Initial commit: FunASR Speech Recognition Toolkit

Add complete FunASR codebase including models, runtime, and documentation.

funasr/models/bat/model.py

@@ -0,0 +1,48 @@
+#!/usr/bin/env python3
+# -*- encoding: utf-8 -*-
+# Copyright FunASR (https://github.com/alibaba-damo-academy/FunASR). All Rights Reserved.
+#  MIT License  (https://opensource.org/licenses/MIT)
+
+import time
+import torch
+import logging
+from contextlib import contextmanager
+from typing import Dict, Optional, Tuple
+from distutils.version import LooseVersion
+
+from funasr.register import tables
+from funasr.utils import postprocess_utils
+from funasr.utils.datadir_writer import DatadirWriter
+from funasr.models.transducer.model import Transducer
+from funasr.train_utils.device_funcs import force_gatherable
+from funasr.models.transformer.scorers.ctc import CTCPrefixScorer
+from funasr.losses.label_smoothing_loss import LabelSmoothingLoss
+from funasr.models.transformer.scorers.length_bonus import LengthBonus
+from funasr.models.transformer.utils.nets_utils import get_transducer_task_io
+from funasr.utils.load_utils import load_audio_text_image_video, extract_fbank
+from funasr.models.transducer.beam_search_transducer import BeamSearchTransducer
+
+
+if LooseVersion(torch.__version__) >= LooseVersion("1.6.0"):
+    from torch.cuda.amp import autocast
+else:
+    # Nothing to do if torch<1.6.0
+    @contextmanager
+    def autocast(enabled=True):
+        """Autocast.
+        
+            Args:
+                enabled: TODO.
+            """
+        yield
+
+
+@tables.register("model_classes", "BAT")  # TODO: BAT training
+class BAT(Transducer):
+    """BAT (Boundary-Aware Transducer): Low-latency RNN-T model with boundary detection.
+
+    Inherits from Transducer. Designed for streaming ASR with reduced latency
+    by predicting token boundaries explicitly.
+    """
+
+    pass