Source: https://seerepo.com/compare/ace-step/ACE-Step-1.5/vs/OpenBMB/MiniCPM-V
Markdown source: https://seerepo.com/compare/ace-step/ACE-Step-1.5/vs/OpenBMB/MiniCPM-V.md
Description: ACE-Step-1.5 and MiniCPM-V share 14 technologies: FastAPI, uvicorn, Gradio, Rich, matplotlib, accelerate, torchvision, torch, transformers, einops, vector-quantize-pytorch, peft, flash-attn, and torchaudio. Both are written in Python.

# ACE-Step-1.5 vs MiniCPM-V

ACE-Step-1.5 and MiniCPM-V share 14 technologies: FastAPI, uvicorn, Gradio, Rich, matplotlib, accelerate, torchvision, torch, transformers, einops, vector-quantize-pytorch, peft, flash-attn, and torchaudio. Both are written in Python.

- [ace-step/ACE-Step-1.5](https://seerepo.com/r/ace-step/ACE-Step-1.5): The most powerful local music generation model that outperforms almost all commercial alternatives, supporting Mac, AMD, Intel, and CUDA devices.
- [OpenBMB/MiniCPM-V](https://seerepo.com/r/OpenBMB/MiniCPM-V): See, hear, and interact on your local devices.

## What they share and what sets them apart

- In common: FastAPI, uvicorn, Gradio, Rich, matplotlib, accelerate, torchvision, torch, transformers, einops, vector-quantize-pytorch, peft, flash-attn, torchaudio
- Only in ACE-Step-1.5: diskcache, Lightning, Textual, triton-windows, mlx, safetensors, torchao, triton, diffusers, ModelScope, mlx-lm, torchcodec, loguru
- Only in MiniCPM-V: webdataset, AIOHTTP, cycler, fonttools, sphinx-design, contourpy, seaborn, bitsandbytes, fairscale, gradio-client, librosa, onnxruntime, OpenAI, pycocotools, sacrebleu, scikit-learn, sentence-transformers, sentencepiece, tokenizers, umap-learn, vocos, nltk, opencv-python, deepspeed, timm, pycocoevalcap, spaCy, tiktoken, docutils, jsonlines, markdown2, myst-parser, openpyxl, sphinxcontrib-jquery, xlsxwriter, pillow, decord, imageio, moviepy, Pydantic, validators, psutil

## Side by side

| | ACE-Step-1.5 | MiniCPM-V |
|---|---|---|
| Size | 126,537 lines written, 410 code files | 36,999 lines written, 151 code files |
| Who writes it | 35.8% of its commits signed by AI. With Claude Code, GitHub Copilot, Cursor, Codex, Jules, and CodeRabbit | 1.1% of its commits signed by AI. With Cursor and Codex |
| Activity | Last push November 8, 2026, 1,104 commits, 14,532 stars | Last push October 30, 2026, 645 commits, 27,095 stars |
| Tests | 190 test files. 46.8% of its code files have a test that imports them | 0 test files |

- Size: Lines written by people and agents, without generated ones; code files, without tests.
- Who writes it: A commit counts as AI's when it carries its signature: a Co-Authored-By line, its author name or the merge of its branch.
- Activity: From GitHub and its history, on the day SeeRepo read it.
- Tests: The files that test the code, and the share of code files a test imports.

## Frequently asked questions

### Which is bigger, ACE-Step-1.5 or MiniCPM-V?

ACE-Step-1.5, with 126,537 lines written; MiniCPM-V has 36,999.

The proof: [ace-step/ACE-Step-1.5's code at commit ca1e85f](https://github.com/ace-step/ACE-Step-1.5/tree/ca1e85fe9430179831e6bc6be790c332190a3866)

### Which has more GitHub stars, ACE-Step-1.5 or MiniCPM-V?

MiniCPM-V, with 27,095 stars; ACE-Step-1.5 has 14,532.

The proof: [OpenBMB/MiniCPM-V on GitHub](https://github.com/OpenBMB/MiniCPM-V)

### Which has more tests, ACE-Step-1.5 or MiniCPM-V?

ACE-Step-1.5, with 190 test files.

The proof: [ace-step/ACE-Step-1.5's code at commit ca1e85f](https://github.com/ace-step/ACE-Step-1.5/tree/ca1e85fe9430179831e6bc6be790c332190a3866)

### Which was updated more recently, ACE-Step-1.5 or MiniCPM-V?

ACE-Step-1.5: its last push was on November 8, 2026, and MiniCPM-V's on October 30, 2026.

The proof: [ace-step/ACE-Step-1.5's commits on GitHub](https://github.com/ace-step/ACE-Step-1.5/commits)

### Which has more commits signed by AI, ACE-Step-1.5 or MiniCPM-V?

ACE-Step-1.5: an AI signed 35.8% of its commits, with Claude Code, GitHub Copilot, Cursor, Codex, Jules, and CodeRabbit; in MiniCPM-V, 1.1%.

The proof: [the commits each tool signed in ace-step/ACE-Step-1.5](https://seerepo.com/r/ace-step/ACE-Step-1.5/ai)

## Sources

- ace-step/ACE-Step-1.5: Read on November 9, 2026, at commit ca1e85f (https://github.com/ace-step/ACE-Step-1.5/tree/ca1e85fe9430179831e6bc6be790c332190a3866)
- OpenBMB/MiniCPM-V: Read on November 8, 2026, at commit 47e1fa7 (https://github.com/OpenBMB/MiniCPM-V/tree/47e1fa75b45b8c122ca2a52150762bf6183f1c5e)

## 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.