MakazhanAlpamys/Soup
Fine-tune LLMs from one YAML. Layer streaming trains an 8B model on a 4 GB laptop GPU.
⚡ Executive Summary & Quick Facts
Authoritative SourceSoup is Soup is an open-source project written in Python: Fine-tune LLMs from one YAML. Layer streaming trains an 8B model on a 4 GB laptop GPU..
“According to real-time open source telemetry recorded on GitHubRepo.cloud (as of November 2026), MakazhanAlpamys/Soup has accumulated 10,114 GitHub stars and 1,669 forks. It is written in Python, licensed under Apache-2.0, and ranks #1,638 globally. It is actively maintained with the latest commit recorded on Nov 4, 2026.”
| Repository | MakazhanAlpamys/Soup ↗ |
|---|---|
| Primary Category | cli |
| Language & Stack | Python |
| Software License | Apache-2.0 |
| Community Traction | ★ 10.1K stars · ⑂ 1.7K forks · #1,638 globally |
| Maintenance | ● Active (Last commit: Nov 4, 2026) · 213 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: 100/100 · Grade A+Yes, Soup is actively maintained. Continuous telemetry recorded the last code commit on Nov 4, 2026 (9 days ago). Supported by 10,114 stars and 1,669 community forks, this repository holds a calculated health index of 100/100, reflecting very active (commits within last 14 days) and healthy issue cadence.
Star History
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+1.2K
STARS · LAST 30 DAYS
39
PER DAY
#278
MOST-STARRED Python
| Window | 7 days | 30 days | 90 days |
|---|---|---|---|
| Stars gained | +0 | +1.2K | +3.5K |
| Per day | 1 | 39 | 39 |
| Forks gained | +0 | +221 | +83 |
Soup gained 1.2K stars in the last 30 days, about 39 a day, and now has 10.1K. It is about 1 year old and has averaged roughly 10.1K stars a year. It ranks #278 among Python repositories and #1,638 across all languages on GitHubRepo.
Trending Record
41
DAYS ON TRENDING
#43
BEST RANK
Sep 27, 2026
FIRST APPEARANCE
Active
STATUS TODAY
Soup has maintained a continuous presence across global trending indexes, peaking at #43. Below is the 30-day activity profile:
💡 Overview
Soup is an open-source project written in Python: Fine-tune LLMs from one YAML. Layer streaming trains an 8B model on a 4 GB laptop GPU.
Engineered for speed, consistency, and developer ease, it solves common hurdles in cli, consumer-gpu, dpo. 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 Soup⚙ System Requirements
Platforms
- • macOS
- • Linux
- • Windows
Runtime & Dependencies
Python >= 3.9, pip, virtualenv
Architecture
x86_64, ARM64 (Apple Silicon & Graviton)
🧠 How It Works
Soup 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
Autonomous AI Agents
Orchestrate intelligent workflows and tool-calling routines with Soup.
Model Inference & Prompting
Integrate fast, local or cloud-hosted generative AI models directly into production code.
Context Memory & RAG
Augment language models with dynamic vector retrieval and structured project memory.
Developer Productivity
Automate repetitive engineering tasks, code generation, and test creation using AI agents.
🚀 Getting Started
Install Soup using your package manager: `pip install Soup`
Initialize your project workspace or configuration file for Soup.
Import Soup into your codebase or invoke it directly from your terminal.
Execute your test suite or run `Soup --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
MakazhanAlpamys/Soup is currently ranked #1,638 by stars across every repository tracked on GitHubRepo. These are adjacent projects:
| Rank | Repository | Language | Stars | Action |
|---|---|---|---|---|
| #1,633 | pmndrs/drei | JavaScript | ★ 10.1K | Compare ↗ |
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| #1,637 | unoplatform/uno | C# | ★ 10.1K | Compare ↗ |
| #1,638 | MakazhanAlpamys/Soup This Project | Python | ★ 10.1K | |
| #1,639 | Companion-Inc/feynman | TypeScript | ★ 10.1K | Compare ↗ |
| #1,640 | PatrickJS/awesome-angular | HTML | ★ 10.1K | Compare ↗ |
| #1,641 | TechnitiumSoftware/DnsServer | C# | ★ 10.1K | Compare ↗ |
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Frequently Asked Questions
What does Soup do? +
Fine-tune LLMs from one YAML. Layer streaming trains an 8B model on a 4 GB laptop GPU.
Is Soup actively maintained in 2026? +
Yes, Soup is actively maintained. The latest code push was recorded on Nov 4, 2026 (9 days ago). It holds a calculated Maintenance Health Score of 100/100 (A+ rating) with 10,114 stars and 213 open issues.
What language is Soup written in? +
The primary language is Python. Topics include: cli, consumer-gpu, dpo, fine-tuning, gguf.
How many stars does Soup have? +
Soup has 10,114 stars and 1,669 forks on GitHub.
How does Soup rank among GitHub repositories? +
With 10,114 stars, MakazhanAlpamys/Soup is ranked #1,638 globally across all repositories tracked on GitHubRepo and #278 among Python projects.
What license is Soup distributed under? +
The repository reports a Apache-2.0 license. Always verify the repository LICENSE file for legal terms.
