ft-transformer best/last checkpoints
Browse files
runs/20260118_ft_141apps/best/ft_transformer_best_meta.json
CHANGED
|
@@ -19,18 +19,18 @@
|
|
| 19 |
"eDonkey"
|
| 20 |
],
|
| 21 |
"dropped_rows": 10,
|
| 22 |
-
"n_blocks":
|
| 23 |
-
"d_block":
|
| 24 |
"attention_n_heads": 8,
|
| 25 |
"attention_dropout": 0.1,
|
| 26 |
"ffn_dropout": 0.1,
|
| 27 |
"residual_dropout": 0.0,
|
| 28 |
-
"ffn_d_hidden_multiplier":
|
| 29 |
-
"n_epochs":
|
| 30 |
-
"patience":
|
| 31 |
-
"batch_size":
|
| 32 |
"lr": 0.001,
|
| 33 |
-
"weight_decay":
|
| 34 |
"device": "cuda",
|
| 35 |
"class_weight": {
|
| 36 |
"mode": "none",
|
|
@@ -224,120 +224,636 @@
|
|
| 224 |
"train_history": [
|
| 225 |
{
|
| 226 |
"epoch": 1.0,
|
| 227 |
-
"train_loss": 1.
|
| 228 |
-
"valid_loss": 0.
|
| 229 |
-
"train_accuracy": 0.
|
| 230 |
-
"valid_accuracy": 0.
|
| 231 |
"lr": 0.001,
|
| 232 |
-
"train_seconds":
|
| 233 |
-
"eval_seconds":
|
| 234 |
-
"epoch_seconds":
|
| 235 |
-
"train_rows_per_sec":
|
| 236 |
},
|
| 237 |
{
|
| 238 |
"epoch": 2.0,
|
| 239 |
-
"train_loss": 0.
|
| 240 |
-
"valid_loss": 0.
|
| 241 |
-
"train_accuracy": 0.
|
| 242 |
-
"valid_accuracy": 0.
|
| 243 |
"lr": 0.001,
|
| 244 |
-
"train_seconds":
|
| 245 |
-
"eval_seconds":
|
| 246 |
-
"epoch_seconds":
|
| 247 |
-
"train_rows_per_sec":
|
| 248 |
},
|
| 249 |
{
|
| 250 |
"epoch": 3.0,
|
| 251 |
-
"train_loss": 0.
|
| 252 |
-
"valid_loss": 0.
|
| 253 |
-
"train_accuracy": 0.
|
| 254 |
-
"valid_accuracy": 0.
|
| 255 |
"lr": 0.001,
|
| 256 |
-
"train_seconds":
|
| 257 |
-
"eval_seconds":
|
| 258 |
-
"epoch_seconds":
|
| 259 |
-
"train_rows_per_sec":
|
| 260 |
},
|
| 261 |
{
|
| 262 |
"epoch": 4.0,
|
| 263 |
-
"train_loss": 0.
|
| 264 |
-
"valid_loss":
|
| 265 |
-
"train_accuracy": 0.
|
| 266 |
-
"valid_accuracy": 0.
|
| 267 |
"lr": 0.001,
|
| 268 |
-
"train_seconds":
|
| 269 |
-
"eval_seconds":
|
| 270 |
-
"epoch_seconds":
|
| 271 |
-
"train_rows_per_sec":
|
| 272 |
},
|
| 273 |
{
|
| 274 |
"epoch": 5.0,
|
| 275 |
-
"train_loss":
|
| 276 |
-
"valid_loss":
|
| 277 |
-
"train_accuracy": 0.
|
| 278 |
-
"valid_accuracy": 0.
|
| 279 |
"lr": 0.001,
|
| 280 |
-
"train_seconds":
|
| 281 |
-
"eval_seconds":
|
| 282 |
-
"epoch_seconds":
|
| 283 |
-
"train_rows_per_sec":
|
| 284 |
},
|
| 285 |
{
|
| 286 |
"epoch": 6.0,
|
| 287 |
-
"train_loss":
|
| 288 |
-
"valid_loss":
|
| 289 |
-
"train_accuracy": 0.
|
| 290 |
-
"valid_accuracy": 0.
|
| 291 |
"lr": 0.001,
|
| 292 |
-
"train_seconds":
|
| 293 |
-
"eval_seconds":
|
| 294 |
-
"epoch_seconds":
|
| 295 |
-
"train_rows_per_sec":
|
| 296 |
},
|
| 297 |
{
|
| 298 |
"epoch": 7.0,
|
| 299 |
-
"train_loss":
|
| 300 |
-
"valid_loss": 0.
|
| 301 |
-
"train_accuracy": 0.
|
| 302 |
-
"valid_accuracy": 0.
|
| 303 |
"lr": 0.001,
|
| 304 |
-
"train_seconds":
|
| 305 |
-
"eval_seconds":
|
| 306 |
-
"epoch_seconds":
|
| 307 |
-
"train_rows_per_sec":
|
| 308 |
},
|
| 309 |
{
|
| 310 |
"epoch": 8.0,
|
| 311 |
-
"train_loss":
|
| 312 |
-
"valid_loss": 0.
|
| 313 |
-
"train_accuracy": 0.
|
| 314 |
-
"valid_accuracy": 0.
|
| 315 |
-
"lr": 0.001,
|
| 316 |
-
"train_seconds":
|
| 317 |
-
"eval_seconds":
|
| 318 |
-
"epoch_seconds":
|
| 319 |
-
"train_rows_per_sec":
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 320 |
}
|
| 321 |
],
|
| 322 |
"train_result": {
|
| 323 |
"metrics": {
|
| 324 |
-
"train_logloss": 0.
|
| 325 |
-
"train_accuracy": 0.
|
| 326 |
-
"train_f1_macro": 0.
|
| 327 |
-
"valid_logloss": 0.
|
| 328 |
-
"valid_accuracy": 0.
|
| 329 |
-
"valid_f1_macro": 0.
|
| 330 |
-
"test_logloss": 0.
|
| 331 |
-
"test_accuracy": 0.
|
| 332 |
-
"test_f1_macro": 0.
|
| 333 |
-
"overfit_gap_valid_logloss": 0.
|
| 334 |
-
"overfit_gap_test_logloss": 0.
|
| 335 |
-
"overfit_gap_valid_f1_macro":
|
| 336 |
-
"overfit_gap_test_f1_macro":
|
| 337 |
-
"best_epoch":
|
| 338 |
-
"best_valid_logloss": 0.
|
| 339 |
-
"best_valid_accuracy": 0.
|
| 340 |
-
"best_valid_f1_macro": 0.
|
| 341 |
},
|
| 342 |
"n_rows": 2704829,
|
| 343 |
"n_features": 56,
|
|
@@ -612,10 +1128,10 @@
|
|
| 612 |
"sFlow"
|
| 613 |
],
|
| 614 |
"checkpoint": "best",
|
| 615 |
-
"best_epoch":
|
| 616 |
"best_valid": {
|
| 617 |
-
"logloss": 0.
|
| 618 |
-
"accuracy": 0.
|
| 619 |
-
"f1_macro": 0.
|
| 620 |
}
|
| 621 |
}
|
|
|
|
| 19 |
"eDonkey"
|
| 20 |
],
|
| 21 |
"dropped_rows": 10,
|
| 22 |
+
"n_blocks": 4,
|
| 23 |
+
"d_block": 256,
|
| 24 |
"attention_n_heads": 8,
|
| 25 |
"attention_dropout": 0.1,
|
| 26 |
"ffn_dropout": 0.1,
|
| 27 |
"residual_dropout": 0.0,
|
| 28 |
+
"ffn_d_hidden_multiplier": 2.0,
|
| 29 |
+
"n_epochs": 100,
|
| 30 |
+
"patience": 12,
|
| 31 |
+
"batch_size": 1024,
|
| 32 |
"lr": 0.001,
|
| 33 |
+
"weight_decay": 0.0001,
|
| 34 |
"device": "cuda",
|
| 35 |
"class_weight": {
|
| 36 |
"mode": "none",
|
|
|
|
| 224 |
"train_history": [
|
| 225 |
{
|
| 226 |
"epoch": 1.0,
|
| 227 |
+
"train_loss": 1.0820218957184993,
|
| 228 |
+
"valid_loss": 0.8103469731902355,
|
| 229 |
+
"train_accuracy": 0.7475009196517093,
|
| 230 |
+
"valid_accuracy": 0.7470876173363945,
|
| 231 |
"lr": 0.001,
|
| 232 |
+
"train_seconds": 64.16830076603219,
|
| 233 |
+
"eval_seconds": 33.973765483126044,
|
| 234 |
+
"epoch_seconds": 98.14206624915823,
|
| 235 |
+
"train_rows_per_sec": 25291.25721931363
|
| 236 |
},
|
| 237 |
{
|
| 238 |
"epoch": 2.0,
|
| 239 |
+
"train_loss": 0.8105412084973573,
|
| 240 |
+
"valid_loss": 0.7371084651784771,
|
| 241 |
+
"train_accuracy": 0.7664633060508461,
|
| 242 |
+
"valid_accuracy": 0.7650369893856546,
|
| 243 |
"lr": 0.001,
|
| 244 |
+
"train_seconds": 63.68453805660829,
|
| 245 |
+
"eval_seconds": 33.999106251168996,
|
| 246 |
+
"epoch_seconds": 97.68364430777729,
|
| 247 |
+
"train_rows_per_sec": 25483.375549610326
|
| 248 |
},
|
| 249 |
{
|
| 250 |
"epoch": 3.0,
|
| 251 |
+
"train_loss": 0.7313179358322913,
|
| 252 |
+
"valid_loss": 0.6841807827381646,
|
| 253 |
+
"train_accuracy": 0.7863801584450523,
|
| 254 |
+
"valid_accuracy": 0.7839975155555062,
|
| 255 |
"lr": 0.001,
|
| 256 |
+
"train_seconds": 63.437448346056044,
|
| 257 |
+
"eval_seconds": 33.59120648866519,
|
| 258 |
+
"epoch_seconds": 97.02865483472124,
|
| 259 |
+
"train_rows_per_sec": 25582.633638524912
|
| 260 |
},
|
| 261 |
{
|
| 262 |
"epoch": 4.0,
|
| 263 |
+
"train_loss": 0.7070826306328036,
|
| 264 |
+
"valid_loss": 0.6529311272958276,
|
| 265 |
+
"train_accuracy": 0.7943609483534692,
|
| 266 |
+
"valid_accuracy": 0.7919407134644322,
|
| 267 |
"lr": 0.001,
|
| 268 |
+
"train_seconds": 63.00751159898937,
|
| 269 |
+
"eval_seconds": 33.50558300456032,
|
| 270 |
+
"epoch_seconds": 96.51309460354969,
|
| 271 |
+
"train_rows_per_sec": 25757.19876590129
|
| 272 |
},
|
| 273 |
{
|
| 274 |
"epoch": 5.0,
|
| 275 |
+
"train_loss": 0.6632884027454004,
|
| 276 |
+
"valid_loss": 0.6292482220157558,
|
| 277 |
+
"train_accuracy": 0.8017409607633756,
|
| 278 |
+
"valid_accuracy": 0.7977229622564079,
|
| 279 |
"lr": 0.001,
|
| 280 |
+
"train_seconds": 63.04453998291865,
|
| 281 |
+
"eval_seconds": 33.355517863761634,
|
| 282 |
+
"epoch_seconds": 96.40005784668028,
|
| 283 |
+
"train_rows_per_sec": 25742.070612930307
|
| 284 |
},
|
| 285 |
{
|
| 286 |
"epoch": 6.0,
|
| 287 |
+
"train_loss": 0.64503756189948,
|
| 288 |
+
"valid_loss": 0.6537572209686322,
|
| 289 |
+
"train_accuracy": 0.7971713546823982,
|
| 290 |
+
"valid_accuracy": 0.7926561003833882,
|
| 291 |
"lr": 0.001,
|
| 292 |
+
"train_seconds": 63.07321646483615,
|
| 293 |
+
"eval_seconds": 33.55945497285575,
|
| 294 |
+
"epoch_seconds": 96.6326714376919,
|
| 295 |
+
"train_rows_per_sec": 25730.366880921298
|
| 296 |
},
|
| 297 |
{
|
| 298 |
"epoch": 7.0,
|
| 299 |
+
"train_loss": 0.6202571140102784,
|
| 300 |
+
"valid_loss": 0.6236088287176843,
|
| 301 |
+
"train_accuracy": 0.8047473129841265,
|
| 302 |
+
"valid_accuracy": 0.7994550489309864,
|
| 303 |
"lr": 0.001,
|
| 304 |
+
"train_seconds": 63.71714582014829,
|
| 305 |
+
"eval_seconds": 33.65691030398011,
|
| 306 |
+
"epoch_seconds": 97.3740561241284,
|
| 307 |
+
"train_rows_per_sec": 25470.3342265343
|
| 308 |
},
|
| 309 |
{
|
| 310 |
"epoch": 8.0,
|
| 311 |
+
"train_loss": 0.6027121601420622,
|
| 312 |
+
"valid_loss": 0.5947417731208476,
|
| 313 |
+
"train_accuracy": 0.8130380424635698,
|
| 314 |
+
"valid_accuracy": 0.8077346820317728,
|
| 315 |
+
"lr": 0.001,
|
| 316 |
+
"train_seconds": 62.91284818807617,
|
| 317 |
+
"eval_seconds": 33.667090175207704,
|
| 318 |
+
"epoch_seconds": 96.57993836328387,
|
| 319 |
+
"train_rows_per_sec": 25795.954987578938
|
| 320 |
+
},
|
| 321 |
+
{
|
| 322 |
+
"epoch": 9.0,
|
| 323 |
+
"train_loss": 0.5878799089685975,
|
| 324 |
+
"valid_loss": 0.5691886309865292,
|
| 325 |
+
"train_accuracy": 0.8229289967262248,
|
| 326 |
+
"valid_accuracy": 0.8167980982168935,
|
| 327 |
+
"lr": 0.001,
|
| 328 |
+
"train_seconds": 63.03727223165333,
|
| 329 |
+
"eval_seconds": 33.70051255216822,
|
| 330 |
+
"epoch_seconds": 96.73778478382155,
|
| 331 |
+
"train_rows_per_sec": 25745.038491451152
|
| 332 |
+
},
|
| 333 |
+
{
|
| 334 |
+
"epoch": 10.0,
|
| 335 |
+
"train_loss": 0.5819709924117248,
|
| 336 |
+
"valid_loss": 0.565472413157245,
|
| 337 |
+
"train_accuracy": 0.8250554409799267,
|
| 338 |
+
"valid_accuracy": 0.8174136637052976,
|
| 339 |
+
"lr": 0.001,
|
| 340 |
+
"train_seconds": 63.19497093511745,
|
| 341 |
+
"eval_seconds": 34.04710213886574,
|
| 342 |
+
"epoch_seconds": 97.24207307398319,
|
| 343 |
+
"train_rows_per_sec": 25680.793518620892
|
| 344 |
+
},
|
| 345 |
+
{
|
| 346 |
+
"epoch": 11.0,
|
| 347 |
+
"train_loss": 0.5658281126985039,
|
| 348 |
+
"valid_loss": 0.5592924923775101,
|
| 349 |
+
"train_accuracy": 0.8270826799236181,
|
| 350 |
+
"valid_accuracy": 0.8188998938935164,
|
| 351 |
+
"lr": 0.001,
|
| 352 |
+
"train_seconds": 63.33684863895178,
|
| 353 |
+
"eval_seconds": 33.97817206289619,
|
| 354 |
+
"epoch_seconds": 97.31502070184797,
|
| 355 |
+
"train_rows_per_sec": 25623.267258704884
|
| 356 |
+
},
|
| 357 |
+
{
|
| 358 |
+
"epoch": 12.0,
|
| 359 |
+
"train_loss": 0.5546503029411147,
|
| 360 |
+
"valid_loss": 0.5446304631030402,
|
| 361 |
+
"train_accuracy": 0.8322715489645985,
|
| 362 |
+
"valid_accuracy": 0.8235360447791543,
|
| 363 |
+
"lr": 0.001,
|
| 364 |
+
"train_seconds": 63.314998568966985,
|
| 365 |
+
"eval_seconds": 34.06828756863251,
|
| 366 |
+
"epoch_seconds": 97.3832861375995,
|
| 367 |
+
"train_rows_per_sec": 25632.109874127702
|
| 368 |
+
},
|
| 369 |
+
{
|
| 370 |
+
"epoch": 13.0,
|
| 371 |
+
"train_loss": 0.5455316337313185,
|
| 372 |
+
"valid_loss": 0.542088924317369,
|
| 373 |
+
"train_accuracy": 0.8345249267205498,
|
| 374 |
+
"valid_accuracy": 0.825070337137639,
|
| 375 |
+
"lr": 0.001,
|
| 376 |
+
"train_seconds": 63.744275709148496,
|
| 377 |
+
"eval_seconds": 33.986425776965916,
|
| 378 |
+
"epoch_seconds": 97.73070148611441,
|
| 379 |
+
"train_rows_per_sec": 25459.493922323818
|
| 380 |
+
},
|
| 381 |
+
{
|
| 382 |
+
"epoch": 14.0,
|
| 383 |
+
"train_loss": 0.5374383660709068,
|
| 384 |
+
"valid_loss": 0.546989832122745,
|
| 385 |
+
"train_accuracy": 0.833115102190712,
|
| 386 |
+
"valid_accuracy": 0.8232458232125494,
|
| 387 |
+
"lr": 0.001,
|
| 388 |
+
"train_seconds": 63.319708260241896,
|
| 389 |
+
"eval_seconds": 34.049483039882034,
|
| 390 |
+
"epoch_seconds": 97.36919130012393,
|
| 391 |
+
"train_rows_per_sec": 25630.203369382994
|
| 392 |
+
},
|
| 393 |
+
{
|
| 394 |
+
"epoch": 15.0,
|
| 395 |
+
"train_loss": 0.5287376385946003,
|
| 396 |
+
"valid_loss": 0.5553689658191119,
|
| 397 |
+
"train_accuracy": 0.8307637514888498,
|
| 398 |
+
"valid_accuracy": 0.8197114051530041,
|
| 399 |
+
"lr": 0.001,
|
| 400 |
+
"train_seconds": 63.43099932698533,
|
| 401 |
+
"eval_seconds": 33.6594194509089,
|
| 402 |
+
"epoch_seconds": 97.09041877789423,
|
| 403 |
+
"train_rows_per_sec": 25585.234620599364
|
| 404 |
+
},
|
| 405 |
+
{
|
| 406 |
+
"epoch": 16.0,
|
| 407 |
+
"train_loss": 0.5214578927503399,
|
| 408 |
+
"valid_loss": 0.5328890868869306,
|
| 409 |
+
"train_accuracy": 0.8394556154826831,
|
| 410 |
+
"valid_accuracy": 0.8273348047751615,
|
| 411 |
+
"lr": 0.001,
|
| 412 |
+
"train_seconds": 63.4428806649521,
|
| 413 |
+
"eval_seconds": 33.94598149927333,
|
| 414 |
+
"epoch_seconds": 97.38886216422543,
|
| 415 |
+
"train_rows_per_sec": 25580.443116551938
|
| 416 |
+
},
|
| 417 |
+
{
|
| 418 |
+
"epoch": 17.0,
|
| 419 |
+
"train_loss": 0.5136345790951786,
|
| 420 |
+
"valid_loss": 0.5242198813277066,
|
| 421 |
+
"train_accuracy": 0.8428483138486299,
|
| 422 |
+
"valid_accuracy": 0.8300041037699227,
|
| 423 |
+
"lr": 0.001,
|
| 424 |
+
"train_seconds": 63.277302644215524,
|
| 425 |
+
"eval_seconds": 33.96833814168349,
|
| 426 |
+
"epoch_seconds": 97.24564078589901,
|
| 427 |
+
"train_rows_per_sec": 25647.3795845082
|
| 428 |
+
},
|
| 429 |
+
{
|
| 430 |
+
"epoch": 18.0,
|
| 431 |
+
"train_loss": 0.5085902087883994,
|
| 432 |
+
"valid_loss": 0.5208335089548324,
|
| 433 |
+
"train_accuracy": 0.8451756334505517,
|
| 434 |
+
"valid_accuracy": 0.8317565244396136,
|
| 435 |
+
"lr": 0.001,
|
| 436 |
+
"train_seconds": 63.33510157139972,
|
| 437 |
+
"eval_seconds": 34.10430253529921,
|
| 438 |
+
"epoch_seconds": 97.43940410669893,
|
| 439 |
+
"train_rows_per_sec": 25623.974063899706
|
| 440 |
+
},
|
| 441 |
+
{
|
| 442 |
+
"epoch": 19.0,
|
| 443 |
+
"train_loss": 0.5016847469641207,
|
| 444 |
+
"valid_loss": 0.5300784743688508,
|
| 445 |
+
"train_accuracy": 0.8426579135952559,
|
| 446 |
+
"valid_accuracy": 0.8282258034700887,
|
| 447 |
+
"lr": 0.001,
|
| 448 |
+
"train_seconds": 63.72320907516405,
|
| 449 |
+
"eval_seconds": 33.997835143934935,
|
| 450 |
+
"epoch_seconds": 97.72104421909899,
|
| 451 |
+
"train_rows_per_sec": 25467.910727561266
|
| 452 |
+
},
|
| 453 |
+
{
|
| 454 |
+
"epoch": 20.0,
|
| 455 |
+
"train_loss": 0.49550204444382845,
|
| 456 |
+
"valid_loss": 0.5166273402694493,
|
| 457 |
+
"train_accuracy": 0.8465041219498218,
|
| 458 |
+
"valid_accuracy": 0.8319654100257687,
|
| 459 |
+
"lr": 0.001,
|
| 460 |
+
"train_seconds": 63.395974493119866,
|
| 461 |
+
"eval_seconds": 33.953488319180906,
|
| 462 |
+
"epoch_seconds": 97.34946281230077,
|
| 463 |
+
"train_rows_per_sec": 25599.369880750506
|
| 464 |
+
},
|
| 465 |
+
{
|
| 466 |
+
"epoch": 21.0,
|
| 467 |
+
"train_loss": 0.48959602875288355,
|
| 468 |
+
"valid_loss": 0.5132080860759901,
|
| 469 |
+
"train_accuracy": 0.8497785133622159,
|
| 470 |
+
"valid_accuracy": 0.8336475859850712,
|
| 471 |
+
"lr": 0.001,
|
| 472 |
+
"train_seconds": 63.34947727294639,
|
| 473 |
+
"eval_seconds": 34.09483556402847,
|
| 474 |
+
"epoch_seconds": 97.44431283697486,
|
| 475 |
+
"train_rows_per_sec": 25618.159294473986
|
| 476 |
+
},
|
| 477 |
+
{
|
| 478 |
+
"epoch": 22.0,
|
| 479 |
+
"train_loss": 0.4840707175175098,
|
| 480 |
+
"valid_loss": 0.5225206141435808,
|
| 481 |
+
"train_accuracy": 0.8487371656981312,
|
| 482 |
+
"valid_accuracy": 0.8317047651793273,
|
| 483 |
+
"lr": 0.001,
|
| 484 |
+
"train_seconds": 63.332320482004434,
|
| 485 |
+
"eval_seconds": 33.94683784805238,
|
| 486 |
+
"epoch_seconds": 97.27915833005682,
|
| 487 |
+
"train_rows_per_sec": 25625.099280250408
|
| 488 |
+
},
|
| 489 |
+
{
|
| 490 |
+
"epoch": 23.0,
|
| 491 |
+
"train_loss": 0.47849724452578307,
|
| 492 |
+
"valid_loss": 0.508108733450758,
|
| 493 |
+
"train_accuracy": 0.8548768036418823,
|
| 494 |
+
"valid_accuracy": 0.8372060351297493,
|
| 495 |
+
"lr": 0.001,
|
| 496 |
+
"train_seconds": 62.94049229286611,
|
| 497 |
+
"eval_seconds": 33.64570001279935,
|
| 498 |
+
"epoch_seconds": 96.58619230566546,
|
| 499 |
+
"train_rows_per_sec": 25784.625141610857
|
| 500 |
+
},
|
| 501 |
+
{
|
| 502 |
+
"epoch": 24.0,
|
| 503 |
+
"train_loss": 0.4743075716006643,
|
| 504 |
+
"valid_loss": 0.5187592181907034,
|
| 505 |
+
"train_accuracy": 0.8523627808788851,
|
| 506 |
+
"valid_accuracy": 0.8339969609920032,
|
| 507 |
+
"lr": 0.001,
|
| 508 |
+
"train_seconds": 62.940594538580626,
|
| 509 |
+
"eval_seconds": 33.573294749017805,
|
| 510 |
+
"epoch_seconds": 96.51388928759843,
|
| 511 |
+
"train_rows_per_sec": 25784.583255012225
|
| 512 |
+
},
|
| 513 |
+
{
|
| 514 |
+
"epoch": 25.0,
|
| 515 |
+
"train_loss": 0.4686912119200553,
|
| 516 |
+
"valid_loss": 0.5063637984046864,
|
| 517 |
+
"train_accuracy": 0.8556100602810899,
|
| 518 |
+
"valid_accuracy": 0.8371653671395245,
|
| 519 |
+
"lr": 0.001,
|
| 520 |
+
"train_seconds": 63.331458281259984,
|
| 521 |
+
"eval_seconds": 33.37883689114824,
|
| 522 |
+
"epoch_seconds": 96.71029517240822,
|
| 523 |
+
"train_rows_per_sec": 25625.448142889538
|
| 524 |
+
},
|
| 525 |
+
{
|
| 526 |
+
"epoch": 26.0,
|
| 527 |
+
"train_loss": 0.46572147837196615,
|
| 528 |
+
"valid_loss": 0.502626194733077,
|
| 529 |
+
"train_accuracy": 0.8581450332337789,
|
| 530 |
+
"valid_accuracy": 0.8381987038002389,
|
| 531 |
+
"lr": 0.001,
|
| 532 |
+
"train_seconds": 63.06501075765118,
|
| 533 |
+
"eval_seconds": 33.2926743873395,
|
| 534 |
+
"epoch_seconds": 96.35768514499068,
|
| 535 |
+
"train_rows_per_sec": 25733.71478895858
|
| 536 |
+
},
|
| 537 |
+
{
|
| 538 |
+
"epoch": 27.0,
|
| 539 |
+
"train_loss": 0.46094266448863297,
|
| 540 |
+
"valid_loss": 0.502584141177356,
|
| 541 |
+
"train_accuracy": 0.8593792458794366,
|
| 542 |
+
"valid_accuracy": 0.8384963195468846,
|
| 543 |
+
"lr": 0.001,
|
| 544 |
+
"train_seconds": 62.76579191396013,
|
| 545 |
+
"eval_seconds": 33.69062760518864,
|
| 546 |
+
"epoch_seconds": 96.45641951914877,
|
| 547 |
+
"train_rows_per_sec": 25856.393275889528
|
| 548 |
+
},
|
| 549 |
+
{
|
| 550 |
+
"epoch": 28.0,
|
| 551 |
+
"train_loss": 0.4558331838917657,
|
| 552 |
+
"valid_loss": 0.5052939294529322,
|
| 553 |
+
"train_accuracy": 0.8593059202155159,
|
| 554 |
+
"valid_accuracy": 0.8372041865847392,
|
| 555 |
+
"lr": 0.001,
|
| 556 |
+
"train_seconds": 62.96537010092288,
|
| 557 |
+
"eval_seconds": 33.25173534685746,
|
| 558 |
+
"epoch_seconds": 96.21710544778034,
|
| 559 |
+
"train_rows_per_sec": 25774.43755827639
|
| 560 |
+
},
|
| 561 |
+
{
|
| 562 |
+
"epoch": 29.0,
|
| 563 |
+
"train_loss": 0.4565059190668894,
|
| 564 |
+
"valid_loss": 0.5004870219469522,
|
| 565 |
+
"train_accuracy": 0.86285574500415,
|
| 566 |
+
"valid_accuracy": 0.8397366932487439,
|
| 567 |
+
"lr": 0.001,
|
| 568 |
+
"train_seconds": 62.873661659192294,
|
| 569 |
+
"eval_seconds": 33.49827020801604,
|
| 570 |
+
"epoch_seconds": 96.37193186720833,
|
| 571 |
+
"train_rows_per_sec": 25812.03252956603
|
| 572 |
+
},
|
| 573 |
+
{
|
| 574 |
+
"epoch": 30.0,
|
| 575 |
+
"train_loss": 0.4475665768990381,
|
| 576 |
+
"valid_loss": 0.501518010755117,
|
| 577 |
+
"train_accuracy": 0.8612709247721821,
|
| 578 |
+
"valid_accuracy": 0.838507410816946,
|
| 579 |
+
"lr": 0.001,
|
| 580 |
+
"train_seconds": 63.05255681602284,
|
| 581 |
+
"eval_seconds": 34.09806349920109,
|
| 582 |
+
"epoch_seconds": 97.15062031522393,
|
| 583 |
+
"train_rows_per_sec": 25738.797630924797
|
| 584 |
+
},
|
| 585 |
+
{
|
| 586 |
+
"epoch": 31.0,
|
| 587 |
+
"train_loss": 0.44393566570447446,
|
| 588 |
+
"valid_loss": 0.5087924569788862,
|
| 589 |
+
"train_accuracy": 0.8623486271772023,
|
| 590 |
+
"valid_accuracy": 0.8377217791876015,
|
| 591 |
+
"lr": 0.001,
|
| 592 |
+
"train_seconds": 63.35609852382913,
|
| 593 |
+
"eval_seconds": 34.17835011333227,
|
| 594 |
+
"epoch_seconds": 97.5344486371614,
|
| 595 |
+
"train_rows_per_sec": 25615.48197904903
|
| 596 |
+
},
|
| 597 |
+
{
|
| 598 |
+
"epoch": 32.0,
|
| 599 |
+
"train_loss": 0.44107461225723243,
|
| 600 |
+
"valid_loss": 0.5111384269533176,
|
| 601 |
+
"train_accuracy": 0.8630677116292654,
|
| 602 |
+
"valid_accuracy": 0.8384464088316086,
|
| 603 |
+
"lr": 0.001,
|
| 604 |
+
"train_seconds": 63.45186144113541,
|
| 605 |
+
"eval_seconds": 33.95439840015024,
|
| 606 |
+
"epoch_seconds": 97.40625984128565,
|
| 607 |
+
"train_rows_per_sec": 25576.822541377598
|
| 608 |
+
},
|
| 609 |
+
{
|
| 610 |
+
"epoch": 33.0,
|
| 611 |
+
"train_loss": 0.43758223716768935,
|
| 612 |
+
"valid_loss": 0.49973840580545437,
|
| 613 |
+
"train_accuracy": 0.8660907007653598,
|
| 614 |
+
"valid_accuracy": 0.840485353977884,
|
| 615 |
+
"lr": 0.001,
|
| 616 |
+
"train_seconds": 63.224658409599215,
|
| 617 |
+
"eval_seconds": 33.89740962907672,
|
| 618 |
+
"epoch_seconds": 97.12206803867593,
|
| 619 |
+
"train_rows_per_sec": 25668.73496549568
|
| 620 |
+
},
|
| 621 |
+
{
|
| 622 |
+
"epoch": 34.0,
|
| 623 |
+
"train_loss": 0.4336172381786142,
|
| 624 |
+
"valid_loss": 0.5000819149224655,
|
| 625 |
+
"train_accuracy": 0.8677285126536065,
|
| 626 |
+
"valid_accuracy": 0.8412377117970445,
|
| 627 |
+
"lr": 0.001,
|
| 628 |
+
"train_seconds": 63.381494055036455,
|
| 629 |
+
"eval_seconds": 33.83945573028177,
|
| 630 |
+
"epoch_seconds": 97.22094978531823,
|
| 631 |
+
"train_rows_per_sec": 25605.21843474973
|
| 632 |
+
},
|
| 633 |
+
{
|
| 634 |
+
"epoch": 35.0,
|
| 635 |
+
"train_loss": 0.42942445964467263,
|
| 636 |
+
"valid_loss": 0.5066212020772166,
|
| 637 |
+
"train_accuracy": 0.8674345938158737,
|
| 638 |
+
"valid_accuracy": 0.8402210120414222,
|
| 639 |
+
"lr": 0.001,
|
| 640 |
+
"train_seconds": 63.38268358493224,
|
| 641 |
+
"eval_seconds": 33.69065831974149,
|
| 642 |
+
"epoch_seconds": 97.07334190467373,
|
| 643 |
+
"train_rows_per_sec": 25604.73789067849
|
| 644 |
+
},
|
| 645 |
+
{
|
| 646 |
+
"epoch": 36.0,
|
| 647 |
+
"train_loss": 0.42654681942816414,
|
| 648 |
+
"valid_loss": 0.4978872144380003,
|
| 649 |
+
"train_accuracy": 0.8704711389570626,
|
| 650 |
+
"valid_accuracy": 0.8418015180251623,
|
| 651 |
+
"lr": 0.001,
|
| 652 |
+
"train_seconds": 63.19224369432777,
|
| 653 |
+
"eval_seconds": 33.944326273631305,
|
| 654 |
+
"epoch_seconds": 97.13656996795908,
|
| 655 |
+
"train_rows_per_sec": 25681.901846217777
|
| 656 |
+
},
|
| 657 |
+
{
|
| 658 |
+
"epoch": 37.0,
|
| 659 |
+
"train_loss": 0.424747936770743,
|
| 660 |
+
"valid_loss": 0.5056363287855411,
|
| 661 |
+
"train_accuracy": 0.8679164481787816,
|
| 662 |
+
"valid_accuracy": 0.8394649571322412,
|
| 663 |
+
"lr": 0.001,
|
| 664 |
+
"train_seconds": 63.22434198483825,
|
| 665 |
+
"eval_seconds": 34.19630459835753,
|
| 666 |
+
"epoch_seconds": 97.42064658319578,
|
| 667 |
+
"train_rows_per_sec": 25668.863432207567
|
| 668 |
+
},
|
| 669 |
+
{
|
| 670 |
+
"epoch": 38.0,
|
| 671 |
+
"train_loss": 0.4224049084382102,
|
| 672 |
+
"valid_loss": 0.5032070239685433,
|
| 673 |
+
"train_accuracy": 0.8701470271988918,
|
| 674 |
+
"valid_accuracy": 0.840278316936739,
|
| 675 |
+
"lr": 0.001,
|
| 676 |
+
"train_seconds": 63.390172947663814,
|
| 677 |
+
"eval_seconds": 33.98761875927448,
|
| 678 |
+
"epoch_seconds": 97.3777917069383,
|
| 679 |
+
"train_rows_per_sec": 25601.712766108023
|
| 680 |
+
},
|
| 681 |
+
{
|
| 682 |
+
"epoch": 39.0,
|
| 683 |
+
"train_loss": 0.41783615943009167,
|
| 684 |
+
"valid_loss": 0.4948694319490674,
|
| 685 |
+
"train_accuracy": 0.8743228929500764,
|
| 686 |
+
"valid_accuracy": 0.8441436245531142,
|
| 687 |
+
"lr": 0.001,
|
| 688 |
+
"train_seconds": 63.22260568803176,
|
| 689 |
+
"eval_seconds": 33.92868220806122,
|
| 690 |
+
"epoch_seconds": 97.15128789609298,
|
| 691 |
+
"train_rows_per_sec": 25669.568382045025
|
| 692 |
+
},
|
| 693 |
+
{
|
| 694 |
+
"epoch": 40.0,
|
| 695 |
+
"train_loss": 0.41417582740166964,
|
| 696 |
+
"valid_loss": 0.49532948228722484,
|
| 697 |
+
"train_accuracy": 0.8748010502206855,
|
| 698 |
+
"valid_accuracy": 0.843975406957184,
|
| 699 |
+
"lr": 0.001,
|
| 700 |
+
"train_seconds": 63.263892388902605,
|
| 701 |
+
"eval_seconds": 33.99912789603695,
|
| 702 |
+
"epoch_seconds": 97.26302028493956,
|
| 703 |
+
"train_rows_per_sec": 25652.81614390011
|
| 704 |
+
},
|
| 705 |
+
{
|
| 706 |
+
"epoch": 41.0,
|
| 707 |
+
"train_loss": 0.4119304350874025,
|
| 708 |
+
"valid_loss": 0.5005550107342985,
|
| 709 |
+
"train_accuracy": 0.8746808947209835,
|
| 710 |
+
"valid_accuracy": 0.8430474373620523,
|
| 711 |
+
"lr": 0.001,
|
| 712 |
+
"train_seconds": 63.1627330170013,
|
| 713 |
+
"eval_seconds": 33.891046753153205,
|
| 714 |
+
"epoch_seconds": 97.0537797701545,
|
| 715 |
+
"train_rows_per_sec": 25693.900857063458
|
| 716 |
+
},
|
| 717 |
+
{
|
| 718 |
+
"epoch": 42.0,
|
| 719 |
+
"train_loss": 0.4088314933167647,
|
| 720 |
+
"valid_loss": 0.4987784830293493,
|
| 721 |
+
"train_accuracy": 0.8753513007911161,
|
| 722 |
+
"valid_accuracy": 0.8425926952895376,
|
| 723 |
+
"lr": 0.001,
|
| 724 |
+
"train_seconds": 63.21076052309945,
|
| 725 |
+
"eval_seconds": 34.080719009041786,
|
| 726 |
+
"epoch_seconds": 97.29147953214124,
|
| 727 |
+
"train_rows_per_sec": 25674.378643283937
|
| 728 |
+
},
|
| 729 |
+
{
|
| 730 |
+
"epoch": 43.0,
|
| 731 |
+
"train_loss": 0.40698394876925353,
|
| 732 |
+
"valid_loss": 0.5021275761334792,
|
| 733 |
+
"train_accuracy": 0.8761332358122542,
|
| 734 |
+
"valid_accuracy": 0.8433321132936266,
|
| 735 |
+
"lr": 0.001,
|
| 736 |
+
"train_seconds": 62.83131029084325,
|
| 737 |
+
"eval_seconds": 33.47180753201246,
|
| 738 |
+
"epoch_seconds": 96.30311782285571,
|
| 739 |
+
"train_rows_per_sec": 25829.431098725847
|
| 740 |
+
},
|
| 741 |
+
{
|
| 742 |
+
"epoch": 44.0,
|
| 743 |
+
"train_loss": 0.40532815200673294,
|
| 744 |
+
"valid_loss": 0.4974711690598039,
|
| 745 |
+
"train_accuracy": 0.878889418120805,
|
| 746 |
+
"valid_accuracy": 0.8449921067128063,
|
| 747 |
+
"lr": 0.001,
|
| 748 |
+
"train_seconds": 63.32379973074421,
|
| 749 |
+
"eval_seconds": 33.24089104682207,
|
| 750 |
+
"epoch_seconds": 96.56469077756628,
|
| 751 |
+
"train_rows_per_sec": 25628.547353453752
|
| 752 |
+
},
|
| 753 |
+
{
|
| 754 |
+
"epoch": 45.0,
|
| 755 |
+
"train_loss": 0.40171810097122795,
|
| 756 |
+
"valid_loss": 0.5032399542390286,
|
| 757 |
+
"train_accuracy": 0.8774512492166786,
|
| 758 |
+
"valid_accuracy": 0.8435206648846693,
|
| 759 |
+
"lr": 0.001,
|
| 760 |
+
"train_seconds": 62.93412214005366,
|
| 761 |
+
"eval_seconds": 33.482022404205054,
|
| 762 |
+
"epoch_seconds": 96.41614454425871,
|
| 763 |
+
"train_rows_per_sec": 25787.23504537655
|
| 764 |
+
},
|
| 765 |
+
{
|
| 766 |
+
"epoch": 46.0,
|
| 767 |
+
"train_loss": 0.39931669598122127,
|
| 768 |
+
"valid_loss": 0.5028289541292281,
|
| 769 |
+
"train_accuracy": 0.8779300226693376,
|
| 770 |
+
"valid_accuracy": 0.8437850068211311,
|
| 771 |
+
"lr": 0.001,
|
| 772 |
+
"train_seconds": 62.876390965189785,
|
| 773 |
+
"eval_seconds": 33.69999274611473,
|
| 774 |
+
"epoch_seconds": 96.57638371130452,
|
| 775 |
+
"train_rows_per_sec": 25810.91209415126
|
| 776 |
+
},
|
| 777 |
+
{
|
| 778 |
+
"epoch": 47.0,
|
| 779 |
+
"train_loss": 0.39676706285130714,
|
| 780 |
+
"valid_loss": 0.500185925309284,
|
| 781 |
+
"train_accuracy": 0.8799313819669393,
|
| 782 |
+
"valid_accuracy": 0.8439735584121738,
|
| 783 |
+
"lr": 0.001,
|
| 784 |
+
"train_seconds": 62.65322900284082,
|
| 785 |
+
"eval_seconds": 33.51263489108533,
|
| 786 |
+
"epoch_seconds": 96.16586389392614,
|
| 787 |
+
"train_rows_per_sec": 25902.846921527616
|
| 788 |
+
},
|
| 789 |
+
{
|
| 790 |
+
"epoch": 48.0,
|
| 791 |
+
"train_loss": 0.3954523505848665,
|
| 792 |
+
"valid_loss": 0.49874948486263226,
|
| 793 |
+
"train_accuracy": 0.8813553786839214,
|
| 794 |
+
"valid_accuracy": 0.8454080293401064,
|
| 795 |
+
"lr": 0.001,
|
| 796 |
+
"train_seconds": 62.96290503628552,
|
| 797 |
+
"eval_seconds": 33.50567141920328,
|
| 798 |
+
"epoch_seconds": 96.4685764554888,
|
| 799 |
+
"train_rows_per_sec": 25775.446654895044
|
| 800 |
+
},
|
| 801 |
+
{
|
| 802 |
+
"epoch": 49.0,
|
| 803 |
+
"train_loss": 0.3928473410170161,
|
| 804 |
+
"valid_loss": 0.5009219435189758,
|
| 805 |
+
"train_accuracy": 0.8814336338042402,
|
| 806 |
+
"valid_accuracy": 0.8449181649123975,
|
| 807 |
+
"lr": 0.001,
|
| 808 |
+
"train_seconds": 62.933298285119236,
|
| 809 |
+
"eval_seconds": 33.53859194600955,
|
| 810 |
+
"epoch_seconds": 96.47189023112878,
|
| 811 |
+
"train_rows_per_sec": 25787.57262407362
|
| 812 |
+
},
|
| 813 |
+
{
|
| 814 |
+
"epoch": 50.0,
|
| 815 |
+
"train_loss": 0.3908199260663535,
|
| 816 |
+
"valid_loss": 0.5015645899258849,
|
| 817 |
+
"train_accuracy": 0.8812463144611149,
|
| 818 |
+
"valid_accuracy": 0.844964378537653,
|
| 819 |
+
"lr": 0.001,
|
| 820 |
+
"train_seconds": 63.514217879623175,
|
| 821 |
+
"eval_seconds": 33.935506734997034,
|
| 822 |
+
"epoch_seconds": 97.44972461462021,
|
| 823 |
+
"train_rows_per_sec": 25551.711950162622
|
| 824 |
+
},
|
| 825 |
+
{
|
| 826 |
+
"epoch": 51.0,
|
| 827 |
+
"train_loss": 0.3881921176466656,
|
| 828 |
+
"valid_loss": 0.5009191166363051,
|
| 829 |
+
"train_accuracy": 0.8833382525200305,
|
| 830 |
+
"valid_accuracy": 0.845570701301006,
|
| 831 |
+
"lr": 0.001,
|
| 832 |
+
"train_seconds": 63.34409616421908,
|
| 833 |
+
"eval_seconds": 34.00553934276104,
|
| 834 |
+
"epoch_seconds": 97.34963550698012,
|
| 835 |
+
"train_rows_per_sec": 25620.33556833224
|
| 836 |
}
|
| 837 |
],
|
| 838 |
"train_result": {
|
| 839 |
"metrics": {
|
| 840 |
+
"train_logloss": 0.3317659795132071,
|
| 841 |
+
"train_accuracy": 0.8833382525200305,
|
| 842 |
+
"train_f1_macro": 0.7447494709952788,
|
| 843 |
+
"valid_logloss": 0.5006793475467268,
|
| 844 |
+
"valid_accuracy": 0.845570701301006,
|
| 845 |
+
"valid_f1_macro": 0.5819535036954402,
|
| 846 |
+
"test_logloss": 0.50240012996618,
|
| 847 |
+
"test_accuracy": 0.8443469645042387,
|
| 848 |
+
"test_f1_macro": 0.6060827027497421,
|
| 849 |
+
"overfit_gap_valid_logloss": 0.16891336803351975,
|
| 850 |
+
"overfit_gap_test_logloss": 0.17063415045297292,
|
| 851 |
+
"overfit_gap_valid_f1_macro": 0.16279596729983858,
|
| 852 |
+
"overfit_gap_test_f1_macro": 0.1386667682455367,
|
| 853 |
+
"best_epoch": 39.0,
|
| 854 |
+
"best_valid_logloss": 0.5006793475467268,
|
| 855 |
+
"best_valid_accuracy": 0.845570701301006,
|
| 856 |
+
"best_valid_f1_macro": 0.5819535036954402
|
| 857 |
},
|
| 858 |
"n_rows": 2704829,
|
| 859 |
"n_features": 56,
|
|
|
|
| 1128 |
"sFlow"
|
| 1129 |
],
|
| 1130 |
"checkpoint": "best",
|
| 1131 |
+
"best_epoch": 39,
|
| 1132 |
"best_valid": {
|
| 1133 |
+
"logloss": 0.5006793475467268,
|
| 1134 |
+
"accuracy": 0.845570701301006,
|
| 1135 |
+
"f1_macro": 0.5819535036954402
|
| 1136 |
}
|
| 1137 |
}
|