Download eval_results.json from wq2012/ls_conformer_tiny_ge2e: direct link, hf CLI and curl.
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https://huggingface.co/wq2012/ls_conformer_tiny_ge2e/resolve/main/eval_results.json
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hf download hf://wq2012/ls_conformer_tiny_ge2e/eval_results.json
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curl -L -o eval_results.json https://huggingface.co/wq2012/ls_conformer_tiny_ge2e/resolve/main/eval_results.json
7.38 kB
| { | |
| "experiment_name": "ls_conformer_tiny_ge2e", | |
| "train_dataset": "librispeech", | |
| "backbone": "conformer", | |
| "size_variant": "tiny", | |
| "pooling_type": "atp", | |
| "loss_type": "ge2e_softmax", | |
| "scoring_type": "cosine", | |
| "embedding_dim": 128, | |
| "num_parameters": 693126, | |
| "num_steps": 400, | |
| "train_time_sec": 288.25, | |
| "initial_loss": 2.09, | |
| "final_loss": 0.3523, | |
| "in_domain_eval": { | |
| "eer": 0.1053333333333333, | |
| "eer_percent": 10.5333, | |
| "eer_ci95_low_percent": 9.4, | |
| "eer_ci95_high_percent": 11.5333, | |
| "eer_threshold": 0.6059616804122925, | |
| "min_dcf_001": 0.772, | |
| "min_dcf_005": 0.6207, | |
| "min_dcf_01": 0.4893, | |
| "roc_auc": 0.9608, | |
| "num_trials": 3000, | |
| "num_unique_utterances": 999, | |
| "latency_ms_per_utterance": 17.21, | |
| "eval_time_sec": 18.924, | |
| "scoring_type": "cosine" | |
| }, | |
| "multi_enroll_3utt_eval": { | |
| "eer": 0.06200000000000003, | |
| "eer_percent": 6.2, | |
| "eer_ci95_low_percent": 4.8, | |
| "eer_ci95_high_percent": 7.9525, | |
| "eer_threshold": 0.664314866065979, | |
| "min_dcf_001": 0.488, | |
| "min_dcf_005": 0.34, | |
| "min_dcf_01": 0.28, | |
| "roc_auc": 0.9845, | |
| "num_trials": 1000 | |
| }, | |
| "cross_dataset_eval": { | |
| "voxceleb1_o_official": { | |
| "eer": 0.2852944113071049, | |
| "eer_percent": 28.5294, | |
| "eer_ci95_low_percent": 26.5376, | |
| "eer_ci95_high_percent": 30.4945, | |
| "eer_threshold": 0.58367520570755, | |
| "min_dcf_001": 0.9843, | |
| "min_dcf_005": 0.9339, | |
| "min_dcf_01": 0.9199, | |
| "roc_auc": 0.7957, | |
| "num_trials": 2500, | |
| "num_unique_utterances": 937, | |
| "latency_ms_per_utterance": 4.289, | |
| "eval_time_sec": 4.567, | |
| "scoring_type": "cosine", | |
| "num_target_trials": 1789, | |
| "num_impostor_trials": 711, | |
| "num_unseen_speakers": 10, | |
| "protocol": "veri_test2_speaker_disjoint_10spk_2500trials" | |
| }, | |
| "cnceleb2_zero_shot": { | |
| "eer": 0.30000000000000004, | |
| "eer_percent": 30.0, | |
| "eer_ci95_low_percent": 28.6492, | |
| "eer_ci95_high_percent": 31.8667, | |
| "eer_threshold": 0.6296399831771851, | |
| "min_dcf_001": 0.9993, | |
| "min_dcf_005": 0.9993, | |
| "min_dcf_01": 0.9547, | |
| "roc_auc": 0.7787, | |
| "num_trials": 3000, | |
| "num_unique_utterances": 739, | |
| "latency_ms_per_utterance": 17.479, | |
| "eval_time_sec": 14.073, | |
| "scoring_type": "cosine" | |
| } | |
| }, | |
| "config_yaml": "configs/ls_conformer_tiny_ge2e.yml", | |
| "multi_domain_eval": { | |
| "domains_1utt": { | |
| "librispeech": { | |
| "eer": 0.1053333333333333, | |
| "eer_percent": 10.5333, | |
| "eer_ci95_low_percent": 9.4, | |
| "eer_ci95_high_percent": 11.5333, | |
| "eer_threshold": 0.6059616804122925, | |
| "min_dcf_001": 0.772, | |
| "min_dcf_005": 0.6207, | |
| "min_dcf_01": 0.4893, | |
| "roc_auc": 0.9608, | |
| "num_trials": 3000, | |
| "num_unique_utterances": 999, | |
| "latency_ms_per_utterance": 17.21, | |
| "eval_time_sec": 18.924, | |
| "scoring_type": "cosine" | |
| }, | |
| "cnceleb2": { | |
| "eer": 0.30000000000000004, | |
| "eer_percent": 30.0, | |
| "eer_ci95_low_percent": 28.6492, | |
| "eer_ci95_high_percent": 31.8667, | |
| "eer_threshold": 0.6296399831771851, | |
| "min_dcf_001": 0.9993, | |
| "min_dcf_005": 0.9993, | |
| "min_dcf_01": 0.9547, | |
| "roc_auc": 0.7787, | |
| "num_trials": 3000, | |
| "num_unique_utterances": 739, | |
| "latency_ms_per_utterance": 17.479, | |
| "eval_time_sec": 14.073, | |
| "scoring_type": "cosine" | |
| }, | |
| "voxceleb1": { | |
| "eer": 0.257, | |
| "eer_percent": 25.7, | |
| "eer_ci95_low_percent": 23.9, | |
| "eer_ci95_high_percent": 27.4763, | |
| "eer_threshold": 0.5478366613388062, | |
| "min_dcf_001": 0.938, | |
| "min_dcf_005": 0.918, | |
| "min_dcf_01": 0.895, | |
| "roc_auc": 0.8282, | |
| "num_trials": 2000, | |
| "num_unique_utterances": 250, | |
| "latency_ms_per_utterance": 21.465, | |
| "eval_time_sec": 6.525, | |
| "scoring_type": "cosine" | |
| }, | |
| "universal_pooled": { | |
| "eer": 0.219125, | |
| "eer_percent": 21.9125, | |
| "eer_ci95_low_percent": 21.05, | |
| "eer_ci95_high_percent": 22.8125, | |
| "eer_threshold": 0.6035156846046448, | |
| "min_dcf_001": 0.9968, | |
| "min_dcf_005": 0.899, | |
| "min_dcf_01": 0.8525, | |
| "roc_auc": 0.8711, | |
| "num_trials": 8000, | |
| "num_unique_utterances": 1988, | |
| "latency_ms_per_utterance": 0.0, | |
| "eval_time_sec": 3.448, | |
| "scoring_type": "cosine" | |
| }, | |
| "voxceleb1_o_official": { | |
| "eer": 0.2852944113071049, | |
| "eer_percent": 28.5294, | |
| "eer_ci95_low_percent": 26.5376, | |
| "eer_ci95_high_percent": 30.4945, | |
| "eer_threshold": 0.58367520570755, | |
| "min_dcf_001": 0.9843, | |
| "min_dcf_005": 0.9339, | |
| "min_dcf_01": 0.9199, | |
| "roc_auc": 0.7957, | |
| "num_trials": 2500, | |
| "num_unique_utterances": 937, | |
| "latency_ms_per_utterance": 4.289, | |
| "eval_time_sec": 4.567, | |
| "scoring_type": "cosine", | |
| "num_target_trials": 1789, | |
| "num_impostor_trials": 711, | |
| "num_unseen_speakers": 10, | |
| "protocol": "veri_test2_speaker_disjoint_10spk_2500trials" | |
| } | |
| }, | |
| "universal_macro_avg_1utt": { | |
| "eer_percent": 22.08, | |
| "min_dcf_001": 0.9031, | |
| "min_dcf_01": 0.7797, | |
| "roc_auc": 0.8559 | |
| }, | |
| "domains_3utt": { | |
| "librispeech": { | |
| "eer": 0.06200000000000003, | |
| "eer_percent": 6.2, | |
| "eer_ci95_low_percent": 4.8, | |
| "eer_ci95_high_percent": 7.9525, | |
| "eer_threshold": 0.664314866065979, | |
| "min_dcf_001": 0.488, | |
| "min_dcf_005": 0.34, | |
| "min_dcf_01": 0.28, | |
| "roc_auc": 0.9845, | |
| "num_trials": 1000 | |
| }, | |
| "cnceleb2": { | |
| "eer": 0.258, | |
| "eer_percent": 25.8, | |
| "eer_ci95_low_percent": 23.2, | |
| "eer_ci95_high_percent": 28.8, | |
| "eer_threshold": 0.7029243111610413, | |
| "min_dcf_001": 0.896, | |
| "min_dcf_005": 0.884, | |
| "min_dcf_01": 0.862, | |
| "roc_auc": 0.8256, | |
| "num_trials": 1000 | |
| }, | |
| "voxceleb1": { | |
| "eer": 0.21599999999999997, | |
| "eer_percent": 21.6, | |
| "eer_ci95_low_percent": 19.0, | |
| "eer_ci95_high_percent": 23.905, | |
| "eer_threshold": 0.6436901688575745, | |
| "min_dcf_001": 0.91, | |
| "min_dcf_005": 0.91, | |
| "min_dcf_01": 0.876, | |
| "roc_auc": 0.8708, | |
| "num_trials": 1000 | |
| }, | |
| "universal_pooled": { | |
| "eer": 0.1806666666666667, | |
| "eer_percent": 18.0667, | |
| "eer_ci95_low_percent": 16.5, | |
| "eer_ci95_high_percent": 19.3333, | |
| "eer_threshold": 0.6769924759864807, | |
| "min_dcf_001": 0.8647, | |
| "min_dcf_005": 0.8347, | |
| "min_dcf_01": 0.7707, | |
| "roc_auc": 0.9049, | |
| "num_trials": 3000 | |
| } | |
| }, | |
| "universal_macro_avg_3utt": { | |
| "eer_percent": 17.87, | |
| "min_dcf_001": 0.7647, | |
| "min_dcf_01": 0.6727, | |
| "roc_auc": 0.8936 | |
| } | |
| }, | |
| "hf_pretrained_dir": "pretrained_models/ls_conformer_tiny_ge2e", | |
| "hf_repo_id": "wq2012/ls_conformer_tiny_ge2e", | |
| "hf_url": "https://huggingface.co/wq2012/ls_conformer_tiny_ge2e", | |
| "hf_collection_url": "https://huggingface.co/collections/wq2012/flaxspeaker-6ad02d999a4180c794870595", | |
| "voxceleb1_o_official_eer_percent": 28.5294, | |
| "voxceleb1_o_official_min_dcf_001": 0.9843, | |
| "voxceleb1_o_official_roc_auc": 0.7957 | |
| } |