| { | |
| "args": { | |
| "above_freq": 3000.0, | |
| "architecture": "conv_tasnet_stft", | |
| "batch_size": 5, | |
| "beta1": 0.5, | |
| "beta2": 0.9, | |
| "bn_chan": 256, | |
| "continual_train": true, | |
| "dataset": "singing_librispeech", | |
| "db_normalize": false, | |
| "ema": true, | |
| "encoder_activation": null, | |
| "entity": "carson2050", | |
| "epochs": 280, | |
| "eps": 1e-08, | |
| "exp_name": "singin_librispeech_ft_iSRNet", | |
| "ff_activation": "relu", | |
| "gpu": 0, | |
| "gradient_clip": 5.0, | |
| "hid_chan": 1024, | |
| "load_ema_online_model": false, | |
| "lr": 2e-05, | |
| "lr_decay_gamma": 0.5, | |
| "lr_decay_patience": 3, | |
| "lr_scheduler": "cos_warmup", | |
| "mask_act": "linear", | |
| "max_n_src": 4, | |
| "min_n_src": 2, | |
| "mixed_precision": false, | |
| "mixture_consistency": "sfsrnet", | |
| "multi_spec_loss_log_scale": false, | |
| "n_blocks": 6, | |
| "n_filter": 512, | |
| "n_kernel": 512, | |
| "n_nodes": 1, | |
| "n_repeats": 4, | |
| "n_src": 2, | |
| "nb_workers": 8, | |
| "nfft": 2048, | |
| "ngpus_per_node": 1, | |
| "nhop": 512, | |
| "no_cuda": false, | |
| "no_mask": false, | |
| "no_mask_residual": false, | |
| "optimizer": "adam", | |
| "output": "/media/carson/80AC3E70AC3E60B8/Users/Carson/Documents/MedleyVox/results/singing_sep/checkpoint/singin_librispeech_ft_iSRNet", | |
| "output_directory": "/media/carson/80AC3E70AC3E60B8/Users/Carson/Documents/MedleyVox/results/singing_sep", | |
| "part_of_data": null, | |
| "patience": 15, | |
| "pitch_formant_augment_prob": 0.4, | |
| "port": null, | |
| "project": "MedleyVox_home", | |
| "quiet": false, | |
| "rank": 0, | |
| "reduced_training_data_ratio": 0.1, | |
| "resume": "results/singing_sep/checkpoint/singing_librispeech_ft2", | |
| "same_singer_dict_path": [ | |
| [ | |
| "../data/24k/OpenSinger", | |
| "./svs/preprocess/make_same_singer_dict/same_singer_OpenSinger.json", | |
| "OpenSinger" | |
| ], | |
| [ | |
| "../data/24k/k_multisinger", | |
| "./svs/preprocess/make_same_singer_dict/same_singer_k_multisinger.json", | |
| "k_multisinger" | |
| ], | |
| [ | |
| "../data/24k/CSD", | |
| "./svs/preprocess/make_same_singer_dict/same_singer_CSD.json", | |
| "CSD" | |
| ], | |
| [ | |
| "../data/24k/jsut-song_ver1", | |
| "./svs/preprocess/make_same_singer_dict/same_singer_jsut-song_ver1.json", | |
| "jsut-song_ver1" | |
| ], | |
| [ | |
| "../data/24k/jvs_music_ver1", | |
| "./svs/preprocess/make_same_singer_dict/same_singer_jvs_music_ver1.json", | |
| "jvs_music_ver1" | |
| ], | |
| [ | |
| "../data/24k/k_multitimbre", | |
| "./svs/preprocess/make_same_singer_dict/same_singer_k_multitimbre.json", | |
| "k_multitimbre" | |
| ], | |
| [ | |
| "../data/24k/kiritan_revised", | |
| "./svs/preprocess/make_same_singer_dict/same_singer_kiritan.json", | |
| "kiritan" | |
| ], | |
| [ | |
| "../data/24k/musdb_a_train", | |
| "./svs/preprocess/make_same_singer_dict/same_singer_musdb_a_train.json", | |
| "musdb_a_train" | |
| ], | |
| [ | |
| "../data/24k/NUS", | |
| "./svs/preprocess/make_same_singer_dict/same_singer_NUS.json", | |
| "NUS" | |
| ], | |
| [ | |
| "../data/24k/VocalSet", | |
| "./svs/preprocess/make_same_singer_dict/same_singer_VocalSet.json", | |
| "VocalSet" | |
| ] | |
| ], | |
| "same_singer_ratio": 0.2, | |
| "same_song_dict_path": [ | |
| [ | |
| "../data/24k/k_multisinger", | |
| "./svs/preprocess/make_same_song_dict/same_song_k_multisinger.json", | |
| "k_multisinger" | |
| ] | |
| ], | |
| "same_song_ratio": 0.2, | |
| "same_speaker_dict_path": [ | |
| [ | |
| "../data/24k/LibriSpeech_train-clean-100", | |
| "./svs/preprocess/make_same_speaker_dict/same_singer_LibriSpeech_train-clean-100.json", | |
| "LibriSpeech_train-clean-100" | |
| ], | |
| [ | |
| "../data/24k/LibriSpeech_train-clean-360", | |
| "./svs/preprocess/make_same_speaker_dict/same_singer_LibriSpeech_train-clean-360.json", | |
| "LibriSpeech_train-clean-360" | |
| ] | |
| ], | |
| "same_speaker_ratio": 0.15, | |
| "sample_rate": 24000, | |
| "seed": 777, | |
| "seq_dur": 3.0, | |
| "sing_sing_ratio": 0.15, | |
| "sing_speech_ratio": 0.15, | |
| "skip_chan": 256, | |
| "song_length_dict_path": "./svs/preprocess/song_length_dict_24k.json", | |
| "speech_train_root": [ | |
| "../data/24k/LibriSpeech_train-clean-360", | |
| "../data/24k/LibriSpeech_train-clean-100" | |
| ], | |
| "sr_input_res": false, | |
| "sr_out_mix_consistency": false, | |
| "srnet": "convnext", | |
| "start_from_best": true, | |
| "sweep": false, | |
| "target": "vocals", | |
| "train_loss_func": [ | |
| "pit_snr", | |
| "multi_spectral_l1", | |
| "snr" | |
| ], | |
| "train_root": [ | |
| "../data/24k/CSD", | |
| "../data/24k/NUS", | |
| "../data/24k/TONAS", | |
| "../data/24k/VocalSet", | |
| "../data/24k/jsut-song_ver1", | |
| "../data/24k/jvs_music_ver1", | |
| "../data/24k/kiritan_revised", | |
| "../data/24k/vocadito", | |
| "../data/24k/musdb_a_train", | |
| "../data/24k/OpenSinger", | |
| "../data/24k/medleyDB_v1_in_musdb", | |
| "../data/24k/k_multisinger", | |
| "../data/24k/k_multitimbre" | |
| ], | |
| "unison_prob": 0.3, | |
| "use_wandb": true, | |
| "valid_loss_func": [ | |
| "pit_si_sdr" | |
| ], | |
| "valid_regions_dict_path": "./svs/preprocess/valid_regions_dict_singing_singing.json", | |
| "valid_root": [ | |
| [ | |
| "../data/24k/musdb_a_test", | |
| "../data/24k/musdb_a_test", | |
| "./svs/preprocess/make_validation_dict/for_2_srcs/valid_regions_dict_singing_singing.json", | |
| "sing_sing_diff" | |
| ], | |
| [ | |
| "../data/24k/musdb_a_test", | |
| "../data/24k/musdb_a_test", | |
| "./svs/preprocess/make_validation_dict/for_2_srcs/valid_regions_dict_singing_unison.json", | |
| "sing_sing_unison" | |
| ], | |
| [ | |
| "../data/24k/musdb_a_test", | |
| "../data/24k/musdb_a_test", | |
| "./svs/preprocess/make_validation_dict/for_2_srcs/valid_regions_dict_singing_singing_same_singer.json", | |
| "sing_sing_same_singer" | |
| ], | |
| [ | |
| "../data/24k/LibriSpeech_dev-clean", | |
| "../data/24k/LibriSpeech_dev-clean", | |
| "./svs/preprocess/make_validation_dict/for_2_srcs/valid_regions_dict_speech_speech.json", | |
| "speech_speech_diff" | |
| ], | |
| [ | |
| "../data/24k/LibriSpeech_dev-clean", | |
| "../data/24k/LibriSpeech_dev-clean", | |
| "./svs/preprocess/make_validation_dict/for_2_srcs/valid_regions_dict_speech_unison.json", | |
| "speech_speech_unison" | |
| ], | |
| [ | |
| "../data/24k/LibriSpeech_dev-clean", | |
| "../data/24k/LibriSpeech_dev-clean", | |
| "./svs/preprocess/make_validation_dict/for_2_srcs/valid_regions_dict_speech_speech_same_speaker.json", | |
| "speech_speech_same_speaker" | |
| ], | |
| [ | |
| "../data/24k/musdb_a_test", | |
| "../data/24k/LibriSpeech_dev-clean", | |
| "./svs/preprocess/make_validation_dict/for_2_srcs/valid_regions_dict_singing_speech.json", | |
| "singing_speech" | |
| ] | |
| ], | |
| "valid_root_orpit": [ | |
| [ | |
| "../data/24k/musdb_a_test", | |
| "../data/24k/musdb_a_test", | |
| "./svs/preprocess/make_validation_dict/for_n_srcs/valid_regions_dict_singing_singing_n_srcs.json", | |
| "sing_sing_diff" | |
| ], | |
| [ | |
| "../data/24k/musdb_a_test", | |
| "../data/24k/musdb_a_test", | |
| "./svs/preprocess/make_validation_dict/for_n_srcs/valid_regions_dict_singing_unison_n_srcs.json", | |
| "sing_sing_unison" | |
| ], | |
| [ | |
| "../data/24k/musdb_a_test", | |
| "../data/24k/musdb_a_test", | |
| "./svs/preprocess/make_validation_dict/for_n_srcs/valid_regions_dict_singing_singing_same_singer_n_srcs.json", | |
| "sing_sing_same_singer" | |
| ], | |
| [ | |
| "../data/24k/LibriSpeech_dev-clean", | |
| "../data/24k/LibriSpeech_dev-clean", | |
| "./svs/preprocess/make_validation_dict/for_n_srcs/valid_regions_dict_speech_speech_n_srcs.json", | |
| "speech_speech_diff" | |
| ], | |
| [ | |
| "../data/24k/LibriSpeech_dev-clean", | |
| "../data/24k/LibriSpeech_dev-clean", | |
| "./svs/preprocess/make_validation_dict/for_n_srcs/valid_regions_dict_speech_unison_n_srcs.json", | |
| "speech_speech_unison" | |
| ], | |
| [ | |
| "../data/24k/LibriSpeech_dev-clean", | |
| "../data/24k/LibriSpeech_dev-clean", | |
| "./svs/preprocess/make_validation_dict/for_n_srcs/valid_regions_dict_speech_speech_same_speaker_n_srcs.json", | |
| "speech_speech_same_speaker" | |
| ], | |
| [ | |
| "../data/24k/musdb_a_test", | |
| "../data/24k/LibriSpeech_dev-clean", | |
| "./svs/preprocess/make_validation_dict/for_n_srcs/valid_regions_dict_singing_speech_n_srcs.json", | |
| "singing_speech" | |
| ] | |
| ], | |
| "weight_decay": 1e-06, | |
| "world_size": 1 | |
| }, | |
| "best_epoch": 267, | |
| "best_loss": -9.572482517787389, | |
| "epochs_trained": 267, | |
| "num_bad_epochs": 0, | |
| "train_loss_history": [ | |
| -1.3311041593551636, | |
| -3.4447357654571533, | |
| -4.284253120422363, | |
| -4.726616382598877, | |
| -5.099369049072266, | |
| -5.331325054168701, | |
| -5.553539752960205, | |
| -5.740077018737793, | |
| -5.918744087219238, | |
| -6.005505561828613, | |
| -6.201973915100098, | |
| -6.26826286315918, | |
| -6.3942413330078125, | |
| -6.4803619384765625, | |
| -6.592747688293457, | |
| -6.6781134605407715, | |
| -6.777161121368408, | |
| -6.848526477813721, | |
| -6.911881923675537, | |
| -7.017796993255615, | |
| -7.12304162979126, | |
| -7.14536190032959, | |
| -7.289445400238037, | |
| -7.409412384033203, | |
| -7.7652082443237305, | |
| -7.837531089782715, | |
| -7.850446701049805, | |
| -7.941095352172852, | |
| -7.939220428466797, | |
| -8.047593116760254, | |
| -8.07531452178955, | |
| -8.134244918823242, | |
| -8.143590927124023, | |
| -8.190814018249512, | |
| -8.217510223388672, | |
| -8.175138473510742, | |
| -7.989644527435303, | |
| -8.09794807434082, | |
| -8.24197006225586, | |
| -8.232804298400879, | |
| -8.328511238098145, | |
| -8.389233589172363, | |
| -8.267472267150879, | |
| -8.301199913024902, | |
| -8.36364459991455, | |
| -8.43917465209961, | |
| -8.493982315063477, | |
| -8.481128692626953, | |
| -8.429868698120117, | |
| -8.501734733581543, | |
| -8.54090404510498, | |
| -8.568470001220703, | |
| -8.50845718383789, | |
| -8.597081184387207, | |
| -8.513223648071289, | |
| -8.38924503326416, | |
| -8.502962112426758, | |
| -8.518073081970215, | |
| -8.56679916381836, | |
| -8.698277473449707, | |
| -8.630810737609863, | |
| -8.755276679992676, | |
| -8.700800895690918, | |
| -8.74862003326416, | |
| -8.734071731567383, | |
| -8.633768081665039, | |
| -8.633097648620605, | |
| -8.872031211853027, | |
| -8.828736305236816, | |
| -8.753975868225098, | |
| -8.886126518249512, | |
| -8.758654594421387, | |
| -8.883810997009277, | |
| -8.952722549438477, | |
| -8.945046424865723, | |
| -8.907071113586426, | |
| -8.891634941101074, | |
| -8.91631031036377, | |
| -8.951156616210938, | |
| -8.931319236755371, | |
| -8.960397720336914, | |
| -8.841835975646973, | |
| -8.834044456481934, | |
| -8.786222457885742, | |
| -8.903646469116211, | |
| -8.947869300842285, | |
| -8.696074485778809, | |
| -8.99515438079834, | |
| -9.005078315734863, | |
| -8.934849739074707, | |
| -8.99370002746582, | |
| -9.030400276184082, | |
| -9.101688385009766, | |
| -9.08572006225586, | |
| -9.075435638427734, | |
| -9.125774383544922, | |
| -9.102258682250977, | |
| -9.160833358764648, | |
| -8.999387741088867, | |
| -8.929178237915039, | |
| -9.085306167602539, | |
| -9.149312019348145, | |
| -9.201435089111328, | |
| -9.119452476501465, | |
| -9.192963600158691, | |
| -9.153352737426758, | |
| -9.16665267944336, | |
| -9.187670707702637, | |
| -9.213151931762695, | |
| -9.295731544494629, | |
| -9.204228401184082, | |
| -9.2329683303833, | |
| -9.198917388916016, | |
| -9.242225646972656, | |
| -9.251509666442871, | |
| -9.233222007751465, | |
| -9.235602378845215, | |
| -9.264388084411621, | |
| -9.286247253417969, | |
| -9.287186622619629, | |
| -9.327977180480957, | |
| -9.304702758789062, | |
| -9.34760570526123, | |
| -9.314836502075195, | |
| -9.300081253051758, | |
| -9.20028018951416, | |
| -9.35509967803955, | |
| -9.345370292663574, | |
| -9.36442756652832, | |
| -9.351317405700684, | |
| -9.352913856506348, | |
| -9.388010025024414, | |
| -9.326189994812012, | |
| -9.411141395568848, | |
| -9.424927711486816, | |
| -9.376615524291992, | |
| -9.394768714904785, | |
| -9.382343292236328, | |
| -9.345908164978027, | |
| -9.387025833129883, | |
| -9.397958755493164, | |
| -9.370079040527344, | |
| -9.419344902038574, | |
| -9.414657592773438, | |
| -9.450013160705566, | |
| -9.424891471862793, | |
| -9.468652725219727, | |
| -9.437067031860352, | |
| -9.452010154724121, | |
| -9.476055145263672, | |
| -9.454631805419922, | |
| -9.519726753234863, | |
| -9.494053840637207, | |
| -9.349456787109375, | |
| -9.444249153137207, | |
| -9.432062149047852, | |
| -9.469500541687012, | |
| -9.506385803222656, | |
| -9.541167259216309, | |
| -9.514572143554688, | |
| -9.517498016357422, | |
| -9.508042335510254, | |
| -9.524667739868164, | |
| -9.513023376464844, | |
| -9.518259048461914, | |
| -9.491355895996094, | |
| -9.527623176574707, | |
| -9.503666877746582, | |
| -9.575556755065918, | |
| -9.51135540008545, | |
| -9.574329376220703, | |
| -9.559322357177734, | |
| -9.576539993286133, | |
| -9.587591171264648, | |
| -9.615789413452148, | |
| -9.586484909057617, | |
| -9.597373008728027, | |
| -9.565719604492188, | |
| -9.580348014831543, | |
| -9.544068336486816, | |
| -9.576735496520996, | |
| -9.617915153503418, | |
| -9.634200096130371, | |
| -9.50833511352539, | |
| -9.633086204528809, | |
| -9.622976303100586, | |
| -9.628181457519531, | |
| -9.385575294494629, | |
| -9.312309265136719, | |
| -8.996809005737305, | |
| -9.591567993164062, | |
| -9.602102279663086, | |
| -9.606905937194824, | |
| -9.660425186157227, | |
| -9.59228229522705, | |
| -9.66215991973877, | |
| -9.652912139892578, | |
| -9.683008193969727, | |
| -9.550703048706055, | |
| -9.616209983825684, | |
| -9.262633323669434, | |
| -9.222973823547363, | |
| -9.16146469116211, | |
| -9.264670372009277, | |
| -9.241007804870605, | |
| -9.89056396484375, | |
| -9.639961242675781, | |
| -9.945752143859863, | |
| -10.058592796325684, | |
| -9.94412899017334, | |
| -9.352773666381836, | |
| -9.2145357131958, | |
| -9.298417091369629, | |
| -9.264565467834473, | |
| -9.239808082580566, | |
| -9.254988670349121, | |
| -9.295654296875, | |
| -9.311361312866211, | |
| -9.360262870788574, | |
| -9.345294952392578, | |
| -9.313271522521973, | |
| -9.594743728637695, | |
| -9.626945495605469, | |
| -9.65655517578125, | |
| -9.62312126159668, | |
| -9.634873390197754, | |
| -9.6712007522583, | |
| -9.6635160446167, | |
| -9.65237045288086, | |
| -9.622418403625488, | |
| -9.854077339172363, | |
| -9.864712715148926, | |
| -9.863157272338867, | |
| -9.855356216430664, | |
| -9.89089584350586, | |
| -9.856369972229004, | |
| -9.876996040344238, | |
| -9.889692306518555, | |
| -9.916558265686035, | |
| -10.030950546264648, | |
| -10.064481735229492, | |
| -10.070244789123535, | |
| -10.073690414428711, | |
| -10.170597076416016, | |
| -10.180663108825684, | |
| -10.210295677185059, | |
| -10.190850257873535, | |
| -10.214118957519531, | |
| -7.201298236846924, | |
| -8.108235359191895, | |
| -8.210838317871094, | |
| -8.138957023620605, | |
| -8.41263484954834, | |
| -8.359173774719238, | |
| -8.656364440917969, | |
| -8.237541198730469, | |
| -8.040386199951172, | |
| -8.405668258666992, | |
| -8.21469497680664, | |
| -8.536149978637695, | |
| -8.825751304626465, | |
| -8.615899085998535, | |
| -8.655414581298828, | |
| -8.60315990447998, | |
| -8.940108299255371, | |
| -9.022863388061523, | |
| -8.983457565307617 | |
| ], | |
| "train_time_history": [ | |
| 4284.811353683472, | |
| 4284.813168525696, | |
| 4239.820109844208, | |
| 4358.5235912799835, | |
| 4358.525362968445, | |
| 4289.520437240601, | |
| 4289.5296330451965, | |
| 4233.677313089371, | |
| 4233.679363965988, | |
| 4209.371140003204, | |
| 4209.381086587906, | |
| 4202.905996799469, | |
| 4469.978202342987, | |
| 4469.989181756973, | |
| 4247.160337924957, | |
| 4247.1704177856445, | |
| 4190.890568256378, | |
| 4190.900403022766, | |
| 4185.636907577515, | |
| 4185.647009372711, | |
| 4180.687466144562, | |
| 4215.30419754982, | |
| 4215.314230442047, | |
| 4206.753845453262, | |
| 4206.76371717453, | |
| 4206.280591726303, | |
| 4206.290879011154, | |
| 4222.331785202026, | |
| 4222.341979503632, | |
| 4220.95298576355, | |
| 4220.962949752808, | |
| 4199.66743016243, | |
| 4199.67768073082, | |
| 4200.696933507919, | |
| 4200.706924915314, | |
| 4200.071183204651, | |
| 4200.073669195175, | |
| 4201.461757183075, | |
| 4201.47197842598, | |
| 4212.675180196762, | |
| 4212.685215473175, | |
| 4266.539958238602, | |
| 4266.55042219162, | |
| 4254.028660058975, | |
| 4254.030869007111, | |
| 4586.545968532562, | |
| 4586.556686401367, | |
| 4486.801070451736, | |
| 4486.811651468277, | |
| 4201.306690454483, | |
| 4201.308066606522, | |
| 4204.077554225922, | |
| 4204.087781906128, | |
| 4194.944247722626, | |
| 4194.954358577728, | |
| 4193.961704969406, | |
| 4222.590797185898, | |
| 4222.594073057175, | |
| 4221.6570999622345, | |
| 4221.666466474533, | |
| 4221.045345544815, | |
| 4221.055670261383, | |
| 4214.11606669426, | |
| 4214.125596284866, | |
| 4479.404296398163, | |
| 4479.414994955063, | |
| 4262.62514591217, | |
| 4262.635618209839, | |
| 4214.268101215363, | |
| 4214.2785403728485, | |
| 4218.142910718918, | |
| 4218.15364408493, | |
| 4215.917347192764, | |
| 4215.927803516388, | |
| 4218.397645950317, | |
| 4218.408536672592, | |
| 4233.58446598053, | |
| 4233.59490442276, | |
| 4318.161808013916, | |
| 4318.171140432358, | |
| 4237.026048898697, | |
| 4237.036669015884, | |
| 4220.925004482269, | |
| 4220.9352016448975, | |
| 4226.221168041229, | |
| 4223.1825070381165, | |
| 4223.192782878876, | |
| 4219.102268218994, | |
| 4219.113127231598, | |
| 4216.297616004944, | |
| 4216.308108329773, | |
| 4217.926244974136, | |
| 4217.937202453613, | |
| 4426.571401119232, | |
| 4426.573066711426, | |
| 4612.790915489197, | |
| 4612.801674365997, | |
| 4719.1595368385315, | |
| 4719.169989824295, | |
| 4305.255445480347, | |
| 4305.266388177872, | |
| 4221.674624681473, | |
| 4221.686189174652, | |
| 4229.138904571533, | |
| 4178.568962574005, | |
| 4178.5717051029205, | |
| 4178.647545337677, | |
| 4178.650447130203, | |
| 4169.984578132629, | |
| 4169.995152950287, | |
| 4173.8019506931305, | |
| 4173.804402589798, | |
| 4179.692799806595, | |
| 4179.695784330368, | |
| 4176.926806688309, | |
| 4176.937863111496, | |
| 4189.7040383815765, | |
| 4189.7144474983215, | |
| 4194.854960680008, | |
| 4194.8661851882935, | |
| 4488.314256668091, | |
| 4488.324142932892, | |
| 4301.72206735611, | |
| 4301.732882022858, | |
| 4203.297667264938, | |
| 4203.307426214218, | |
| 4212.263510465622, | |
| 4212.2729642391205, | |
| 4202.838434457779, | |
| 4202.8495717048645, | |
| 4206.559844255447, | |
| 4206.570970535278, | |
| 4202.594026565552, | |
| 4202.6052367687225, | |
| 4204.671685695648, | |
| 4204.675058603287, | |
| 4201.653420209885, | |
| 4201.664590358734, | |
| 4203.356340646744, | |
| 4203.3675968647, | |
| 4226.834460258484, | |
| 4226.84539103508, | |
| 4432.4133422374725, | |
| 4432.424476385117, | |
| 4194.520195245743, | |
| 4194.531393289566, | |
| 4185.361557483673, | |
| 4185.372809171677, | |
| 4178.024575471878, | |
| 4178.035531282425, | |
| 4183.264570951462, | |
| 4183.275583267212, | |
| 4178.5521404743195, | |
| 4178.563311338425, | |
| 4178.228582620621, | |
| 4178.238200426102, | |
| 4181.432615280151, | |
| 4181.443482160568, | |
| 4181.636572599411, | |
| 4181.647958517075, | |
| 4180.119422197342, | |
| 4180.130319356918, | |
| 4181.348428249359, | |
| 4181.3601496219635, | |
| 4182.4969573020935, | |
| 4182.508371829987, | |
| 4255.815136909485, | |
| 4255.824706077576, | |
| 4447.2853989601135, | |
| 4447.294949054718, | |
| 4375.476977586746, | |
| 4375.488611936569, | |
| 4216.147409915924, | |
| 4216.157112836838, | |
| 4184.855574131012, | |
| 4184.867551803589, | |
| 4182.2731301784515, | |
| 4182.284587860107, | |
| 4182.427225112915, | |
| 4182.438867807388, | |
| 4181.939938545227, | |
| 4181.951656103134, | |
| 4183.5050485134125, | |
| 4183.516293287277, | |
| 4180.313590764999, | |
| 4180.325238704681, | |
| 4184.185824394226, | |
| 4184.196978807449, | |
| 4175.860624790192, | |
| 4175.8725233078, | |
| 4174.206290960312, | |
| 4174.217987298965, | |
| 4225.280811309814, | |
| 4346.787808179855, | |
| 4346.791662693024, | |
| 4299.203949213028, | |
| 4334.719336986542, | |
| 4334.72660279274, | |
| 4307.453342437744, | |
| 4307.463569164276, | |
| 4243.263749361038, | |
| 4243.27504825592, | |
| 4232.403777837753, | |
| 4232.415019750595, | |
| 4234.023860692978, | |
| 4234.036010503769, | |
| 4232.419568777084, | |
| 4232.430717229843, | |
| 4228.692707538605, | |
| 4228.695293188095, | |
| 4235.275017976761, | |
| 4235.286781549454, | |
| 4231.93186712265, | |
| 4231.934266328812, | |
| 4237.727004766464, | |
| 4237.736963748932, | |
| 4448.2472088336945, | |
| 4448.257912635803, | |
| 4283.024597644806, | |
| 4283.03609752655, | |
| 4270.3121337890625, | |
| 4270.324274778366, | |
| 4244.299434423447, | |
| 4244.311620950699, | |
| 4363.46278834343, | |
| 4180.62579703331, | |
| 4180.635629653931, | |
| 4363.069185256958, | |
| 4220.090236663818, | |
| 4220.102267503738, | |
| 4190.208593130112, | |
| 4190.220735549927, | |
| 4181.494255304337, | |
| 4181.50580906868, | |
| 4186.210835933685, | |
| 4186.214511394501, | |
| 4188.612834215164, | |
| 4188.625131607056, | |
| 4182.178534984589, | |
| 4182.189949512482, | |
| 4183.857384443283, | |
| 4183.869287014008, | |
| 4183.761756181717, | |
| 4241.330404281616, | |
| 4241.341110467911, | |
| 4207.978038311005, | |
| 4207.990997314453, | |
| 4209.410867214203, | |
| 4209.421168088913, | |
| 4207.717931270599, | |
| 4207.730401754379, | |
| 4204.301562309265, | |
| 4204.313354253769, | |
| 4297.861345052719, | |
| 4297.873908042908, | |
| 4282.807532548904, | |
| 4282.820100307465, | |
| 4269.668355226517, | |
| 4269.680841684341, | |
| 4198.918546676636, | |
| 4198.928604364395, | |
| 4239.654682636261, | |
| 4239.659080028534, | |
| 4419.87956905365, | |
| 4419.889652013779, | |
| 4302.591921806335, | |
| 4302.60400891304, | |
| 4199.097110033035, | |
| 4199.109765052795, | |
| 4202.586899995804, | |
| 4202.596865415573, | |
| 4223.580963373184, | |
| 4236.571214199066, | |
| 4236.583789110184, | |
| 4266.631365537643, | |
| 4266.643340587616, | |
| 4206.533836603165, | |
| 4206.543870687485, | |
| 4196.797498226166, | |
| 4196.809820890427, | |
| 4202.778592824936, | |
| 4202.791028261185, | |
| 4200.911655426025, | |
| 4200.922192811966, | |
| 4218.757748126984, | |
| 4218.7700316905975, | |
| 4197.834621667862, | |
| 4197.8472237586975, | |
| 4194.553659200668, | |
| 4194.558137655258, | |
| 4210.2872478961945, | |
| 4210.291656970978, | |
| 4269.952535390854, | |
| 4269.963551998138, | |
| 4214.965420722961, | |
| 4214.9777710437775, | |
| 4268.254637956619, | |
| 4268.267082452774, | |
| 4188.457591295242, | |
| 4188.467690706253, | |
| 4188.935349225998, | |
| 4188.947833776474, | |
| 4192.73951125145, | |
| 4192.749709367752, | |
| 4188.534428119659, | |
| 4188.53829908371, | |
| 4196.497691392899, | |
| 4196.510225534439, | |
| 4318.416720151901, | |
| 4318.4267864227295, | |
| 4209.298709154129, | |
| 4204.6052923202515, | |
| 4204.609621763229, | |
| 4192.598699092865, | |
| 4192.6110072135925, | |
| 4264.5488522052765, | |
| 4264.562687158585, | |
| 4342.3707575798035, | |
| 4342.3756980896, | |
| 4299.415410995483, | |
| 4299.425767421722, | |
| 4285.986501693726, | |
| 4285.999414205551, | |
| 4251.881839513779, | |
| 4251.89198923111, | |
| 4217.251371145248, | |
| 4217.262971401215, | |
| 4265.004074335098, | |
| 4265.016601800919, | |
| 4422.643936634064, | |
| 4453.576984167099, | |
| 4453.588968753815, | |
| 4183.795456409454, | |
| 4183.80871462822, | |
| 4183.177849292755, | |
| 4183.1909646987915, | |
| 4190.727601289749, | |
| 4190.740168809891, | |
| 4185.585786104202, | |
| 4185.596675872803, | |
| 4186.326423406601, | |
| 4186.3365132808685, | |
| 4188.701127767563, | |
| 4188.713495969772, | |
| 4183.693524837494, | |
| 4183.706875085831, | |
| 4182.603164672852, | |
| 4182.169225692749, | |
| 4182.182250261307, | |
| 4183.1377918720245, | |
| 4183.142628669739, | |
| 4179.616315603256, | |
| 4179.626562833786, | |
| 4304.994537830353, | |
| 4305.007478475571, | |
| 4361.554908275604, | |
| 4361.56044960022, | |
| 4368.104673624039, | |
| 4368.11031460762, | |
| 4246.525162935257, | |
| 4246.5380046367645, | |
| 4183.925352096558, | |
| 4232.265904188156, | |
| 4232.277180671692, | |
| 4238.892568349838, | |
| 4238.905729055405, | |
| 4187.827491521835, | |
| 4187.84108877182, | |
| 4190.126079082489, | |
| 4190.13965845108, | |
| 4190.435103654861, | |
| 4190.440406799316, | |
| 4191.884477853775, | |
| 4191.897578239441, | |
| 4187.4977107048035, | |
| 4172.838095903397, | |
| 4172.843760967255, | |
| 4177.684302330017, | |
| 4177.6969130039215, | |
| 4172.654875993729, | |
| 4172.667930603027, | |
| 4174.483522415161, | |
| 4174.496375083923, | |
| 4166.372047901154, | |
| 4166.384793281555, | |
| 4283.736061811447, | |
| 4257.7525935173035, | |
| 4257.7630007267, | |
| 4203.545964479446, | |
| 4203.558753013611, | |
| 4198.144237518311, | |
| 4198.157437801361, | |
| 4194.472889661789, | |
| 4194.487104177475, | |
| 4197.728852272034, | |
| 4197.739155769348, | |
| 4202.638717889786, | |
| 4179.445859909058, | |
| 4179.456418514252, | |
| 4170.633600950241, | |
| 4170.638606786728, | |
| 4173.595223903656, | |
| 4345.430767297745, | |
| 4345.4413626194, | |
| 4403.088153839111, | |
| 4403.099495649338, | |
| 4243.333677768707, | |
| 4243.347104310989, | |
| 4341.46756529808, | |
| 4341.480928659439, | |
| 4317.847608089447, | |
| 4317.858085870743, | |
| 4196.552426815033, | |
| 4196.5675711631775, | |
| 4192.795216798782, | |
| 4192.80850481987, | |
| 4247.769198179245, | |
| 4247.783056497574, | |
| 4450.5884919166565, | |
| 4450.602509021759, | |
| 4386.362091779709, | |
| 4386.375445127487, | |
| 4194.8344893455505, | |
| 4194.847893476486, | |
| 4365.374780893326, | |
| 4365.388372182846, | |
| 4594.672197341919, | |
| 4594.6835501194, | |
| 4450.229032039642, | |
| 4450.242944955826, | |
| 4768.1948499679565, | |
| 4768.208532333374, | |
| 4320.927686691284, | |
| 4320.932461023331, | |
| 4389.044877767563, | |
| 4389.060523271561, | |
| 4506.545570850372, | |
| 4506.56330370903, | |
| 4187.451607465744, | |
| 4492.475999116898, | |
| 4492.487664937973, | |
| 4207.333253145218, | |
| 4207.347226142883, | |
| 4454.522627592087, | |
| 4417.526381015778, | |
| 4195.074825525284, | |
| 4195.089487314224, | |
| 4224.457670927048, | |
| 4224.472229957581, | |
| 4764.19175863266, | |
| 4764.202345132828, | |
| 4315.793431043625, | |
| 4315.799200534821, | |
| 4265.365842103958, | |
| 4252.945762634277, | |
| 4478.979041814804, | |
| 4478.992881536484, | |
| 4318.3227870464325, | |
| 4318.337471246719, | |
| 4319.654689788818, | |
| 4319.666926622391, | |
| 4320.253043174744, | |
| 4320.26652598381, | |
| 4316.997335195541, | |
| 4317.007848501205, | |
| 4317.8134751319885, | |
| 4317.827590227127, | |
| 4315.411971092224, | |
| 4315.42355298996, | |
| 4325.969897270203, | |
| 4325.972640752792, | |
| 4311.006960868835, | |
| 4311.017538309097, | |
| 4324.960598230362, | |
| 3680.7179527282715, | |
| 3680.7326424121857, | |
| 3721.3555817604065, | |
| 3721.3586716651917, | |
| 3818.7410044670105, | |
| 3818.744511604309, | |
| 3689.685672521591, | |
| 3689.7003977298737, | |
| 3688.9338262081146, | |
| 3688.9487912654877, | |
| 3734.376760005951, | |
| 3734.3914697170258, | |
| 3721.3628540039062, | |
| 3721.37668967247, | |
| 3655.3936855793, | |
| 3655.4077792167664, | |
| 3610.097437620163, | |
| 3610.111466407776, | |
| 3715.0868566036224, | |
| 3715.099429130554, | |
| 3636.3001956939697, | |
| 3636.3086059093475, | |
| 3668.0241372585297, | |
| 3668.034808397293, | |
| 3659.740085363388, | |
| 3659.7512934207916, | |
| 3611.7954156398773, | |
| 3611.810293197632, | |
| 3611.7872862815857, | |
| 3611.802482843399, | |
| 3612.5097110271454, | |
| 3612.520439386368, | |
| 3609.9256060123444, | |
| 3609.9406599998474, | |
| 3615.199702978134, | |
| 3615.213776111603, | |
| 3614.617516040802 | |
| ], | |
| "valid_loss_history": [ | |
| -2.2420080729893277, | |
| -3.6040473665509904, | |
| -4.652349131447928, | |
| -5.269411563873291, | |
| -5.602223873138428, | |
| -5.948959009987967, | |
| -6.180064678192139, | |
| -6.373329707554409, | |
| -6.4635710035051614, | |
| -6.628378936222622, | |
| -6.765629632132394, | |
| -6.878908634185791, | |
| -6.975889819008963, | |
| -7.089849744524274, | |
| -7.137168339320591, | |
| -7.214839458465576, | |
| -7.248862539018903, | |
| -7.323270389011928, | |
| -7.374068532671247, | |
| -7.447478975568499, | |
| -7.470496041434152, | |
| -7.578763212476458, | |
| -7.638515608651297, | |
| -7.603791032518659, | |
| -7.658165522984096, | |
| -7.660087721688407, | |
| -7.711926255907331, | |
| -7.763034411839077, | |
| -7.80566440309797, | |
| -7.829599516732352, | |
| -7.908110482352121, | |
| -7.871029717581613, | |
| -7.790640013558524, | |
| -7.807113443102155, | |
| -7.826304980686733, | |
| -7.77531235558646, | |
| -7.879563399723598, | |
| -7.897988796234131, | |
| -7.845814909253802, | |
| -7.848473821367536, | |
| -7.912371976034982, | |
| -7.943405968802316, | |
| -8.085525648934501, | |
| -8.010899543762207, | |
| -8.028815746307373, | |
| -8.061845302581787, | |
| -8.02747140611921, | |
| -8.03413268498012, | |
| -8.033596924373082, | |
| -8.068816934313093, | |
| -8.067536762782506, | |
| -8.144167695726667, | |
| -8.148260184696742, | |
| -8.180625711168561, | |
| -8.180845873696464, | |
| -8.25086770738874, | |
| -8.261961323874337, | |
| -8.260808059147426, | |
| -8.186679295131139, | |
| -8.165157794952393, | |
| -8.194125039236885, | |
| -8.254536492483956, | |
| -8.292360033307757, | |
| -8.267435346330915, | |
| -8.27747208731515, | |
| -8.366285255977086, | |
| -8.354675361088344, | |
| -8.365063190460205, | |
| -8.427791595458984, | |
| -8.452910355159215, | |
| -8.395057133265905, | |
| -8.455147879464286, | |
| -8.485073634556361, | |
| -8.504877976008824, | |
| -8.502339363098145, | |
| -8.485261576516288, | |
| -8.50761045728411, | |
| -8.482435567038399, | |
| -8.516456604003906, | |
| -8.503895146506173, | |
| -8.515655858176094, | |
| -8.574515002114433, | |
| -8.580681255885533, | |
| -8.593669959477015, | |
| -8.538264206477574, | |
| -8.570460319519043, | |
| -8.610838617597308, | |
| -8.576563426426478, | |
| -8.631826945713588, | |
| -8.593990189688546, | |
| -8.584804126194545, | |
| -8.616937228611537, | |
| -8.616405078342982, | |
| -8.636415685926165, | |
| -8.736162253788539, | |
| -8.684600080762591, | |
| -8.751097747257777, | |
| -8.744481086730957, | |
| -8.760670593806676, | |
| -8.81410721370152, | |
| -8.762031418936592, | |
| -8.731195313589913, | |
| -8.680067879813057, | |
| -8.73148284639631, | |
| -8.770104340144567, | |
| -8.83363403592791, | |
| -8.797364848000663, | |
| -8.756126131330218, | |
| -8.717773846217565, | |
| -8.755549158368792, | |
| -8.798967293330602, | |
| -8.80781262261527, | |
| -8.879967212677002, | |
| -8.83057907649449, | |
| -8.910664354051862, | |
| -8.930669920785087, | |
| -8.850233895438057, | |
| -8.87684679031372, | |
| -8.860790797642299, | |
| -8.854635306767054, | |
| -8.871529306684222, | |
| -8.870055334908622, | |
| -8.814562388828822, | |
| -8.895111628941127, | |
| -8.95235286440168, | |
| -8.978583880833217, | |
| -8.970093931470599, | |
| -8.94366032736642, | |
| -8.930564199175153, | |
| -8.896938255855016, | |
| -9.003027439117432, | |
| -8.967686380658831, | |
| -8.945790427071708, | |
| -8.978134904588972, | |
| -8.926983833312988, | |
| -8.911829403468541, | |
| -9.004649843488421, | |
| -8.982011726924352, | |
| -9.004248074122838, | |
| -9.022075244358607, | |
| -9.055972508021764, | |
| -9.095445496695381, | |
| -9.014348983764648, | |
| -9.017100266047887, | |
| -9.06740631375994, | |
| -9.062205382755824, | |
| -9.006571020398821, | |
| -9.060756206512451, | |
| -9.114073821476527, | |
| -9.12088053567069, | |
| -9.146572181156703, | |
| -9.129499162946429, | |
| -9.162499564034599, | |
| -9.146372726985387, | |
| -9.138916151864189, | |
| -9.140360014779228, | |
| -9.14337342126029, | |
| -9.13001537322998, | |
| -9.089552674974714, | |
| -9.172866821289062, | |
| -9.200943265642438, | |
| -9.191112245832171, | |
| -9.207633904048375, | |
| -9.147029059273857, | |
| -9.17673145021711, | |
| -9.129148755754743, | |
| -9.157607623508998, | |
| -9.13064786366054, | |
| -9.154420512063163, | |
| -9.181631565093994, | |
| -9.155359063829694, | |
| -9.158296721322197, | |
| -9.156671251569476, | |
| -9.154706001281738, | |
| -9.167226382664271, | |
| -9.163607052394322, | |
| -9.209595475878034, | |
| -9.310745784214564, | |
| -9.238739694867816, | |
| -9.288273334503174, | |
| -9.2847033228193, | |
| -9.313508306230817, | |
| -9.334877354758126, | |
| -9.270281859806605, | |
| -9.189015797206334, | |
| -9.247245516095843, | |
| -9.272651195526123, | |
| -9.430454867226738, | |
| -9.431772300175258, | |
| -9.406911509377617, | |
| -9.434791496821813, | |
| -9.40122835976737, | |
| -9.331563881465367, | |
| -9.266850130898613, | |
| -9.263189588274274, | |
| -9.341036796569824, | |
| -9.302794524601527, | |
| -9.364838123321533, | |
| -9.468104021889824, | |
| -9.427109173366002, | |
| -9.488504341670446, | |
| -9.461405617850167, | |
| -9.434092794145856, | |
| -9.448193890707833, | |
| -9.491405623299736, | |
| -9.586788518088204, | |
| -9.494200706481934, | |
| -9.47681747164045, | |
| -9.457686015537806, | |
| -9.591959748949323, | |
| -9.581428391592842, | |
| -9.579002380371094, | |
| -9.538570063454765, | |
| -9.59873376573835, | |
| -9.606725556509835, | |
| -9.610026700156075, | |
| -9.668677466256279, | |
| -9.631781101226807, | |
| -9.603316238948278, | |
| -9.663758277893066, | |
| -9.63963794708252, | |
| -9.662949085235596, | |
| -9.706490448543004, | |
| -9.720975807734899, | |
| -9.734819480351039, | |
| -9.786265100751605, | |
| -9.737053121839251, | |
| -9.700168677738734, | |
| -9.778143337794713, | |
| -9.780944415501185, | |
| -9.77445820399693, | |
| -9.772279262542725, | |
| -9.786255019051689, | |
| -9.787315436771937, | |
| -9.809428351266044, | |
| -9.77673625946045, | |
| -9.78390223639352, | |
| -9.798577308654785, | |
| -9.79927212851388, | |
| -9.762826034000941, | |
| -9.76457827431815, | |
| -9.798729487827845, | |
| -9.776831013815743, | |
| -9.773336342402867, | |
| -9.794628483908516, | |
| -9.795281887054443, | |
| -9.76816953931536, | |
| -9.776653221675328, | |
| -7.936585630689349, | |
| -9.18690013885498, | |
| -9.344774450574603, | |
| -9.366782733372279, | |
| -9.370089326586042, | |
| -9.374211038861956, | |
| -9.36532722200666, | |
| -9.383607932499476, | |
| -9.390820026397705, | |
| -9.426494870867048, | |
| -9.435582705906459, | |
| -9.458767277853829, | |
| -9.49565941946847, | |
| -9.505523000444684, | |
| -9.5315888268607, | |
| -9.545233454023089, | |
| -9.539818559374128, | |
| -9.561526230403356, | |
| -9.572482517787389 | |
| ] | |
| } |