d2ed7671d7
Three upstream gaps surfaced once /generate was actually exercised:
1. infer-api.py builds an 18-arg positional tuple but the pipeline
expects 24 — first missing arg is `format`, so audio_duration
shifts into format's slot and the pipeline calls len() on an
int. Ship a patched copy of infer-api.py and COPY over upstream's
in the Dockerfile. Also handle empty lora_name_or_path -> "none"
(empty string trips HF Hub's repo-id validator).
2. torchcodec + ffmpeg are required by the WAV save path but neither
is in upstream requirements.txt. Without them every /generate
runs to completion and then 500s at write-time.
3. ACE-Step caches checkpoints at /root/.cache/ace-step/checkpoints
(HARDCODED, not honored by HF_HOME). Mount our persistent dir
there so the ~7 GB model survives container recreates.
Bench on A6000 (cached model, lo-fi hip hop, 60-step euler/apg):
10s @ 27 steps -> 9.4s (0.94x)
30s @ 60 steps -> 11.2s (0.37x, ~2.7x realtime)
60s @ 60 steps -> 14.8s (0.24x, ~4x realtime)
81 lines
3.1 KiB
Docker
81 lines
3.1 KiB
Docker
# Custom Dockerfile for ACE-Step 1.5.
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#
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# Mirrors upstream's Dockerfile structure, but fixes a CUDA-version
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# mismatch that crashloops the upstream image as of April 2026:
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# * upstream's requirements.txt lists `torch torchvision torchaudio`
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# with no version pins;
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# * upstream's pip install uses `--extra-index-url cu126`, which is
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# a FALLBACK only — pypi default wins for resolution;
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# * pypi-default torch is now cu13, so torch installs cu13 + the
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# cu126 fallback only kicks in for torchvision/torchaudio →
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# `RuntimeError: Detected that PyTorch and torchvision were compiled
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# with different CUDA major versions`.
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#
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# Fix: install torch/torchvision/torchaudio FIRST from the cu126 index
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# (forced via --index-url, not --extra-index-url). Then `pip install
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# -r requirements.txt` sees they're already satisfied and leaves them
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# alone.
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#
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# Also: command is `python3 infer-api.py` (REST), not `gui.py` (Gradio)
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# — see compose.yaml command override; CMD here is the same default
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# so the image works standalone too.
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FROM nvidia/cuda:12.6.0-runtime-ubuntu22.04 AS base
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ENV PYTHONDONTWRITEBYTECODE=1 \
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PYTHONUNBUFFERED=1 \
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HF_HUB_ENABLE_HF_TRANSFER=1 \
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DEBIAN_FRONTEND=noninteractive
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RUN apt-get update && apt-get install -y --no-install-recommends \
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python3.10 \
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python3-pip \
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python3-venv \
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python3-dev \
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build-essential \
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git \
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curl \
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ca-certificates \
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ffmpeg \
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&& apt-get clean \
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&& rm -rf /var/lib/apt/lists/* \
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&& ln -sf /usr/bin/python3 /usr/bin/python
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# ffmpeg is required by torchcodec at runtime — torchcodec dlopens
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# libavcodec/libavformat. Without it the WAV save step fails with
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# "Could not load libtorchcodec".
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RUN python -m venv /opt/venv
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ENV PATH="/opt/venv/bin:$PATH"
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WORKDIR /app
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# Clone upstream. Bake the SHA into a layer-cache key so a different
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# SHA invalidates everything below.
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ARG ACE_STEP_REF=main
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RUN git clone https://github.com/ace-step/ACE-Step.git . \
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&& git checkout ${ACE_STEP_REF} \
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&& echo "ace-step ref: $(git rev-parse HEAD)"
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# Pre-install torch/torchvision/torchaudio from the cu126 index — this
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# satisfies the unpinned entries in requirements.txt so the next pip
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# install doesn't re-resolve them from pypi default (cu13).
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RUN pip install --no-cache-dir --upgrade pip \
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&& pip install --no-cache-dir \
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torch torchvision torchaudio \
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--index-url https://download.pytorch.org/whl/cu126 \
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&& pip install --no-cache-dir hf_transfer peft \
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&& pip install --no-cache-dir -r requirements.txt \
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&& pip install --no-cache-dir . \
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&& pip install --no-cache-dir torchcodec
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# torchcodec — required by torchaudio's save_with_torchcodec (the save
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# path ACE-Step uses on output). Not pulled in by upstream's
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# requirements.txt; without it, /generate runs to completion and then
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# 500s at the WAV write step.
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# Replace upstream's infer-api.py with our patched copy. Upstream's
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# version builds an 18-arg positional tuple but the pipeline expects
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# 24 — see infer-api.py header comment for the fix.
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COPY infer-api.py /app/infer-api.py
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EXPOSE 8000
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CMD ["python3", "infer-api.py"]
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