dehanns/whisper-small-sequential-cs-adapter
014
1{2 "args": {3 "config": "/root/sequential_adapter_strategy/configs/sequential_cs.yaml",4 "base_model": "openai/whisper-small",5 "si_adapter": "dehanns/whisper-small-lora-sinhala-32",6 "si_adapter_revision": "epoch-5",7 "expected_si_rank": 32,8 "init_cs_adapter": null,9 "train_source": "/experiment/splits/rich_codeswitch_v2_train.csv",10 "eval_source": "/experiment/splits/rich_codeswitch_v2_validation.csv",11 "si_eval_source": "none",12 "splits_dir": "/experiment/splits",13 "metadata_csv": null,14 "output_dir": "/experiment/adapters/lora_cs_on_frozen_si",15 "cache_dir": "/experiment/hf-cache",16 "cs_rank": 16,17 "cs_lora_alpha": 32,18 "cs_lora_dropout": 0.05,19 "target_modules": "q_proj,v_proj",20 "epochs": 6,21 "learning_rate": 0.0001,22 "batch_size": 16,23 "grad_accum": 1,24 "eval_batch_size": 8,25 "warmup_steps": 50,26 "max_train_samples": null,27 "max_eval_samples": null,28 "max_si_eval_samples": 100,29 "num_proc": null,30 "lazy_loading": true,31 "dataloader_num_workers": 4,32 "monitor_metric": "cs_wer",33 "language": "sinhala",34 "task": "transcribe",35 "seed": 42,36 "fp16": true37 },38 "strategy": {39 "strategy": "frozen_sinhala_plus_trainable_cs_residual",40 "checkpoint_kind": "report",41 "base_model": "openai/whisper-small",42 "required_sinhala_adapter": "dehanns/whisper-small-lora-sinhala-32",43 "required_sinhala_revision": "epoch-5",44 "expected_sinhala_rank": 32,45 "required_inference_adapters": [46 "si",47 "cs"48 ],49 "required_inference_weights": {50 "si": 1.0,51 "cs": 1.052 },53 "cs_initialization": "fresh",54 "cs_adapter": {55 "rank": 16,56 "lora_alpha": 32,57 "lora_dropout": 0.05,58 "target_modules": [59 "q_proj",60 "v_proj"61 ]62 },63 "note": "This CS residual is not intended for standalone use."64 },65 "freeze_report_before": {66 "active_adapters": [67 "si",68 "default"69 ],70 "trainable_parameter_tensors": 144,71 "trainable_parameters": 1769472,72 "frozen_si_parameter_tensors": 144,73 "disabled_si_dropout_modules": 72,74 "si_rank": 32,75 "cs_rank": 1676 },77 "freeze_report_after": {78 "active_adapters": [79 "si",80 "default"81 ],82 "trainable_parameter_tensors": 144,83 "trainable_parameters": 1769472,84 "frozen_si_parameter_tensors": 144,85 "disabled_si_dropout_modules": 7286 },87 "sinhala_fingerprint_before": "8601dd13f7d54149c2d6ca1e1d413d2b3ded13b2db272f65477d5ca1922a036a",88 "sinhala_fingerprint_after": "8601dd13f7d54149c2d6ca1e1d413d2b3ded13b2db272f65477d5ca1922a036a",89 "sinhala_unchanged": true,90 "train_metrics": {91 "train_runtime": 1059.2354,92 "train_samples_per_second": 14.076,93 "train_steps_per_second": 0.884,94 "total_flos": 4.4167821336576e+18,95 "train_loss": 0.1281622916332677,96 "epoch": 6.097 },98 "validation_history": [99 {100 "epoch": 1.0,101 "step": 156,102 "eval_loss": 0.18984781205654144,103 "codeswitch": {104 "wer": 19.453924914675767,105 "cer": 6.7952249770431585,106 "n_samples": 61107 },108 "sinhala_retention": null109 },110 {111 "epoch": 2.0,112 "step": 312,113 "eval_loss": 0.15295149385929108,114 "codeswitch": {115 "wer": 15.813424345847555,116 "cer": 5.215794306703398,117 "n_samples": 61118 },119 "sinhala_retention": null120 },121 {122 "epoch": 3.0,123 "step": 468,124 "eval_loss": 0.1432490348815918,125 "codeswitch": {126 "wer": 15.244596131968146,127 "cer": 5.4729109274563825,128 "n_samples": 61129 },130 "sinhala_retention": null131 },132 {133 "epoch": 4.0,134 "step": 624,135 "eval_loss": 0.13980381190776825,136 "codeswitch": {137 "wer": 14.106939704209328,138 "cer": 5.252525252525253,139 "n_samples": 61140 },141 "sinhala_retention": null142 },143 {144 "epoch": 5.0,145 "step": 780,146 "eval_loss": 0.1419447809457779,147 "codeswitch": {148 "wer": 16.1547212741752,149 "cer": 7.309458218549128,150 "n_samples": 61151 },152 "sinhala_retention": null153 },154 {155 "epoch": 6.0,156 "step": 936,157 "eval_loss": 0.14258421957492828,158 "codeswitch": {159 "wer": 15.017064846416384,160 "cer": 5.766758494031221,161 "n_samples": 61162 },163 "sinhala_retention": null164 }165 ],166 "best_epoch": 4.0,167 "best_metric": {168 "cs_wer": 14.106939704209328169 }170}