| | |
| | | # build tokenizer |
| | | tokenizer = kwargs.get("tokenizer", None) |
| | | if tokenizer is not None: |
| | | tokenizer_class = tables.tokenizer_classes.get(tokenizer.lower()) |
| | | tokenizer_class = tables.tokenizer_classes.get(tokenizer) |
| | | tokenizer = tokenizer_class(**kwargs["tokenizer_conf"]) |
| | | kwargs["tokenizer"] = tokenizer |
| | | kwargs["token_list"] = tokenizer.token_list |
| | |
| | | # build frontend |
| | | frontend = kwargs.get("frontend", None) |
| | | if frontend is not None: |
| | | frontend_class = tables.frontend_classes.get(frontend.lower()) |
| | | frontend_class = tables.frontend_classes.get(frontend) |
| | | frontend = frontend_class(**kwargs["frontend_conf"]) |
| | | kwargs["frontend"] = frontend |
| | | kwargs["input_size"] = frontend.output_size() |
| | | |
| | | # build model |
| | | model_class = tables.model_classes.get(kwargs["model"].lower()) |
| | | model_class = tables.model_classes.get(kwargs["model"]) |
| | | model = model_class(**kwargs, **kwargs["model_conf"], vocab_size=vocab_size) |
| | | model.eval() |
| | | model.to(device) |
| | |
| | | |
| | | time1 = time.perf_counter() |
| | | with torch.no_grad(): |
| | | results, meta_data = model.generate(**batch, **kwargs) |
| | | results, meta_data = model.inference(**batch, **kwargs) |
| | | time2 = time.perf_counter() |
| | | |
| | | asr_result_list.extend(results) |
| | |
| | | spk_embedding = result['spk_embedding'] |
| | | labels = self.cb_model(spk_embedding, oracle_num=self.preset_spk_num) |
| | | del result['spk_embedding'] |
| | | sv_output = postprocess(all_segments, None, labels, spk_embedding) |
| | | sv_output = postprocess(all_segments, None, labels, spk_embedding.cpu()) |
| | | if self.spk_mode == 'vad_segment': |
| | | sentence_list = [] |
| | | for res, vadsegment in zip(restored_data, vadsegments): |
| | |
| | | # build frontend |
| | | frontend = kwargs.get("frontend", None) |
| | | if frontend is not None: |
| | | frontend_class = tables.frontend_classes.get(frontend.lower()) |
| | | frontend_class = tables.frontend_classes.get(frontend) |
| | | frontend = frontend_class(**kwargs["frontend_conf"]) |
| | | |
| | | self.frontend = frontend |