| | |
| | | am_scores, valid_token_lens = outputs[0], outputs[1] |
| | | if len(outputs) == 4: |
| | | # for BiCifParaformer Inference |
| | | us_alphas, us_cif_peak = outputs[2], outputs[3] |
| | | us_alphas, us_peaks = outputs[2], outputs[3] |
| | | else: |
| | | us_alphas, us_cif_peak = None, None |
| | | us_alphas, us_peaks = None, None |
| | | except: |
| | | #logging.warning(traceback.format_exc()) |
| | | logging.warning("input wav is silence or noise") |
| | | preds = [''] |
| | | else: |
| | | am_scores, valid_token_lens = am_scores.detach().cpu().numpy(), valid_token_lens.detach().cpu().numpy() |
| | | preds = self.decode(am_scores, valid_token_lens) |
| | | if us_cif_peak is None: |
| | | if us_peaks is None: |
| | | for pred in preds: |
| | | pred = sentence_postprocess(pred) |
| | | asr_res.append({'preds': pred}) |
| | | else: |
| | | for pred, us_cif_peak_ in zip(preds, us_cif_peak): |
| | | text, tokens = pred |
| | | timestamp, timestamp_total = time_stamp_lfr6_onnx(us_cif_peak_, copy.copy(tokens)) |
| | | for pred, us_peaks_ in zip(preds, us_peaks): |
| | | raw_tokens = pred |
| | | timestamp, timestamp_raw = time_stamp_lfr6_onnx(us_peaks_, copy.copy(raw_tokens)) |
| | | text_proc, timestamp_proc, _ = sentence_postprocess(raw_tokens, timestamp_raw) |
| | | # logging.warning(timestamp) |
| | | if len(self.plot_timestamp_to): |
| | | self.plot_wave_timestamp(waveform_list[0], timestamp_total, self.plot_timestamp_to) |
| | | asr_res.append({'preds': text, 'timestamp': timestamp}) |
| | | self.plot_wave_timestamp(waveform_list[0], timestamp, self.plot_timestamp_to) |
| | | asr_res.append({'preds': text_proc, 'timestamp': timestamp_proc, "raw_tokens": raw_tokens}) |
| | | return asr_res |
| | | |
| | | def plot_wave_timestamp(self, wav, text_timestamp, dest): |
| | |
| | | # Change integer-ids to tokens |
| | | token = self.converter.ids2tokens(token_int) |
| | | token = token[:valid_token_num-self.pred_bias] |
| | | texts = sentence_postprocess(token) |
| | | return texts |
| | | # texts = sentence_postprocess(token) |
| | | return token |
| | | |