Add lm decode for the Python API. (#353)
* Add lm decode for the Python API. * fix style. * Fix LogAdd, Shouldn't double lm_log_prob when merge same prefix path * sort the import alphabetically
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@@ -115,6 +115,24 @@ def get_args():
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""",
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)
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parser.add_argument(
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"--lm",
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type=str,
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default="",
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help="""Used only when --decoding-method is modified_beam_search.
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path of language model.
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""",
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)
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parser.add_argument(
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"--lm-scale",
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type=float,
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default=0.1,
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help="""Used only when --decoding-method is modified_beam_search.
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scale of language model.
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""",
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)
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parser.add_argument(
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"--provider",
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type=str,
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@@ -215,6 +233,8 @@ def main():
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feature_dim=80,
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decoding_method=args.decoding_method,
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max_active_paths=args.max_active_paths,
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lm=args.lm,
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lm_scale=args.lm_scale,
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hotwords_file=args.hotwords_file,
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hotwords_score=args.hotwords_score,
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)
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@@ -17,11 +17,6 @@ void Hypotheses::Add(Hypothesis hyp) {
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hyps_dict_[key] = std::move(hyp);
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} else {
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it->second.log_prob = LogAdd<double>()(it->second.log_prob, hyp.log_prob);
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if (it->second.lm_log_prob != 0 && hyp.lm_log_prob != 0) {
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it->second.lm_log_prob =
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LogAdd<double>()(it->second.lm_log_prob, hyp.lm_log_prob);
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}
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}
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}
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@@ -37,6 +37,7 @@ static void PybindOnlineRecognizerConfig(py::module *m) {
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py::arg("hotwords_score") = 0)
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.def_readwrite("feat_config", &PyClass::feat_config)
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.def_readwrite("model_config", &PyClass::model_config)
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.def_readwrite("lm_config", &PyClass::lm_config)
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.def_readwrite("endpoint_config", &PyClass::endpoint_config)
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.def_readwrite("enable_endpoint", &PyClass::enable_endpoint)
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.def_readwrite("decoding_method", &PyClass::decoding_method)
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@@ -5,6 +5,7 @@ from typing import List, Optional
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from _sherpa_onnx import (
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EndpointConfig,
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FeatureExtractorConfig,
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OnlineLMConfig,
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OnlineModelConfig,
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OnlineParaformerModelConfig,
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OnlineRecognizer as _Recognizer,
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@@ -46,6 +47,8 @@ class OnlineRecognizer(object):
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hotwords_file: str = "",
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provider: str = "cpu",
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model_type: str = "",
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lm: str = "",
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lm_scale: float = 0.1,
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):
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"""
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Please refer to
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@@ -137,10 +140,22 @@ class OnlineRecognizer(object):
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"Please use --decoding-method=modified_beam_search when using "
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f"--hotwords-file. Currently given: {decoding_method}"
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)
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if lm and decoding_method != "modified_beam_search":
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raise ValueError(
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"Please use --decoding-method=modified_beam_search when using "
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f"--lm. Currently given: {decoding_method}"
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)
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lm_config = OnlineLMConfig(
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model=lm,
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scale=lm_scale,
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)
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recognizer_config = OnlineRecognizerConfig(
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feat_config=feat_config,
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model_config=model_config,
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lm_config=lm_config,
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endpoint_config=endpoint_config,
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enable_endpoint=enable_endpoint_detection,
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decoding_method=decoding_method,
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