ACE-Step-1.5 vs LlamaFactory
ACE-Step-1.5 and LlamaFactory share 16 technologies: FastAPI, uvicorn, Gradio, matplotlib, accelerate, torchvision, torch, transformers, einops, vector-quantize-pytorch, peft, safetensors, torchaudio, torchao, ModelScope, and torchcodec. 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
In common
- FastAPI
uvicorn
- Gradio
matplotlib
accelerate
torchvision
- torch
- transformers
- einops
- vector-quantize-pytorch
peft
safetensors
torchaudio
torchao
- ModelScope
- torchcodec
hiyouga
LlamaFactory
Unified Efficient Fine-Tuning of 100+ LLMs & VLMs (ACL 2024)
Python76kRead on November 9, 2026, at commit 28462f1What is LlamaFactory built with?Only in LlamaFactory
- aqlm
- eetq
- gptqmodel
hqq
ktransformers
- sentencepiece
- tiktoken
triton-ascend
- vocos
- datasets
trl
- badam
deepspeed
- vLLM
- fsdp-turbo
- liger-kernel
- openmind
- adam-mini
- apollo-torch
- bitsandbytes
- galore-torch
nltk
optimum
- rouge-chinese
sglang
- torchdata
- transformer-engine
av
- jsonschema-specifications
- referencing
- Pydantic
swanlab
Side by side
ACE-Step-1.5LlamaFactory
SizeLines written by people and agents, without generated ones; code files, without tests.
ACE-Step-1.5126,537 lines written410 code files
LlamaFactory62,648 lines written194 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
LlamaFactory1.6% of its commits signed by AIWith Gemini CLI, Claude Code, GitHub Copilot, and Cursor
ActivityFrom GitHub and its history, on the day SeeRepo read it.
ACE-Step-1.5Last push November 8, 20261,104 commits14,532 stars
LlamaFactoryLast push November 9, 20262,772 commits75,956 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
LlamaFactory62 test files38.1% of its code files have a test that imports them
Frequently asked questions
Which is bigger, ACE-Step-1.5 or LlamaFactory?
ACE-Step-1.5, with 126,537 lines written; LlamaFactory has 62,648.
Which has more GitHub stars, ACE-Step-1.5 or LlamaFactory?
LlamaFactory, with 75,956 stars; ACE-Step-1.5 has 14,532.
The proof: hiyouga/LlamaFactory on GitHub
Which has more tests, ACE-Step-1.5 or LlamaFactory?
ACE-Step-1.5, with 190 test files; LlamaFactory has 62.
Which was updated more recently, ACE-Step-1.5 or LlamaFactory?
LlamaFactory: its last push was on November 9, 2026, and ACE-Step-1.5's on November 8, 2026.
The proof: hiyouga/LlamaFactory's commits on GitHub
Which has more commits signed by AI, ACE-Step-1.5 or LlamaFactory?
ACE-Step-1.5: an AI signed 35.8% of its commits, with Claude Code, GitHub Copilot, Cursor, Codex, Jules, and CodeRabbit; in LlamaFactory, 1.6%.
The proof: the commits each tool signed in ace-step/ACE-Step-1.5
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