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Running on Zero
Running on Zero
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README.md
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#
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- **Model**: `small-music` (433M parameters)
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- **Duration**: 1–120 seconds
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- **Sample rate**: 44.1 kHz stereo
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- **Runs on CPU** (only a 1s ZeroGPU touch at startup; no GPU quota used per request)
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- Gradio 6.3.0 interface
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## API discovery endpoints
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- `GET /api/resources` lists callable capabilities, including each resource's method, endpoint, inputs, and output.
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- `GET /api/specs` lists server-wide specifications such as version, supported content types, limits, discovery URLs, CPU cores, total RAM, and storage total/used/free space.
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## Setup
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## License
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import os
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import platform
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import sys
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import shutil
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import tempfile
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import traceback
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import torch
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import torchaudio
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import gradio as gr
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import spaces
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from fastapi import FastAPI
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from fastapi.responses import JSONResponse
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from einops import rearrange
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from huggingface_hub import login
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from stable_audio_3 import StableAudioModel
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for _stream in (sys.stdout, sys.stderr):
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if hasattr(_stream, "reconfigure"):
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_stream.reconfigure(encoding="utf-8", errors="backslashreplace")
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hf_token = os.environ.get("HF_TOKEN")
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if hf_token:
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login(token=hf_token)
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# GPU touch removed — it was timing out and crashing the Space build.
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def _log(message):
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print(message.encode("ascii", "backslashreplace").decode("ascii"), flush=True)
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def _get_ram_bytes():
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try:
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with open("/proc/meminfo", "r", encoding="utf-8") as meminfo:
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for line in meminfo:
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if line.startswith("MemTotal:"):
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return int(line.split()[1]) * 1024
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except (FileNotFoundError, OSError, ValueError):
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pass
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return None
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# ---------------------------------------------------------------------------
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# API metadata
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# ---------------------------------------------------------------------------
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API_RESOURCES = {
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"audio_generation": {
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"name": "Audio generation",
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"description": "Generate music or sound effects from a text prompt.",
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"endpoint": "/api/audio/generate",
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"method": "POST",
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"input": {
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"prompt": "string",
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"duration": "number (1-120 seconds)",
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"steps": "integer (1-50)",
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"cfg_scale": "number (0-10)",
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"seed": "integer (-1 for random)",
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"model": "small-music | small-sfx",
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},
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"output": "WAV audio file",
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}
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}
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API_SPECS = {
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"name": "Respite API",
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"version": "1.0.0",
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"description": "General-purpose AI API server with audio generation capabilities.",
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"base_path": "/respite",
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"authentication": "none",
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"content_types": ["application/json", "audio/wav"],
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"resources_endpoint": "/respite/resources",
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"specs_endpoint": "/respite/specs",
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"limits": {
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"max_concurrent_requests": 1,
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"max_queue_size": 4,
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"audio_max_duration_seconds": 120,
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},
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}
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def _get_runtime_specs():
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storage = shutil.disk_usage(os.getcwd())
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return {
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"platform": platform.platform(),
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"python_version": platform.python_version(),
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"cpu_cores": os.cpu_count(),
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"ram_bytes": _get_ram_bytes(),
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"storage_total_bytes": storage.total,
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"storage_used_bytes": storage.used,
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"storage_free_bytes": storage.free,
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}
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# ---------------------------------------------------------------------------
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# Model cache
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# ---------------------------------------------------------------------------
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MODEL_CACHE = {}
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def load_model(model_name):
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if model_name not in MODEL_CACHE:
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_log(f"Loading {model_name} model...")
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model = StableAudioModel.from_pretrained(model_name, device="cpu")
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MODEL_CACHE[model_name] = model
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_log(f"{model_name} loaded successfully!")
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return MODEL_CACHE[model_name]
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def generate_audio(prompt, duration, steps, cfg_scale, seed, model_name):
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_log(
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f"Generating with {model_name}: prompt='{prompt}', "
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f"duration={duration}s, steps={steps}, cfg={cfg_scale}, seed={seed}"
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)
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model = load_model(model_name)
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audio = model.generate(
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prompt=prompt, duration=duration, steps=steps,
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cfg_scale=cfg_scale, seed=seed, batch_size=1,
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)
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audio = rearrange(audio, "b d n -> d (b n)")
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audio = audio.to(torch.float32).clamp(-1, 1).mul(32767).to(torch.int16).cpu()
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output_path = os.path.join(
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tempfile.gettempdir(),
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f"stable_audio_{seed}_{hash(prompt) & 0xFFFFFFFF:08x}.wav",
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)
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torchaudio.save(output_path, audio, 44100)
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_log("Generation complete!")
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return output_path
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# ---------------------------------------------------------------------------
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# Gradio UI
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# ---------------------------------------------------------------------------
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with gr.Blocks(title="Respite API") as demo:
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gr.Markdown("# Respite API - Music & SFX Generation")
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gr.Markdown(
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"Generate music and sound effects using "
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"Stability AI's Stable Audio 3 Small models."
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)
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with gr.Row():
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with gr.Column():
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model_name = gr.Dropdown(
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choices=["small-music", "small-sfx"],
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value="small-music", label="Model",
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)
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prompt = gr.Textbox(
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label="Prompt",
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placeholder="Describe the music or sound effect you want to generate...",
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lines=2,
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)
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duration = gr.Slider(minimum=1, maximum=120, value=30, step=1, label="Duration (seconds)")
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steps = gr.Slider(minimum=1, maximum=50, value=8, step=1, label="Steps")
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cfg_scale = gr.Slider(minimum=0.0, maximum=10.0, value=1.0, step=0.1, label="CFG Scale")
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seed = gr.Number(value=-1, label="Seed (-1 for random)")
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btn = gr.Button("Generate", variant="primary")
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with gr.Column():
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audio_output = gr.Audio(label="Generated Audio", type="filepath")
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btn.click(
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fn=generate_audio,
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inputs=[prompt, duration, steps, cfg_scale, seed, model_name],
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outputs=audio_output,
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)
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# ---------------------------------------------------------------------------
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# Inject discovery routes into Gradio's internal FastAPI server.
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#
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# The HF Spaces Gradio runner calls demo.launch() directly, so our own
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# FastAPI app is never served. We monkey-patch Blocks.launch so that
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# AFTER Gradio creates its server, we inject routes onto that server.
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# ---------------------------------------------------------------------------
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_original_blocks_launch = gr.Blocks.launch
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def _patched_blocks_launch(self, *args, **kwargs):
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_log("Intercepted Blocks.launch() - calling original...")
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try:
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result = _original_blocks_launch(self, *args, **kwargs)
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except Exception:
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_log("ERROR in original launch:")
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_log(traceback.format_exc())
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raise
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if self is demo:
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try:
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fa_app = getattr(self, "app", None)
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_log(f"demo.app is: {fa_app}")
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if fa_app is not None:
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@fa_app.get("/respite/resources")
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def _resources():
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return JSONResponse({"resources": API_RESOURCES})
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@fa_app.get("/respite/specs")
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def _specs():
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return JSONResponse({**API_SPECS, "runtime": _get_runtime_specs()})
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_log("Respite API routes injected successfully")
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else:
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_log("Warning: demo.app is None after launch")
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except Exception:
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_log("ERROR injecting routes:")
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_log(traceback.format_exc())
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return result
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gr.Blocks.launch = _patched_blocks_launch
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demo.queue(max_size=4, default_concurrency_limit=1)
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