A Qwen3-based forced alignment plugin for the cjm-transcription-plugin-system that provides word-level audio-text alignment using Qwen/Qwen3-ForcedAligner-0.6B with progress reporting.
Project description
cjm-transcription-plugin-qwen3-forced-aligner
Install
pip install cjm_transcription_plugin_qwen3_forced_aligner
Project Structure
nbs/
├── meta.ipynb # Metadata introspection for the Qwen3 Forced Aligner plugin used by cjm-ctl to generate the registration manifest.
└── plugin.ipynb # Plugin implementation for Qwen3 word-level forced alignment
Total: 2 notebooks
Module Dependencies
graph LR
meta["meta<br/>Metadata"]
plugin["plugin<br/>Qwen3 Forced Aligner Plugin"]
plugin --> meta
1 cross-module dependencies detected
CLI Reference
No CLI commands found in this project.
Module Overview
Detailed documentation for each module in the project:
Metadata (meta.ipynb)
Metadata introspection for the Qwen3 Forced Aligner plugin used by cjm-ctl to generate the registration manifest.
Import
from cjm_transcription_plugin_qwen3_forced_aligner.meta import (
get_plugin_metadata
)
Functions
def get_plugin_metadata() -> Dict[str, Any]: # Plugin metadata for manifest generation
"""Return metadata required to register this plugin with the PluginManager."""
# Fallback base path (current behavior for backward compatibility)
base_path = os.path.dirname(os.path.dirname(sys.executable))
# Use CJM config if available, else fallback to env-relative paths
cjm_data_dir = os.environ.get("CJM_DATA_DIR")
# Plugin data directory
plugin_name = "cjm-transcription-plugin-qwen3-forced-aligner"
if cjm_data_dir
"Return metadata required to register this plugin with the PluginManager."
Qwen3 Forced Aligner Plugin (plugin.ipynb)
Plugin implementation for Qwen3 word-level forced alignment
Import
from cjm_transcription_plugin_qwen3_forced_aligner.plugin import (
Qwen3ForcedAlignerConfig,
Qwen3ForcedAlignerPlugin
)
Functions
@patch
def is_available(self:Qwen3ForcedAlignerPlugin) -> bool: # True if qwen_asr is importable
"Check if the Qwen3 forced aligner is available."
@patch
def _apply_config(
self:Qwen3ForcedAlignerPlugin,
config: Optional[Any] = None # Configuration dataclass, dict, or None
) -> None
"""
CR-4: apply config values only. Called by initialize (first-time) and the
substrate's reconfigure delta path. Model release on a model_id/device/dtype/
attn_implementation change is handled declaratively via RELOAD_TRIGGER ->
_release_model (device/dtype are resolved lazily in _load_model).
"""
@patch
def _load_model(self:Qwen3ForcedAlignerPlugin):
"""Load model on first use. Heartbeat-wrapped HF Hub download + build."""
if self._model is not None
"Load model on first use. Heartbeat-wrapped HF Hub download + build."
@patch
def _release_model(self:Qwen3ForcedAlignerPlugin)
"""
CR-4: release the model + free CUDA cache (cjm-torch-plugin-utils).
RELOAD_TRIGGER target for model_id/device/dtype/attn_implementation; on_disable /
cleanup delegate here. Idempotent (release_model no-ops when already None).
"""
@patch
def prefetch(self:Qwen3ForcedAlignerPlugin) -> None
"""
CR-4 (SG-19): eagerly load the model so the first execute() doesn't pay
the download/load cost. Idempotent via _load_model's None-guard.
"""
@patch
def on_disable(self:Qwen3ForcedAlignerPlugin) -> None
"""
CR-2: release the GPU model when the operator disables the plugin (the
worker stays alive); lazy reload on the next execute after re-enable.
"""
@patch
def cleanup(self:Qwen3ForcedAlignerPlugin) -> None
"Clean up resources."
Classes
@dataclass
class Qwen3ForcedAlignerConfig(HFCacheConfig):
"""
Configuration for the Qwen3 Forced Aligner plugin.
Composes HFCacheConfig (cache_dir / revision / local_files_only / trust_remote_code,
each RELOAD_TRIGGER-tagged) so HF Hub download behaviour is operator-controllable.
"""
model_id: str = field(...)
device: str = field(...)
dtype: str = field(...)
attn_implementation: str = field(...)
language: str = field(...)
class Qwen3ForcedAlignerPlugin:
def __init__(self):
"""Initialize the plugin with default state."""
self.logger = logging.getLogger(f"{__name__}.{type(self).__name__}")
self.config: Qwen3ForcedAlignerConfig = None
"Qwen3 Forced Alignment plugin for word-level audio-text alignment."
def __init__(self):
"""Initialize the plugin with default state."""
self.logger = logging.getLogger(f"{__name__}.{type(self).__name__}")
self.config: Qwen3ForcedAlignerConfig = None
"Initialize the plugin with default state."
def name(self) -> str: # Plugin name identifier
return "cjm-transcription-plugin-qwen3-forced-aligner"
@property
def version(self) -> str: # Plugin version string
def version(self) -> str: # Plugin version string
from cjm_transcription_plugin_qwen3_forced_aligner import __version__
return __version__
@property
def supported_formats(self) -> List[str]: # Supported audio file formats
def supported_formats(self) -> List[str]: # Supported audio file formats
return ["wav", "mp3", "flac", "ogg", "m4a"]
def get_config_schema(self) -> Dict[str, Any]: # JSON Schema for configuration
def get_config_schema(self) -> Dict[str, Any]: # JSON Schema for configuration
"""Return JSON Schema for UI generation."""
return dataclass_to_jsonschema(Qwen3ForcedAlignerConfig)
def get_current_config(self) -> Dict[str, Any]: # Current configuration as dictionary
"Return JSON Schema for UI generation."
def get_current_config(self) -> Dict[str, Any]: # Current configuration as dictionary
"""Return current configuration state."""
if not self.config
"Return current configuration state."
def initialize(
self,
config: Optional[Any] = None # Configuration dataclass, dict, or None
) -> None
"First-time setup. CR-4: the manual diff-and-reload is replaced by declarative
RELOAD_TRIGGER metadata; the substrate's reconfigure path fires _release_model
then re-applies config via _apply_config."
def execute(
self,
audio: Union[str, Path], # Audio data or file path
text: str, # Transcript text to align against
**kwargs
) -> ForcedAlignResult: # Word-level alignment result
"Perform forced alignment of text against audio."
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