip install -r tests/requirements.txt",
"pytest --continue-on-collection-errors"
] | [
"tests"
] |
ghcr.io/multimodal-art-projection/nl2repobench/aiofiles:1.0 | aiofiles | aiofiles | ## Introduction and Goals of the aiofiles Project
aiofiles is a Python library **for asynchronous file operations**, providing asynchronous processing capabilities for local disk files in asyncio applications. This library is licensed under the Apache 2 license. It delegates blocking file I/O operations to separate th... | 201 | [
"pip install -e .",
"pytest --continue-on-collection-errors tests"
] | [
"tests"
] |
ghcr.io/multimodal-art-projection/nl2repobench/databases:1.0 | databases | databases | ## Databases Project Dependency Library Configuration
Databases is an **asynchronous database library** that provides simple yet powerful asynchronous database support. It supports PostgreSQL, MySQL, and SQLite, and integrates with SQLAlchemy Core to provide type-safe query building and execution.
## Natural Language... | 150 | [
"pip install -e .",
"pytest --continue-on-collection-errors tests"
] | [
"tests"
] |
ghcr.io/multimodal-art-projection/nl2repobench/fuzzywuzzy:1.0 | fuzzywuzzy | fuzzywuzzy | ## Introduction and Objectives of the fuzzywuzzy Project
FuzzyWuzzy is a Python library **for fuzzy string matching** that can compare the similarity between two strings (supporting various matching algorithms and score calculation methods). This tool performs excellently in scenarios such as text deduplication, infor... | 81 | [
"pip install -e .",
"pytest --continue-on-collection-errors tests"
] | [
"tests"
] |
ghcr.io/multimodal-art-projection/nl2repobench/tsfresh:1.0 | tsfresh | tsfresh | ## Introduction and Goals of the tsfresh Project
### Introduction
tsfresh is a Python library specifically designed for time series feature extraction, with the full name "Time Series Feature extraction based on scalable hypothesis tests". By combining well-established algorithms from statistics, time series analysis,... | 371 | [
"pip install -e .",
"pytest --continue-on-collection-errors tests"
] | [
"tests"
] |
ghcr.io/multimodal-art-projection/nl2repobench/pytest-cov:1.0 | pytest-cov | pytest-cov | ## Introduction and Objectives of the pytest-cov Project
pytest-cov is a pytest plugin **for Python test coverage collection and reporting**. It can automatically collect code coverage data during test execution and generate reports in multiple formats. This plugin performs excellently in distributed testing environme... | 184 | [
"pip install -e .",
"pytest --continue-on-collection-errors tests"
] | [
"tests"
] |
ghcr.io/multimodal-art-projection/nl2repobench/more-itertools:1.0 | more-itertools | More-Itertools | ## Introduction and Goals of the More-Itertools Project
More-Itertools is a Python library **aimed at enhancing Python iterators**. It extends the standard library's `itertools` module and provides over 100 powerful iterator utility functions. This tool performs excellently in scenarios such as data processing, algori... | 682 | [
"pip install -e .",
"pip install -r requirements/development.txt",
"pip install pytest",
"pytest --continue-on-collection-errors"
] | [
"tests/test_more.py",
"tests/test_recipes.py"
] |
ghcr.io/multimodal-art-projection/nl2repobench/pythonprojecttemplate:1.0 | pythonprojecttemplate | python-project-template | ## FastVector Project Introduction and Objectives
FastVector is a **two-dimensional vector mathematics computation** Python library that can create, manipulate, and compute various mathematical operations on two-dimensional vectors. This tool provides comprehensive vector algebraic operation functionality, including c... | 36 | [
"pip install -e .",
"pytest --continue-on-collection-errors tests"
] | [
"tests"
] |
ghcr.io/multimodal-art-projection/nl2repobench/pytorch-grad-cam:1.0 | pytorch-grad-cam | grad-cam | ## Introduction and Goals of the PyTorch Grad-CAM Project
PyTorch Grad-CAM is a Python library **for interpretable AI in computer vision** that provides a variety of state-of-the-art pixel attribution methods for the visual interpretation of deep neural networks. This tool performs excellently in tasks such as image c... | 178 | [
"pip install -e .",
"pytest --continue-on-collection-errors tests"
] | [
"tests",
"examples"
] |
ghcr.io/multimodal-art-projection/nl2repobench/tenacity:1.0 | tenacity | tenacity | # Introduction to the Tenacity Project
## Overview
Tenacity is a general-purpose Python retry library designed to automatically add a **failure retry** mechanism to various functions or operations. It supports both synchronous and asynchronous (asyncio, trio, tornado) scenarios, allowing users to flexibly configure re... | 124 | [
"pip install -e .",
"pytest --continue-on-collection-errors tests"
] | [
"tests"
] |
ghcr.io/multimodal-art-projection/nl2repobench/flasky:1.0 | flasky | flasky | ## Introduction and Goals of the Flasky Project
Flasky is a social blogging application developed based on the Flask framework, offering core functions such as user registration, login, article posting, commenting, and following. The project adopts the MVC architecture, supports RESTful APIs, and includes complete tes... | 34 | [
"pytest --continue-on-collection-errors tests"
] | [
"tests"
] |
ghcr.io/multimodal-art-projection/nl2repobench/rich-click:1.0 | rich-click | Rich-Click | # Introduction and Goals of the Rich-Click Project
Rich-Click is a Python library **aimed at beautifying Click command-line interfaces**. It can use the Rich library to beautifully render the help output of Click command-line tools, providing a more appealing command-line interface experience. While maintaining compat... | 139 | [
"pip install setuptools>=45",
"pip install click",
"pip install --no-build-isolation -e .[dev]",
"pytest --continue-on-collection-errors tests"
] | [
"tests"
] |
ghcr.io/multimodal-art-projection/nl2repobench/trimming:1.0 | trimming | csv-trimming | ## Introduction and Goals of the CSV-Trimming Project
CSV-Trimming is a Python library **designed for cleaning messy CSV files**. It can automatically identify and remove common "dirt" in CSV files, such as padding rows, duplicate patterns, empty cells, formatting errors, etc., and convert them into clean and well-for... | 10 | [
"pip install -e .",
"pytest --continue-on-collection-errors tests"
] | [
"tests"
] |
ghcr.io/multimodal-art-projection/nl2repobench/boto:1.0 | boto | boto | ## Introduction and Goals of the BinaryAlert Project
BinaryAlert is an open-source serverless AWS pipeline **for malware detection** that can scan files uploaded to an S3 bucket in real-time and detect malware using configurable YARA rules. This tool excels in the field of malware detection and can provide a complete ... | 1,014 | [
"echo Hello >> README.rst",
"pip install -e .",
"pytest --continue-on-collection-errors tests"
] | [
"tests"
] |
ghcr.io/multimodal-art-projection/nl2repobench/pyjwt:1.0 | pyjwt | pyjwt | ## Introduction and Goals of the PyJWT Project
PyJWT is a Python library **for generating and verifying JSON Web Tokens (JWT)**, following the RFC 7519 specification. This library provides an easy-to-use API, supports multiple encryption algorithms, and can be easily integrated into various Python applications to achi... | 299 | [
"pip install -e .",
"pytest --continue-on-collection-errors tests"
] | [
"tests/test_advisory.py",
"tests/test_algorithms.py",
"tests/test_api_jwk.py",
"tests/test_api_jws.py",
"tests/test_api_jwt.py",
"tests/test_compressed_jwt.py",
"tests/test_exceptions.py",
"tests/test_jwks_client.py",
"tests/test_jwt.py",
"tests/test_utils.py",
"tests/utils.py",
"tests/keys/"
... |
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