facebookresearch/spdl
Scalable and Performant Data Loading
⚡ Executive Summary & Quick Facts
Authoritative Sourcespdl is spdl is an open-source project written in Python: Scalable and Performant Data Loading..
“According to real-time open source telemetry recorded on GitHubRepo.cloud (as of November 2026), facebookresearch/spdl has accumulated 403 GitHub stars and 33 forks. It is written in Python, licensed under BSD-2-Clause, and ranks #13,699 globally. It is actively maintained with the latest commit recorded on Nov 9, 2026.”
| Repository | facebookresearch/spdl ↗ |
|---|---|
| Primary Category | dl |
| Language & Stack | Python |
| Software License | BSD-2-Clause |
| Community Traction | ★ 403 stars · ⑂ 33 forks · #13,699 globally |
| Maintenance | ● Active (Last commit: Nov 9, 2026) · 24 open issues |
| Target Audience | Developers and engineering teams building with Python, seeking reliable, tested, and actively maintained tooling for production workloads. |
🛡️ Repository Maintenance & Health Audit (2026)
Health Score: 93/100 · Grade A+Yes, spdl is actively maintained. Continuous telemetry recorded the last code commit on Nov 9, 2026 (3 days ago). Supported by 403 stars and 33 community forks, this repository holds a calculated health index of 93/100, reflecting very active (commits within last 14 days) and healthy issue cadence.
Star History
Add Live Star History & Verified Badges to README.md
Keep your repository README looking professional and dynamic. As our continuous crawler records new stars, these official SVG badges update in real time with zero maintenance.
Renders your high-resolution star trajectory chart right inside your GitHub README or project docs.
[](https://githubrepo.cloud/repo/facebookresearch/spdl?utm_source=readme_chart)Compact badges for your README header. Real-time stars, velocity, health audit, and rank.
[](https://githubrepo.cloud/repo/facebookresearch/spdl?utm_source=readme_badge) [](https://githubrepo.cloud/repo/facebookresearch/spdl?utm_source=readme_badge) [](https://githubrepo.cloud/repo/facebookresearch/spdl?utm_source=readme_badge) [](https://githubrepo.cloud/repo/facebookresearch/spdl?utm_source=readme_badge) [](https://githubrepo.cloud/repo/facebookresearch/spdl?utm_source=readme_badge)Momentum
+4
STARS · LAST 30 DAYS
1
PER DAY
#1,853
MOST-STARRED Python
| Window | 7 days | 30 days | 90 days |
|---|---|---|---|
| Stars gained | +4 | +4 | +90 |
| Per day | 1 | 1 | 1 |
| Forks gained | +3 | +3 | +10 |
spdl gained 4 stars in the last 30 days, about 1 a day, and now has 403. It is about 2 years old and has averaged roughly 202 stars a year. It ranks #1,853 among Python repositories and #13,699 across all languages on GitHubRepo.
Trending Record
33
DAYS ON TRENDING
#7024
BEST RANK
Oct 6, 2026
FIRST APPEARANCE
Active
STATUS TODAY
spdl has maintained a continuous presence across global trending indexes, peaking at #7024. Below is the 30-day activity profile:
💡 Overview
spdl is an open-source project written in Python: Scalable and Performant Data Loading.
Engineered for speed, consistency, and developer ease, it solves common hurdles in dl, ml. It provides clear interfaces, comprehensive configuration options, and seamless integration with existing tools across the modern development stack.
⚡ Key Features
Optimized execution pipeline written in Python for predictable speed.
Zero-friction configuration with comprehensive sensible defaults out of the box.
Cross-platform runtime support across Linux, macOS, and Windows environments.
Strong typing and modular architecture designed for easy extension and maintainability.
Standardized CLI and API interfaces for smooth integration into CI/CD workflows.
Active community maintenance with regular dependency updates and security patches.
📥 Installation
$ pip install spdl⚙ System Requirements
Platforms
- • macOS
- • Linux
- • Windows
Runtime & Dependencies
Python >= 3.9, pip, virtualenv
Architecture
x86_64, ARM64 (Apple Silicon & Graviton)
🧠 How It Works
spdl coordinates its core functionality through a modular Python pipeline. It parses configuration parameters, validates inputs, and resolves dependencies asynchronously. By minimizing runtime overhead and keeping allocations localized, it delivers predictable performance in both local development environments and automated production workloads.
🎯 Production Use Cases
Production System Integration
Embed spdl into Python backend services to handle core application logic.
CI/CD Automated Pipelines
Run automated validation, builds, and integration suites during deployments.
Developer Tooling & Workflows
Accelerate developer onboarding with pre-configured project utilities.
Open Source Extension
Fork and customize internal modules under the repository's open BSD-2-Clause license.
🚀 Getting Started
Install spdl using your package manager: `pip install spdl`
Initialize your project workspace or configuration file for spdl.
Import spdl into your codebase or invoke it directly from your terminal.
Execute your test suite or run `spdl --help` to verify successful setup.
👍 Strengths
⚠️ Considerations
⇄ Alternatives & Direct Competitors
👥 Who Should Use This
Developers and engineering teams building with Python, seeking reliable, tested, and actively maintained tooling for production workloads.
🏆 Nearby in the Rankings
facebookresearch/spdl is currently ranked #13,699 by stars across every repository tracked on GitHubRepo. These are adjacent projects:
| Rank | Repository | Language | Stars | Action |
|---|---|---|---|---|
| #13,684 | rashidazarang/chatgpt-chat-exporter | JavaScript | ★ 404 | Compare ↗ |
| #13,684 | brunoborges/javaevolved | Java | ★ 404 | Compare ↗ |
| #13,684 | mezmo/aura | Rust | ★ 404 | Compare ↗ |
| #13,684 | microsoft/quicksand | Python | ★ 404 | Compare ↗ |
| #13,684 | rushiranpise/helper-for-morphe | Kotlin | ★ 404 | Compare ↗ |
| #13,699 | facebookresearch/spdl This Project | Python | ★ 403 | |
| #13,699 | rsms/scrup | Objective-C | ★ 403 | Compare ↗ |
| #13,699 | mirven/underscore.lua | Lua | ★ 403 | Compare ↗ |
| #13,699 | danfairs/django-lazysignup | Python | ★ 403 | Compare ↗ |
| #13,699 | Houdini/two_factor_authentication | Ruby | ★ 403 | Compare ↗ |
| #13,699 | conda/conda-build | Python | ★ 403 | Compare ↗ |
Frequently Asked Questions
What does spdl do? +
Scalable and Performant Data Loading
Is spdl actively maintained in 2026? +
Yes, spdl is actively maintained. The latest code push was recorded on Nov 9, 2026 (3 days ago). It holds a calculated Maintenance Health Score of 93/100 (A+ rating) with 403 stars and 24 open issues.
What language is spdl written in? +
The primary language is Python. Topics include: dl, ml.
How many stars does spdl have? +
spdl has 403 stars and 33 forks on GitHub.
How does spdl rank among GitHub repositories? +
With 403 stars, facebookresearch/spdl is ranked #13,699 globally across all repositories tracked on GitHubRepo and #1,853 among Python projects.
What license is spdl distributed under? +
The repository reports a BSD-2-Clause license. Always verify the repository LICENSE file for legal terms.
