End of training

all_results.json

@@ -0,0 +1,23 @@
+{
+    "Test_accuracy": 0.8698148434100257,
+    "Test_f1": 0.9218267950166057,
+    "Test_loss": 1.2595231533050537,
+    "Test_precision": 0.9986849795441263,
+    "Test_recall": 0.8559531636454714,
+    "Test_runtime": 2402.0367,
+    "Test_samples_per_second": 29.657,
+    "Test_steps_per_second": 3.707,
+    "Validation_accuracy": 0.9970616647882788,
+    "Validation_f1": 0.9983654642753185,
+    "Validation_loss": 0.021297017112374306,
+    "Validation_precision": 0.9968253968253968,
+    "Validation_recall": 0.9999102978112666,
+    "Validation_runtime": 804.5483,
+    "Validation_samples_per_second": 30.879,
+    "Validation_steps_per_second": 3.861,
+    "epoch": 3.0,
+    "train_loss": 0.019444029977140835,
+    "train_runtime": 8406.9324,
+    "train_samples_per_second": 9.057,
+    "train_steps_per_second": 1.132
+}

eval_results.json

@@ -0,0 +1,11 @@
+{
+    "Validation_accuracy": 0.9970616647882788,
+    "Validation_f1": 0.9983654642753185,
+    "Validation_loss": 0.021297017112374306,
+    "Validation_precision": 0.9968253968253968,
+    "Validation_recall": 0.9999102978112666,
+    "Validation_runtime": 804.5483,
+    "Validation_samples_per_second": 30.879,
+    "Validation_steps_per_second": 3.861,
+    "epoch": 3.0
+}

runs/Feb15_07-19-46_ampere02/events.out.tfevents.1707990820.ampere02.3729224.1

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7390bb28da5de659347a10f70532d5669d1fada39f5e70c9b89626da2b37a62e
+size 1176

test_results.json

@@ -0,0 +1,11 @@
+{
+    "Test_accuracy": 0.8698148434100257,
+    "Test_f1": 0.9218267950166057,
+    "Test_loss": 1.2595231533050537,
+    "Test_precision": 0.9986849795441263,
+    "Test_recall": 0.8559531636454714,
+    "Test_runtime": 2402.0367,
+    "Test_samples_per_second": 29.657,
+    "Test_steps_per_second": 3.707,
+    "epoch": 3.0
+}

train_results.json

@@ -0,0 +1,7 @@
+{
+    "epoch": 3.0,
+    "train_loss": 0.019444029977140835,
+    "train_runtime": 8406.9324,
+    "train_samples_per_second": 9.057,
+    "train_steps_per_second": 1.132
+}

trainer_state.json

@@ -0,0 +1,180 @@
+{
+  "best_metric": 0.021297017112374306,
+  "best_model_checkpoint": "../res/Transformers/AST-ASVspoof2019-Synthetic-Voice-Detection-New/checkpoint-9519",
+  "epoch": 3.0,
+  "eval_steps": 500,
+  "global_step": 9519,
+  "is_hyper_param_search": false,
+  "is_local_process_zero": true,
+  "is_world_process_zero": true,
+  "log_history": [
+    {
+      "epoch": 0.16,
+      "learning_rate": 4.7373673705221136e-05,
+      "loss": 0.1461,
+      "step": 500
+    },
+    {
+      "epoch": 0.32,
+      "learning_rate": 4.4747347410442276e-05,
+      "loss": 0.0486,
+      "step": 1000
+    },
+    {
+      "epoch": 0.47,
+      "learning_rate": 4.212102111566341e-05,
+      "loss": 0.0429,
+      "step": 1500
+    },
+    {
+      "epoch": 0.63,
+      "learning_rate": 3.949469482088455e-05,
+      "loss": 0.0157,
+      "step": 2000
+    },
+    {
+      "epoch": 0.79,
+      "learning_rate": 3.686836852610568e-05,
+      "loss": 0.0222,
+      "step": 2500
+    },
+    {
+      "epoch": 0.95,
+      "learning_rate": 3.424204223132682e-05,
+      "loss": 0.0232,
+      "step": 3000
+    },
+    {
+      "epoch": 1.0,
+      "eval_accuracy": 0.993237803896313,
+      "eval_f1": 0.9962432915921288,
+      "eval_loss": 0.04044355824589729,
+      "eval_precision": 0.9933999286478773,
+      "eval_recall": 0.9991029781126659,
+      "eval_runtime": 830.2286,
+      "eval_samples_per_second": 29.924,
+      "eval_steps_per_second": 3.741,
+      "step": 3173
+    },
+    {
+      "epoch": 1.1,
+      "learning_rate": 3.1615715936547956e-05,
+      "loss": 0.0132,
+      "step": 3500
+    },
+    {
+      "epoch": 1.26,
+      "learning_rate": 2.8989389641769092e-05,
+      "loss": 0.0127,
+      "step": 4000
+    },
+    {
+      "epoch": 1.42,
+      "learning_rate": 2.636306334699023e-05,
+      "loss": 0.0164,
+      "step": 4500
+    },
+    {
+      "epoch": 1.58,
+      "learning_rate": 2.373673705221137e-05,
+      "loss": 0.0021,
+      "step": 5000
+    },
+    {
+      "epoch": 1.73,
+      "learning_rate": 2.1110410757432505e-05,
+      "loss": 0.0127,
+      "step": 5500
+    },
+    {
+      "epoch": 1.89,
+      "learning_rate": 1.8484084462653642e-05,
+      "loss": 0.0058,
+      "step": 6000
+    },
+    {
+      "epoch": 2.0,
+      "eval_accuracy": 0.9930767992271776,
+      "eval_f1": 0.9961562527934209,
+      "eval_loss": 0.03828761354088783,
+      "eval_precision": 0.9926955282380189,
+      "eval_recall": 0.9996411912450663,
+      "eval_runtime": 804.5736,
+      "eval_samples_per_second": 30.878,
+      "eval_steps_per_second": 3.86,
+      "step": 6346
+    },
+    {
+      "epoch": 2.05,
+      "learning_rate": 1.585775816787478e-05,
+      "loss": 0.0044,
+      "step": 6500
+    },
+    {
+      "epoch": 2.21,
+      "learning_rate": 1.3231431873095915e-05,
+      "loss": 0.0,
+      "step": 7000
+    },
+    {
+      "epoch": 2.36,
+      "learning_rate": 1.060510557831705e-05,
+      "loss": 0.0022,
+      "step": 7500
+    },
+    {
+      "epoch": 2.52,
+      "learning_rate": 7.978779283538187e-06,
+      "loss": 0.0001,
+      "step": 8000
+    },
+    {
+      "epoch": 2.68,
+      "learning_rate": 5.352452988759324e-06,
+      "loss": 0.0,
+      "step": 8500
+    },
+    {
+      "epoch": 2.84,
+      "learning_rate": 2.7261266939804603e-06,
+      "loss": 0.0002,
+      "step": 9000
+    },
+    {
+      "epoch": 2.99,
+      "learning_rate": 9.98003992015968e-08,
+      "loss": 0.0014,
+      "step": 9500
+    },
+    {
+      "epoch": 3.0,
+      "eval_accuracy": 0.9970616647882788,
+      "eval_f1": 0.9983654642753185,
+      "eval_loss": 0.021297017112374306,
+      "eval_precision": 0.9968253968253968,
+      "eval_recall": 0.9999102978112666,
+      "eval_runtime": 803.2524,
+      "eval_samples_per_second": 30.929,
+      "eval_steps_per_second": 3.867,
+      "step": 9519
+    },
+    {
+      "epoch": 3.0,
+      "step": 9519,
+      "total_flos": 5.160985429530378e+18,
+      "train_loss": 0.019444029977140835,
+      "train_runtime": 8406.9324,
+      "train_samples_per_second": 9.057,
+      "train_steps_per_second": 1.132
+    }
+  ],
+  "logging_steps": 500,
+  "max_steps": 9519,
+  "num_input_tokens_seen": 0,
+  "num_train_epochs": 3,
+  "save_steps": 500,
+  "total_flos": 5.160985429530378e+18,
+  "train_batch_size": 8,
+  "trial_name": null,
+  "trial_params": null
+}