Add Assignment 4 summary
Browse files- summary.json +116 -0
summary.json
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{
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"baseline": {
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"epochs": 100,
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"training_time_seconds": 3139.0,
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"training_time_minutes": 52.32,
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"final_loss": 0.0974,
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| 7 |
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"bleu": 0.5247,
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| 8 |
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"bleu_percent": 52.47,
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"source": "Extracted from en_to_hi.ipynb recorded outputs on 2026-03-13"
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},
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"tuning": {
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"best_config": {
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"learning_rate": 8.884411309500873e-05,
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| 14 |
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"batch_size": 16,
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"num_heads": 4,
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"d_ff": 1536,
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"dropout": 0.19016462895143443,
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| 18 |
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"num_layers": 4,
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| 19 |
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"weight_decay": 1.149540832915101e-06,
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| 20 |
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"d_model": 512,
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"max_len": 50,
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"seed": 42,
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"force_cpu": false,
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"epochs": 20
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},
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"best_metrics": {
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"epoch": 20,
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"loss": 0.5256124382669275,
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| 29 |
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"bleu": 0.7698028731485314,
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| 30 |
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"bleu_percent": 76.98028731485313,
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| 31 |
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"timestamp": 1773401641,
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"checkpoint_dir_name": null,
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"done": true,
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"training_iteration": 20,
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"trial_id": "28792536",
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| 36 |
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"date": "2026-03-13_17-04-01",
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| 37 |
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"time_this_iter_s": 42.827330112457275,
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| 38 |
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"time_total_s": 857.8043477535248,
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| 39 |
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"pid": 3948130,
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| 40 |
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"hostname": "user-SSI100C3A-48",
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"node_ip": "10.6.0.87",
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"config": {
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"learning_rate": 8.884411309500873e-05,
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| 44 |
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"batch_size": 16,
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| 45 |
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"num_heads": 4,
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| 46 |
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"d_ff": 1536,
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| 47 |
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"dropout": 0.19016462895143443,
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| 48 |
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"num_layers": 4,
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| 49 |
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"weight_decay": 1.149540832915101e-06,
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| 50 |
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"d_model": 512,
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| 51 |
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"max_len": 50,
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| 52 |
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"seed": 42,
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| 53 |
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"force_cpu": false,
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| 54 |
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"epochs": 20
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},
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| 56 |
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"time_since_restore": 857.8043477535248,
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| 57 |
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"iterations_since_restore": 20,
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| 58 |
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"experiment_tag": "18_batch_size=16,d_ff=1536,d_model=512,dropout=0.1902,epochs=20,force_cpu=False,learning_rate=0.0001,max_len=50,num_heads=4,num_layers=4,seed=42,weight_decay=0.0000"
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| 59 |
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},
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| 60 |
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"num_samples": 20,
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| 61 |
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"tune_epochs": 20,
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| 62 |
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"search_space": {
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| 63 |
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"learning_rate": "loguniform(1e-5, 1e-3)",
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| 64 |
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"batch_size": "choice([16, 32, 64])",
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| 65 |
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"num_heads": "choice([4, 8])",
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| 66 |
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"d_ff": "choice([1024, 1536, 2048])",
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| 67 |
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"dropout": "uniform(0.10, 0.40)",
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| 68 |
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"num_layers": "choice([4, 6])",
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| 69 |
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"weight_decay": "loguniform(1e-6, 1e-3)"
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},
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| 71 |
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"metric": "bleu",
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| 72 |
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"mode": "max",
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| 73 |
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"scheduler": "ASHAScheduler",
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| 74 |
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"search_algorithm": "OptunaSearch"
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},
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| 76 |
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"best_model": {
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| 77 |
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"epochs": 20,
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| 78 |
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"training_time_seconds": 853.0576362609863,
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| 79 |
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"training_time_minutes": 14.217627271016438,
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| 80 |
+
"final_loss": 0.5256124382669275,
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| 81 |
+
"best_bleu": 0.8471540338276414,
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| 82 |
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"best_bleu_percent": 84.71540338276414,
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| 83 |
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"best_epoch": 15,
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| 84 |
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"epochs_to_target": 6,
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| 85 |
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"model_path": "b23cs1075_ass_4_best_model.pth",
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| 86 |
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"config": {
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| 87 |
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"learning_rate": 8.884411309500873e-05,
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| 88 |
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"batch_size": 16,
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| 89 |
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"num_heads": 4,
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| 90 |
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"d_ff": 1536,
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| 91 |
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"dropout": 0.19016462895143443,
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| 92 |
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"num_layers": 4,
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| 93 |
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"weight_decay": 1.149540832915101e-06,
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| 94 |
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"d_model": 512,
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| 95 |
+
"max_len": 50,
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| 96 |
+
"seed": 42,
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| 97 |
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"force_cpu": false,
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| 98 |
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"epochs": 20
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}
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},
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| 101 |
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"search_space": {
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| 102 |
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"learning_rate": "loguniform(1e-5, 1e-3)",
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| 103 |
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"batch_size": "choice([16, 32, 64])",
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| 104 |
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"num_heads": "choice([4, 8])",
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| 105 |
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"d_ff": "choice([1024, 1536, 2048])",
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| 106 |
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"dropout": "uniform(0.10, 0.40)",
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| 107 |
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"num_layers": "choice([4, 6])",
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| 108 |
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"weight_decay": "loguniform(1e-6, 1e-3)"
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| 109 |
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},
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| 110 |
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"artifacts": {
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| 111 |
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"baseline_model": "transformer_translation_final.pth",
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| 112 |
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"best_model": "b23cs1075_ass_4_best_model.pth",
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| 113 |
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"report_markdown": "b23cs1075_ass_4_report.md",
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"summary_json": "artifacts/assignment4/summary.json"
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}
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}
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