datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
fastapi-swe-bench-tasks
FastAPI SWE-Bench Tasks
5 SWE-Bench-style evaluation instances for tiangolo/fastapi at commit 627c10a2.
Instances
ID
Title
tiangolo__fastapi-90001
Duplicate on_startup/on_shutdown handlers when same router included twice
tiangolo__fastapi-90002
_endpoint_context_cache stale data and memory leak via id() reuse
tiangolo__fastapi-90003
strict_content_type not overridable at include_router call site
tiangolo__fastapi-90004
_extract_endpoint_context swallows… See the full description on the dataset page: https://huggingface.co/datasets/mokshjain/fastapi-swe-bench-tasks.fastapi-swebench-v2
FastAPI SWE-bench Tasks
5 SWE-bench-style bug-fix tasks mined from tiangolo/fastapi.
Each instance includes:
instance_id, repo, pull_number, base_commit, version
patch — gold source-only fix
test_patch — gold test changes
problem_statement — issue title + body
FAIL_TO_PASS — tests that must go from failing to passing
PASS_TO_PASS — tests that must remain passing
image_tag — pre-built Docker image (mokshjn00/fastapi-swebench:<instance_id>, linux/amd64)
Instances… See the full description on the dataset page: https://huggingface.co/datasets/mokshjain/fastapi-swebench-v2.omnimcp_python_fastapi_async_teaser
🔬 INSPECT THE DEEPSEEK-R1 REASONING CHAIN LIVE:
Zero hallucinations. Null syntax errors. 100% AST compiler validated.🌐 Live Interactive Reasoning & Code Inspector: https://emgena.com/trainingslager🎁 Claim your Free Starter Kit (Code: STARTER100): https://emgena.com/trainingslager🏷️ Launch Discount: Get 20 € OFF any 500-incident production suite with code LAUNCH20!
📜 Enterprise Compliance: EU AI Act Articles 50 & 53 certified • 100% DSGVO / GDPR clean • Commercial EULA… See the full description on the dataset page: https://huggingface.co/datasets/emgena/omnimcp_python_fastapi_async_teaser.fastapi-swebench-tasks
FastAPI SWE-bench Tasks
5 SWE-bench-style bug-fix tasks mined from tiangolo/fastapi.
Each instance includes:
instance_id, repo, pull_number, base_commit, version
patch — gold source-only fix
test_patch — gold test changes
problem_statement — issue title + body
FAIL_TO_PASS — tests that must go from failing to passing
PASS_TO_PASS — tests that must remain passing
image_tag — pre-built Docker image (mokshjn00/fastapi-swebench:<instance_id>, linux/amd64)
Instances… See the full description on the dataset page: https://huggingface.co/datasets/mokshjain/fastapi-swebench-tasks.fastapi_pydantic_v2_migration_concurrency_teaser
🚀 Python Backend - FastAPI & Pydantic v2 Migration & Concurrency Suite (Evaluation Teaser)
⚡ Official Free Evaluation Teaser (50 Verified Multi-Turn Scenarios)🏆 Get the Full Production Package (498 Samples) & Commercial EULA on Gumroad:👉 Python Backend - FastAPI & Pydantic v2 Migration & Concurrency Suite on Gumroad🏷️ Use coupon code LAUNCH20 for 20 € off at checkout!
📦 What is Inside the Full Production Package:
498 Verified FAANG v2.0 Scenarios (100%… See the full description on the dataset page: https://huggingface.co/datasets/emgena/fastapi_pydantic_v2_migration_concurrency_teaser.fastapi-tasks-v1
fastapi-tasks-v1
25 FastAPI tasks for the fastapi-env
RL environment. Each task asks for a small FastAPI application to be built and exercised, and is
graded on the response values it produces — status codes, header values and JSON scalars.
field
meaning
task_id
fa-000 … fa-024
category
routing / validation / responses / dependencies / schema
prompt
what to build and what to return
api_description
the shared preamble (available imports, how TestClient works)… See the full description on the dataset page: https://huggingface.co/datasets/eltociear/fastapi-tasks-v1.expressjs-fastapi-coding-challenges
ExpressJS and FastAPI Coding Challenges
Prerequisites and Environment Setup
1. Required Dependencies
To use this dataset effectively for training and evaluation, you'll need the following dependencies installed on your system:
For ExpressJS (JavaScript) challenges:
Node.js (LTS version recommended)
npm (comes with Node.js)
For FastAPI (Python) challenges:
Python 3.10 or higher
pip
ruff (for linting and formatting - recommended)
For all
Huggingface datasets… See the full description on the dataset page: https://huggingface.co/datasets/amaydle/expressjs-fastapi-coding-challenges.fastapi_websockets_realtime_backpressure_teaser
🚀 Python Backend - FastAPI WebSockets & Real-Time Connection Backpressure Triage (Evaluation Teaser)
⚡ Official Free Evaluation Teaser (50 Verified Multi-Turn Scenarios)🏆 Get the Full Production Package (500 Samples) & Commercial EULA on Gumroad:👉 Python Backend - FastAPI WebSockets & Real-Time Connection Backpressure Triage on Gumroad🏷️ Use coupon code LAUNCH20 for 20 € off at checkout!
📦 What is Inside the Full Production Package:
500 Verified FAANG… See the full description on the dataset page: https://huggingface.co/datasets/emgena/fastapi_websockets_realtime_backpressure_teaser.fastapi-qwen-api
FastAPI Qwen 0.6B REST API
This repository contains a production-ready (though lightweight) wrapper for the Qwen/Qwen3-0.6B model using FastAPI and JWT authentication.
Features
FastAPI Backend: Efficient RESTful endpoints.
JWT Security: Token-based authentication for the /generate endpoint.
Thinking Toggle: Option to hide or show the model's internal reasoning/thinking blocks via regex filtering.
OpenAI Chat Format: Compatible with list-of-messages input.… See the full description on the dataset page: https://huggingface.co/datasets/convaiinnovations/fastapi-qwen-api.FastAPI_dataset
FastAPI Documentation Assistant Dataset
Dataset Summary
Dataset Structure
Data Fields
Data Splits
Dataset Creation
Usage
Limitations
Licensing
Citation
Dataset Summary
This dataset was used to fine-tune Qwen2.5-Coder-7B-FastAPI-LoRA, a LoRA adapter built on top of unsloth/Qwen2.5-Coder-7B-Instruct-bnb-4bit. It consists of instruction-style examples that turn the model into a FastAPI documentation assistant: given a snippet of FastAPI documentation as context and… See the full description on the dataset page: https://huggingface.co/datasets/LadiesMan69/FastAPI_dataset.FastApi0410zp-fastapi-datafastapi_lifespan_backgroundtask_memory_leak_guard_teaser
🏆 FastAPI Lifespan & BackgroundTasks Memory Leak Guard MCP (FAANG v2.5 Gold Teaser)
Enterprise Autonomous Sentinel • 100% AST Static Analysis Engine
This free teaser contains the 1-Click Ollama Modelfile, the official EU_AI_ACT_ANNEX_IV_AUDIT.md compliance audit, and an AST-verified evaluation dataset slice.
🚀 1-Click Local Run with Ollama
ollama create fastapi_lifespan_backgroundtask_memory_leak_guard -f Modelfile
ollama run… See the full description on the dataset page: https://huggingface.co/datasets/emgena/fastapi_lifespan_backgroundtask_memory_leak_guard_teaser.test_mistral_fastapifastapi-backendPIMA-Diabetes-Prediction-FastAPI