alvarobartt/hf-mem
A CLI to estimate inference memory requirements for Hugging Face models, written in Python.
⚡ Executive Summary & Quick Facts
Authoritative Sourcehf-mem is hf-mem is an open-source project written in Python: A CLI to estimate inference memory requirements for Hugging Face models, written in Python..
“According to real-time open source telemetry recorded on GitHubRepo.cloud (as of November 2026), alvarobartt/hf-mem has accumulated 950 GitHub stars and 84 forks. It is written in Python, licensed under MIT, and ranks #8,877 globally. It is actively maintained with the latest commit recorded on Nov 12, 2026.”
| Repository | alvarobartt/hf-mem ↗ |
|---|---|
| Primary Category | gguf |
| Language & Stack | Python |
| Software License | MIT |
| Community Traction | ★ 950 stars · ⑂ 84 forks · #8,877 globally |
| Maintenance | ● Active (Last commit: Nov 12, 2026) · 2 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, hf-mem is actively maintained. Continuous telemetry recorded the last code commit on Nov 12, 2026 (0 days ago). Supported by 950 stars and 84 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
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+24
STARS · LAST 30 DAYS
1
PER DAY
#1,283
MOST-STARRED Python
| Window | 7 days | 30 days | 90 days |
|---|---|---|---|
| Stars gained | +7 | +24 | +90 |
| Per day | 1 | 1 | 1 |
| Forks gained | +1 | +3 | +10 |
hf-mem gained 24 stars in the last 30 days, about 1 a day, and now has 950. It is about 1 year old and has averaged roughly 950 stars a year. It ranks #1,283 among Python repositories and #8,877 across all languages on GitHubRepo.
Trending Record
1
DAYS ON TRENDING
#13189
BEST RANK
Nov 12, 2026
FIRST APPEARANCE
Active
STATUS TODAY
hf-mem has maintained a continuous presence across global trending indexes, peaking at #13189. Below is the 30-day activity profile:
💡 Overview
hf-mem is an open-source project written in Python: A CLI to estimate inference memory requirements for Hugging Face models, written in Python.
Engineered for speed, consistency, and developer ease, it solves common hurdles in gguf, hf-extension, huggingface. 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 hf-mem⚙ System Requirements
Platforms
- • macOS
- • Linux
- • Windows
Runtime & Dependencies
Python >= 3.9, pip, virtualenv
Architecture
x86_64, ARM64 (Apple Silicon & Graviton)
🧠 How It Works
hf-mem 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 hf-mem 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 MIT license.
🚀 Getting Started
Install hf-mem using your package manager: `pip install hf-mem`
Initialize your project workspace or configuration file for hf-mem.
Import hf-mem into your codebase or invoke it directly from your terminal.
Execute your test suite or run `hf-mem --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
alvarobartt/hf-mem is currently ranked #8,877 by stars across every repository tracked on GitHubRepo. These are adjacent projects:
| Rank | Repository | Language | Stars | Action |
|---|---|---|---|---|
| #8,871 | enriclluelles/route_translator | Ruby | ★ 952 | Compare ↗ |
| #8,871 | HelloCSV/HelloCSV | TypeScript | ★ 952 | Compare ↗ |
| #8,871 | nixops4/nixops4 | Rust | ★ 952 | Compare ↗ |
| #8,875 | Apicurio/apicurio-registry | Java | ★ 951 | Compare ↗ |
| #8,875 | phparkitect/arkitect | PHP | ★ 951 | Compare ↗ |
| #8,877 | alvarobartt/hf-mem This Project | Python | ★ 950 | |
| #8,877 | dkandalov/live-plugin | Kotlin | ★ 950 | Compare ↗ |
| #8,877 | engine262/engine262 | TypeScript | ★ 950 | Compare ↗ |
| #8,877 | raphaelameaume/fragment | JavaScript | ★ 950 | Compare ↗ |
| #8,877 | mistralai/mistral-common | Python | ★ 950 | Compare ↗ |
| #8,882 | weppos/breadcrumbs_on_rails | Ruby | ★ 949 | Compare ↗ |
Frequently Asked Questions
What does hf-mem do? +
A CLI to estimate inference memory requirements for Hugging Face models, written in Python.
Is hf-mem actively maintained in 2026? +
Yes, hf-mem is actively maintained. The latest code push was recorded on Nov 12, 2026 (0 days ago). It holds a calculated Maintenance Health Score of 93/100 (A+ rating) with 950 stars and 2 open issues.
What language is hf-mem written in? +
The primary language is Python. Topics include: gguf, hf-extension, huggingface, safetensors.
How many stars does hf-mem have? +
hf-mem has 950 stars and 84 forks on GitHub.
How does hf-mem rank among GitHub repositories? +
With 950 stars, alvarobartt/hf-mem is ranked #8,877 globally across all repositories tracked on GitHubRepo and #1,283 among Python projects.
What license is hf-mem distributed under? +
The repository reports a MIT license. Always verify the repository LICENSE file for legal terms.
