| { |
| "args": { |
| "above_freq": 300.0, |
| "architecture": "conv_tasnet_stft", |
| "batch_size": 55, |
| "beta1": 0.5, |
| "beta2": 0.9, |
| "bn_chan": 256, |
| "continual_train": false, |
| "dataset": "singing_librispeech", |
| "db_normalize": false, |
| "ema": true, |
| "encoder_activation": null, |
| "entity": "carson2050", |
| "epochs": 250, |
| "eps": 1e-08, |
| "exp_name": "singing_librispeech_ft2", |
| "ff_activation": "relu", |
| "gpu": 0, |
| "gradient_clip": null, |
| "hid_chan": 1024, |
| "load_ema_online_model": false, |
| "lr": 0.0001, |
| "lr_decay_gamma": 0.5, |
| "lr_decay_patience": 3, |
| "lr_scheduler": "step_lr", |
| "mask_act": "linear", |
| "max_n_src": 4, |
| "min_n_src": 2, |
| "mixed_precision": false, |
| "mixture_consistency": "mixture_consistency", |
| "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": 10, |
| "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/singing_librispeech_ft2", |
| "output_directory": "/media/carson/80AC3E70AC3E60B8/Users/Carson/Documents/MedleyVox/results/singing_sep", |
| "part_of_data": null, |
| "patience": 20, |
| "pitch_formant_augment_prob": 0.4, |
| "port": null, |
| "project": "MedleyVox_home", |
| "quiet": false, |
| "rank": 0, |
| "reduced_training_data_ratio": 1.0, |
| "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": "orig", |
| "start_from_best": false, |
| "sweep": false, |
| "target": "vocals", |
| "train_loss_func": [ |
| "pit_snr", |
| "multi_spectral_l1" |
| ], |
| "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": 235, |
| "best_loss": -9.809428351266044, |
| "epochs_trained": 238, |
| "num_bad_epochs": 3, |
| "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 |
| ], |
| "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 |
| ], |
| "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 |
| ] |
| } |
