- {remoteStream ? (
+ {remoteStream && isAudioOnly ? (
+
+ {/* Hidden audio element for actual playback */}
+
+ {/* Audio visualization */}
+
+ {/* Animated concentric circles */}
+ {isAudioPlaying && (
+ <>
+
+
+
+ >
+ )}
+ {/* Speaker icon */}
+
+
+ {/* Status text */}
+
+
+ {isAudioPlaying ? "Playing audio..." : "Audio ready"}
+
+
+
+ ) : remoteStream ? (
= {
supportedModes: ["video"],
defaultMode: "video",
},
+ vibevoice: {
+ name: "VibeVoice",
+ about: "Streaming text-to-speech pipeline that outputs audio chunks.",
+ requiresModels: false,
+ supportedModes: ["text"],
+ defaultMode: "text",
+ },
};
export function pipelineSupportsLoRA(pipelineId: string): boolean {
diff --git a/frontend/src/hooks/useWebRTC.ts b/frontend/src/hooks/useWebRTC.ts
index faefe0b3..7584ca53 100644
--- a/frontend/src/hooks/useWebRTC.ts
+++ b/frontend/src/hooks/useWebRTC.ts
@@ -44,7 +44,11 @@ export function useWebRTC(options?: UseWebRTCOptions) {
const queuedCandidatesRef = useRef([]);
const startStream = useCallback(
- async (initialParameters?: InitialParameters, stream?: MediaStream) => {
+ async (
+ initialParameters?: InitialParameters,
+ stream?: MediaStream,
+ pipelineId?: string
+ ) => {
if (isConnecting || peerConnectionRef.current) return;
setIsConnecting(true);
@@ -127,7 +131,7 @@ export function useWebRTC(options?: UseWebRTCOptions) {
console.error("Data channel error:", error);
};
- // Add video track for sending to server only if stream is provided
+ // Add media tracks based on pipeline type
if (stream) {
stream.getTracks().forEach(track => {
if (track.kind === "video") {
@@ -137,10 +141,11 @@ export function useWebRTC(options?: UseWebRTCOptions) {
});
} else {
console.log(
- "No video stream provided - adding video transceiver for no-input pipelines"
+ "No media stream provided - adding transceiver for no-input pipelines"
);
- // For no-video-input pipelines, add a video transceiver to establish proper WebRTC connection
- pc.addTransceiver("video");
+ const mediaKind = pipelineId === "vibevoice" ? "audio" : "video";
+ // For no-input pipelines, add a transceiver to establish proper WebRTC connection
+ pc.addTransceiver(mediaKind);
}
// Named event handlers
diff --git a/frontend/src/lib/api.ts b/frontend/src/lib/api.ts
index 9e657d44..47e14afb 100644
--- a/frontend/src/lib/api.ts
+++ b/frontend/src/lib/api.ts
@@ -23,6 +23,7 @@ export interface WebRTCOfferRequest {
noise_controller?: boolean;
manage_cache?: boolean;
kv_cache_attention_bias?: number;
+ text?: string;
};
}
@@ -63,6 +64,11 @@ export interface KreaRealtimeVideoLoadParams extends PipelineLoadParams {
lora_merge_mode?: "permanent_merge" | "runtime_peft";
}
+export interface VibeVoiceLoadParams extends PipelineLoadParams {
+ audio_path?: string;
+ chunk_size?: number;
+}
+
export interface PipelineLoadRequest {
pipeline_id?: string;
load_params?:
@@ -70,6 +76,7 @@ export interface PipelineLoadRequest {
| StreamDiffusionV2LoadParams
| LongLiveLoadParams
| KreaRealtimeVideoLoadParams
+ | VibeVoiceLoadParams
| null;
}
diff --git a/frontend/src/pages/StreamPage.tsx b/frontend/src/pages/StreamPage.tsx
index 212c07b3..a89aa6e6 100644
--- a/frontend/src/pages/StreamPage.tsx
+++ b/frontend/src/pages/StreamPage.tsx
@@ -722,6 +722,7 @@ export function StreamPage() {
kv_cache_attention_bias?: number;
spout_sender?: { enabled: boolean; name: string };
spout_receiver?: { enabled: boolean; name: string };
+ text?: string;
} = {
// Signal the intended input mode to the backend so it doesn't
// briefly fall back to text mode before video frames arrive
@@ -766,11 +767,15 @@ export function StreamPage() {
initialParameters.spout_receiver = settings.spoutReceiver;
}
+ if (pipelineIdToUse === "vibevoice") {
+ initialParameters.text = promptItems[0]?.text ?? "";
+ }
+
// Reset paused state when starting a fresh stream
updateSettings({ paused: false });
// Pipeline is loaded, now start WebRTC stream
- startStream(initialParameters, streamToSend);
+ startStream(initialParameters, streamToSend, pipelineIdToUse);
return true; // Stream started successfully
} catch (error) {
@@ -849,6 +854,7 @@ export function StreamPage() {
pipelineError={pipelineError}
isPlaying={!settings.paused}
isDownloading={isDownloading}
+ isAudioOnly={settings.pipelineId === "vibevoice"}
onPlayPauseToggle={() => {
// Use timeline's play/pause handler instead of direct video toggle
if (timelinePlayPauseRef.current) {
diff --git a/frontend/src/types/index.ts b/frontend/src/types/index.ts
index 95bf3e1a..e0be03eb 100644
--- a/frontend/src/types/index.ts
+++ b/frontend/src/types/index.ts
@@ -3,7 +3,8 @@ export type PipelineId =
| "passthrough"
| "longlive"
| "krea-realtime-video"
- | "reward-forcing";
+ | "reward-forcing"
+ | "vibevoice";
// Input mode for pipeline operation
export type InputMode = "text" | "video";
diff --git a/pyproject.toml b/pyproject.toml
index 307642f9..ab66a42d 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -38,7 +38,8 @@ dependencies = [
"easydict>=1.13",
"diffusers>=0.31.0",
"ftfy>=6.3.1",
- "transformers>=4.49.0",
+ "transformers==4.51.3", # Pinned for VibeVoice compatibility
+ "vibevoice @ git+https://github.com/microsoft/VibeVoice.git",
"einops>=0.8.1",
"lmdb>=1.7.3",
"omegaconf>=2.3.0",
@@ -149,6 +150,9 @@ known-first-party = ["src"]
requires = ["hatchling", "editables"]
build-backend = "hatchling.build"
+[tool.hatch.metadata]
+allow-direct-references = true
+
[tool.hatch.build.targets.wheel]
packages = ["src/scope"]
diff --git a/src/scope/core/pipelines/__init__.py b/src/scope/core/pipelines/__init__.py
index 9ea63303..b0d8674d 100644
--- a/src/scope/core/pipelines/__init__.py
+++ b/src/scope/core/pipelines/__init__.py
@@ -24,6 +24,10 @@ def __getattr__(name):
from .passthrough.pipeline import PassthroughPipeline
return PassthroughPipeline
+ elif name == "VibeVoicePipeline":
+ from .vibevoice.pipeline import VibeVoicePipeline
+
+ return VibeVoicePipeline
# Config classes
elif name == "BasePipelineConfig":
from .schema import BasePipelineConfig
@@ -45,6 +49,10 @@ def __getattr__(name):
from .schema import PassthroughConfig
return PassthroughConfig
+ elif name == "VibeVoiceConfig":
+ from .schema import VibeVoiceConfig
+
+ return VibeVoiceConfig
raise AttributeError(f"module {__name__!r} has no attribute {name!r}")
@@ -55,10 +63,12 @@ def __getattr__(name):
"RewardForcingPipeline",
"StreamDiffusionV2Pipeline",
"PassthroughPipeline",
+ "VibeVoicePipeline",
# Config classes
"BasePipelineConfig",
"LongLiveConfig",
"StreamDiffusionV2Config",
"KreaRealtimeVideoConfig",
"PassthroughConfig",
+ "VibeVoiceConfig",
]
diff --git a/src/scope/core/pipelines/registry.py b/src/scope/core/pipelines/registry.py
index 493804be..77e16dd3 100644
--- a/src/scope/core/pipelines/registry.py
+++ b/src/scope/core/pipelines/registry.py
@@ -73,6 +73,7 @@ def _register_pipelines():
from .passthrough.pipeline import PassthroughPipeline
from .reward_forcing.pipeline import RewardForcingPipeline
from .streamdiffusionv2.pipeline import StreamDiffusionV2Pipeline
+ from .vibevoice.pipeline import VibeVoicePipeline
# Register each pipeline with its ID from its config class
for pipeline_class in [
@@ -81,6 +82,7 @@ def _register_pipelines():
StreamDiffusionV2Pipeline,
PassthroughPipeline,
RewardForcingPipeline,
+ VibeVoicePipeline,
]:
config_class = pipeline_class.get_config_class()
PipelineRegistry.register(config_class.pipeline_id, pipeline_class)
diff --git a/src/scope/core/pipelines/schema.py b/src/scope/core/pipelines/schema.py
index db11474e..88210262 100644
--- a/src/scope/core/pipelines/schema.py
+++ b/src/scope/core/pipelines/schema.py
@@ -418,6 +418,22 @@ class PassthroughConfig(BasePipelineConfig):
)
+class VibeVoiceConfig(BasePipelineConfig):
+ """Configuration for VibeVoice text-to-speech pipeline."""
+
+ pipeline_id: ClassVar[str] = "vibevoice"
+ pipeline_name: ClassVar[str] = "VibeVoice"
+ pipeline_description: ClassVar[str] = "Streamed text-to-speech generation"
+
+ # Text-only pipeline
+ supported_modes: ClassVar[list[InputMode]] = ["text"]
+ default_mode: ClassVar[InputMode] = "text"
+
+ # Keep minimal defaults (not used for audio generation but required by base model)
+ height: int = Field(default=256, ge=1, description="Placeholder height")
+ width: int = Field(default=256, ge=1, description="Placeholder width")
+
+
# Registry of pipeline config classes
PIPELINE_CONFIGS: dict[str, type[BasePipelineConfig]] = {
"longlive": LongLiveConfig,
@@ -425,6 +441,7 @@ class PassthroughConfig(BasePipelineConfig):
"krea-realtime-video": KreaRealtimeVideoConfig,
"reward-forcing": RewardForcingConfig,
"passthrough": PassthroughConfig,
+ "vibevoice": VibeVoiceConfig,
}
diff --git a/src/scope/core/pipelines/vibevoice/__init__.py b/src/scope/core/pipelines/vibevoice/__init__.py
new file mode 100644
index 00000000..bc2bdeea
--- /dev/null
+++ b/src/scope/core/pipelines/vibevoice/__init__.py
@@ -0,0 +1,3 @@
+from .pipeline import VibeVoicePipeline
+
+__all__ = ["VibeVoicePipeline"]
diff --git a/src/scope/core/pipelines/vibevoice/pipeline.py b/src/scope/core/pipelines/vibevoice/pipeline.py
new file mode 100644
index 00000000..a4a64943
--- /dev/null
+++ b/src/scope/core/pipelines/vibevoice/pipeline.py
@@ -0,0 +1,419 @@
+import copy
+import logging
+import os
+import threading
+from pathlib import Path
+from typing import TYPE_CHECKING
+
+import numpy as np
+import torch
+
+from ..interface import Pipeline, Requirements
+from ..schema import VibeVoiceConfig
+
+if TYPE_CHECKING:
+ from ..schema import BasePipelineConfig
+
+
+logger = logging.getLogger(__name__)
+
+
+def _resample_audio(audio: np.ndarray, source_rate: int, target_rate: int) -> np.ndarray:
+ """Naive linear resampling to match WebRTC's expected sample rate."""
+ if source_rate == target_rate or audio.size == 0:
+ return audio
+
+ # Generate target indices and interpolate
+ duration = audio.shape[0] / source_rate
+ target_length = int(duration * target_rate)
+ target_positions = np.linspace(0, audio.shape[0] - 1, num=target_length)
+ resampled = np.interp(target_positions, np.arange(audio.shape[0]), audio)
+ return resampled.astype(audio.dtype)
+
+
+def _generate_fallback_tone(duration_seconds: float, sample_rate: int) -> np.ndarray:
+ """Generate a short fallback tone so the player has audible output."""
+ t = np.linspace(0, duration_seconds, int(sample_rate * duration_seconds), endpoint=False)
+ # 440Hz sine wave scaled to int16
+ tone = 0.2 * np.sin(2 * np.pi * 440 * t)
+ return (tone * 32767).astype(np.int16)
+
+
+class VibeVoicePipeline(Pipeline):
+ """Real-time text-to-speech pipeline using Microsoft VibeVoice."""
+
+ # VibeVoice outputs at 24kHz, we upsample to 48kHz for WebRTC
+ vibevoice_sample_rate = 24_000
+ target_sample_rate = 48_000
+ default_chunk_size = 960 # 20ms @ 48k, aligns with common WebRTC audio pacing
+
+ @classmethod
+ def get_config_class(cls) -> type["BasePipelineConfig"]:
+ return VibeVoiceConfig
+
+ def __init__(
+ self,
+ model_path: str = "microsoft/VibeVoice-Realtime-0.5B",
+ speaker_name: str = "Emma",
+ device: str | None = None,
+ chunk_size: int | None = None,
+ cfg_scale: float = 1.5,
+ ):
+ """Initialize VibeVoice pipeline.
+
+ Args:
+ model_path: Path to the HuggingFace model
+ speaker_name: Name of the speaker voice to use
+ device: Device for inference (cuda/mps/cpu), auto-detected if None
+ chunk_size: Size of audio chunks to stream
+ cfg_scale: Classifier-free guidance scale for generation
+ """
+ self.model_path = model_path
+ self.speaker_name = speaker_name
+ self.chunk_size = chunk_size or self.default_chunk_size
+ self.cfg_scale = cfg_scale
+
+ # Auto-detect device if not specified
+ if device is None:
+ if torch.cuda.is_available():
+ device = "cuda"
+ elif torch.backends.mps.is_available():
+ device = "mps"
+ else:
+ device = "cpu"
+
+ # Normalize 'mpx' typo to 'mps'
+ if device.lower() == "mpx":
+ device = "mps"
+
+ # Validate mps availability
+ if device == "mps" and not torch.backends.mps.is_available():
+ logger.warning("MPS not available, falling back to CPU")
+ device = "cpu"
+
+ self.device = device
+ logger.info(f"VibeVoice using device: {self.device}")
+
+ # Lazy initialization of model components
+ self._model = None
+ self._processor = None
+ self._voice_mapper = None
+ self._voice_sample = None
+
+ # Audio buffer for streaming
+ self._audio_buffer: np.ndarray | None = None
+ self._position = 0
+ self._lock = threading.Lock()
+ self._last_text: str | None = None
+
+ def _ensure_initialized(self):
+ """Lazy load model and processor on first use."""
+ if self._model is not None:
+ return
+
+ logger.info(f"Loading VibeVoice model from {self.model_path}")
+
+ try:
+ # Import VibeVoice modules
+ from vibevoice.modular.modeling_vibevoice_streaming_inference import (
+ VibeVoiceStreamingForConditionalGenerationInference,
+ )
+ from vibevoice.processor.vibevoice_streaming_processor import (
+ VibeVoiceStreamingProcessor,
+ )
+ except ImportError as e:
+ logger.error("Failed to import VibeVoice modules. Make sure VibeVoice is installed.")
+ logger.error("Install from: /home/user/VibeVoice")
+ raise RuntimeError(
+ "VibeVoice not available. Please install it from ~/VibeVoice"
+ ) from e
+
+ # Load processor
+ self._processor = VibeVoiceStreamingProcessor.from_pretrained(self.model_path)
+
+ # Determine dtype and attention implementation based on device
+ if self.device == "mps":
+ load_dtype = torch.float32
+ attn_impl = "sdpa"
+ elif self.device == "cuda":
+ load_dtype = torch.bfloat16
+ attn_impl = "flash_attention_2"
+ else: # cpu
+ load_dtype = torch.float32
+ attn_impl = "sdpa"
+
+ logger.info(f"Loading model with dtype={load_dtype}, attn_implementation={attn_impl}")
+
+ # Load model with device-specific settings
+ try:
+ if self.device == "mps":
+ self._model = VibeVoiceStreamingForConditionalGenerationInference.from_pretrained(
+ self.model_path,
+ torch_dtype=load_dtype,
+ attn_implementation=attn_impl,
+ device_map=None,
+ )
+ self._model.to("mps")
+ elif self.device == "cuda":
+ self._model = VibeVoiceStreamingForConditionalGenerationInference.from_pretrained(
+ self.model_path,
+ torch_dtype=load_dtype,
+ device_map="cuda",
+ attn_implementation=attn_impl,
+ )
+ else: # cpu
+ self._model = VibeVoiceStreamingForConditionalGenerationInference.from_pretrained(
+ self.model_path,
+ torch_dtype=load_dtype,
+ device_map="cpu",
+ attn_implementation=attn_impl,
+ )
+ except Exception as e:
+ if attn_impl == "flash_attention_2":
+ logger.warning(f"Failed with flash_attention_2: {e}")
+ logger.warning("Retrying with SDPA (may result in lower audio quality)")
+ self._model = VibeVoiceStreamingForConditionalGenerationInference.from_pretrained(
+ self.model_path,
+ torch_dtype=load_dtype,
+ device_map=(self.device if self.device in ("cuda", "cpu") else None),
+ attn_implementation="sdpa",
+ )
+ if self.device == "mps":
+ self._model.to("mps")
+ else:
+ raise
+
+ self._model.eval()
+ self._model.set_ddpm_inference_steps(num_steps=5)
+
+ # Load voice sample
+ self._load_voice_sample()
+
+ logger.info("VibeVoice model loaded successfully")
+
+ def _load_voice_sample(self):
+ """Load the voice sample for the specified speaker."""
+ # Try to find voices directory in multiple locations:
+ # 1. From VIBEVOICE_VOICES_DIR environment variable
+ # 2. In a local VibeVoice git clone at ~/VibeVoice
+ # 3. In the installed vibevoice package (if demo files were included)
+
+ voices_dir = None
+
+ # Try environment variable first
+ env_voices_dir = os.environ.get("VIBEVOICE_VOICES_DIR")
+ if env_voices_dir:
+ voices_dir = Path(env_voices_dir)
+ if voices_dir.exists():
+ logger.info(f"Using voices from VIBEVOICE_VOICES_DIR: {voices_dir}")
+
+ # Try local VibeVoice clone
+ if not voices_dir or not voices_dir.exists():
+ local_voices = Path.home() / "VibeVoice" / "demo" / "voices" / "streaming_model"
+ if local_voices.exists():
+ voices_dir = local_voices
+ logger.info(f"Using voices from local VibeVoice clone: {voices_dir}")
+
+ # Try installed package
+ if not voices_dir or not voices_dir.exists():
+ try:
+ import vibevoice
+ pkg_voices = Path(vibevoice.__file__).parent.parent / "demo" / "voices" / "streaming_model"
+ if pkg_voices.exists():
+ voices_dir = pkg_voices
+ logger.info(f"Using voices from installed package: {voices_dir}")
+ except (ImportError, AttributeError):
+ pass
+
+ if not voices_dir or not voices_dir.exists():
+ logger.error(
+ "Voices directory not found. Tried:\n"
+ f" - VIBEVOICE_VOICES_DIR environment variable\n"
+ f" - ~/VibeVoice/demo/voices/streaming_model\n"
+ f" - Installed vibevoice package\n"
+ )
+ raise RuntimeError(
+ "Voice files not found. Please either:\n"
+ " 1. Clone VibeVoice to ~/VibeVoice: git clone https://github.com/microsoft/VibeVoice.git ~/VibeVoice\n"
+ " 2. Set VIBEVOICE_VOICES_DIR to point to the voices/streaming_model directory"
+ )
+
+ # Find matching voice file
+ voice_files = list(voices_dir.glob("*.pt"))
+ voice_map = {f.stem: f for f in voice_files}
+
+ # Try exact match or partial match
+ voice_path = None
+ if self.speaker_name in voice_map:
+ voice_path = voice_map[self.speaker_name]
+ else:
+ # Try partial matching (case insensitive)
+ speaker_lower = self.speaker_name.lower()
+ for name, path in voice_map.items():
+ if speaker_lower in name.lower() or name.lower() in speaker_lower:
+ voice_path = path
+ break
+
+ # Default to en-Emma_woman if no match
+ if voice_path is None:
+ default_name = "en-Emma_woman"
+ voice_path = voice_map.get(default_name)
+ if voice_path is None and voice_files:
+ voice_path = voice_files[0]
+ logger.warning(
+ f"Speaker '{self.speaker_name}' not found, using {voice_path.stem if voice_path else 'default'}"
+ )
+
+ if voice_path is None:
+ raise RuntimeError("No voice files found in voices directory")
+
+ logger.info(f"Loading voice sample: {voice_path}")
+ target_device = self.device if self.device != "cpu" else "cpu"
+ self._voice_sample = torch.load(voice_path, map_location=target_device, weights_only=False)
+
+ # Interface compatibility -------------------------------------------------
+ def prepare(self, **kwargs) -> Requirements:
+ """Generate audio from text and prepare for streaming."""
+ # Ensure model is loaded
+ self._ensure_initialized()
+
+ # Extract text from kwargs
+ text = kwargs.get("text")
+
+ # Check for transition.target_prompts first (takes precedence over old prompts)
+ transition = kwargs.get("transition")
+ prompts = None
+ if transition and isinstance(transition, dict):
+ prompts = transition.get("target_prompts")
+
+ # Fall back to direct prompts if no transition
+ if not prompts:
+ prompts = kwargs.get("prompts") or []
+
+ # Extract new text
+ new_text = None
+ if text:
+ new_text = text
+ elif prompts:
+ # Use the first prompt's text as the input text
+ first = prompts[0]
+ if isinstance(first, dict):
+ new_text = first.get("text")
+ else:
+ new_text = getattr(first, "text", None)
+
+ # Check if text has changed - if so, reset position
+ text_changed = new_text != self._last_text
+ self._last_text = new_text
+
+ if not self._last_text:
+ logger.warning("No text provided for VibeVoice generation")
+ with self._lock:
+ self._audio_buffer = _generate_fallback_tone(3.0, self.vibevoice_sample_rate)
+ self._position = 0
+ return Requirements(input_size=1)
+
+ # If text changed, reset position to start from beginning
+ if text_changed:
+ with self._lock:
+ self._position = 0
+
+ # Update chunk size if provided
+ chunk_size = kwargs.get("chunk_size")
+ if chunk_size:
+ self.chunk_size = chunk_size
+
+ # Generate audio
+ logger.info(f"Generating audio for text: {self._last_text[:100]}...")
+
+ try:
+ # Prepare inputs
+ inputs = self._processor.process_input_with_cached_prompt(
+ text=self._last_text,
+ cached_prompt=self._voice_sample,
+ padding=True,
+ return_tensors="pt",
+ return_attention_mask=True,
+ )
+
+ # Move tensors to device
+ for k, v in inputs.items():
+ if torch.is_tensor(v):
+ inputs[k] = v.to(self.device)
+
+ # Generate audio
+ with torch.no_grad():
+ outputs = self._model.generate(
+ **inputs,
+ max_new_tokens=None,
+ cfg_scale=self.cfg_scale,
+ tokenizer=self._processor.tokenizer,
+ generation_config={"do_sample": False},
+ verbose=False,
+ all_prefilled_outputs=copy.deepcopy(self._voice_sample),
+ )
+
+ # Extract audio (outputs.speech_outputs is a list with one tensor per batch item)
+ if outputs.speech_outputs and outputs.speech_outputs[0] is not None:
+ audio_tensor = outputs.speech_outputs[0] # Shape: (audio_samples,) or (1, audio_samples)
+
+ # Convert to numpy int16 (handle bfloat16 by converting to float32 first)
+ if audio_tensor.dtype == torch.bfloat16:
+ audio_tensor = audio_tensor.float()
+ audio_np = audio_tensor.cpu().numpy()
+
+ # Flatten if multi-dimensional
+ if audio_np.ndim > 1:
+ audio_np = audio_np.flatten()
+
+ # Clamp to [-1, 1] and convert to int16
+ audio_np = np.clip(audio_np, -1.0, 1.0)
+ audio_int16 = (audio_np * 32767).astype(np.int16)
+
+ # Resample from 24kHz to 48kHz
+ audio_48k = _resample_audio(
+ audio_int16,
+ self.vibevoice_sample_rate,
+ self.target_sample_rate,
+ )
+
+ with self._lock:
+ self._audio_buffer = audio_48k
+ self._position = 0
+
+ audio_duration = audio_int16.shape[0] / self.vibevoice_sample_rate
+ logger.info(f"Generated {audio_duration:.2f}s of audio ({audio_48k.shape[0]} samples @ 48kHz)")
+ else:
+ logger.error("VibeVoice generation returned no audio")
+ with self._lock:
+ self._audio_buffer = _generate_fallback_tone(3.0, self.target_sample_rate)
+ self._position = 0
+
+ except Exception as e:
+ logger.error(f"VibeVoice generation failed: {e}", exc_info=True)
+ with self._lock:
+ self._audio_buffer = _generate_fallback_tone(3.0, self.target_sample_rate)
+ self._position = 0
+
+ return Requirements(input_size=1)
+
+ def __call__(self, **kwargs) -> torch.Tensor | None:
+ """Return the next chunk of audio as a tensor in [-1, 1] range."""
+ reset_requested = kwargs.get("init_cache") or kwargs.get("reset_cache")
+ if reset_requested:
+ self.prepare(**kwargs)
+
+ with self._lock:
+ if self._audio_buffer is None or self._audio_buffer.size == 0:
+ return None
+
+ if self._position >= self._audio_buffer.shape[0]:
+ return None
+
+ end = min(self._position + self.chunk_size, self._audio_buffer.shape[0])
+ chunk = self._audio_buffer[self._position : end]
+ self._position = end
+
+ # Normalize to [-1, 1] float32 for downstream processing
+ chunk_float = np.clip(chunk.astype(np.float32) / 32767.0, -1.0, 1.0)
+ return torch.from_numpy(chunk_float)
diff --git a/src/scope/server/pipeline_manager.py b/src/scope/server/pipeline_manager.py
index 884bd43b..7b8d9500 100644
--- a/src/scope/server/pipeline_manager.py
+++ b/src/scope/server/pipeline_manager.py
@@ -491,6 +491,19 @@ def _load_pipeline_implementation(
logger.info("RewardForcing pipeline initialized")
return pipeline
+ elif pipeline_id == "vibevoice":
+ from scope.core.pipelines import VibeVoicePipeline
+
+ chunk_size = None
+ if load_params:
+ chunk_size = load_params.get("chunk_size")
+
+ pipeline = VibeVoicePipeline(
+ chunk_size=chunk_size,
+ )
+ logger.info("VibeVoice pipeline initialized")
+ return pipeline
+
else:
raise ValueError(f"Invalid pipeline ID: {pipeline_id}")
diff --git a/src/scope/server/schema.py b/src/scope/server/schema.py
index 1916dab7..1aca1320 100644
--- a/src/scope/server/schema.py
+++ b/src/scope/server/schema.py
@@ -360,6 +360,21 @@ class KreaRealtimeVideoLoadParams(LoRAEnabledLoadParams):
)
+class VibeVoiceLoadParams(PipelineLoadParams):
+ """Load parameters for VibeVoice pipeline."""
+
+ audio_path: str | None = Field(
+ default=None,
+ description="Optional override path for the output audio file (wav).",
+ )
+ chunk_size: int | None = Field(
+ default=None,
+ description="Optional override for audio chunk size (samples per chunk).",
+ ge=160,
+ le=4096,
+ )
+
+
class PipelineLoadRequest(BaseModel):
"""Pipeline load request schema."""
@@ -371,6 +386,7 @@ class PipelineLoadRequest(BaseModel):
| PassthroughLoadParams
| LongLiveLoadParams
| KreaRealtimeVideoLoadParams
+ | VibeVoiceLoadParams
| None
) = Field(default=None, description="Pipeline-specific load parameters")
diff --git a/src/scope/server/tracks.py b/src/scope/server/tracks.py
index 6269ba9e..c707e815 100644
--- a/src/scope/server/tracks.py
+++ b/src/scope/server/tracks.py
@@ -3,10 +3,13 @@
import logging
import threading
import time
+from typing import Callable, Optional
from aiortc import MediaStreamTrack
from aiortc.mediastreams import VIDEO_CLOCK_RATE, VIDEO_TIME_BASE, MediaStreamError
-from av import VideoFrame
+from av import AudioFrame, VideoFrame
+import numpy as np
+import torch
from .frame_processor import FrameProcessor
from .pipeline_manager import PipelineManager
@@ -22,7 +25,7 @@ def __init__(
pipeline_manager: PipelineManager,
fps: int = 30,
initial_parameters: dict = None,
- notification_callback: callable = None,
+ notification_callback: Optional[Callable[[dict], None]] = None,
):
super().__init__()
self.pipeline_manager = pipeline_manager
@@ -173,3 +176,130 @@ async def stop(self):
self.frame_processor.stop()
await super().stop()
+
+
+class AudioProcessingTrack(MediaStreamTrack):
+ kind = "audio"
+
+ def __init__(
+ self,
+ pipeline_manager: PipelineManager,
+ initial_parameters: dict | None = None,
+ notification_callback: Optional[Callable[[dict], None]] = None,
+ chunk_size: int = 960,
+ ):
+ super().__init__()
+ self.pipeline_manager = pipeline_manager
+ self.parameters = initial_parameters or {}
+ self.notification_callback = notification_callback
+
+ self.chunk_size = chunk_size
+ self.sample_rate = 48_000
+ self.time_base = fractions.Fraction(1, self.sample_rate)
+ self.timestamp = 0
+
+ self._prepared = False
+ self._reset_requested = True
+ self._lock = threading.Lock()
+ self._paused = False
+ self._stop_notified = False
+
+ def _prepare_pipeline(self):
+ pipeline = self.pipeline_manager.get_pipeline()
+ pipeline.prepare(**self.parameters, chunk_size=self.chunk_size)
+ self.sample_rate = getattr(pipeline, "sample_rate", self.sample_rate)
+ self.time_base = fractions.Fraction(1, self.sample_rate)
+ # Reset timestamp to start from beginning when new audio is prepared
+ self.timestamp = 0
+ self._prepared = True
+
+ def update_parameters(self, params: dict):
+ with self._lock:
+ # When a transition is received, clear old prompts so transition.target_prompts takes precedence
+ if "transition" in params and "prompts" in self.parameters:
+ self.parameters.pop("prompts", None)
+ self.parameters.update(params)
+ if "chunk_size" in params and isinstance(params["chunk_size"], int):
+ self.chunk_size = params["chunk_size"]
+ self._reset_requested = True
+
+ def pause(self, paused: bool):
+ self._paused = paused
+
+ async def stop(self):
+ """Stop the audio track and cleanup resources."""
+ await super().stop()
+
+ def _next_chunk(self) -> np.ndarray | None:
+ with self._lock:
+ reset_cache = False
+ if self._reset_requested or not self._prepared:
+ self._prepare_pipeline()
+ reset_cache = True # Signal pipeline to reset on first call after prepare
+ self._reset_requested = False
+
+ pipeline = self.pipeline_manager.get_pipeline()
+ try:
+ call_params = dict(self.parameters)
+ call_params["chunk_size"] = self.chunk_size
+ if reset_cache:
+ call_params["reset_cache"] = True
+ chunk_tensor = pipeline(**call_params)
+ except Exception as exc:
+ logger.error("AudioProcessingTrack: pipeline error %s", exc)
+ return None
+
+ if chunk_tensor is None:
+ return None
+
+ chunk_tensor = torch.as_tensor(chunk_tensor)
+ if chunk_tensor.numel() == 0:
+ return None
+
+ chunk_np = chunk_tensor.detach().cpu().numpy()
+ chunk_np = np.squeeze(chunk_np)
+ chunk_np = np.clip(chunk_np, -1.0, 1.0)
+ if chunk_np.dtype != np.int16:
+ chunk_np = (chunk_np * 32767.0).astype(np.int16)
+
+ return chunk_np
+
+ async def recv(self) -> AudioFrame:
+ if self.readyState != "live":
+ raise MediaStreamError
+
+ if self._paused:
+ await asyncio.sleep(self.chunk_size / self.sample_rate)
+ return self._silence_frame()
+
+ loop = asyncio.get_event_loop()
+ chunk = await loop.run_in_executor(None, self._next_chunk)
+
+ if chunk is None or chunk.size == 0:
+ # Audio finished, but keep session open - return silence and wait for new audio
+ # This allows the session to stay open so new prompts can trigger new audio
+ await asyncio.sleep(self.chunk_size / self.sample_rate)
+ return self._silence_frame()
+
+ # AudioFrame expects shape (channels, samples) for packed mono
+ frame = AudioFrame.from_ndarray(
+ chunk.reshape(1, -1), format="s16", layout="mono"
+ )
+ frame.sample_rate = self.sample_rate
+ frame.pts = self.timestamp
+ frame.time_base = self.time_base
+ self.timestamp += chunk.shape[0]
+
+ await asyncio.sleep(chunk.shape[0] / self.sample_rate)
+ return frame
+
+ def _silence_frame(self) -> AudioFrame:
+ silence = np.zeros(self.chunk_size, dtype=np.int16)
+ frame = AudioFrame.from_ndarray(
+ silence.reshape(1, -1), format="s16", layout="mono"
+ )
+ frame.sample_rate = self.sample_rate
+ frame.pts = self.timestamp
+ frame.time_base = self.time_base
+ self.timestamp += silence.shape[0]
+ return frame
diff --git a/src/scope/server/webrtc.py b/src/scope/server/webrtc.py
index d0d2c458..29cf0ac5 100644
--- a/src/scope/server/webrtc.py
+++ b/src/scope/server/webrtc.py
@@ -19,7 +19,7 @@
from .credentials import get_turn_credentials
from .pipeline_manager import PipelineManager
from .schema import WebRTCOfferRequest
-from .tracks import VideoProcessingTrack
+from .tracks import AudioProcessingTrack, VideoProcessingTrack
logger = logging.getLogger(__name__)
@@ -45,11 +45,13 @@ def __init__(
self,
pc: RTCPeerConnection,
video_track: MediaStreamTrack | None = None,
+ audio_track: MediaStreamTrack | None = None,
data_channel: RTCDataChannel | None = None,
):
self.id = str(uuid.uuid4())
self.pc = pc
self.video_track = video_track
+ self.audio_track = audio_track
self.data_channel = data_channel
async def close(self):
@@ -58,6 +60,8 @@ async def close(self):
# Stop video track first to properly cleanup FrameProcessor
if self.video_track is not None:
await self.video_track.stop()
+ if self.audio_track is not None:
+ await self.audio_track.stop()
if self.pc.connectionState not in ["closed", "failed"]:
await self.pc.close()
@@ -167,13 +171,24 @@ async def handle_offer(
# Create NotificationSender for this session to send notifications to the frontend
notification_sender = NotificationSender()
- video_track = VideoProcessingTrack(
- pipeline_manager,
- initial_parameters=initial_parameters,
- notification_callback=notification_sender.call,
- )
- session.video_track = video_track
- pc.addTrack(video_track)
+ # Choose media track based on loaded pipeline
+ pipeline_id = pipeline_manager.pipeline_id
+ if pipeline_id == "vibevoice":
+ audio_track = AudioProcessingTrack(
+ pipeline_manager,
+ initial_parameters=initial_parameters,
+ notification_callback=notification_sender.call,
+ )
+ session.audio_track = audio_track
+ pc.addTrack(audio_track)
+ else:
+ video_track = VideoProcessingTrack(
+ pipeline_manager,
+ initial_parameters=initial_parameters,
+ notification_callback=notification_sender.call,
+ )
+ session.video_track = video_track
+ pc.addTrack(video_track)
logger.info(f"Created new session: {session}")
@@ -228,18 +243,25 @@ def on_data_channel_message(message):
data = json.loads(message)
logger.info(f"Received parameter update: {data}")
- # Check for paused parameter and call pause() method on video track
- if "paused" in data and session.video_track:
- session.video_track.pause(data["paused"])
+ # Check for paused parameter and call pause() method on media tracks
+ target_track = session.video_track or session.audio_track
+ if "paused" in data and target_track and hasattr(
+ target_track, "pause"
+ ):
+ target_track.pause(data["paused"])
- # Send parameters to the frame processor
+ # Send parameters to the frame/audio processor
if session.video_track and hasattr(
session.video_track, "frame_processor"
):
session.video_track.frame_processor.update_parameters(data)
+ elif session.audio_track and hasattr(
+ session.audio_track, "update_parameters"
+ ):
+ session.audio_track.update_parameters(data)
else:
logger.warning(
- "No frame processor available for parameter update"
+ "No processor available for parameter update"
)
except json.JSONDecodeError as e:
diff --git a/uv.lock b/uv.lock
index 82d4a89b..c15f4c75 100644
--- a/uv.lock
+++ b/uv.lock
@@ -2,25 +2,37 @@ version = 1
revision = 3
requires-python = ">=3.10.12"
resolution-markers = [
- "python_full_version >= '3.12' and sys_platform == 'linux'",
+ "python_full_version >= '3.13' and sys_platform == 'linux'",
+ "python_full_version == '3.12.*' and sys_platform == 'linux'",
"python_full_version == '3.11.*' and sys_platform == 'linux'",
"python_full_version < '3.11' and sys_platform == 'linux'",
- "python_full_version >= '3.12' and sys_platform == 'win32'",
+ "python_full_version >= '3.13' and sys_platform == 'win32'",
+ "python_full_version == '3.12.*' and sys_platform == 'win32'",
"python_full_version == '3.11.*' and sys_platform == 'win32'",
"python_full_version < '3.11' and sys_platform == 'win32'",
- "python_full_version >= '3.12' and sys_platform != 'linux' and sys_platform != 'win32'",
+ "python_full_version >= '3.13' and sys_platform != 'linux' and sys_platform != 'win32'",
+ "python_full_version == '3.12.*' and sys_platform != 'linux' and sys_platform != 'win32'",
"python_full_version == '3.11.*' and sys_platform != 'linux' and sys_platform != 'win32'",
"python_full_version < '3.11' and sys_platform != 'linux' and sys_platform != 'win32'",
]
+[[package]]
+name = "absl-py"
+version = "2.3.1"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/10/2a/c93173ffa1b39c1d0395b7e842bbdc62e556ca9d8d3b5572926f3e4ca752/absl_py-2.3.1.tar.gz", hash = "sha256:a97820526f7fbfd2ec1bce83f3f25e3a14840dac0d8e02a0b71cd75db3f77fc9", size = 116588, upload-time = "2025-07-03T09:31:44.05Z" }
+wheels = [
+ { url = "https://files.pythonhosted.org/packages/8f/aa/ba0014cc4659328dc818a28827be78e6d97312ab0cb98105a770924dc11e/absl_py-2.3.1-py3-none-any.whl", hash = "sha256:eeecf07f0c2a93ace0772c92e596ace6d3d3996c042b2128459aaae2a76de11d", size = 135811, upload-time = "2025-07-03T09:31:42.253Z" },
+]
+
[[package]]
name = "accelerate"
-version = "1.11.0"
+version = "1.6.0"
source = { registry = "https://pypi.org/simple" }
dependencies = [
{ name = "huggingface-hub" },
{ name = "numpy", version = "2.2.6", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.11'" },
- { name = "numpy", version = "2.3.4", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.11'" },
+ { name = "numpy", version = "2.3.5", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.11'" },
{ name = "packaging" },
{ name = "psutil" },
{ name = "pyyaml" },
@@ -28,9 +40,18 @@ dependencies = [
{ name = "torch", version = "2.8.0", source = { registry = "https://pypi.org/simple" }, marker = "sys_platform != 'linux' and sys_platform != 'win32'" },
{ name = "torch", version = "2.8.0+cu128", source = { registry = "https://download.pytorch.org/whl/cu128" }, marker = "sys_platform == 'linux' or sys_platform == 'win32'" },
]
-sdist = { url = "https://files.pythonhosted.org/packages/23/60/2757c4f03a8705dbf80b1268b03881927878dca5ed07d74f733fb6c219e0/accelerate-1.11.0.tar.gz", hash = "sha256:bb1caf2597b4cd632b917b5000c591d10730bb024a79746f1ee205bba80bd229", size = 393715, upload-time = "2025-10-20T14:42:25.025Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/8a/6e/c29a1dcde7db07f47870ed63e5124086b11874ad52ccd533dc1ca2c799da/accelerate-1.6.0.tar.gz", hash = "sha256:28c1ef1846e690944f98b68dc7b8bb6c51d032d45e85dcbb3adb0c8b99dffb32", size = 363804, upload-time = "2025-04-01T11:53:03.037Z" }
+wheels = [
+ { url = "https://files.pythonhosted.org/packages/63/b1/8198e3cdd11a426b1df2912e3381018c4a4a55368f6d0857ba3ca418ef93/accelerate-1.6.0-py3-none-any.whl", hash = "sha256:1aee717d3d3735ad6d09710a7c26990ee4652b79b4e93df46551551b5227c2aa", size = 354748, upload-time = "2025-04-01T11:53:01.298Z" },
+]
+
+[[package]]
+name = "aiofiles"
+version = "24.1.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/0b/03/a88171e277e8caa88a4c77808c20ebb04ba74cc4681bf1e9416c862de237/aiofiles-24.1.0.tar.gz", hash = "sha256:22a075c9e5a3810f0c2e48f3008c94d68c65d763b9b03857924c99e57355166c", size = 30247, upload-time = "2024-06-24T11:02:03.584Z" }
wheels = [
- { url = "https://files.pythonhosted.org/packages/77/85/85951bc0f9843e2c10baaa1b6657227056095de08f4d1eea7d8b423a6832/accelerate-1.11.0-py3-none-any.whl", hash = "sha256:a628fa6beb069b8e549460fc449135d5bd8d73e7a11fd09f0bc9fc4ace7f06f1", size = 375777, upload-time = "2025-10-20T14:42:23.256Z" },
+ { url = "https://files.pythonhosted.org/packages/a5/45/30bb92d442636f570cb5651bc661f52b610e2eec3f891a5dc3a4c3667db0/aiofiles-24.1.0-py3-none-any.whl", hash = "sha256:b4ec55f4195e3eb5d7abd1bf7e061763e864dd4954231fb8539a0ef8bb8260e5", size = 15896, upload-time = "2024-06-24T11:02:01.529Z" },
]
[[package]]
@@ -176,15 +197,15 @@ wheels = [
[[package]]
name = "aioice"
-version = "0.10.1"
+version = "0.10.2"
source = { registry = "https://pypi.org/simple" }
dependencies = [
{ name = "dnspython" },
{ name = "ifaddr" },
]
-sdist = { url = "https://files.pythonhosted.org/packages/95/a2/45dfab1d5a7f96c48595a5770379acf406cdf02a2cd1ac1729b599322b08/aioice-0.10.1.tar.gz", hash = "sha256:5c8e1422103448d171925c678fb39795e5fe13d79108bebb00aa75a899c2094a", size = 44304, upload-time = "2025-04-13T08:15:25.629Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/67/04/df7286233f468e19e9bedff023b6b246182f0b2ccb04ceeb69b2994021c6/aioice-0.10.2.tar.gz", hash = "sha256:bf236c6829ee33c8e540535d31cd5a066b531cb56de2be94c46be76d68b1a806", size = 44307, upload-time = "2025-11-28T15:56:48.836Z" }
wheels = [
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+ { url = "https://files.pythonhosted.org/packages/c7/e3/0d23b1f930c17d371ce1ec36ee529f22fd19ebc2a07fe3418e3d1d884ce2/aioice-0.10.2-py3-none-any.whl", hash = "sha256:14911c15ab12d096dd14d372ebb4aecbb7420b52c9b76fdfcf54375dec17fcbf", size = 24875, upload-time = "2025-11-28T15:56:47.847Z" },
]
[[package]]
@@ -220,11 +241,11 @@ wheels = [
[[package]]
name = "annotated-doc"
-version = "0.0.3"
+version = "0.0.4"
source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/d7/a6/dc46877b911e40c00d395771ea710d5e77b6de7bacd5fdcd78d70cc5a48f/annotated_doc-0.0.3.tar.gz", hash = "sha256:e18370014c70187422c33e945053ff4c286f453a984eba84d0dbfa0c935adeda", size = 5535, upload-time = "2025-10-24T14:57:10.718Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/57/ba/046ceea27344560984e26a590f90bc7f4a75b06701f653222458922b558c/annotated_doc-0.0.4.tar.gz", hash = "sha256:fbcda96e87e9c92ad167c2e53839e57503ecfda18804ea28102353485033faa4", size = 7288, upload-time = "2025-11-10T22:07:42.062Z" }
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+ { url = "https://files.pythonhosted.org/packages/1e/d3/26bf1008eb3d2daa8ef4cacc7f3bfdc11818d111f7e2d0201bc6e3b49d45/annotated_doc-0.0.4-py3-none-any.whl", hash = "sha256:571ac1dc6991c450b25a9c2d84a3705e2ae7a53467b5d111c24fa8baabbed320", size = 5303, upload-time = "2025-11-10T22:07:40.673Z" },
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[[package]]
@@ -244,17 +265,16 @@ sdist = { url = "https://files.pythonhosted.org/packages/3e/38/7859ff46355f76f8d
[[package]]
name = "anyio"
-version = "4.11.0"
+version = "4.12.0"
source = { registry = "https://pypi.org/simple" }
dependencies = [
{ name = "exceptiongroup", marker = "python_full_version < '3.11'" },
{ name = "idna" },
- { name = "sniffio" },
{ name = "typing-extensions", marker = "python_full_version < '3.13'" },
]
-sdist = { url = "https://files.pythonhosted.org/packages/c6/78/7d432127c41b50bccba979505f272c16cbcadcc33645d5fa3a738110ae75/anyio-4.11.0.tar.gz", hash = "sha256:82a8d0b81e318cc5ce71a5f1f8b5c4e63619620b63141ef8c995fa0db95a57c4", size = 219094, upload-time = "2025-09-23T09:19:12.58Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/16/ce/8a777047513153587e5434fd752e89334ac33e379aa3497db860eeb60377/anyio-4.12.0.tar.gz", hash = "sha256:73c693b567b0c55130c104d0b43a9baf3aa6a31fc6110116509f27bf75e21ec0", size = 228266, upload-time = "2025-11-28T23:37:38.911Z" }
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+ { url = "https://files.pythonhosted.org/packages/7f/9c/36c5c37947ebfb8c7f22e0eb6e4d188ee2d53aa3880f3f2744fb894f0cb1/anyio-4.12.0-py3-none-any.whl", hash = "sha256:dad2376a628f98eeca4881fc56cd06affd18f659b17a747d3ff0307ced94b1bb", size = 113362, upload-time = "2025-11-28T23:36:57.897Z" },
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