Update app.py
Browse files
app.py
CHANGED
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@@ -143,14 +143,18 @@ def _sync_assets_globals_from_manager():
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def _any_jam_running() -> bool:
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with jam_lock:
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-
return any(
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def _stop_all_jams(timeout: float = 5.0):
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with jam_lock:
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for sid,
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if w.is_alive():
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w.stop()
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w.join(timeout=timeout)
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jam_registry.pop(sid, None)
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@@ -202,7 +206,7 @@ def _patch_t5x_for_gpu_coords():
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# Call the patch immediately at import time (before MagentaRT init)
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_patch_t5x_for_gpu_coords()
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-
jam_registry: dict[str,
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jam_lock = threading.Lock()
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# ============================================================================
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@@ -1157,13 +1161,16 @@ def jam_stop(session_id: str = Body(..., embed=True)):
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mrt_index = session_info['mrt_index']
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worker.stop()
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-
worker.join(timeout=
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if worker.is_alive():
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#
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print(f"⚠️ JamWorker {session_id} did not stop within timeout")
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#
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-
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with jam_lock:
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jam_registry.pop(session_id, None)
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@@ -1187,9 +1194,63 @@ def jam_stop_all():
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# Release MRT back to pool
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release_mrt(mrt_index)
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jam_registry.pop(session_id, None)
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-
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return {"stopped_sessions": stopped_sessions, "count": len(stopped_sessions)}
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@app.post("/jam/update")
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def jam_update(
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session_id: str = Form(...),
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@@ -1394,6 +1455,91 @@ def jam_status(session_id: str):
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"last_chunk_completed_at": worker.last_chunk_completed_at,
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}
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@app.get("/health")
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def health():
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@@ -1426,7 +1572,7 @@ def health():
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# 3) Ready; include operational hints
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warmed = bool(_WARMED)
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with jam_lock:
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-
active_jams = sum(1 for
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return {
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"ok": True,
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"status": "ready" if warmed else "initializing",
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@@ -1550,66 +1696,28 @@ async def ws_jam(websocket: WebSocket):
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sid = str(uuid.uuid4())
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with jam_lock:
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# single active jam per GPU, mirroring /jam/start
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-
for _sid,
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if
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await send_json({"type":"error","error":"A jam is already running"})
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worker = None; sid = None
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break
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if worker is not None:
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-
jam_registry[sid] = worker
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worker.start()
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else:
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-
# mode == "rt" (
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mrt = get_mrt()
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state = mrt.init_state()
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-
# Build context
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codec_fps = float(mrt.codec.frame_rate)
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ctx_seconds = float(mrt.config.context_length_frames) / codec_fps
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sr = int(mrt.sample_rate)
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-
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-
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-
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-
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-
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if loop_b64:
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-
try:
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# Decode and load loop (similar to bar-mode)
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loop_bytes = base64.b64decode(loop_b64)
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with tempfile.NamedTemporaryFile(delete=False, suffix=".wav") as tmp:
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tmp.write(loop_bytes)
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tmp_path = tmp.name
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-
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loop = au.Waveform.from_file(tmp_path).resample(mrt.sample_rate).as_stereo()
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-
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# Extract bar-aligned tail for embedding
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bpm = float(params.get("bpm", 120.0))
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bpb = int(params.get("beats_per_bar", 4))
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loop_tail = take_bar_aligned_tail(loop, bpm, bpb, ctx_seconds)
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-
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# Embed the loop audio
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loop_embed = mrt.embed_style(loop_tail)
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-
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# Use loop audio for context tokens instead of silent
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tokens = mrt.codec.encode(loop_tail).astype(np.int32)[:, :mrt.config.decoder_codec_rvq_depth]
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state.context_tokens = tokens
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-
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except Exception as e:
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# Log error but continue with silent context
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print(f"Loop audio processing failed: {e}")
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loop_embed = None
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# Fall back to silent context
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samples = int(max(1, round(ctx_seconds * sr)))
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silent = au.Waveform(np.zeros((samples, 2), np.float32), sr)
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tokens = mrt.codec.encode(silent).astype(np.int32)[:, :mrt.config.decoder_codec_rvq_depth]
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state.context_tokens = tokens
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else:
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# No loop provided - use silent context (original behavior)
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samples = int(max(1, round(ctx_seconds * sr)))
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silent = au.Waveform(np.zeros((samples, 2), np.float32), sr)
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tokens = mrt.codec.encode(silent).astype(np.int32)[:, :mrt.config.decoder_codec_rvq_depth]
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state.context_tokens = tokens
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# Parse params (including steering)
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asset_manager.ensure_assets_loaded(get_mrt())
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@@ -1617,7 +1725,6 @@ async def ws_jam(websocket: WebSocket):
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style_weights_str = params.get("style_weights", "") or ""
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mean_w = float(params.get("mean", 0.0) or 0.0)
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cw_str = str(params.get("centroid_weights", "") or "")
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-
loop_weight = float(params.get("loop_weight", 1.0) or 1.0)
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text_list = [s.strip() for s in styles_str.split(",") if s.strip()]
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try:
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@@ -1633,13 +1740,13 @@ async def ws_jam(websocket: WebSocket):
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if _CENTROIDS is not None and len(cw) > int(_CENTROIDS.shape[0]):
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cw = cw[: int(_CENTROIDS.shape[0])]
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-
# Build initial style vector
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style_vec = build_style_vector(
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mrt,
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text_styles=text_list,
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text_weights=text_w,
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loop_embed=
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loop_weight=
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mean_weight=mean_w,
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centroid_weights=cw,
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)
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@@ -1798,15 +1905,16 @@ async def ws_jam(websocket: WebSocket):
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elif mtype == "consume" and mode == "bar":
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with jam_lock:
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-
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if
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worker.mark_chunk_consumed(int(msg.get("chunk_index", -1)))
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elif mtype == "reseed" and mode == "bar":
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with jam_lock:
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-
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if
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await send_json({"type":"error","error":"Session not found"}); continue
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loop_b64 = msg.get("loop_audio_b64")
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if not loop_b64:
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await send_json({"type":"error","error":"loop_audio_b64 required"}); continue
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@@ -1819,9 +1927,10 @@ async def ws_jam(websocket: WebSocket):
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elif mtype == "reseed_splice" and mode == "bar":
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with jam_lock:
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-
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if
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await send_json({"type":"error","error":"Session not found"}); continue
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anchor = float(msg.get("anchor_bars", 2.0))
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b64 = msg.get("combined_audio_b64")
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if b64:
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def _any_jam_running() -> bool:
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with jam_lock:
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return any(info['worker'].is_alive() for info in jam_registry.values())
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def _stop_all_jams(timeout: float = 5.0):
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with jam_lock:
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for sid, info in list(jam_registry.items()):
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w = info['worker']
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if w.is_alive():
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w.stop()
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w.join(timeout=timeout)
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# Release MRT slot
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if info.get('mrt_index') is not None:
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release_mrt(info['mrt_index'])
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jam_registry.pop(sid, None)
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# Call the patch immediately at import time (before MagentaRT init)
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_patch_t5x_for_gpu_coords()
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jam_registry: dict[str, dict] = {} # Now stores {'worker': JamWorker, 'mrt_index': int}
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jam_lock = threading.Lock()
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# ============================================================================
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mrt_index = session_info['mrt_index']
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worker.stop()
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worker.join(timeout=10.0) # Increased from 5s to 10s to allow chunk generation to finish
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if worker.is_alive():
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# Worker still running - don't release MRT slot to avoid corruption
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print(f"⚠️ JamWorker {session_id} did not stop within timeout - keeping MRT slot reserved")
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# Keep in registry so we can try to stop it again later
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return {"stopped": False, "timeout": True, "message": "Worker did not stop in time, retry /jam/stop"}
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# Only release MRT if worker actually stopped
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if mrt_index is not None:
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release_mrt(mrt_index)
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with jam_lock:
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jam_registry.pop(session_id, None)
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# Release MRT back to pool
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release_mrt(mrt_index)
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jam_registry.pop(session_id, None)
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+
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return {"stopped_sessions": stopped_sessions, "count": len(stopped_sessions)}
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+
@app.post("/jam/cleanup")
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def jam_cleanup(force: bool = Form(False), idle_threshold_seconds: float = Form(300.0)):
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"""
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Enhanced cleanup endpoint for stopping stale/orphaned sessions.
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- force=False: Only stops sessions idle for > idle_threshold_seconds (default 5 min)
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- force=True: Stops ALL sessions regardless of activity (nuclear option)
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"""
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stopped_sessions = []
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kept_sessions = []
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current_time = time.time()
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with jam_lock:
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for session_id, session_info in list(jam_registry.items()):
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worker = session_info['worker']
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mrt_index = session_info['mrt_index']
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# Determine if session should be stopped
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should_stop = force
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idle_time = 0
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if not force and hasattr(worker, 'last_activity_at'):
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idle_time = current_time - worker.last_activity_at
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should_stop = idle_time > idle_threshold_seconds
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if should_stop:
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if worker.is_alive():
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worker.stop()
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worker.join(timeout=10.0)
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# Release MRT regardless of whether worker stopped
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release_mrt(mrt_index)
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jam_registry.pop(session_id, None)
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stopped_sessions.append({
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"session_id": session_id,
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"idle_seconds": round(idle_time, 1),
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"slot": mrt_index
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})
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else:
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kept_sessions.append({
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"session_id": session_id,
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"idle_seconds": round(idle_time, 1),
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"slot": mrt_index
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})
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return {
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"stopped": stopped_sessions,
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"kept": kept_sessions,
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"stopped_count": len(stopped_sessions),
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"kept_count": len(kept_sessions),
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"force": force,
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"idle_threshold_seconds": idle_threshold_seconds
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}
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@app.post("/jam/update")
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| 1255 |
def jam_update(
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session_id: str = Form(...),
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"last_chunk_completed_at": worker.last_chunk_completed_at,
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}
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+
@app.get("/jam/sessions")
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def jam_sessions():
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| 1460 |
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"""List all active JAM sessions with metadata for monitoring"""
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sessions = []
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current_time = time.time()
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| 1463 |
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with jam_lock:
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| 1465 |
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for session_id, session_info in jam_registry.items():
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worker = session_info['worker']
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mrt_index = session_info['mrt_index']
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# Calculate uptime and idle time
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| 1470 |
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uptime = current_time - worker.created_at if hasattr(worker, 'created_at') else 0
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last_activity = worker.last_activity_at if hasattr(worker, 'last_activity_at') else worker.created_at if hasattr(worker, 'created_at') else current_time
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idle_time = current_time - last_activity
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# Get generation stats
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| 1475 |
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with worker._lock:
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last_generated = int(worker.idx)
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last_delivered = int(worker._last_delivered_index)
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queued = len(worker.outbox)
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sessions.append({
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"session_id": session_id,
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"mrt_slot": mrt_index,
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"running": worker.is_alive(),
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"uptime_seconds": round(uptime, 1),
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"idle_seconds": round(idle_time, 1),
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"chunks_generated": last_generated,
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"chunks_delivered": last_delivered,
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"chunks_queued": queued,
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"bpm": worker.params.bpm,
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"bars_per_chunk": worker.params.bars_per_chunk,
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"created_at": worker.created_at if hasattr(worker, 'created_at') else None,
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| 1492 |
+
"last_activity_at": last_activity,
|
| 1493 |
+
})
|
| 1494 |
+
|
| 1495 |
+
return {
|
| 1496 |
+
"sessions": sessions,
|
| 1497 |
+
"total_active": len(sessions),
|
| 1498 |
+
"mrt_pool_size": len(_MRT_POOL),
|
| 1499 |
+
}
|
| 1500 |
+
|
| 1501 |
+
@app.get("/jam/sessions")
|
| 1502 |
+
def jam_sessions():
|
| 1503 |
+
"""List all active JAM sessions with metadata for monitoring"""
|
| 1504 |
+
sessions = []
|
| 1505 |
+
current_time = time.time()
|
| 1506 |
+
|
| 1507 |
+
with jam_lock:
|
| 1508 |
+
for session_id, session_info in jam_registry.items():
|
| 1509 |
+
worker = session_info['worker']
|
| 1510 |
+
mrt_index = session_info['mrt_index']
|
| 1511 |
+
|
| 1512 |
+
# Calculate uptime and idle time
|
| 1513 |
+
uptime = current_time - worker.created_at if hasattr(worker, 'created_at') else 0
|
| 1514 |
+
last_activity = worker.last_activity_at if hasattr(worker, 'last_activity_at') else (worker.created_at if hasattr(worker, 'created_at') else current_time)
|
| 1515 |
+
idle_time = current_time - last_activity
|
| 1516 |
+
|
| 1517 |
+
# Get generation stats
|
| 1518 |
+
with worker._lock:
|
| 1519 |
+
last_generated = int(worker.idx)
|
| 1520 |
+
last_delivered = int(worker._next_to_deliver) - 1
|
| 1521 |
+
queued = len(worker._outbox)
|
| 1522 |
+
|
| 1523 |
+
sessions.append({
|
| 1524 |
+
"session_id": session_id,
|
| 1525 |
+
"mrt_slot": mrt_index,
|
| 1526 |
+
"running": worker.is_alive(),
|
| 1527 |
+
"uptime_seconds": round(uptime, 1),
|
| 1528 |
+
"idle_seconds": round(idle_time, 1),
|
| 1529 |
+
"chunks_generated": last_generated,
|
| 1530 |
+
"chunks_delivered": last_delivered,
|
| 1531 |
+
"chunks_queued": queued,
|
| 1532 |
+
"bpm": worker.params.bpm,
|
| 1533 |
+
"bars_per_chunk": worker.params.bars_per_chunk,
|
| 1534 |
+
"created_at": worker.created_at if hasattr(worker, 'created_at') else None,
|
| 1535 |
+
"last_activity_at": last_activity,
|
| 1536 |
+
})
|
| 1537 |
+
|
| 1538 |
+
return {
|
| 1539 |
+
"sessions": sessions,
|
| 1540 |
+
"total_active": len(sessions),
|
| 1541 |
+
"mrt_pool_size": len(_MRT_POOL),
|
| 1542 |
+
}
|
| 1543 |
|
| 1544 |
@app.get("/health")
|
| 1545 |
def health():
|
|
|
|
| 1572 |
# 3) Ready; include operational hints
|
| 1573 |
warmed = bool(_WARMED)
|
| 1574 |
with jam_lock:
|
| 1575 |
+
active_jams = sum(1 for info in jam_registry.values() if info['worker'].is_alive())
|
| 1576 |
return {
|
| 1577 |
"ok": True,
|
| 1578 |
"status": "ready" if warmed else "initializing",
|
|
|
|
| 1696 |
sid = str(uuid.uuid4())
|
| 1697 |
with jam_lock:
|
| 1698 |
# single active jam per GPU, mirroring /jam/start
|
| 1699 |
+
for _sid, info in list(jam_registry.items()):
|
| 1700 |
+
if info['worker'].is_alive():
|
| 1701 |
await send_json({"type":"error","error":"A jam is already running"})
|
| 1702 |
worker = None; sid = None
|
| 1703 |
break
|
| 1704 |
if worker is not None:
|
| 1705 |
+
jam_registry[sid] = {'worker': worker, 'mrt_index': None} # WebSocket mode doesn't use MRT pool
|
| 1706 |
worker.start()
|
| 1707 |
|
| 1708 |
else:
|
| 1709 |
+
# mode == "rt" (Colab-style, no loop context)
|
| 1710 |
mrt = get_mrt()
|
| 1711 |
state = mrt.init_state()
|
| 1712 |
|
| 1713 |
+
# Build silent context (10s) tokens
|
| 1714 |
codec_fps = float(mrt.codec.frame_rate)
|
| 1715 |
ctx_seconds = float(mrt.config.context_length_frames) / codec_fps
|
| 1716 |
sr = int(mrt.sample_rate)
|
| 1717 |
+
samples = int(max(1, round(ctx_seconds * sr)))
|
| 1718 |
+
silent = au.Waveform(np.zeros((samples, 2), np.float32), sr)
|
| 1719 |
+
tokens = mrt.codec.encode(silent).astype(np.int32)[:, :mrt.config.decoder_codec_rvq_depth]
|
| 1720 |
+
state.context_tokens = tokens
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1721 |
|
| 1722 |
# Parse params (including steering)
|
| 1723 |
asset_manager.ensure_assets_loaded(get_mrt())
|
|
|
|
| 1725 |
style_weights_str = params.get("style_weights", "") or ""
|
| 1726 |
mean_w = float(params.get("mean", 0.0) or 0.0)
|
| 1727 |
cw_str = str(params.get("centroid_weights", "") or "")
|
|
|
|
| 1728 |
|
| 1729 |
text_list = [s.strip() for s in styles_str.split(",") if s.strip()]
|
| 1730 |
try:
|
|
|
|
| 1740 |
if _CENTROIDS is not None and len(cw) > int(_CENTROIDS.shape[0]):
|
| 1741 |
cw = cw[: int(_CENTROIDS.shape[0])]
|
| 1742 |
|
| 1743 |
+
# Build initial style vector (no loop_embed in rt mode)
|
| 1744 |
style_vec = build_style_vector(
|
| 1745 |
mrt,
|
| 1746 |
text_styles=text_list,
|
| 1747 |
text_weights=text_w,
|
| 1748 |
+
loop_embed=None,
|
| 1749 |
+
loop_weight=None,
|
| 1750 |
mean_weight=mean_w,
|
| 1751 |
centroid_weights=cw,
|
| 1752 |
)
|
|
|
|
| 1905 |
|
| 1906 |
elif mtype == "consume" and mode == "bar":
|
| 1907 |
with jam_lock:
|
| 1908 |
+
session_info = jam_registry.get(msg.get("session_id"))
|
| 1909 |
+
if session_info is not None:
|
| 1910 |
+
session_info['worker'].mark_chunk_consumed(int(msg.get("chunk_index", -1)))
|
| 1911 |
|
| 1912 |
elif mtype == "reseed" and mode == "bar":
|
| 1913 |
with jam_lock:
|
| 1914 |
+
session_info = jam_registry.get(msg.get("session_id"))
|
| 1915 |
+
if session_info is None or not session_info['worker'].is_alive():
|
| 1916 |
await send_json({"type":"error","error":"Session not found"}); continue
|
| 1917 |
+
worker = session_info['worker']
|
| 1918 |
loop_b64 = msg.get("loop_audio_b64")
|
| 1919 |
if not loop_b64:
|
| 1920 |
await send_json({"type":"error","error":"loop_audio_b64 required"}); continue
|
|
|
|
| 1927 |
|
| 1928 |
elif mtype == "reseed_splice" and mode == "bar":
|
| 1929 |
with jam_lock:
|
| 1930 |
+
session_info = jam_registry.get(msg.get("session_id"))
|
| 1931 |
+
if session_info is None or not session_info['worker'].is_alive():
|
| 1932 |
await send_json({"type":"error","error":"Session not found"}); continue
|
| 1933 |
+
worker = session_info['worker']
|
| 1934 |
anchor = float(msg.get("anchor_bars", 2.0))
|
| 1935 |
b64 = msg.get("combined_audio_b64")
|
| 1936 |
if b64:
|