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Fix stem_render function signature and add stem-based analysis"
Browse files- stem_render.py +16 -21
stem_render.py
CHANGED
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@@ -1,30 +1,23 @@
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#
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#
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# The render_full_set function uses demucs to separate stems,
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# then uses stem_mixer.mix_stems for surgical transitions.
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import gradio as gr
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import numpy as np
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import librosa
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import scipy.io.wavfile
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import tempfile
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import logging
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logger = logging.getLogger("dj_engine")
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def render_full_set_with_stems(app_state, progress=gr.Progress()):
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"""Render the DJ set using demucs stem separation
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Pipeline:
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1.
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2.
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- A's rhythm (drums+bass) stops on a downbeat
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- B's rhythm starts on the same downbeat
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- Melodic content crossfades smoothly
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- Zero simultaneous kicks
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3. Falls back to filter-based mixer if demucs is unavailable
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"""
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if not app_state.transitions:
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return None, "⚠️ Generate a set plan first"
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@@ -39,7 +32,7 @@ def render_full_set_with_stems(app_state, progress=gr.Progress()):
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from stem_mixer import mix_stems
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device = "cuda" if torch.cuda.is_available() else "cpu"
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progress(0.03, desc=f"Loading demucs
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model = get_model("htdemucs")
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model.eval().to(device)
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@@ -74,25 +67,27 @@ def render_full_set_with_stems(app_state, progress=gr.Progress()):
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stems[name] = stem_np
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all_stems[tidx] = stems
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logger.info(f"Separated {track.filename}:
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# Mix using stem mixer
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progress(0.55, desc="Mixing with
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set_audio, set_info = mix_stems(
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all_stems, app_state.analyses, app_state.set_order,
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progress_cb=lambda p, m: progress(0.55 + p * 0.35, desc=m)
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)
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method = "Demucs
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except Exception as e:
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logger.warning(f"Stem separation failed: {e}.
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from mixer import mix_set
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progress(0.10, desc="
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set_audio, set_info = mix_set(
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app_state.analyses, app_state.set_order, app_state.transitions,
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progress_cb=lambda p, m: progress(0.10 + p * 0.80, desc=m)
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)
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method = f"Filter-based
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app_state.rendered_set = set_audio
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# stem_render.py — Stem-based rendering with demucs
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# Called by main.py's patched render_full_set
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import numpy as np
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import librosa
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import scipy.io.wavfile
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import tempfile
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import logging
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import gradio as gr
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logger = logging.getLogger("dj_engine")
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def render_full_set_with_stems(app_state, progress=gr.Progress()):
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"""Render the DJ set using demucs stem separation.
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Pipeline:
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1. Separate each track into stems (drums, bass, vocals, other)
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2. Analyze stems for better structural understanding
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3. Mix using stem_mixer for surgical transitions
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"""
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if not app_state.transitions:
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return None, "⚠️ Generate a set plan first"
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from stem_mixer import mix_stems
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device = "cuda" if torch.cuda.is_available() else "cpu"
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progress(0.03, desc=f"Loading demucs htdemucs ({device})...")
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model = get_model("htdemucs")
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model.eval().to(device)
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stems[name] = stem_np
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all_stems[tidx] = stems
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logger.info(f"Separated {track.filename}: {list(stems.keys())}")
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# Mix using stem mixer
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progress(0.55, desc="Mixing with stems (surgical drum/bass swap)...")
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set_audio, set_info = mix_stems(
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all_stems, app_state.analyses, app_state.set_order,
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progress_cb=lambda p, m: progress(0.55 + p * 0.35, desc=m)
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)
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method = "Demucs htdemucs → surgical drum/bass swap on downbeats"
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except Exception as e:
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logger.warning(f"Stem separation failed: {e}. Falling back to filter mixer.")
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import traceback
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traceback.print_exc()
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from mixer import mix_set
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progress(0.10, desc="Fallback: filter-based mixing...")
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set_audio, set_info = mix_set(
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app_state.analyses, app_state.set_order, app_state.transitions,
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progress_cb=lambda p, m: progress(0.10 + p * 0.80, desc=m)
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)
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method = f"Filter-based (demucs failed: {e})"
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app_state.rendered_set = set_audio
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