Source: https://seerepo.com/r/MakazhanAlpamys/Soup/built
Markdown source: https://seerepo.com/r/MakazhanAlpamys/Soup/built.md
Description: Soup is a Python repo built with FastAPI. It uses AI through transformers, peft, datasets, trl, bitsandbytes, and 1 more and validates its data with Pydantic.

# What is Soup built with?

Soup is a Python repo built with FastAPI. It uses AI through transformers, peft, datasets, trl, bitsandbytes, and 1 more, validates its data with Pydantic, deploys with psutil, and uses Hugging Face. It has 842,349 written lines, with 1,354 test files.

Read on November 13, 2026, at commit d94c086.

Repository: https://github.com/MakazhanAlpamys/Soup

## Frontend

### Interface

- **[Rich](https://seerepo.com/uses/rich)**: 155 files

## Backend

### The base

- **[FastAPI](https://seerepo.com/uses/fastapi)**

### AI

- **[transformers](https://seerepo.com/uses/transformers)**: 85 files
- **[peft](https://seerepo.com/uses/peft)**: 41 files
- **[datasets](https://seerepo.com/uses/datasets)**: 22 files
- **[trl](https://seerepo.com/uses/trl)**: 9 files
- **[bitsandbytes](https://seerepo.com/uses/bitsandbytes)**: 8 files
- **[accelerate](https://seerepo.com/uses/accelerate)**: 3 files

### Services

- **[Hugging Face](https://seerepo.com/uses/hugging-face)**: 10 files · [src/soup_cli/cans/publish.py, line 64](https://github.com/MakazhanAlpamys/Soup/blob/d94c086746cc14c1e79a5bacc5b50a14d4a74267/src/soup_cli/cans/publish.py#L64)

## Support

### Validation

- **[Pydantic](https://seerepo.com/uses/pydantic)**: 15 files

### Deploy

- **[psutil](https://seerepo.com/uses/psutil)**: 3 files

### Tools

- **Typer**: 99 files
- **packaging**: 3 files
- **click**: 1 file

### Other

- **hf-transfer**
- **pyyaml**: 28 files

## Other repos with a similar stack

- [bojieli/ai-agent-book](https://seerepo.com/r/bojieli/ai-agent-book/built): FastAPI, Hugging Face, Rich, transformers, peft, datasets, trl, bitsandbytes, accelerate, Pydantic, psutil · [Compare](https://seerepo.com/compare/bojieli/ai-agent-book/vs/MakazhanAlpamys/Soup)
- [unslothai/unsloth](https://seerepo.com/r/unslothai/unsloth/built): FastAPI, Hugging Face, Rich, transformers, peft, datasets, trl, accelerate, Pydantic, psutil · [Compare](https://seerepo.com/compare/MakazhanAlpamys/Soup/vs/unslothai/unsloth)
- [hpcaitech/ColossalAI](https://seerepo.com/r/hpcaitech/ColossalAI/built): FastAPI, Hugging Face, Rich, transformers, peft, datasets, bitsandbytes, accelerate, Pydantic, psutil · [Compare](https://seerepo.com/compare/hpcaitech/ColossalAI/vs/MakazhanAlpamys/Soup)
- [datawhalechina/hello-agents](https://seerepo.com/r/datawhalechina/hello-agents/built): FastAPI, Hugging Face, Rich, transformers, peft, datasets, bitsandbytes, accelerate, Pydantic · [Compare](https://seerepo.com/compare/datawhalechina/hello-agents/vs/MakazhanAlpamys/Soup)
- [oobabooga/textgen](https://seerepo.com/r/oobabooga/textgen/built): FastAPI, Hugging Face, Rich, transformers, peft, datasets, bitsandbytes, accelerate, Pydantic · [Compare](https://seerepo.com/compare/MakazhanAlpamys/Soup/vs/oobabooga/textgen)
- [ray-project/ray](https://seerepo.com/r/ray-project/ray/built): FastAPI, Hugging Face, Rich, transformers, peft, datasets, bitsandbytes, Pydantic, psutil · [Compare](https://seerepo.com/compare/MakazhanAlpamys/Soup/vs/ray-project/ray)

## Frequently asked questions

### What language is Soup written in?

Soup is written in Python, with 842,349 written lines.

### What framework does Soup use?

Soup is built with FastAPI.

### Does Soup use AI?

Yes. Soup uses AI through transformers, peft, datasets, trl, bitsandbytes, and accelerate.

### What services does Soup use?

Soup uses Hugging Face.

The proof: [src/soup_cli/cans/publish.py, line 64](https://github.com/MakazhanAlpamys/Soup/blob/d94c086746cc14c1e79a5bacc5b50a14d4a74267/src/soup_cli/cans/publish.py#L64)

### Does Soup have tests?

Yes. Soup has 1,354 test files.

### Which repos have a stack like Soup's?

The ones that share most of its stack: bojieli/ai-agent-book, unslothai/unsloth, and hpcaitech/ColossalAI.

## What is your repo built with?

Any public repo, with no account: https://seerepo.com/r/owner/repo/built, with the owner and name it has on GitHub.