MRI Classification

all_results.json

@@ -0,0 +1,13 @@
+{
+    "epoch": 2.0,
+    "eval_accuracy": 0.9900709219858156,
+    "eval_loss": 0.06565134227275848,
+    "eval_runtime": 40.3129,
+    "eval_samples_per_second": 87.441,
+    "eval_steps_per_second": 10.939,
+    "total_flos": 3.0955504328740454e+18,
+    "train_loss": 0.010772173270583153,
+    "train_runtime": 1053.5222,
+    "train_samples_per_second": 37.917,
+    "train_steps_per_second": 1.186
+}

eval_results.json

@@ -0,0 +1,8 @@
+{
+    "epoch": 2.0,
+    "eval_accuracy": 0.9900709219858156,
+    "eval_loss": 0.06565134227275848,
+    "eval_runtime": 40.3129,
+    "eval_samples_per_second": 87.441,
+    "eval_steps_per_second": 10.939
+}

runs/Jul01_23-44-24_3259b223ddc1/events.out.tfevents.1656720554.3259b223ddc1.100.4

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:24783cab157fe6e61a85bebfffc1ca45f48ef6d21a5cff9113d7e5f91f7b6e2e
+size 363

train_results.json

@@ -0,0 +1,8 @@
+{
+    "epoch": 2.0,
+    "total_flos": 3.0955504328740454e+18,
+    "train_loss": 0.010772173270583153,
+    "train_runtime": 1053.5222,
+    "train_samples_per_second": 37.917,
+    "train_steps_per_second": 1.186
+}

trainer_state.json

@@ -0,0 +1,193 @@
+{
+  "best_metric": 0.06565134227275848,
+  "best_model_checkpoint": "./deit-base-mri/checkpoint-1000",
+  "epoch": 2.0,
+  "global_step": 1250,
+  "is_hyper_param_search": false,
+  "is_local_process_zero": true,
+  "is_world_process_zero": true,
+  "log_history": [
+    {
+      "epoch": 0.08,
+      "learning_rate": 4.804e-05,
+      "loss": 0.0316,
+      "step": 50
+    },
+    {
+      "epoch": 0.16,
+      "learning_rate": 4.604e-05,
+      "loss": 0.0196,
+      "step": 100
+    },
+    {
+      "epoch": 0.24,
+      "learning_rate": 4.4040000000000005e-05,
+      "loss": 0.0426,
+      "step": 150
+    },
+    {
+      "epoch": 0.32,
+      "learning_rate": 4.2040000000000004e-05,
+      "loss": 0.0195,
+      "step": 200
+    },
+    {
+      "epoch": 0.4,
+      "learning_rate": 4.004e-05,
+      "loss": 0.0365,
+      "step": 250
+    },
+    {
+      "epoch": 0.48,
+      "learning_rate": 3.804e-05,
+      "loss": 0.0025,
+      "step": 300
+    },
+    {
+      "epoch": 0.56,
+      "learning_rate": 3.604e-05,
+      "loss": 0.008,
+      "step": 350
+    },
+    {
+      "epoch": 0.64,
+      "learning_rate": 3.404e-05,
+      "loss": 0.0139,
+      "step": 400
+    },
+    {
+      "epoch": 0.72,
+      "learning_rate": 3.2040000000000005e-05,
+      "loss": 0.006,
+      "step": 450
+    },
+    {
+      "epoch": 0.8,
+      "learning_rate": 3.004e-05,
+      "loss": 0.0107,
+      "step": 500
+    },
+    {
+      "epoch": 0.8,
+      "eval_accuracy": 0.9886524822695035,
+      "eval_loss": 0.07820000499486923,
+      "eval_runtime": 41.7405,
+      "eval_samples_per_second": 84.45,
+      "eval_steps_per_second": 10.565,
+      "step": 500
+    },
+    {
+      "epoch": 0.88,
+      "learning_rate": 2.804e-05,
+      "loss": 0.0178,
+      "step": 550
+    },
+    {
+      "epoch": 0.96,
+      "learning_rate": 2.6040000000000005e-05,
+      "loss": 0.0096,
+      "step": 600
+    },
+    {
+      "epoch": 1.04,
+      "learning_rate": 2.404e-05,
+      "loss": 0.0089,
+      "step": 650
+    },
+    {
+      "epoch": 1.12,
+      "learning_rate": 2.2040000000000002e-05,
+      "loss": 0.0007,
+      "step": 700
+    },
+    {
+      "epoch": 1.2,
+      "learning_rate": 2.004e-05,
+      "loss": 0.0001,
+      "step": 750
+    },
+    {
+      "epoch": 1.28,
+      "learning_rate": 1.804e-05,
+      "loss": 0.0003,
+      "step": 800
+    },
+    {
+      "epoch": 1.36,
+      "learning_rate": 1.604e-05,
+      "loss": 0.0056,
+      "step": 850
+    },
+    {
+      "epoch": 1.44,
+      "learning_rate": 1.4040000000000001e-05,
+      "loss": 0.0046,
+      "step": 900
+    },
+    {
+      "epoch": 1.52,
+      "learning_rate": 1.204e-05,
+      "loss": 0.0001,
+      "step": 950
+    },
+    {
+      "epoch": 1.6,
+      "learning_rate": 1.004e-05,
+      "loss": 0.0065,
+      "step": 1000
+    },
+    {
+      "epoch": 1.6,
+      "eval_accuracy": 0.9900709219858156,
+      "eval_loss": 0.06565134227275848,
+      "eval_runtime": 42.3123,
+      "eval_samples_per_second": 83.309,
+      "eval_steps_per_second": 10.422,
+      "step": 1000
+    },
+    {
+      "epoch": 1.68,
+      "learning_rate": 8.040000000000001e-06,
+      "loss": 0.0042,
+      "step": 1050
+    },
+    {
+      "epoch": 1.76,
+      "learning_rate": 6.040000000000001e-06,
+      "loss": 0.0135,
+      "step": 1100
+    },
+    {
+      "epoch": 1.84,
+      "learning_rate": 4.04e-06,
+      "loss": 0.0052,
+      "step": 1150
+    },
+    {
+      "epoch": 1.92,
+      "learning_rate": 2.0400000000000004e-06,
+      "loss": 0.0005,
+      "step": 1200
+    },
+    {
+      "epoch": 2.0,
+      "learning_rate": 4e-08,
+      "loss": 0.0007,
+      "step": 1250
+    },
+    {
+      "epoch": 2.0,
+      "step": 1250,
+      "total_flos": 3.0955504328740454e+18,
+      "train_loss": 0.010772173270583153,
+      "train_runtime": 1053.5222,
+      "train_samples_per_second": 37.917,
+      "train_steps_per_second": 1.186
+    }
+  ],
+  "max_steps": 1250,
+  "num_train_epochs": 2,
+  "total_flos": 3.0955504328740454e+18,
+  "trial_name": null,
+  "trial_params": null
+}