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.
LinkedInWhat they share and what sets them apart
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.
Python14.5kRead on November 9, 2026, at commit ca1e85fWhat is ACE-Step-1.5 built with?Only in ACE-Step-1.5
- diskcache
- Lightning
- Textual
- triton-windows
mlx
safetensors
torchao
- triton
diffusers
- ModelScope
- mlx-lm
- torchcodec
loguru
In common
- FastAPI
uvicorn
- Gradio
- Rich
matplotlib
accelerate
torchvision
- torch
- transformers
- einops
- vector-quantize-pytorch
peft
- flash-attn
torchaudio
OpenBMB
MiniCPM-V
See, hear, and interact on your local devices.
Python27.1kRead on November 8, 2026, at commit 47e1fa7What is MiniCPM-V built with?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-1.5MiniCPM-V
SizeLines written by people and agents, without generated ones; code files, without tests.
ACE-Step-1.5126,537 lines written410 code files
MiniCPM-V36,999 lines written151 code files
Who writes itA commit counts as AI's when it carries its signature: a Co-Authored-By line, its author name or the merge of its branch.
ACE-Step-1.535.8% of its commits signed by AIWith Claude Code, GitHub Copilot, Cursor, Codex, Jules, and CodeRabbit
MiniCPM-V1.1% of its commits signed by AIWith Cursor and Codex
ActivityFrom GitHub and its history, on the day SeeRepo read it.
ACE-Step-1.5Last push November 8, 20261,104 commits14,532 stars
MiniCPM-VLast push October 30, 2026645 commits27,095 stars
TestsThe files that test the code, and the share of code files a test imports.
ACE-Step-1.5190 test files46.8% of its code files have a test that imports them
MiniCPM-V0 test files
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.
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
Which has more tests, ACE-Step-1.5 or MiniCPM-V?
ACE-Step-1.5, with 190 test files.
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
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
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