Commit
·
2bd198e
1
Parent(s):
15a3b0b
websocket route fix
Browse files
app.py
CHANGED
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@@ -1,6 +1,6 @@
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from magenta_rt import system, audio as au
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import numpy as np
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-
from fastapi import FastAPI, UploadFile, File, Form, Body, HTTPException, Response, Request
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import tempfile, io, base64, math, threading
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from fastapi.middleware.cors import CORSMiddleware
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from contextlib import contextmanager
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@@ -21,6 +21,9 @@ import logging
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import gradio as gr
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from typing import Optional
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# --- Patch T5X mesh helpers for GPUs on JAX >= 0.7 (coords present, no core_on_chip) ---
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def _patch_t5x_for_gpu_coords():
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try:
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@@ -897,4 +900,263 @@ def read_root():
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</body>
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</html>
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"""
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-
return Response(content=html_content, media_type="text/html")
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| 1 |
from magenta_rt import system, audio as au
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| 2 |
import numpy as np
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| 3 |
+
from fastapi import FastAPI, UploadFile, File, Form, Body, HTTPException, Response, Request, WebSocket, WebSocketDisconnect
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| 4 |
import tempfile, io, base64, math, threading
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from fastapi.middleware.cors import CORSMiddleware
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from contextlib import contextmanager
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import gradio as gr
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from typing import Optional
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+
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import json, asyncio, base64
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+
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# --- Patch T5X mesh helpers for GPUs on JAX >= 0.7 (coords present, no core_on_chip) ---
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| 28 |
def _patch_t5x_for_gpu_coords():
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| 29 |
try:
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| 900 |
</body>
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| 901 |
</html>
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"""
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| 903 |
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return Response(content=html_content, media_type="text/html")
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| 904 |
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| 905 |
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@app.websocket("/ws/jam")
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| 906 |
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async def ws_jam(websocket: WebSocket):
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| 907 |
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await websocket.accept()
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| 908 |
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sid = None
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worker = None
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binary_audio = False
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| 911 |
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mode = "rt" # or "bar"
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| 912 |
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| 913 |
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async def send_json(obj):
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| 914 |
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await websocket.send_text(json.dumps(obj))
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| 915 |
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| 916 |
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try:
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| 917 |
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while True:
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| 918 |
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raw = await websocket.receive_text()
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| 919 |
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msg = json.loads(raw)
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mtype = msg.get("type")
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| 921 |
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| 922 |
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# --- START ---
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| 923 |
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if mtype == "start":
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| 924 |
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binary_audio = bool(msg.get("binary_audio", False))
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| 925 |
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mode = msg.get("mode", "bar")
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| 926 |
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params = msg.get("params", {}) or {}
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| 927 |
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sid = msg.get("session_id")
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| 928 |
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| 929 |
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# attach or create
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| 930 |
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if sid:
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| 931 |
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with jam_lock:
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| 932 |
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worker = jam_registry.get(sid)
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| 933 |
+
if worker is None or not worker.is_alive():
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| 934 |
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await send_json({"type":"error","error":"Session not found"})
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| 935 |
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continue
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| 936 |
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else:
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| 937 |
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# optionally accept base64 loop and start a new worker (bar-mode)
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| 938 |
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if mode == "bar":
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| 939 |
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loop_b64 = msg.get("loop_audio_b64")
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| 940 |
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if not loop_b64:
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| 941 |
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await send_json({"type":"error","error":"loop_audio_b64 required for mode=bar when no session_id"})
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| 942 |
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continue
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| 943 |
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loop_bytes = base64.b64decode(loop_b64)
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| 944 |
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# mimic /jam/start
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| 945 |
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with tempfile.NamedTemporaryFile(delete=False, suffix=".wav") as tmp:
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| 946 |
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tmp.write(loop_bytes); tmp_path = tmp.name
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| 947 |
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# build JamParams similar to /jam/start
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| 948 |
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mrt = get_mrt()
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| 949 |
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model_sr = int(mrt.sample_rate) # typically 48000
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| 950 |
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# Defaults for WS: raw loudness @ model SR, unless overridden by client:
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| 951 |
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target_sr = int(params.get("target_sr", model_sr))
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loudness_mode = params.get("loudness_mode", "none")
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headroom_db = float(params.get("headroom_db", 1.0))
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loop = au.Waveform.from_file(tmp_path).resample(mrt.sample_rate).as_stereo()
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| 955 |
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| 956 |
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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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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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# style vector (loop + extra styles)
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embeds, weights = [mrt.embed_style(loop_tail)], [float(params.get("loop_weight", 1.0))]
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extra = [s for s in (params.get("styles","").split(",")) if s.strip()]
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sw = [float(x) for x in params.get("style_weights","").split(",") if x.strip()]
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for i, s in enumerate(extra):
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embeds.append(mrt.embed_style(s.strip()))
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weights.append(sw[i] if i < len(sw) else 1.0)
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wsum = sum(weights) or 1.0
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weights = [w/wsum for w in weights]
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style_vec = np.sum([w*e for w, e in zip(weights, embeds)], axis=0).astype(np.float32)
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# target SR fallback: input SR
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inp_info = sf.info(tmp_path)
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target_sr = int(params.get("target_sr", int(inp_info.samplerate)))
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# Build JamParams for WS bar-mode
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| 978 |
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jp = JamParams(
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bpm=bpm, beats_per_bar=bpb, bars_per_chunk=int(params.get("bars_per_chunk", 8)),
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| 980 |
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target_sr=target_sr,
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| 981 |
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loudness_mode=loudness_mode, headroom_db=headroom_db,
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| 982 |
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style_vec=style_vec,
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| 983 |
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ref_loop=None if loudness_mode == "none" else loop_tail, # disable match by default
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| 984 |
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combined_loop=loop,
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| 985 |
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guidance_weight=float(params.get("guidance_weight", 1.1)),
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| 986 |
+
temperature=float(params.get("temperature", 1.1)),
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| 987 |
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topk=int(params.get("topk", 40)),
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| 988 |
+
)
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| 989 |
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worker = JamWorker(get_mrt(), jp)
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| 990 |
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sid = str(uuid.uuid4())
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| 991 |
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with jam_lock:
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| 992 |
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# single active jam per GPU, mirroring /jam/start
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| 993 |
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for _sid, w in list(jam_registry.items()):
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| 994 |
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if w.is_alive():
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| 995 |
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await send_json({"type":"error","error":"A jam is already running"})
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| 996 |
+
worker = None; sid = None
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| 997 |
+
break
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| 998 |
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if worker is not None:
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| 999 |
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jam_registry[sid] = worker
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| 1000 |
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worker.start()
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| 1001 |
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| 1002 |
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else:
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| 1003 |
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# mode == "rt" (Colab-style, no loop context)
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| 1004 |
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# seed a fresh state with a silent context like warmup
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| 1005 |
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mrt = get_mrt()
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| 1006 |
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state = mrt.init_state()
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| 1007 |
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# build exact-length silent context
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| 1008 |
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codec_fps = float(mrt.codec.frame_rate)
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| 1009 |
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ctx_seconds = float(mrt.config.context_length_frames) / codec_fps
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| 1010 |
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sr = int(mrt.sample_rate)
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| 1011 |
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samples = int(max(1, round(ctx_seconds * sr)))
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| 1012 |
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silent = au.Waveform(np.zeros((samples,2), np.float32), sr)
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| 1013 |
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tokens_full = mrt.codec.encode(silent).astype(np.int32)
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| 1014 |
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tokens = tokens_full[:, :mrt.config.decoder_codec_rvq_depth]
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| 1015 |
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state.context_tokens = tokens
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| 1016 |
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# keep local “rt” loop state
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| 1017 |
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websocket._mrt = mrt
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| 1018 |
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websocket._state = state
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| 1019 |
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websocket._style = mrt.embed_style(params.get("styles","warmup"))
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| 1020 |
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websocket._rt_running = True
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| 1021 |
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websocket._rt_sr = sr
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| 1022 |
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websocket._rt_topk = int(params.get("topk", 40))
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| 1023 |
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websocket._rt_temp = float(params.get("temperature", 1.1))
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| 1024 |
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websocket._rt_guid = float(params.get("guidance_weight", 1.1))
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| 1025 |
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await send_json({"type":"started","mode":"rt"})
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| 1026 |
+
# kick off a background task to stream ~2s chunks
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| 1027 |
+
async def _rt_loop():
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| 1028 |
+
try:
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| 1029 |
+
while websocket._rt_running:
|
| 1030 |
+
mrt.guidance_weight = websocket._rt_guid
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| 1031 |
+
mrt.temperature = websocket._rt_temp
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| 1032 |
+
mrt.topk = websocket._rt_topk
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| 1033 |
+
wav, new_state = mrt.generate_chunk(state=websocket._state, style=websocket._style)
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| 1034 |
+
websocket._state = new_state
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| 1035 |
+
x = wav.samples.astype(np.float32, copy=False)
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| 1036 |
+
buf = io.BytesIO()
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| 1037 |
+
sf.write(buf, x, mrt.sample_rate, subtype="FLOAT", format="WAV")
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| 1038 |
+
if binary_audio:
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| 1039 |
+
await websocket.send_bytes(buf.getvalue())
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| 1040 |
+
await send_json({"type":"chunk_meta","metadata":{"sample_rate":mrt.sample_rate}})
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| 1041 |
+
else:
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| 1042 |
+
b64 = base64.b64encode(buf.getvalue()).decode("utf-8")
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| 1043 |
+
await send_json({"type":"chunk","audio_base64":b64,
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| 1044 |
+
"metadata":{"sample_rate":mrt.sample_rate}})
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| 1045 |
+
except Exception as e:
|
| 1046 |
+
await send_json({"type":"error","error":str(e)})
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| 1047 |
+
asyncio.create_task(_rt_loop())
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| 1048 |
+
continue # skip the “bar-mode started” message below
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| 1049 |
+
|
| 1050 |
+
await send_json({"type":"started","session_id": sid, "mode": mode})
|
| 1051 |
+
|
| 1052 |
+
# if we’re in bar-mode, begin pushing chunks as they arrive
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| 1053 |
+
if mode == "bar" and worker is not None:
|
| 1054 |
+
async def _pump():
|
| 1055 |
+
while True:
|
| 1056 |
+
if not worker.is_alive():
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| 1057 |
+
break
|
| 1058 |
+
chunk = worker.get_next_chunk(timeout=60.0)
|
| 1059 |
+
if chunk is None:
|
| 1060 |
+
continue
|
| 1061 |
+
if binary_audio:
|
| 1062 |
+
await websocket.send_bytes(base64.b64decode(chunk.audio_base64))
|
| 1063 |
+
await send_json({"type":"chunk_meta","index":chunk.index,"metadata":chunk.metadata})
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| 1064 |
+
else:
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| 1065 |
+
await send_json({"type":"chunk","index":chunk.index,
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| 1066 |
+
"audio_base64":chunk.audio_base64,"metadata":chunk.metadata})
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| 1067 |
+
asyncio.create_task(_pump())
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| 1068 |
+
|
| 1069 |
+
# --- UPDATES (bar or rt) ---
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| 1070 |
+
elif mtype == "update":
|
| 1071 |
+
if mode == "bar":
|
| 1072 |
+
if not sid:
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| 1073 |
+
await send_json({"type":"error","error":"No session_id yet"}); return
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| 1074 |
+
# fan values straight into your existing HTTP handler:
|
| 1075 |
+
res = jam_update(
|
| 1076 |
+
session_id=sid,
|
| 1077 |
+
guidance_weight=msg.get("guidance_weight"),
|
| 1078 |
+
temperature=msg.get("temperature"),
|
| 1079 |
+
topk=msg.get("topk"),
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| 1080 |
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styles=msg.get("styles",""),
|
| 1081 |
+
style_weights=msg.get("style_weights",""),
|
| 1082 |
+
loop_weight=msg.get("loop_weight"),
|
| 1083 |
+
use_current_mix_as_style=bool(msg.get("use_current_mix_as_style", False)),
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| 1084 |
+
)
|
| 1085 |
+
await send_json({"type":"status", **res}) # {"ok": True}
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| 1086 |
+
else:
|
| 1087 |
+
# rt-mode: there’s no JamWorker; update the local knobs/state
|
| 1088 |
+
websocket._rt_temp = float(msg.get("temperature", websocket._rt_temp))
|
| 1089 |
+
websocket._rt_topk = int(msg.get("topk", websocket._rt_topk))
|
| 1090 |
+
websocket._rt_guid = float(msg.get("guidance_weight", websocket._rt_guid))
|
| 1091 |
+
if "styles" in msg:
|
| 1092 |
+
websocket._style = websocket._mrt.embed_style(msg["styles"])
|
| 1093 |
+
await send_json({"type":"status","updated":"rt-knobs"})
|
| 1094 |
+
|
| 1095 |
+
elif mtype == "consume" and mode == "bar":
|
| 1096 |
+
with jam_lock:
|
| 1097 |
+
worker = jam_registry.get(msg.get("session_id"))
|
| 1098 |
+
if worker is not None:
|
| 1099 |
+
worker.mark_chunk_consumed(int(msg.get("chunk_index", -1)))
|
| 1100 |
+
|
| 1101 |
+
elif mtype == "reseed" and mode == "bar":
|
| 1102 |
+
with jam_lock:
|
| 1103 |
+
worker = jam_registry.get(msg.get("session_id"))
|
| 1104 |
+
if worker is None or not worker.is_alive():
|
| 1105 |
+
await send_json({"type":"error","error":"Session not found"}); continue
|
| 1106 |
+
loop_b64 = msg.get("loop_audio_b64")
|
| 1107 |
+
if not loop_b64:
|
| 1108 |
+
await send_json({"type":"error","error":"loop_audio_b64 required"}); continue
|
| 1109 |
+
loop_bytes = base64.b64decode(loop_b64)
|
| 1110 |
+
with tempfile.NamedTemporaryFile(delete=False, suffix=".wav") as tmp:
|
| 1111 |
+
tmp.write(loop_bytes); path = tmp.name
|
| 1112 |
+
wav = au.Waveform.from_file(path).resample(worker.mrt.sample_rate).as_stereo()
|
| 1113 |
+
worker.reseed_from_waveform(wav)
|
| 1114 |
+
await send_json({"type":"status","reseeded":True})
|
| 1115 |
+
|
| 1116 |
+
elif mtype == "reseed_splice" and mode == "bar":
|
| 1117 |
+
with jam_lock:
|
| 1118 |
+
worker = jam_registry.get(msg.get("session_id"))
|
| 1119 |
+
if worker is None or not worker.is_alive():
|
| 1120 |
+
await send_json({"type":"error","error":"Session not found"}); continue
|
| 1121 |
+
anchor = float(msg.get("anchor_bars", 2.0))
|
| 1122 |
+
b64 = msg.get("combined_audio_b64")
|
| 1123 |
+
if b64:
|
| 1124 |
+
data = base64.b64decode(b64)
|
| 1125 |
+
with tempfile.NamedTemporaryFile(delete=False, suffix=".wav") as tmp:
|
| 1126 |
+
tmp.write(data); path = tmp.name
|
| 1127 |
+
wav = au.Waveform.from_file(path).resample(worker.mrt.sample_rate).as_stereo()
|
| 1128 |
+
worker.reseed_splice(wav, anchor_bars=anchor)
|
| 1129 |
+
else:
|
| 1130 |
+
# fallback: model-side stream splice
|
| 1131 |
+
worker.reseed_splice(worker.params.combined_loop, anchor_bars=anchor)
|
| 1132 |
+
await send_json({"type":"status","splice":anchor})
|
| 1133 |
+
|
| 1134 |
+
elif mtype == "stop":
|
| 1135 |
+
if mode == "rt":
|
| 1136 |
+
websocket._rt_running = False
|
| 1137 |
+
else:
|
| 1138 |
+
with jam_lock:
|
| 1139 |
+
worker = jam_registry.get(msg.get("session_id"))
|
| 1140 |
+
if worker is not None:
|
| 1141 |
+
worker.stop()
|
| 1142 |
+
await send_json({"type":"stopped"}); break
|
| 1143 |
+
|
| 1144 |
+
elif mtype == "ping":
|
| 1145 |
+
await send_json({"type":"pong"})
|
| 1146 |
+
|
| 1147 |
+
else:
|
| 1148 |
+
await send_json({"type":"error","error":f"Unknown type {mtype}"})
|
| 1149 |
+
|
| 1150 |
+
except WebSocketDisconnect:
|
| 1151 |
+
# best-effort cleanup for bar-mode sessions started within this socket (optional)
|
| 1152 |
+
pass
|
| 1153 |
+
except Exception as e:
|
| 1154 |
+
try:
|
| 1155 |
+
await send_json({"type":"error","error":str(e)})
|
| 1156 |
+
except Exception:
|
| 1157 |
+
pass
|
| 1158 |
+
finally:
|
| 1159 |
+
try:
|
| 1160 |
+
await websocket.close()
|
| 1161 |
+
except Exception:
|
| 1162 |
+
pass
|