HopeLiang commited on Aug 17

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68abc5c

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1 Parent(s): 42df963

Upload SSL Layer MOS checkpoints (part 2)

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results_bvcc/w2v2_base/layer0/run2/model.pt +3 -0
results_bvcc/w2v2_base/layer0/run2/model_best.pt +3 -0
results_bvcc/w2v2_base/layer0/run2/train.log +163 -0
results_bvcc/w2v2_base/layer0/run3/config.gin +31 -0
results_bvcc/w2v2_base/layer0/run3/model.pt +3 -0
results_bvcc/w2v2_base/layer0/run3/model_best.pt +3 -0
results_bvcc/w2v2_base/layer0/run3/train.log +163 -0
results_bvcc/w2v2_base/layer0/run4/config.gin +31 -0
results_bvcc/w2v2_base/layer0/run4/model.pt +3 -0
results_bvcc/w2v2_base/layer0/run4/model_best.pt +3 -0
results_bvcc/w2v2_base/layer0/run4/train.log +163 -0
results_bvcc/w2v2_base/layer1/run0/config.gin +31 -0
results_bvcc/w2v2_base/layer1/run0/model.pt +3 -0
results_bvcc/w2v2_base/layer1/run0/model_best.pt +3 -0
results_bvcc/w2v2_base/layer1/run0/train.log +163 -0
results_bvcc/w2v2_base/layer1/run1/config.gin +31 -0
results_bvcc/w2v2_base/layer1/run1/model.pt +3 -0
results_bvcc/w2v2_base/layer1/run1/model_best.pt +3 -0
results_bvcc/w2v2_base/layer1/run1/train.log +163 -0
results_bvcc/w2v2_base/layer1/run2/config.gin +31 -0
results_bvcc/w2v2_base/layer1/run2/model.pt +3 -0
results_bvcc/w2v2_base/layer1/run2/model_best.pt +3 -0
results_bvcc/w2v2_base/layer1/run2/train.log +163 -0
results_bvcc/w2v2_base/layer1/run3/config.gin +31 -0
results_bvcc/w2v2_base/layer1/run3/model.pt +3 -0
results_bvcc/w2v2_base/layer1/run3/model_best.pt +3 -0
results_bvcc/w2v2_base/layer1/run3/train.log +163 -0
results_bvcc/w2v2_base/layer1/run4/config.gin +31 -0
results_bvcc/w2v2_base/layer1/run4/model.pt +3 -0
results_bvcc/w2v2_base/layer1/run4/model_best.pt +3 -0
results_bvcc/w2v2_base/layer1/run4/train.log +163 -0
results_bvcc/w2v2_base/layer10/run0/config.gin +31 -0
results_bvcc/w2v2_base/layer10/run0/model.pt +3 -0
results_bvcc/w2v2_base/layer10/run0/model_best.pt +3 -0
results_bvcc/w2v2_base/layer10/run0/train.log +163 -0
results_bvcc/w2v2_base/layer10/run1/config.gin +31 -0
results_bvcc/w2v2_base/layer10/run1/model.pt +3 -0
results_bvcc/w2v2_base/layer10/run1/model_best.pt +3 -0
results_bvcc/w2v2_base/layer10/run1/train.log +163 -0
results_bvcc/w2v2_base/layer10/run2/config.gin +31 -0
results_bvcc/w2v2_base/layer10/run2/model.pt +3 -0
results_bvcc/w2v2_base/layer10/run2/model_best.pt +3 -0
results_bvcc/w2v2_base/layer10/run2/train.log +163 -0
results_bvcc/w2v2_base/layer10/run3/config.gin +31 -0
results_bvcc/w2v2_base/layer10/run3/model.pt +3 -0
results_bvcc/w2v2_base/layer10/run3/model_best.pt +3 -0
results_bvcc/w2v2_base/layer10/run3/train.log +163 -0
results_bvcc/w2v2_base/layer10/run4/config.gin +31 -0
results_bvcc/w2v2_base/layer10/run4/model.pt +3 -0
results_bvcc/w2v2_base/layer10/run4/model_best.pt +3 -0

results_bvcc/w2v2_base/layer0/run2/model.pt ADDED Viewed

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results_bvcc/w2v2_base/layer0/run2/model_best.pt ADDED Viewed

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results_bvcc/w2v2_base/layer0/run2/train.log ADDED Viewed

	@@ -0,0 +1,163 @@

+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.5249429885775615
+INFO:root:
+[Valid][0][UTT][ MSE = 0.4273 | LCC = 0.7562 | SRCC = 0.7566 ]
+INFO:root:
+[Valid][0][SYS][ MSE = 0.3347 | LCC = 0.8364 | SRCC = 0.8395 ]
+INFO:root:Average loss=0.30377670434805065
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3053 | LCC = 0.8010 | SRCC = 0.7986 ]
+INFO:root:
+[Valid][1][SYS][ MSE = 0.1880 | LCC = 0.8753 | SRCC = 0.8653 ]
+INFO:root:Average loss=0.2591542744865784
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2888 | LCC = 0.8165 | SRCC = 0.8144 ]
+INFO:root:
+[Valid][2][SYS][ MSE = 0.1695 | LCC = 0.8919 | SRCC = 0.8861 ]
+INFO:root:Average loss=0.23760433877125764
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2803 | LCC = 0.8266 | SRCC = 0.8273 ]
+INFO:root:
+[Valid][3][SYS][ MSE = 0.1720 | LCC = 0.9016 | SRCC = 0.9013 ]
+INFO:root:Average loss=0.21500673259680086
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2706 | LCC = 0.8306 | SRCC = 0.8277 ]
+INFO:root:
+[Valid][4][SYS][ MSE = 0.1630 | LCC = 0.9061 | SRCC = 0.8987 ]
+INFO:root:Average loss=0.2158757595297618
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2761 | LCC = 0.8284 | SRCC = 0.8302 ]
+INFO:root:
+[Valid][5][SYS][ MSE = 0.1438 | LCC = 0.9066 | SRCC = 0.9067 ]
+INFO:root:Average loss=0.21459559991191596
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2816 | LCC = 0.8356 | SRCC = 0.8333 ]
+INFO:root:
+[Valid][6][SYS][ MSE = 0.1471 | LCC = 0.9174 | SRCC = 0.9117 ]
+INFO:root:Average loss=0.1934651486002482
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2609 | LCC = 0.8387 | SRCC = 0.8361 ]
+INFO:root:
+[Valid][7][SYS][ MSE = 0.1405 | LCC = 0.9237 | SRCC = 0.9188 ]
+INFO:root:Average loss=0.17381173763901758
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2560 | LCC = 0.8451 | SRCC = 0.8417 ]
+INFO:root:
+[Valid][8][SYS][ MSE = 0.1467 | LCC = 0.9229 | SRCC = 0.9171 ]
+INFO:root:Average loss=0.17481609118672517
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2483 | LCC = 0.8449 | SRCC = 0.8430 ]
+INFO:root:
+[Valid][9][SYS][ MSE = 0.1314 | LCC = 0.9251 | SRCC = 0.9197 ]
+INFO:root:Average loss=0.17029272182247576
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2478 | LCC = 0.8429 | SRCC = 0.8405 ]
+INFO:root:
+[Valid][10][SYS][ MSE = 0.1252 | LCC = 0.9212 | SRCC = 0.9163 ]
+INFO:root:Average loss=0.1518475871819716
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2435 | LCC = 0.8453 | SRCC = 0.8433 ]
+INFO:root:
+[Valid][11][SYS][ MSE = 0.1191 | LCC = 0.9256 | SRCC = 0.9191 ]
+INFO:root:Average loss=0.1431034279939456
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2419 | LCC = 0.8462 | SRCC = 0.8440 ]
+INFO:root:
+[Valid][12][SYS][ MSE = 0.1183 | LCC = 0.9252 | SRCC = 0.9196 ]
+INFO:root:Average loss=0.13872973315226725
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2482 | LCC = 0.8422 | SRCC = 0.8420 ]
+INFO:root:
+[Valid][13][SYS][ MSE = 0.1253 | LCC = 0.9246 | SRCC = 0.9228 ]
+INFO:root:Average loss=0.1254938454964222
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2690 | LCC = 0.8387 | SRCC = 0.8416 ]
+INFO:root:
+[Valid][14][SYS][ MSE = 0.1587 | LCC = 0.9203 | SRCC = 0.9232 ]
+INFO:root:Average loss=0.12176823959900783
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2515 | LCC = 0.8395 | SRCC = 0.8416 ]
+INFO:root:
+[Valid][15][SYS][ MSE = 0.1324 | LCC = 0.9226 | SRCC = 0.9240 ]
+INFO:root:Average loss=0.11692235389581093
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2548 | LCC = 0.8403 | SRCC = 0.8428 ]
+INFO:root:
+[Valid][16][SYS][ MSE = 0.1451 | LCC = 0.9205 | SRCC = 0.9239 ]
+INFO:root:Average loss=0.11832601949572563
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2401 | LCC = 0.8479 | SRCC = 0.8469 ]
+INFO:root:
+[Valid][17][SYS][ MSE = 0.1205 | LCC = 0.9271 | SRCC = 0.9238 ]
+INFO:root:Average loss=0.10400467728957152
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2378 | LCC = 0.8469 | SRCC = 0.8464 ]
+INFO:root:
+[Valid][18][SYS][ MSE = 0.1086 | LCC = 0.9307 | SRCC = 0.9273 ]
+INFO:root:Average loss=0.10339826460068043
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2356 | LCC = 0.8478 | SRCC = 0.8469 ]
+INFO:root:
+[Valid][19][SYS][ MSE = 0.1147 | LCC = 0.9298 | SRCC = 0.9276 ]
+INFO:root:Average loss=0.10017874765281494
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2394 | LCC = 0.8518 | SRCC = 0.8508 ]
+INFO:root:
+[Valid][20][SYS][ MSE = 0.1305 | LCC = 0.9318 | SRCC = 0.9281 ]
+INFO:root:Average loss=0.09424310903518628
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2368 | LCC = 0.8460 | SRCC = 0.8457 ]
+INFO:root:
+[Valid][21][SYS][ MSE = 0.1091 | LCC = 0.9294 | SRCC = 0.9279 ]
+INFO:root:Average loss=0.09064795965185532
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2336 | LCC = 0.8543 | SRCC = 0.8507 ]
+INFO:root:
+[Valid][22][SYS][ MSE = 0.1214 | LCC = 0.9338 | SRCC = 0.9255 ]
+INFO:root:Average loss=0.09291106758591457
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2494 | LCC = 0.8492 | SRCC = 0.8489 ]
+INFO:root:
+[Valid][23][SYS][ MSE = 0.1401 | LCC = 0.9328 | SRCC = 0.9335 ]
+INFO:root:Average loss=0.0867785691546324
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2381 | LCC = 0.8477 | SRCC = 0.8477 ]
+INFO:root:
+[Valid][24][SYS][ MSE = 0.1199 | LCC = 0.9325 | SRCC = 0.9303 ]
+INFO:root:Average loss=0.08516144384749424
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2410 | LCC = 0.8479 | SRCC = 0.8472 ]
+INFO:root:
+[Valid][25][SYS][ MSE = 0.1080 | LCC = 0.9384 | SRCC = 0.9383 ]
+INFO:root:Average loss=0.08252089599577281
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2298 | LCC = 0.8537 | SRCC = 0.8518 ]
+INFO:root:
+[Valid][26][SYS][ MSE = 0.1116 | LCC = 0.9307 | SRCC = 0.9273 ]
+INFO:root:Average loss=0.0788705332730061
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2392 | LCC = 0.8526 | SRCC = 0.8505 ]
+INFO:root:
+[Valid][27][SYS][ MSE = 0.1313 | LCC = 0.9333 | SRCC = 0.9303 ]
+INFO:root:Average loss=0.07371497244980091
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2288 | LCC = 0.8548 | SRCC = 0.8532 ]
+INFO:root:
+[Valid][28][SYS][ MSE = 0.1076 | LCC = 0.9363 | SRCC = 0.9329 ]
+INFO:root:Average loss=0.06961088651456894
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2316 | LCC = 0.8551 | SRCC = 0.8536 ]
+INFO:root:
+[Valid][29][SYS][ MSE = 0.1062 | LCC = 0.9368 | SRCC = 0.9344 ]
+INFO:root:Average loss=0.07108233381922428
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2239 | LCC = 0.8575 | SRCC = 0.8542 ]
+INFO:root:
+[Valid][30][SYS][ MSE = 0.1046 | LCC = 0.9353 | SRCC = 0.9271 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2422 | LCC = 0.8542 | SRCC = 0.8538 ]
+INFO:root:
+[Test][31][SYS][ MSE = 0.1504 | LCC = 0.9074 | SRCC = 0.9035 ]

results_bvcc/w2v2_base/layer0/run3/config.gin ADDED Viewed

	@@ -0,0 +1,31 @@

+# Training config on BVCC dataset.
+# ------------------------------
+# Architecture
+# ------------------------------
+ProjectionHead:
+    conv_channels = (32, 32)
+    dense_neurons = (64, 32, 1)
+    use_poolings = (True, True)
+    kernel_size = 5
+    pool_size = 5
+# ------------------------------
+# Dataset
+# ------------------------------
+Bvcc:
+    debug = False
+get_dataloader:
+    num_workers = 12
+    shuffle = True
+# ------------------------------
+# Training loop
+# ------------------------------
+TrainingLoop:
+    num_epochs = 30
+    learning_rate = 1e-4
+    dataset_cls = @Bvcc
+    weight_decay = 0.0
+    batch_size_train = 64

results_bvcc/w2v2_base/layer0/run3/model.pt ADDED Viewed

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
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+size 2747979

results_bvcc/w2v2_base/layer0/run3/model_best.pt ADDED Viewed

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
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+size 2749702

results_bvcc/w2v2_base/layer0/run3/train.log ADDED Viewed

	@@ -0,0 +1,163 @@

+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.563079174894553
+INFO:root:
+[Valid][0][UTT][ MSE = 0.4337 | LCC = 0.7487 | SRCC = 0.7508 ]
+INFO:root:
+[Valid][0][SYS][ MSE = 0.2867 | LCC = 0.8306 | SRCC = 0.8267 ]
+INFO:root:Average loss=0.33041678082484466
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3267 | LCC = 0.7845 | SRCC = 0.7847 ]
+INFO:root:
+[Valid][1][SYS][ MSE = 0.1826 | LCC = 0.8734 | SRCC = 0.8705 ]
+INFO:root:Average loss=0.27019520084827375
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3007 | LCC = 0.8091 | SRCC = 0.8075 ]
+INFO:root:
+[Valid][2][SYS][ MSE = 0.1818 | LCC = 0.8906 | SRCC = 0.8862 ]
+INFO:root:Average loss=0.2408250344869418
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2780 | LCC = 0.8216 | SRCC = 0.8216 ]
+INFO:root:
+[Valid][3][SYS][ MSE = 0.1474 | LCC = 0.9006 | SRCC = 0.8963 ]
+INFO:root:Average loss=0.2187499035245333
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2767 | LCC = 0.8258 | SRCC = 0.8234 ]
+INFO:root:
+[Valid][4][SYS][ MSE = 0.1388 | LCC = 0.9111 | SRCC = 0.9036 ]
+INFO:root:Average loss=0.2035780111566568
+INFO:root:
+[Valid][5][UTT][ MSE = 0.3005 | LCC = 0.8413 | SRCC = 0.8387 ]
+INFO:root:
+[Valid][5][SYS][ MSE = 0.1667 | LCC = 0.9103 | SRCC = 0.9020 ]
+INFO:root:Average loss=0.19972144229671893
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2593 | LCC = 0.8409 | SRCC = 0.8403 ]
+INFO:root:
+[Valid][6][SYS][ MSE = 0.1387 | LCC = 0.9159 | SRCC = 0.9150 ]
+INFO:root:Average loss=0.18598864466334
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2857 | LCC = 0.8395 | SRCC = 0.8397 ]
+INFO:root:
+[Valid][7][SYS][ MSE = 0.1415 | LCC = 0.9165 | SRCC = 0.9147 ]
+INFO:root:Average loss=0.17202930343456757
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2496 | LCC = 0.8409 | SRCC = 0.8413 ]
+INFO:root:
+[Valid][8][SYS][ MSE = 0.1294 | LCC = 0.9146 | SRCC = 0.9129 ]
+INFO:root:Average loss=0.1724835539666506
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2536 | LCC = 0.8402 | SRCC = 0.8403 ]
+INFO:root:
+[Valid][9][SYS][ MSE = 0.1263 | LCC = 0.9170 | SRCC = 0.9169 ]
+INFO:root:Average loss=0.15639462551245323
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2747 | LCC = 0.8431 | SRCC = 0.8417 ]
+INFO:root:
+[Valid][10][SYS][ MSE = 0.1342 | LCC = 0.9183 | SRCC = 0.9163 ]
+INFO:root:Average loss=0.146468396179187
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2483 | LCC = 0.8401 | SRCC = 0.8411 ]
+INFO:root:
+[Valid][11][SYS][ MSE = 0.1328 | LCC = 0.9172 | SRCC = 0.9202 ]
+INFO:root:Average loss=0.1407206617295742
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2554 | LCC = 0.8406 | SRCC = 0.8417 ]
+INFO:root:
+[Valid][12][SYS][ MSE = 0.1231 | LCC = 0.9119 | SRCC = 0.9137 ]
+INFO:root:Average loss=0.1333160166365978
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2423 | LCC = 0.8498 | SRCC = 0.8501 ]
+INFO:root:
+[Valid][13][SYS][ MSE = 0.1120 | LCC = 0.9260 | SRCC = 0.9263 ]
+INFO:root:Average loss=0.1278129292604251
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2507 | LCC = 0.8486 | SRCC = 0.8471 ]
+INFO:root:
+[Valid][14][SYS][ MSE = 0.1249 | LCC = 0.9207 | SRCC = 0.9179 ]
+INFO:root:Average loss=0.11769445154529351
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2547 | LCC = 0.8402 | SRCC = 0.8384 ]
+INFO:root:
+[Valid][15][SYS][ MSE = 0.1506 | LCC = 0.9111 | SRCC = 0.9063 ]
+INFO:root:Average loss=0.11952666766368426
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2770 | LCC = 0.8528 | SRCC = 0.8521 ]
+INFO:root:
+[Valid][16][SYS][ MSE = 0.1419 | LCC = 0.9216 | SRCC = 0.9163 ]
+INFO:root:Average loss=0.1103925523467553
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2377 | LCC = 0.8482 | SRCC = 0.8477 ]
+INFO:root:
+[Valid][17][SYS][ MSE = 0.1205 | LCC = 0.9235 | SRCC = 0.9231 ]
+INFO:root:Average loss=0.1063495807063121
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2468 | LCC = 0.8488 | SRCC = 0.8468 ]
+INFO:root:
+[Valid][18][SYS][ MSE = 0.1251 | LCC = 0.9173 | SRCC = 0.9115 ]
+INFO:root:Average loss=0.09886931179043575
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2427 | LCC = 0.8461 | SRCC = 0.8453 ]
+INFO:root:
+[Valid][19][SYS][ MSE = 0.1137 | LCC = 0.9232 | SRCC = 0.9202 ]
+INFO:root:Average loss=0.10060006232024768
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2573 | LCC = 0.8453 | SRCC = 0.8445 ]
+INFO:root:
+[Valid][20][SYS][ MSE = 0.1289 | LCC = 0.9172 | SRCC = 0.9168 ]
+INFO:root:Average loss=0.09440205828883709
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2490 | LCC = 0.8523 | SRCC = 0.8508 ]
+INFO:root:
+[Valid][21][SYS][ MSE = 0.1207 | LCC = 0.9225 | SRCC = 0.9174 ]
+INFO:root:Average loss=0.08925941424109997
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2360 | LCC = 0.8490 | SRCC = 0.8479 ]
+INFO:root:
+[Valid][22][SYS][ MSE = 0.1294 | LCC = 0.9212 | SRCC = 0.9222 ]
+INFO:root:Average loss=0.10100043240265968
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2638 | LCC = 0.8526 | SRCC = 0.8519 ]
+INFO:root:
+[Valid][23][SYS][ MSE = 0.1328 | LCC = 0.9226 | SRCC = 0.9184 ]
+INFO:root:Average loss=0.08822186515690425
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2478 | LCC = 0.8504 | SRCC = 0.8506 ]
+INFO:root:
+[Valid][24][SYS][ MSE = 0.1212 | LCC = 0.9195 | SRCC = 0.9163 ]
+INFO:root:Average loss=0.08835151099050656
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2535 | LCC = 0.8521 | SRCC = 0.8513 ]
+INFO:root:
+[Valid][25][SYS][ MSE = 0.1201 | LCC = 0.9272 | SRCC = 0.9232 ]
+INFO:root:Average loss=0.08405076368496968
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2364 | LCC = 0.8467 | SRCC = 0.8469 ]
+INFO:root:
+[Valid][26][SYS][ MSE = 0.1268 | LCC = 0.9179 | SRCC = 0.9190 ]
+INFO:root:Average loss=0.07794641779783444
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2393 | LCC = 0.8504 | SRCC = 0.8501 ]
+INFO:root:
+[Valid][27][SYS][ MSE = 0.1070 | LCC = 0.9272 | SRCC = 0.9239 ]
+INFO:root:Average loss=0.07662971938649814
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2442 | LCC = 0.8480 | SRCC = 0.8488 ]
+INFO:root:
+[Valid][28][SYS][ MSE = 0.1081 | LCC = 0.9257 | SRCC = 0.9264 ]
+INFO:root:Average loss=0.07344848729479007
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2342 | LCC = 0.8485 | SRCC = 0.8484 ]
+INFO:root:
+[Valid][29][SYS][ MSE = 0.1131 | LCC = 0.9235 | SRCC = 0.9243 ]
+INFO:root:Average loss=0.07641311434025948
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2306 | LCC = 0.8542 | SRCC = 0.8536 ]
+INFO:root:
+[Valid][30][SYS][ MSE = 0.1115 | LCC = 0.9230 | SRCC = 0.9198 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2582 | LCC = 0.8525 | SRCC = 0.8507 ]
+INFO:root:
+[Test][31][SYS][ MSE = 0.1560 | LCC = 0.9164 | SRCC = 0.9162 ]

results_bvcc/w2v2_base/layer0/run4/config.gin ADDED Viewed

	@@ -0,0 +1,31 @@

+# Training config on BVCC dataset.
+# ------------------------------
+# Architecture
+# ------------------------------
+ProjectionHead:
+    conv_channels = (32, 32)
+    dense_neurons = (64, 32, 1)
+    use_poolings = (True, True)
+    kernel_size = 5
+    pool_size = 5
+# ------------------------------
+# Dataset
+# ------------------------------
+Bvcc:
+    debug = False
+get_dataloader:
+    num_workers = 12
+    shuffle = True
+# ------------------------------
+# Training loop
+# ------------------------------
+TrainingLoop:
+    num_epochs = 30
+    learning_rate = 1e-4
+    dataset_cls = @Bvcc
+    weight_decay = 0.0
+    batch_size_train = 64

results_bvcc/w2v2_base/layer0/run4/model.pt ADDED Viewed

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
+oid sha256:3b892c4bc00d64d85ad907801d74ae2ed51bae41731b27c3287caa565c085a67
+size 2747979

results_bvcc/w2v2_base/layer0/run4/model_best.pt ADDED Viewed

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
+oid sha256:c5ac614f976d7e5c1af693df380c3438a8015b518b2035d789cb7abb4e5070d2
+size 2749702

results_bvcc/w2v2_base/layer0/run4/train.log ADDED Viewed

	@@ -0,0 +1,163 @@

+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.5348865794829833
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3870 | LCC = 0.7508 | SRCC = 0.7568 ]
+INFO:root:
+[Valid][0][SYS][ MSE = 0.2511 | LCC = 0.8399 | SRCC = 0.8412 ]
+INFO:root:Average loss=0.30528190120672566
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3300 | LCC = 0.7935 | SRCC = 0.7971 ]
+INFO:root:
+[Valid][1][SYS][ MSE = 0.1870 | LCC = 0.8798 | SRCC = 0.8809 ]
+INFO:root:Average loss=0.27072139905813414
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3061 | LCC = 0.8173 | SRCC = 0.8150 ]
+INFO:root:
+[Valid][2][SYS][ MSE = 0.1760 | LCC = 0.8958 | SRCC = 0.8839 ]
+INFO:root:Average loss=0.24719594438106585
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2898 | LCC = 0.8216 | SRCC = 0.8233 ]
+INFO:root:
+[Valid][3][SYS][ MSE = 0.1825 | LCC = 0.9025 | SRCC = 0.9002 ]
+INFO:root:Average loss=0.2230509876822814
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2595 | LCC = 0.8320 | SRCC = 0.8328 ]
+INFO:root:
+[Valid][4][SYS][ MSE = 0.1384 | LCC = 0.9110 | SRCC = 0.9070 ]
+INFO:root:Average loss=0.21045147875944772
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2662 | LCC = 0.8380 | SRCC = 0.8368 ]
+INFO:root:
+[Valid][5][SYS][ MSE = 0.1260 | LCC = 0.9239 | SRCC = 0.9178 ]
+INFO:root:Average loss=0.19907851985249764
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2598 | LCC = 0.8359 | SRCC = 0.8356 ]
+INFO:root:
+[Valid][6][SYS][ MSE = 0.1449 | LCC = 0.9130 | SRCC = 0.9083 ]
+INFO:root:Average loss=0.18605596562608695
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2725 | LCC = 0.8359 | SRCC = 0.8348 ]
+INFO:root:
+[Valid][7][SYS][ MSE = 0.1601 | LCC = 0.9201 | SRCC = 0.9151 ]
+INFO:root:Average loss=0.17120693194178435
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2497 | LCC = 0.8443 | SRCC = 0.8440 ]
+INFO:root:
+[Valid][8][SYS][ MSE = 0.1271 | LCC = 0.9212 | SRCC = 0.9187 ]
+INFO:root:Average loss=0.1676345711144117
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2577 | LCC = 0.8432 | SRCC = 0.8428 ]
+INFO:root:
+[Valid][9][SYS][ MSE = 0.1316 | LCC = 0.9158 | SRCC = 0.9108 ]
+INFO:root:Average loss=0.1591709982126187
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2489 | LCC = 0.8445 | SRCC = 0.8425 ]
+INFO:root:
+[Valid][10][SYS][ MSE = 0.1471 | LCC = 0.9161 | SRCC = 0.9117 ]
+INFO:root:Average loss=0.1513063931503357
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2455 | LCC = 0.8420 | SRCC = 0.8415 ]
+INFO:root:
+[Valid][11][SYS][ MSE = 0.1280 | LCC = 0.9207 | SRCC = 0.9172 ]
+INFO:root:Average loss=0.1426447409276779
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2440 | LCC = 0.8489 | SRCC = 0.8470 ]
+INFO:root:
+[Valid][12][SYS][ MSE = 0.1391 | LCC = 0.9214 | SRCC = 0.9171 ]
+INFO:root:Average loss=0.13574676148784467
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2714 | LCC = 0.8429 | SRCC = 0.8428 ]
+INFO:root:
+[Valid][13][SYS][ MSE = 0.1724 | LCC = 0.9209 | SRCC = 0.9193 ]
+INFO:root:Average loss=0.12894271820401534
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2481 | LCC = 0.8496 | SRCC = 0.8490 ]
+INFO:root:
+[Valid][14][SYS][ MSE = 0.1459 | LCC = 0.9257 | SRCC = 0.9230 ]
+INFO:root:Average loss=0.12140956731178822
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2455 | LCC = 0.8519 | SRCC = 0.8506 ]
+INFO:root:
+[Valid][15][SYS][ MSE = 0.1155 | LCC = 0.9284 | SRCC = 0.9241 ]
+INFO:root:Average loss=0.1175903591972131
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2432 | LCC = 0.8484 | SRCC = 0.8483 ]
+INFO:root:
+[Valid][16][SYS][ MSE = 0.1351 | LCC = 0.9256 | SRCC = 0.9244 ]
+INFO:root:Average loss=0.12394394878393565
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2360 | LCC = 0.8479 | SRCC = 0.8470 ]
+INFO:root:
+[Valid][17][SYS][ MSE = 0.1200 | LCC = 0.9205 | SRCC = 0.9185 ]
+INFO:root:Average loss=0.10359991466005643
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2292 | LCC = 0.8530 | SRCC = 0.8525 ]
+INFO:root:
+[Valid][18][SYS][ MSE = 0.1115 | LCC = 0.9263 | SRCC = 0.9236 ]
+INFO:root:Average loss=0.10143001272510259
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2323 | LCC = 0.8522 | SRCC = 0.8506 ]
+INFO:root:
+[Valid][19][SYS][ MSE = 0.1221 | LCC = 0.9221 | SRCC = 0.9172 ]
+INFO:root:Average loss=0.09811931160780099
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2316 | LCC = 0.8523 | SRCC = 0.8503 ]
+INFO:root:
+[Valid][20][SYS][ MSE = 0.1170 | LCC = 0.9257 | SRCC = 0.9210 ]
+INFO:root:Average loss=0.10091435054364876
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2368 | LCC = 0.8521 | SRCC = 0.8509 ]
+INFO:root:
+[Valid][21][SYS][ MSE = 0.1222 | LCC = 0.9238 | SRCC = 0.9222 ]
+INFO:root:Average loss=0.09523546003187314
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2291 | LCC = 0.8537 | SRCC = 0.8521 ]
+INFO:root:
+[Valid][22][SYS][ MSE = 0.1136 | LCC = 0.9258 | SRCC = 0.9201 ]
+INFO:root:Average loss=0.09089563381022368
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2247 | LCC = 0.8544 | SRCC = 0.8542 ]
+INFO:root:
+[Valid][23][SYS][ MSE = 0.1146 | LCC = 0.9247 | SRCC = 0.9249 ]
+INFO:root:Average loss=0.08332412919172874
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2285 | LCC = 0.8525 | SRCC = 0.8506 ]
+INFO:root:
+[Valid][24][SYS][ MSE = 0.1080 | LCC = 0.9294 | SRCC = 0.9245 ]
+INFO:root:Average loss=0.08792871752610573
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2277 | LCC = 0.8567 | SRCC = 0.8546 ]
+INFO:root:
+[Valid][25][SYS][ MSE = 0.1191 | LCC = 0.9283 | SRCC = 0.9248 ]
+INFO:root:Average loss=0.08099713615882091
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2318 | LCC = 0.8537 | SRCC = 0.8520 ]
+INFO:root:
+[Valid][26][SYS][ MSE = 0.1259 | LCC = 0.9279 | SRCC = 0.9247 ]
+INFO:root:Average loss=0.08232074331205624
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2305 | LCC = 0.8555 | SRCC = 0.8539 ]
+INFO:root:
+[Valid][27][SYS][ MSE = 0.1268 | LCC = 0.9290 | SRCC = 0.9274 ]
+INFO:root:Average loss=0.07562345275894189
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2202 | LCC = 0.8610 | SRCC = 0.8587 ]
+INFO:root:
+[Valid][28][SYS][ MSE = 0.1060 | LCC = 0.9394 | SRCC = 0.9350 ]
+INFO:root:Average loss=0.07162571507386672
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2280 | LCC = 0.8543 | SRCC = 0.8536 ]
+INFO:root:
+[Valid][29][SYS][ MSE = 0.1162 | LCC = 0.9325 | SRCC = 0.9302 ]
+INFO:root:Average loss=0.0684171619419104
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2380 | LCC = 0.8528 | SRCC = 0.8505 ]
+INFO:root:
+[Valid][30][SYS][ MSE = 0.1342 | LCC = 0.9304 | SRCC = 0.9282 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2461 | LCC = 0.8471 | SRCC = 0.8464 ]
+INFO:root:
+[Test][31][SYS][ MSE = 0.1242 | LCC = 0.9184 | SRCC = 0.9143 ]

results_bvcc/w2v2_base/layer1/run0/config.gin ADDED Viewed

	@@ -0,0 +1,31 @@

+# Training config on BVCC dataset.
+# ------------------------------
+# Architecture
+# ------------------------------
+ProjectionHead:
+    conv_channels = (32, 32)
+    dense_neurons = (64, 32, 1)
+    use_poolings = (True, True)
+    kernel_size = 5
+    pool_size = 5
+# ------------------------------
+# Dataset
+# ------------------------------
+Bvcc:
+    debug = False
+get_dataloader:
+    num_workers = 12
+    shuffle = True
+# ------------------------------
+# Training loop
+# ------------------------------
+TrainingLoop:
+    num_epochs = 30
+    learning_rate = 1e-4
+    dataset_cls = @Bvcc
+    weight_decay = 0.0
+    batch_size_train = 64

results_bvcc/w2v2_base/layer1/run0/model.pt ADDED Viewed

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
+oid sha256:d74b445d94921e01df770e0fca2317b4575a18bcffa59b43f6efcaa870061321
+size 2747979

results_bvcc/w2v2_base/layer1/run0/model_best.pt ADDED Viewed

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
+oid sha256:82325465fff9a7757bdaa487f00ec8bfa4d39ab17fbebef504c32e9a15e747ae
+size 2749702

results_bvcc/w2v2_base/layer1/run0/train.log ADDED Viewed

	@@ -0,0 +1,163 @@

+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.5303507426228279
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3587 | LCC = 0.7716 | SRCC = 0.7740 ]
+INFO:root:
+[Valid][0][SYS][ MSE = 0.2443 | LCC = 0.8536 | SRCC = 0.8533 ]
+INFO:root:Average loss=0.273792809400803
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2932 | LCC = 0.8067 | SRCC = 0.8129 ]
+INFO:root:
+[Valid][1][SYS][ MSE = 0.1614 | LCC = 0.8929 | SRCC = 0.9015 ]
+INFO:root:Average loss=0.2344587573256248
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2788 | LCC = 0.8335 | SRCC = 0.8347 ]
+INFO:root:
+[Valid][2][SYS][ MSE = 0.1712 | LCC = 0.9109 | SRCC = 0.9159 ]
+INFO:root:Average loss=0.21123353793070868
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2564 | LCC = 0.8466 | SRCC = 0.8460 ]
+INFO:root:
+[Valid][3][SYS][ MSE = 0.1470 | LCC = 0.9214 | SRCC = 0.9252 ]
+INFO:root:Average loss=0.19582427608279082
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2817 | LCC = 0.8441 | SRCC = 0.8424 ]
+INFO:root:
+[Valid][4][SYS][ MSE = 0.1735 | LCC = 0.9215 | SRCC = 0.9235 ]
+INFO:root:Average loss=0.18156705643886176
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2363 | LCC = 0.8535 | SRCC = 0.8534 ]
+INFO:root:
+[Valid][5][SYS][ MSE = 0.1150 | LCC = 0.9334 | SRCC = 0.9386 ]
+INFO:root:Average loss=0.17155700033673874
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2387 | LCC = 0.8533 | SRCC = 0.8524 ]
+INFO:root:
+[Valid][6][SYS][ MSE = 0.1198 | LCC = 0.9340 | SRCC = 0.9375 ]
+INFO:root:Average loss=0.1611969740344928
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2486 | LCC = 0.8581 | SRCC = 0.8560 ]
+INFO:root:
+[Valid][7][SYS][ MSE = 0.1405 | LCC = 0.9351 | SRCC = 0.9363 ]
+INFO:root:Average loss=0.14487831963178438
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2628 | LCC = 0.8577 | SRCC = 0.8555 ]
+INFO:root:
+[Valid][8][SYS][ MSE = 0.1570 | LCC = 0.9384 | SRCC = 0.9398 ]
+INFO:root:Average loss=0.14753570140172273
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2528 | LCC = 0.8597 | SRCC = 0.8595 ]
+INFO:root:
+[Valid][9][SYS][ MSE = 0.1479 | LCC = 0.9385 | SRCC = 0.9427 ]
+INFO:root:Average loss=0.13028067197555152
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2273 | LCC = 0.8649 | SRCC = 0.8641 ]
+INFO:root:
+[Valid][10][SYS][ MSE = 0.1176 | LCC = 0.9425 | SRCC = 0.9470 ]
+INFO:root:Average loss=0.11848474179322903
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2503 | LCC = 0.8592 | SRCC = 0.8575 ]
+INFO:root:
+[Valid][11][SYS][ MSE = 0.1492 | LCC = 0.9336 | SRCC = 0.9342 ]
+INFO:root:Average loss=0.11848746966093014
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2657 | LCC = 0.8569 | SRCC = 0.8577 ]
+INFO:root:
+[Valid][12][SYS][ MSE = 0.1625 | LCC = 0.9322 | SRCC = 0.9380 ]
+INFO:root:Average loss=0.10621509194756165
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2611 | LCC = 0.8605 | SRCC = 0.8571 ]
+INFO:root:
+[Valid][13][SYS][ MSE = 0.1713 | LCC = 0.9290 | SRCC = 0.9259 ]
+INFO:root:Average loss=0.0977262431421341
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2265 | LCC = 0.8617 | SRCC = 0.8613 ]
+INFO:root:
+[Valid][14][SYS][ MSE = 0.1169 | LCC = 0.9364 | SRCC = 0.9382 ]
+INFO:root:Average loss=0.09514909762984668
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2794 | LCC = 0.8582 | SRCC = 0.8558 ]
+INFO:root:
+[Valid][15][SYS][ MSE = 0.1889 | LCC = 0.9303 | SRCC = 0.9292 ]
+INFO:root:Average loss=0.09148985472245094
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2399 | LCC = 0.8646 | SRCC = 0.8634 ]
+INFO:root:
+[Valid][16][SYS][ MSE = 0.1305 | LCC = 0.9424 | SRCC = 0.9436 ]
+INFO:root:Average loss=0.09739843593576016
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2148 | LCC = 0.8666 | SRCC = 0.8647 ]
+INFO:root:
+[Valid][17][SYS][ MSE = 0.1077 | LCC = 0.9397 | SRCC = 0.9388 ]
+INFO:root:Average loss=0.0810291952907275
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2443 | LCC = 0.8612 | SRCC = 0.8598 ]
+INFO:root:
+[Valid][18][SYS][ MSE = 0.1418 | LCC = 0.9395 | SRCC = 0.9395 ]
+INFO:root:Average loss=0.0809667952454243
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2668 | LCC = 0.8560 | SRCC = 0.8556 ]
+INFO:root:
+[Valid][19][SYS][ MSE = 0.1587 | LCC = 0.9368 | SRCC = 0.9400 ]
+INFO:root:Average loss=0.07862621292662926
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2336 | LCC = 0.8662 | SRCC = 0.8630 ]
+INFO:root:
+[Valid][20][SYS][ MSE = 0.1369 | LCC = 0.9354 | SRCC = 0.9315 ]
+INFO:root:Average loss=0.07469513434439133
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2299 | LCC = 0.8662 | SRCC = 0.8643 ]
+INFO:root:
+[Valid][21][SYS][ MSE = 0.1314 | LCC = 0.9385 | SRCC = 0.9377 ]
+INFO:root:Average loss=0.07152971806816566
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2245 | LCC = 0.8649 | SRCC = 0.8630 ]
+INFO:root:
+[Valid][22][SYS][ MSE = 0.1187 | LCC = 0.9403 | SRCC = 0.9398 ]
+INFO:root:Average loss=0.06999625805287789
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2443 | LCC = 0.8652 | SRCC = 0.8650 ]
+INFO:root:
+[Valid][23][SYS][ MSE = 0.1456 | LCC = 0.9432 | SRCC = 0.9463 ]
+INFO:root:Average loss=0.07724339954363994
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2206 | LCC = 0.8648 | SRCC = 0.8642 ]
+INFO:root:
+[Valid][24][SYS][ MSE = 0.1147 | LCC = 0.9401 | SRCC = 0.9422 ]
+INFO:root:Average loss=0.0698593703026955
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2379 | LCC = 0.8625 | SRCC = 0.8616 ]
+INFO:root:
+[Valid][25][SYS][ MSE = 0.1334 | LCC = 0.9405 | SRCC = 0.9405 ]
+INFO:root:Average loss=0.06205379327711386
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2316 | LCC = 0.8685 | SRCC = 0.8676 ]
+INFO:root:
+[Valid][26][SYS][ MSE = 0.1330 | LCC = 0.9434 | SRCC = 0.9436 ]
+INFO:root:Average loss=0.061733570570747055
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2087 | LCC = 0.8708 | SRCC = 0.8679 ]
+INFO:root:
+[Valid][27][SYS][ MSE = 0.0991 | LCC = 0.9410 | SRCC = 0.9373 ]
+INFO:root:Average loss=0.061150606554479174
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2310 | LCC = 0.8676 | SRCC = 0.8664 ]
+INFO:root:
+[Valid][28][SYS][ MSE = 0.1337 | LCC = 0.9417 | SRCC = 0.9434 ]
+INFO:root:Average loss=0.057036525975817286
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2331 | LCC = 0.8676 | SRCC = 0.8664 ]
+INFO:root:
+[Valid][29][SYS][ MSE = 0.1354 | LCC = 0.9419 | SRCC = 0.9426 ]
+INFO:root:Average loss=0.05510546892690353
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2237 | LCC = 0.8658 | SRCC = 0.8650 ]
+INFO:root:
+[Valid][30][SYS][ MSE = 0.1233 | LCC = 0.9387 | SRCC = 0.9414 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2377 | LCC = 0.8587 | SRCC = 0.8551 ]
+INFO:root:
+[Test][31][SYS][ MSE = 0.1383 | LCC = 0.9224 | SRCC = 0.9203 ]

results_bvcc/w2v2_base/layer1/run1/config.gin ADDED Viewed

	@@ -0,0 +1,31 @@

+# Training config on BVCC dataset.
+# ------------------------------
+# Architecture
+# ------------------------------
+ProjectionHead:
+    conv_channels = (32, 32)
+    dense_neurons = (64, 32, 1)
+    use_poolings = (True, True)
+    kernel_size = 5
+    pool_size = 5
+# ------------------------------
+# Dataset
+# ------------------------------
+Bvcc:
+    debug = False
+get_dataloader:
+    num_workers = 12
+    shuffle = True
+# ------------------------------
+# Training loop
+# ------------------------------
+TrainingLoop:
+    num_epochs = 30
+    learning_rate = 1e-4
+    dataset_cls = @Bvcc
+    weight_decay = 0.0
+    batch_size_train = 64

results_bvcc/w2v2_base/layer1/run1/model.pt ADDED Viewed

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
+oid sha256:9557e734a10a18329b6b88241bd5b295f63f75b0530ae47b0ebf1e55a289c366
+size 2747979

results_bvcc/w2v2_base/layer1/run1/model_best.pt ADDED Viewed

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
+oid sha256:6707611934c02690335c62cde1fef5d4c5205e932bb7e973f9f62aac74c83690
+size 2749702

results_bvcc/w2v2_base/layer1/run1/train.log ADDED Viewed

	@@ -0,0 +1,163 @@

+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.49480017905051893
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3707 | LCC = 0.7667 | SRCC = 0.7704 ]
+INFO:root:
+[Valid][0][SYS][ MSE = 0.2482 | LCC = 0.8397 | SRCC = 0.8452 ]
+INFO:root:Average loss=0.27845622771061385
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2963 | LCC = 0.8141 | SRCC = 0.8191 ]
+INFO:root:
+[Valid][1][SYS][ MSE = 0.1968 | LCC = 0.8806 | SRCC = 0.8873 ]
+INFO:root:Average loss=0.2325418186493409
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2657 | LCC = 0.8388 | SRCC = 0.8393 ]
+INFO:root:
+[Valid][2][SYS][ MSE = 0.1636 | LCC = 0.9002 | SRCC = 0.9034 ]
+INFO:root:Average loss=0.21036842312568274
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2611 | LCC = 0.8452 | SRCC = 0.8457 ]
+INFO:root:
+[Valid][3][SYS][ MSE = 0.1507 | LCC = 0.9157 | SRCC = 0.9200 ]
+INFO:root:Average loss=0.19588429203782326
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2576 | LCC = 0.8492 | SRCC = 0.8464 ]
+INFO:root:
+[Valid][4][SYS][ MSE = 0.1489 | LCC = 0.9182 | SRCC = 0.9138 ]
+INFO:root:Average loss=0.18050869554281235
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2392 | LCC = 0.8511 | SRCC = 0.8496 ]
+INFO:root:
+[Valid][5][SYS][ MSE = 0.1167 | LCC = 0.9244 | SRCC = 0.9236 ]
+INFO:root:Average loss=0.1697243203719457
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2389 | LCC = 0.8544 | SRCC = 0.8517 ]
+INFO:root:
+[Valid][6][SYS][ MSE = 0.1242 | LCC = 0.9268 | SRCC = 0.9240 ]
+INFO:root:Average loss=0.15253915876532212
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2330 | LCC = 0.8590 | SRCC = 0.8571 ]
+INFO:root:
+[Valid][7][SYS][ MSE = 0.1104 | LCC = 0.9312 | SRCC = 0.9303 ]
+INFO:root:Average loss=0.14838704428611657
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2413 | LCC = 0.8550 | SRCC = 0.8575 ]
+INFO:root:
+[Valid][8][SYS][ MSE = 0.1363 | LCC = 0.9283 | SRCC = 0.9348 ]
+INFO:root:Average loss=0.1364711202107943
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2387 | LCC = 0.8608 | SRCC = 0.8591 ]
+INFO:root:
+[Valid][9][SYS][ MSE = 0.1134 | LCC = 0.9396 | SRCC = 0.9387 ]
+INFO:root:Average loss=0.12884573237254068
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2213 | LCC = 0.8658 | SRCC = 0.8639 ]
+INFO:root:
+[Valid][10][SYS][ MSE = 0.1090 | LCC = 0.9361 | SRCC = 0.9352 ]
+INFO:root:Average loss=0.13734690319651213
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2510 | LCC = 0.8653 | SRCC = 0.8640 ]
+INFO:root:
+[Valid][11][SYS][ MSE = 0.1196 | LCC = 0.9394 | SRCC = 0.9383 ]
+INFO:root:Average loss=0.11653993694254985
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2371 | LCC = 0.8585 | SRCC = 0.8580 ]
+INFO:root:
+[Valid][12][SYS][ MSE = 0.1264 | LCC = 0.9351 | SRCC = 0.9386 ]
+INFO:root:Average loss=0.10805719918929614
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2204 | LCC = 0.8631 | SRCC = 0.8619 ]
+INFO:root:
+[Valid][13][SYS][ MSE = 0.0972 | LCC = 0.9399 | SRCC = 0.9394 ]
+INFO:root:Average loss=0.10435576784687164
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2360 | LCC = 0.8607 | SRCC = 0.8607 ]
+INFO:root:
+[Valid][14][SYS][ MSE = 0.1297 | LCC = 0.9367 | SRCC = 0.9399 ]
+INFO:root:Average loss=0.09637260752228591
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2703 | LCC = 0.8568 | SRCC = 0.8589 ]
+INFO:root:
+[Valid][15][SYS][ MSE = 0.1738 | LCC = 0.9327 | SRCC = 0.9391 ]
+INFO:root:Average loss=0.10165326985029075
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2279 | LCC = 0.8598 | SRCC = 0.8575 ]
+INFO:root:
+[Valid][16][SYS][ MSE = 0.1126 | LCC = 0.9366 | SRCC = 0.9355 ]
+INFO:root:Average loss=0.08950381109920832
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2257 | LCC = 0.8576 | SRCC = 0.8556 ]
+INFO:root:
+[Valid][17][SYS][ MSE = 0.1056 | LCC = 0.9355 | SRCC = 0.9357 ]
+INFO:root:Average loss=0.08791988768065587
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2214 | LCC = 0.8607 | SRCC = 0.8588 ]
+INFO:root:
+[Valid][18][SYS][ MSE = 0.1032 | LCC = 0.9386 | SRCC = 0.9374 ]
+INFO:root:Average loss=0.0842550451365801
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2271 | LCC = 0.8623 | SRCC = 0.8610 ]
+INFO:root:
+[Valid][19][SYS][ MSE = 0.1003 | LCC = 0.9398 | SRCC = 0.9383 ]
+INFO:root:Average loss=0.07734839694622235
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2193 | LCC = 0.8599 | SRCC = 0.8585 ]
+INFO:root:
+[Valid][20][SYS][ MSE = 0.0937 | LCC = 0.9395 | SRCC = 0.9408 ]
+INFO:root:Average loss=0.07589360111607955
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2313 | LCC = 0.8581 | SRCC = 0.8577 ]
+INFO:root:
+[Valid][21][SYS][ MSE = 0.1258 | LCC = 0.9336 | SRCC = 0.9396 ]
+INFO:root:Average loss=0.07119909267968093
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2225 | LCC = 0.8595 | SRCC = 0.8595 ]
+INFO:root:
+[Valid][22][SYS][ MSE = 0.1092 | LCC = 0.9375 | SRCC = 0.9424 ]
+INFO:root:Average loss=0.06933691834983154
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2205 | LCC = 0.8625 | SRCC = 0.8595 ]
+INFO:root:
+[Valid][23][SYS][ MSE = 0.1082 | LCC = 0.9367 | SRCC = 0.9368 ]
+INFO:root:Average loss=0.06987673411957729
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2165 | LCC = 0.8619 | SRCC = 0.8612 ]
+INFO:root:
+[Valid][24][SYS][ MSE = 0.1056 | LCC = 0.9356 | SRCC = 0.9410 ]
+INFO:root:Average loss=0.0654885101203735
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2249 | LCC = 0.8634 | SRCC = 0.8615 ]
+INFO:root:
+[Valid][25][SYS][ MSE = 0.1198 | LCC = 0.9369 | SRCC = 0.9392 ]
+INFO:root:Average loss=0.06392660608085302
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2273 | LCC = 0.8618 | SRCC = 0.8602 ]
+INFO:root:
+[Valid][26][SYS][ MSE = 0.1213 | LCC = 0.9369 | SRCC = 0.9393 ]
+INFO:root:Average loss=0.060871114858832114
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2281 | LCC = 0.8603 | SRCC = 0.8594 ]
+INFO:root:
+[Valid][27][SYS][ MSE = 0.1161 | LCC = 0.9407 | SRCC = 0.9429 ]
+INFO:root:Average loss=0.06481427379334584
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2182 | LCC = 0.8616 | SRCC = 0.8591 ]
+INFO:root:
+[Valid][28][SYS][ MSE = 0.0974 | LCC = 0.9408 | SRCC = 0.9411 ]
+INFO:root:Average loss=0.05660455673933029
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2210 | LCC = 0.8649 | SRCC = 0.8615 ]
+INFO:root:
+[Valid][29][SYS][ MSE = 0.1056 | LCC = 0.9422 | SRCC = 0.9392 ]
+INFO:root:Average loss=0.05522246692234125
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2146 | LCC = 0.8651 | SRCC = 0.8636 ]
+INFO:root:
+[Valid][30][SYS][ MSE = 0.0934 | LCC = 0.9415 | SRCC = 0.9418 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2336 | LCC = 0.8647 | SRCC = 0.8619 ]
+INFO:root:
+[Test][31][SYS][ MSE = 0.1565 | LCC = 0.9132 | SRCC = 0.9094 ]

results_bvcc/w2v2_base/layer1/run2/config.gin ADDED Viewed

	@@ -0,0 +1,31 @@

+# Training config on BVCC dataset.
+# ------------------------------
+# Architecture
+# ------------------------------
+ProjectionHead:
+    conv_channels = (32, 32)
+    dense_neurons = (64, 32, 1)
+    use_poolings = (True, True)
+    kernel_size = 5
+    pool_size = 5
+# ------------------------------
+# Dataset
+# ------------------------------
+Bvcc:
+    debug = False
+get_dataloader:
+    num_workers = 12
+    shuffle = True
+# ------------------------------
+# Training loop
+# ------------------------------
+TrainingLoop:
+    num_epochs = 30
+    learning_rate = 1e-4
+    dataset_cls = @Bvcc
+    weight_decay = 0.0
+    batch_size_train = 64

results_bvcc/w2v2_base/layer1/run2/model.pt ADDED Viewed

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
+oid sha256:05ebbc29c7d329bc1ee97f50f3096a73b785e22268be34c95185bffd8b68c7dd
+size 2747979

results_bvcc/w2v2_base/layer1/run2/model_best.pt ADDED Viewed

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
+oid sha256:f573a61f31325e8566236456c2318a88fb7ab56c2c619bd6185de7c66325c33a
+size 2749702

results_bvcc/w2v2_base/layer1/run2/train.log ADDED Viewed

	@@ -0,0 +1,163 @@

+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.5799432725478442
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3725 | LCC = 0.7729 | SRCC = 0.7788 ]
+INFO:root:
+[Valid][0][SYS][ MSE = 0.2333 | LCC = 0.8492 | SRCC = 0.8574 ]
+INFO:root:Average loss=0.2807462093157646
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2828 | LCC = 0.8240 | SRCC = 0.8240 ]
+INFO:root:
+[Valid][1][SYS][ MSE = 0.1628 | LCC = 0.9012 | SRCC = 0.9030 ]
+INFO:root:Average loss=0.23757183398955908
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2619 | LCC = 0.8395 | SRCC = 0.8398 ]
+INFO:root:
+[Valid][2][SYS][ MSE = 0.1473 | LCC = 0.9143 | SRCC = 0.9177 ]
+INFO:root:Average loss=0.21484326590330172
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2650 | LCC = 0.8500 | SRCC = 0.8505 ]
+INFO:root:
+[Valid][3][SYS][ MSE = 0.1563 | LCC = 0.9237 | SRCC = 0.9270 ]
+INFO:root:Average loss=0.20002879679967195
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2447 | LCC = 0.8565 | SRCC = 0.8558 ]
+INFO:root:
+[Valid][4][SYS][ MSE = 0.1377 | LCC = 0.9289 | SRCC = 0.9316 ]
+INFO:root:Average loss=0.18346711955009362
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2279 | LCC = 0.8599 | SRCC = 0.8584 ]
+INFO:root:
+[Valid][5][SYS][ MSE = 0.1060 | LCC = 0.9367 | SRCC = 0.9382 ]
+INFO:root:Average loss=0.1678030132674254
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2292 | LCC = 0.8561 | SRCC = 0.8585 ]
+INFO:root:
+[Valid][6][SYS][ MSE = 0.1143 | LCC = 0.9311 | SRCC = 0.9361 ]
+INFO:root:Average loss=0.15920545428227156
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2251 | LCC = 0.8621 | SRCC = 0.8593 ]
+INFO:root:
+[Valid][7][SYS][ MSE = 0.1069 | LCC = 0.9379 | SRCC = 0.9357 ]
+INFO:root:Average loss=0.14479620401293802
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2212 | LCC = 0.8621 | SRCC = 0.8615 ]
+INFO:root:
+[Valid][8][SYS][ MSE = 0.1146 | LCC = 0.9312 | SRCC = 0.9337 ]
+INFO:root:Average loss=0.13811541081239015
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2240 | LCC = 0.8674 | SRCC = 0.8632 ]
+INFO:root:
+[Valid][9][SYS][ MSE = 0.1123 | LCC = 0.9409 | SRCC = 0.9389 ]
+INFO:root:Average loss=0.13562335083499932
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2191 | LCC = 0.8687 | SRCC = 0.8656 ]
+INFO:root:
+[Valid][10][SYS][ MSE = 0.1104 | LCC = 0.9393 | SRCC = 0.9387 ]
+INFO:root:Average loss=0.1258917586543621
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2320 | LCC = 0.8611 | SRCC = 0.8588 ]
+INFO:root:
+[Valid][11][SYS][ MSE = 0.1264 | LCC = 0.9345 | SRCC = 0.9313 ]
+INFO:root:Average loss=0.12100212400158246
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2333 | LCC = 0.8706 | SRCC = 0.8672 ]
+INFO:root:
+[Valid][12][SYS][ MSE = 0.1101 | LCC = 0.9452 | SRCC = 0.9416 ]
+INFO:root:Average loss=0.11105435886062108
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2303 | LCC = 0.8628 | SRCC = 0.8612 ]
+INFO:root:
+[Valid][13][SYS][ MSE = 0.1234 | LCC = 0.9392 | SRCC = 0.9412 ]
+INFO:root:Average loss=0.10584970210225154
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2299 | LCC = 0.8686 | SRCC = 0.8641 ]
+INFO:root:
+[Valid][14][SYS][ MSE = 0.1114 | LCC = 0.9407 | SRCC = 0.9340 ]
+INFO:root:Average loss=0.1046583229341568
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2171 | LCC = 0.8656 | SRCC = 0.8622 ]
+INFO:root:
+[Valid][15][SYS][ MSE = 0.1020 | LCC = 0.9402 | SRCC = 0.9382 ]
+INFO:root:Average loss=0.09526471244410062
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2188 | LCC = 0.8669 | SRCC = 0.8638 ]
+INFO:root:
+[Valid][16][SYS][ MSE = 0.1085 | LCC = 0.9419 | SRCC = 0.9415 ]
+INFO:root:Average loss=0.09406070654781964
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2255 | LCC = 0.8654 | SRCC = 0.8640 ]
+INFO:root:
+[Valid][17][SYS][ MSE = 0.1177 | LCC = 0.9418 | SRCC = 0.9440 ]
+INFO:root:Average loss=0.08924258161240663
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2167 | LCC = 0.8688 | SRCC = 0.8649 ]
+INFO:root:
+[Valid][18][SYS][ MSE = 0.0992 | LCC = 0.9429 | SRCC = 0.9380 ]
+INFO:root:Average loss=0.08068299785447426
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2161 | LCC = 0.8686 | SRCC = 0.8646 ]
+INFO:root:
+[Valid][19][SYS][ MSE = 0.1112 | LCC = 0.9383 | SRCC = 0.9338 ]
+INFO:root:Average loss=0.08465328506934337
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2141 | LCC = 0.8689 | SRCC = 0.8651 ]
+INFO:root:
+[Valid][20][SYS][ MSE = 0.1057 | LCC = 0.9440 | SRCC = 0.9409 ]
+INFO:root:Average loss=0.07797851294088058
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2213 | LCC = 0.8704 | SRCC = 0.8664 ]
+INFO:root:
+[Valid][21][SYS][ MSE = 0.1045 | LCC = 0.9446 | SRCC = 0.9388 ]
+INFO:root:Average loss=0.07383806950961933
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2054 | LCC = 0.8721 | SRCC = 0.8696 ]
+INFO:root:
+[Valid][22][SYS][ MSE = 0.0898 | LCC = 0.9471 | SRCC = 0.9455 ]
+INFO:root:Average loss=0.06801195805653548
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2108 | LCC = 0.8702 | SRCC = 0.8671 ]
+INFO:root:
+[Valid][23][SYS][ MSE = 0.1030 | LCC = 0.9449 | SRCC = 0.9438 ]
+INFO:root:Average loss=0.06952695314509746
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2072 | LCC = 0.8740 | SRCC = 0.8719 ]
+INFO:root:
+[Valid][24][SYS][ MSE = 0.0980 | LCC = 0.9481 | SRCC = 0.9477 ]
+INFO:root:Average loss=0.06444193609058857
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2194 | LCC = 0.8664 | SRCC = 0.8645 ]
+INFO:root:
+[Valid][25][SYS][ MSE = 0.1171 | LCC = 0.9404 | SRCC = 0.9416 ]
+INFO:root:Average loss=0.06203614681577071
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2200 | LCC = 0.8691 | SRCC = 0.8654 ]
+INFO:root:
+[Valid][26][SYS][ MSE = 0.0975 | LCC = 0.9463 | SRCC = 0.9413 ]
+INFO:root:Average loss=0.05990246645151041
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2192 | LCC = 0.8689 | SRCC = 0.8656 ]
+INFO:root:
+[Valid][27][SYS][ MSE = 0.1137 | LCC = 0.9417 | SRCC = 0.9394 ]
+INFO:root:Average loss=0.060253849921700284
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2255 | LCC = 0.8686 | SRCC = 0.8647 ]
+INFO:root:
+[Valid][28][SYS][ MSE = 0.1256 | LCC = 0.9428 | SRCC = 0.9410 ]
+INFO:root:Average loss=0.057994768262291566
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2181 | LCC = 0.8666 | SRCC = 0.8649 ]
+INFO:root:
+[Valid][29][SYS][ MSE = 0.1148 | LCC = 0.9399 | SRCC = 0.9399 ]
+INFO:root:Average loss=0.05246185893431688
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2124 | LCC = 0.8670 | SRCC = 0.8639 ]
+INFO:root:
+[Valid][30][SYS][ MSE = 0.1001 | LCC = 0.9424 | SRCC = 0.9408 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2362 | LCC = 0.8620 | SRCC = 0.8610 ]
+INFO:root:
+[Test][31][SYS][ MSE = 0.1418 | LCC = 0.9148 | SRCC = 0.9130 ]

results_bvcc/w2v2_base/layer1/run3/config.gin ADDED Viewed

	@@ -0,0 +1,31 @@

+# Training config on BVCC dataset.
+# ------------------------------
+# Architecture
+# ------------------------------
+ProjectionHead:
+    conv_channels = (32, 32)
+    dense_neurons = (64, 32, 1)
+    use_poolings = (True, True)
+    kernel_size = 5
+    pool_size = 5
+# ------------------------------
+# Dataset
+# ------------------------------
+Bvcc:
+    debug = False
+get_dataloader:
+    num_workers = 12
+    shuffle = True
+# ------------------------------
+# Training loop
+# ------------------------------
+TrainingLoop:
+    num_epochs = 30
+    learning_rate = 1e-4
+    dataset_cls = @Bvcc
+    weight_decay = 0.0
+    batch_size_train = 64

results_bvcc/w2v2_base/layer1/run3/model.pt ADDED Viewed

	@@ -0,0 +1,3 @@

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results_bvcc/w2v2_base/layer1/run3/model_best.pt ADDED Viewed

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results_bvcc/w2v2_base/layer1/run3/train.log ADDED Viewed

	@@ -0,0 +1,163 @@

+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.46871751355819213
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3610 | LCC = 0.7796 | SRCC = 0.7904 ]
+INFO:root:
+[Valid][0][SYS][ MSE = 0.2642 | LCC = 0.8517 | SRCC = 0.8624 ]
+INFO:root:Average loss=0.27671181295926756
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2842 | LCC = 0.8195 | SRCC = 0.8230 ]
+INFO:root:
+[Valid][1][SYS][ MSE = 0.1693 | LCC = 0.8907 | SRCC = 0.8959 ]
+INFO:root:Average loss=0.23440087357392678
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2656 | LCC = 0.8478 | SRCC = 0.8472 ]
+INFO:root:
+[Valid][2][SYS][ MSE = 0.1619 | LCC = 0.9165 | SRCC = 0.9190 ]
+INFO:root:Average loss=0.2157593487929075
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2531 | LCC = 0.8485 | SRCC = 0.8497 ]
+INFO:root:
+[Valid][3][SYS][ MSE = 0.1396 | LCC = 0.9237 | SRCC = 0.9290 ]
+INFO:root:Average loss=0.19040684105876166
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2466 | LCC = 0.8519 | SRCC = 0.8542 ]
+INFO:root:
+[Valid][4][SYS][ MSE = 0.1470 | LCC = 0.9214 | SRCC = 0.9277 ]
+INFO:root:Average loss=0.18986343038387787
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2325 | LCC = 0.8606 | SRCC = 0.8614 ]
+INFO:root:
+[Valid][5][SYS][ MSE = 0.1093 | LCC = 0.9342 | SRCC = 0.9375 ]
+INFO:root:Average loss=0.16716703103903013
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2298 | LCC = 0.8626 | SRCC = 0.8629 ]
+INFO:root:
+[Valid][6][SYS][ MSE = 0.1131 | LCC = 0.9310 | SRCC = 0.9332 ]
+INFO:root:Average loss=0.15025553078605577
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2353 | LCC = 0.8638 | SRCC = 0.8606 ]
+INFO:root:
+[Valid][7][SYS][ MSE = 0.1247 | LCC = 0.9331 | SRCC = 0.9293 ]
+INFO:root:Average loss=0.14692852034782752
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2680 | LCC = 0.8597 | SRCC = 0.8601 ]
+INFO:root:
+[Valid][8][SYS][ MSE = 0.1739 | LCC = 0.9308 | SRCC = 0.9349 ]
+INFO:root:Average loss=0.13832987290926468
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2308 | LCC = 0.8610 | SRCC = 0.8612 ]
+INFO:root:
+[Valid][9][SYS][ MSE = 0.1122 | LCC = 0.9356 | SRCC = 0.9380 ]
+INFO:root:Average loss=0.12529149489142957
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2126 | LCC = 0.8691 | SRCC = 0.8693 ]
+INFO:root:
+[Valid][10][SYS][ MSE = 0.1073 | LCC = 0.9379 | SRCC = 0.9403 ]
+INFO:root:Average loss=0.12105241398780774
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2209 | LCC = 0.8679 | SRCC = 0.8677 ]
+INFO:root:
+[Valid][11][SYS][ MSE = 0.1138 | LCC = 0.9410 | SRCC = 0.9420 ]
+INFO:root:Average loss=0.11520517350007327
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2131 | LCC = 0.8694 | SRCC = 0.8693 ]
+INFO:root:
+[Valid][12][SYS][ MSE = 0.1143 | LCC = 0.9357 | SRCC = 0.9355 ]
+INFO:root:Average loss=0.10659859214837734
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2217 | LCC = 0.8688 | SRCC = 0.8675 ]
+INFO:root:
+[Valid][13][SYS][ MSE = 0.1192 | LCC = 0.9406 | SRCC = 0.9401 ]
+INFO:root:Average loss=0.10968755309780438
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2105 | LCC = 0.8711 | SRCC = 0.8689 ]
+INFO:root:
+[Valid][14][SYS][ MSE = 0.1039 | LCC = 0.9395 | SRCC = 0.9362 ]
+INFO:root:Average loss=0.10449104106579071
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2135 | LCC = 0.8707 | SRCC = 0.8703 ]
+INFO:root:
+[Valid][15][SYS][ MSE = 0.1221 | LCC = 0.9335 | SRCC = 0.9342 ]
+INFO:root:Average loss=0.0918716401912463
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2455 | LCC = 0.8659 | SRCC = 0.8691 ]
+INFO:root:
+[Valid][16][SYS][ MSE = 0.1538 | LCC = 0.9333 | SRCC = 0.9413 ]
+INFO:root:Average loss=0.0942793258298666
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2137 | LCC = 0.8720 | SRCC = 0.8689 ]
+INFO:root:
+[Valid][17][SYS][ MSE = 0.1149 | LCC = 0.9356 | SRCC = 0.9312 ]
+INFO:root:Average loss=0.08522394886956765
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2344 | LCC = 0.8721 | SRCC = 0.8702 ]
+INFO:root:
+[Valid][18][SYS][ MSE = 0.1425 | LCC = 0.9390 | SRCC = 0.9406 ]
+INFO:root:Average loss=0.08684245191323452
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2264 | LCC = 0.8685 | SRCC = 0.8688 ]
+INFO:root:
+[Valid][19][SYS][ MSE = 0.1366 | LCC = 0.9331 | SRCC = 0.9367 ]
+INFO:root:Average loss=0.07973687728055012
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2107 | LCC = 0.8706 | SRCC = 0.8691 ]
+INFO:root:
+[Valid][20][SYS][ MSE = 0.1134 | LCC = 0.9364 | SRCC = 0.9359 ]
+INFO:root:Average loss=0.07529464426139991
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2128 | LCC = 0.8692 | SRCC = 0.8677 ]
+INFO:root:
+[Valid][21][SYS][ MSE = 0.1149 | LCC = 0.9344 | SRCC = 0.9338 ]
+INFO:root:Average loss=0.07538936134332265
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2157 | LCC = 0.8723 | SRCC = 0.8697 ]
+INFO:root:
+[Valid][22][SYS][ MSE = 0.1235 | LCC = 0.9354 | SRCC = 0.9309 ]
+INFO:root:Average loss=0.07405028368035953
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2426 | LCC = 0.8700 | SRCC = 0.8697 ]
+INFO:root:
+[Valid][23][SYS][ MSE = 0.1588 | LCC = 0.9342 | SRCC = 0.9355 ]
+INFO:root:Average loss=0.06866880921790233
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2103 | LCC = 0.8714 | SRCC = 0.8695 ]
+INFO:root:
+[Valid][24][SYS][ MSE = 0.1108 | LCC = 0.9367 | SRCC = 0.9354 ]
+INFO:root:Average loss=0.0702828078602369
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2039 | LCC = 0.8734 | SRCC = 0.8705 ]
+INFO:root:
+[Valid][25][SYS][ MSE = 0.1016 | LCC = 0.9377 | SRCC = 0.9323 ]
+INFO:root:Average loss=0.06925542175005643
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2048 | LCC = 0.8728 | SRCC = 0.8711 ]
+INFO:root:
+[Valid][26][SYS][ MSE = 0.0996 | LCC = 0.9356 | SRCC = 0.9303 ]
+INFO:root:Average loss=0.06134156978283173
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2206 | LCC = 0.8677 | SRCC = 0.8649 ]
+INFO:root:
+[Valid][27][SYS][ MSE = 0.1209 | LCC = 0.9371 | SRCC = 0.9334 ]
+INFO:root:Average loss=0.058670274125268825
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2128 | LCC = 0.8692 | SRCC = 0.8667 ]
+INFO:root:
+[Valid][28][SYS][ MSE = 0.1019 | LCC = 0.9381 | SRCC = 0.9330 ]
+INFO:root:Average loss=0.05878604814792291
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2116 | LCC = 0.8700 | SRCC = 0.8661 ]
+INFO:root:
+[Valid][29][SYS][ MSE = 0.1094 | LCC = 0.9363 | SRCC = 0.9316 ]
+INFO:root:Average loss=0.055968338528122656
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2131 | LCC = 0.8720 | SRCC = 0.8678 ]
+INFO:root:
+[Valid][30][SYS][ MSE = 0.1195 | LCC = 0.9362 | SRCC = 0.9300 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2366 | LCC = 0.8587 | SRCC = 0.8593 ]
+INFO:root:
+[Test][31][SYS][ MSE = 0.1257 | LCC = 0.9256 | SRCC = 0.9279 ]

results_bvcc/w2v2_base/layer1/run4/config.gin ADDED Viewed

	@@ -0,0 +1,31 @@

+# Training config on BVCC dataset.
+# ------------------------------
+# Architecture
+# ------------------------------
+ProjectionHead:
+    conv_channels = (32, 32)
+    dense_neurons = (64, 32, 1)
+    use_poolings = (True, True)
+    kernel_size = 5
+    pool_size = 5
+# ------------------------------
+# Dataset
+# ------------------------------
+Bvcc:
+    debug = False
+get_dataloader:
+    num_workers = 12
+    shuffle = True
+# ------------------------------
+# Training loop
+# ------------------------------
+TrainingLoop:
+    num_epochs = 30
+    learning_rate = 1e-4
+    dataset_cls = @Bvcc
+    weight_decay = 0.0
+    batch_size_train = 64

results_bvcc/w2v2_base/layer1/run4/model.pt ADDED Viewed

	@@ -0,0 +1,3 @@

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results_bvcc/w2v2_base/layer1/run4/model_best.pt ADDED Viewed

	@@ -0,0 +1,3 @@

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results_bvcc/w2v2_base/layer1/run4/train.log ADDED Viewed

	@@ -0,0 +1,163 @@

+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.5067888184999808
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3787 | LCC = 0.7676 | SRCC = 0.7716 ]
+INFO:root:
+[Valid][0][SYS][ MSE = 0.2580 | LCC = 0.8547 | SRCC = 0.8602 ]
+INFO:root:Average loss=0.28694182959122533
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3054 | LCC = 0.8105 | SRCC = 0.8177 ]
+INFO:root:
+[Valid][1][SYS][ MSE = 0.1863 | LCC = 0.8930 | SRCC = 0.9010 ]
+INFO:root:Average loss=0.23920302990919504
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2741 | LCC = 0.8386 | SRCC = 0.8393 ]
+INFO:root:
+[Valid][2][SYS][ MSE = 0.1467 | LCC = 0.9210 | SRCC = 0.9235 ]
+INFO:root:Average loss=0.21217203235779053
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2616 | LCC = 0.8402 | SRCC = 0.8408 ]
+INFO:root:
+[Valid][3][SYS][ MSE = 0.1357 | LCC = 0.9121 | SRCC = 0.9131 ]
+INFO:root:Average loss=0.19956507419164365
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2505 | LCC = 0.8506 | SRCC = 0.8512 ]
+INFO:root:
+[Valid][4][SYS][ MSE = 0.1288 | LCC = 0.9267 | SRCC = 0.9300 ]
+INFO:root:Average loss=0.18455939013988543
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2528 | LCC = 0.8536 | SRCC = 0.8531 ]
+INFO:root:
+[Valid][5][SYS][ MSE = 0.1231 | LCC = 0.9293 | SRCC = 0.9300 ]
+INFO:root:Average loss=0.16596660868097574
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2391 | LCC = 0.8592 | SRCC = 0.8570 ]
+INFO:root:
+[Valid][6][SYS][ MSE = 0.1131 | LCC = 0.9329 | SRCC = 0.9302 ]
+INFO:root:Average loss=0.15587880462408066
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2430 | LCC = 0.8558 | SRCC = 0.8537 ]
+INFO:root:
+[Valid][7][SYS][ MSE = 0.1304 | LCC = 0.9287 | SRCC = 0.9277 ]
+INFO:root:Average loss=0.14549451025250631
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2537 | LCC = 0.8568 | SRCC = 0.8572 ]
+INFO:root:
+[Valid][8][SYS][ MSE = 0.1547 | LCC = 0.9273 | SRCC = 0.9312 ]
+INFO:root:Average loss=0.14089427315271819
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2450 | LCC = 0.8516 | SRCC = 0.8518 ]
+INFO:root:
+[Valid][9][SYS][ MSE = 0.1301 | LCC = 0.9300 | SRCC = 0.9345 ]
+INFO:root:Average loss=0.1309406508046847
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2291 | LCC = 0.8593 | SRCC = 0.8578 ]
+INFO:root:
+[Valid][10][SYS][ MSE = 0.1124 | LCC = 0.9358 | SRCC = 0.9358 ]
+INFO:root:Average loss=0.12291629870350544
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2327 | LCC = 0.8623 | SRCC = 0.8601 ]
+INFO:root:
+[Valid][11][SYS][ MSE = 0.1056 | LCC = 0.9389 | SRCC = 0.9350 ]
+INFO:root:Average loss=0.1144241709739734
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2246 | LCC = 0.8619 | SRCC = 0.8598 ]
+INFO:root:
+[Valid][12][SYS][ MSE = 0.1116 | LCC = 0.9373 | SRCC = 0.9369 ]
+INFO:root:Average loss=0.10850251150818971
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2227 | LCC = 0.8616 | SRCC = 0.8594 ]
+INFO:root:
+[Valid][13][SYS][ MSE = 0.1055 | LCC = 0.9379 | SRCC = 0.9376 ]
+INFO:root:Average loss=0.10566861149019156
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2212 | LCC = 0.8608 | SRCC = 0.8593 ]
+INFO:root:
+[Valid][14][SYS][ MSE = 0.1054 | LCC = 0.9364 | SRCC = 0.9392 ]
+INFO:root:Average loss=0.10105009959676327
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2293 | LCC = 0.8554 | SRCC = 0.8543 ]
+INFO:root:
+[Valid][15][SYS][ MSE = 0.1115 | LCC = 0.9358 | SRCC = 0.9401 ]
+INFO:root:Average loss=0.09794910175678058
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2247 | LCC = 0.8605 | SRCC = 0.8583 ]
+INFO:root:
+[Valid][16][SYS][ MSE = 0.1109 | LCC = 0.9350 | SRCC = 0.9357 ]
+INFO:root:Average loss=0.0921257061836047
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2215 | LCC = 0.8593 | SRCC = 0.8574 ]
+INFO:root:
+[Valid][17][SYS][ MSE = 0.0989 | LCC = 0.9380 | SRCC = 0.9397 ]
+INFO:root:Average loss=0.08327317982912064
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2166 | LCC = 0.8626 | SRCC = 0.8613 ]
+INFO:root:
+[Valid][18][SYS][ MSE = 0.0964 | LCC = 0.9357 | SRCC = 0.9363 ]
+INFO:root:Average loss=0.09554384051798245
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2440 | LCC = 0.8582 | SRCC = 0.8562 ]
+INFO:root:
+[Valid][19][SYS][ MSE = 0.1127 | LCC = 0.9306 | SRCC = 0.9285 ]
+INFO:root:Average loss=0.0855937705685695
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2158 | LCC = 0.8632 | SRCC = 0.8613 ]
+INFO:root:
+[Valid][20][SYS][ MSE = 0.0965 | LCC = 0.9388 | SRCC = 0.9368 ]
+INFO:root:Average loss=0.07785610897609821
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2248 | LCC = 0.8624 | SRCC = 0.8590 ]
+INFO:root:
+[Valid][21][SYS][ MSE = 0.1069 | LCC = 0.9421 | SRCC = 0.9383 ]
+INFO:root:Average loss=0.07071381960159694
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2162 | LCC = 0.8618 | SRCC = 0.8584 ]
+INFO:root:
+[Valid][22][SYS][ MSE = 0.0971 | LCC = 0.9382 | SRCC = 0.9361 ]
+INFO:root:Average loss=0.0724777755064842
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2325 | LCC = 0.8600 | SRCC = 0.8571 ]
+INFO:root:
+[Valid][23][SYS][ MSE = 0.1164 | LCC = 0.9416 | SRCC = 0.9406 ]
+INFO:root:Average loss=0.06505997803730842
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2212 | LCC = 0.8638 | SRCC = 0.8613 ]
+INFO:root:
+[Valid][24][SYS][ MSE = 0.0981 | LCC = 0.9424 | SRCC = 0.9394 ]
+INFO:root:Average loss=0.0653465433189502
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2362 | LCC = 0.8579 | SRCC = 0.8555 ]
+INFO:root:
+[Valid][25][SYS][ MSE = 0.1219 | LCC = 0.9391 | SRCC = 0.9373 ]
+INFO:root:Average loss=0.06491684961395386
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2331 | LCC = 0.8584 | SRCC = 0.8556 ]
+INFO:root:
+[Valid][26][SYS][ MSE = 0.1030 | LCC = 0.9373 | SRCC = 0.9331 ]
+INFO:root:Average loss=0.0655498340821419
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2169 | LCC = 0.8609 | SRCC = 0.8594 ]
+INFO:root:
+[Valid][27][SYS][ MSE = 0.0975 | LCC = 0.9371 | SRCC = 0.9358 ]
+INFO:root:Average loss=0.05822523506597067
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2225 | LCC = 0.8625 | SRCC = 0.8595 ]
+INFO:root:
+[Valid][28][SYS][ MSE = 0.1022 | LCC = 0.9419 | SRCC = 0.9394 ]
+INFO:root:Average loss=0.06262223728192158
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2209 | LCC = 0.8590 | SRCC = 0.8579 ]
+INFO:root:
+[Valid][29][SYS][ MSE = 0.0941 | LCC = 0.9341 | SRCC = 0.9334 ]
+INFO:root:Average loss=0.061830226809550554
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2208 | LCC = 0.8628 | SRCC = 0.8607 ]
+INFO:root:
+[Valid][30][SYS][ MSE = 0.0992 | LCC = 0.9370 | SRCC = 0.9355 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2542 | LCC = 0.8541 | SRCC = 0.8542 ]
+INFO:root:
+[Test][31][SYS][ MSE = 0.1683 | LCC = 0.9123 | SRCC = 0.9148 ]

results_bvcc/w2v2_base/layer10/run0/config.gin ADDED Viewed

	@@ -0,0 +1,31 @@

+# Training config on BVCC dataset.
+# ------------------------------
+# Architecture
+# ------------------------------
+ProjectionHead:
+    conv_channels = (32, 32)
+    dense_neurons = (64, 32, 1)
+    use_poolings = (True, True)
+    kernel_size = 5
+    pool_size = 5
+# ------------------------------
+# Dataset
+# ------------------------------
+Bvcc:
+    debug = False
+get_dataloader:
+    num_workers = 12
+    shuffle = True
+# ------------------------------
+# Training loop
+# ------------------------------
+TrainingLoop:
+    num_epochs = 30
+    learning_rate = 1e-4
+    dataset_cls = @Bvcc
+    weight_decay = 0.0
+    batch_size_train = 64

results_bvcc/w2v2_base/layer10/run0/model.pt ADDED Viewed

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
+oid sha256:34c1a63ec83a1430692c77ecf5066f37ea69f3e10b10914faf5dfa5611595741
+size 2747979

results_bvcc/w2v2_base/layer10/run0/model_best.pt ADDED Viewed

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
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+size 2749702

results_bvcc/w2v2_base/layer10/run0/train.log ADDED Viewed

	@@ -0,0 +1,163 @@

+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.6340566608004081
+INFO:root:
+[Valid][0][UTT][ MSE = 0.4106 | LCC = 0.7514 | SRCC = 0.7600 ]
+INFO:root:
+[Valid][0][SYS][ MSE = 0.3009 | LCC = 0.8284 | SRCC = 0.8318 ]
+INFO:root:Average loss=0.3847933440254285
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3723 | LCC = 0.7784 | SRCC = 0.7856 ]
+INFO:root:
+[Valid][1][SYS][ MSE = 0.2704 | LCC = 0.8500 | SRCC = 0.8501 ]
+INFO:root:Average loss=0.30829281417223126
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3684 | LCC = 0.7963 | SRCC = 0.7985 ]
+INFO:root:
+[Valid][2][SYS][ MSE = 0.2706 | LCC = 0.8699 | SRCC = 0.8680 ]
+INFO:root:Average loss=0.31271022462692016
+INFO:root:
+[Valid][3][UTT][ MSE = 0.3253 | LCC = 0.8152 | SRCC = 0.8146 ]
+INFO:root:
+[Valid][3][SYS][ MSE = 0.1964 | LCC = 0.8825 | SRCC = 0.8798 ]
+INFO:root:Average loss=0.302239019710284
+INFO:root:
+[Valid][4][UTT][ MSE = 0.3614 | LCC = 0.8170 | SRCC = 0.8186 ]
+INFO:root:
+[Valid][4][SYS][ MSE = 0.2740 | LCC = 0.8858 | SRCC = 0.8825 ]
+INFO:root:Average loss=0.3026625733727064
+INFO:root:
+[Valid][5][UTT][ MSE = 0.3027 | LCC = 0.8235 | SRCC = 0.8254 ]
+INFO:root:
+[Valid][5][SYS][ MSE = 0.2049 | LCC = 0.8904 | SRCC = 0.8884 ]
+INFO:root:Average loss=0.27604097318954957
+INFO:root:
+[Valid][6][UTT][ MSE = 0.3244 | LCC = 0.8330 | SRCC = 0.8298 ]
+INFO:root:
+[Valid][6][SYS][ MSE = 0.2295 | LCC = 0.8938 | SRCC = 0.8855 ]
+INFO:root:Average loss=0.26417100658783543
+INFO:root:
+[Valid][7][UTT][ MSE = 0.3696 | LCC = 0.8294 | SRCC = 0.8307 ]
+INFO:root:
+[Valid][7][SYS][ MSE = 0.2218 | LCC = 0.8951 | SRCC = 0.8915 ]
+INFO:root:Average loss=0.2875201409825912
+INFO:root:
+[Valid][8][UTT][ MSE = 0.3298 | LCC = 0.8324 | SRCC = 0.8360 ]
+INFO:root:
+[Valid][8][SYS][ MSE = 0.2464 | LCC = 0.8945 | SRCC = 0.8941 ]
+INFO:root:Average loss=0.24525141200193992
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2832 | LCC = 0.8442 | SRCC = 0.8422 ]
+INFO:root:
+[Valid][9][SYS][ MSE = 0.1743 | LCC = 0.9060 | SRCC = 0.9009 ]
+INFO:root:Average loss=0.2364092094775958
+INFO:root:
+[Valid][10][UTT][ MSE = 0.3405 | LCC = 0.8430 | SRCC = 0.8429 ]
+INFO:root:
+[Valid][10][SYS][ MSE = 0.2558 | LCC = 0.9111 | SRCC = 0.9070 ]
+INFO:root:Average loss=0.25019912135142547
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2921 | LCC = 0.8451 | SRCC = 0.8446 ]
+INFO:root:
+[Valid][11][SYS][ MSE = 0.1648 | LCC = 0.9099 | SRCC = 0.9045 ]
+INFO:root:Average loss=0.27862557539573085
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2895 | LCC = 0.8432 | SRCC = 0.8413 ]
+INFO:root:
+[Valid][12][SYS][ MSE = 0.1873 | LCC = 0.9077 | SRCC = 0.9023 ]
+INFO:root:Average loss=0.23084685531182167
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2827 | LCC = 0.8465 | SRCC = 0.8464 ]
+INFO:root:
+[Valid][13][SYS][ MSE = 0.1910 | LCC = 0.9125 | SRCC = 0.9102 ]
+INFO:root:Average loss=0.22213796965586832
+INFO:root:
+[Valid][14][UTT][ MSE = 0.3125 | LCC = 0.8457 | SRCC = 0.8463 ]
+INFO:root:
+[Valid][14][SYS][ MSE = 0.2268 | LCC = 0.9111 | SRCC = 0.9076 ]
+INFO:root:Average loss=0.21562972512000647
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2733 | LCC = 0.8510 | SRCC = 0.8493 ]
+INFO:root:
+[Valid][15][SYS][ MSE = 0.1689 | LCC = 0.9194 | SRCC = 0.9141 ]
+INFO:root:Average loss=0.20544885232662544
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2582 | LCC = 0.8532 | SRCC = 0.8531 ]
+INFO:root:
+[Valid][16][SYS][ MSE = 0.1508 | LCC = 0.9153 | SRCC = 0.9110 ]
+INFO:root:Average loss=0.19289059908344194
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2610 | LCC = 0.8567 | SRCC = 0.8573 ]
+INFO:root:
+[Valid][17][SYS][ MSE = 0.1694 | LCC = 0.9142 | SRCC = 0.9118 ]
+INFO:root:Average loss=0.1999117200000164
+INFO:root:
+[Valid][18][UTT][ MSE = 0.3502 | LCC = 0.8483 | SRCC = 0.8489 ]
+INFO:root:
+[Valid][18][SYS][ MSE = 0.2647 | LCC = 0.9167 | SRCC = 0.9136 ]
+INFO:root:Average loss=0.21447260677814484
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2960 | LCC = 0.8518 | SRCC = 0.8516 ]
+INFO:root:
+[Valid][19][SYS][ MSE = 0.1730 | LCC = 0.9164 | SRCC = 0.9078 ]
+INFO:root:Average loss=0.20319852691430312
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2693 | LCC = 0.8538 | SRCC = 0.8543 ]
+INFO:root:
+[Valid][20][SYS][ MSE = 0.1738 | LCC = 0.9145 | SRCC = 0.9124 ]
+INFO:root:Average loss=0.21281205280086932
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2741 | LCC = 0.8537 | SRCC = 0.8529 ]
+INFO:root:
+[Valid][21][SYS][ MSE = 0.1787 | LCC = 0.9133 | SRCC = 0.9075 ]
+INFO:root:Average loss=0.222677637082644
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2668 | LCC = 0.8554 | SRCC = 0.8565 ]
+INFO:root:
+[Valid][22][SYS][ MSE = 0.1624 | LCC = 0.9186 | SRCC = 0.9168 ]
+INFO:root:Average loss=0.18749733603535554
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2773 | LCC = 0.8512 | SRCC = 0.8497 ]
+INFO:root:
+[Valid][23][SYS][ MSE = 0.1769 | LCC = 0.9171 | SRCC = 0.9100 ]
+INFO:root:Average loss=0.21209082150688538
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2507 | LCC = 0.8562 | SRCC = 0.8569 ]
+INFO:root:
+[Valid][24][SYS][ MSE = 0.1468 | LCC = 0.9200 | SRCC = 0.9166 ]
+INFO:root:Average loss=0.17649115985020614
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2750 | LCC = 0.8531 | SRCC = 0.8521 ]
+INFO:root:
+[Valid][25][SYS][ MSE = 0.1826 | LCC = 0.9181 | SRCC = 0.9133 ]
+INFO:root:Average loss=0.1752329561381768
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2695 | LCC = 0.8559 | SRCC = 0.8585 ]
+INFO:root:
+[Valid][26][SYS][ MSE = 0.1472 | LCC = 0.9228 | SRCC = 0.9195 ]
+INFO:root:Average loss=0.18399202670806494
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2607 | LCC = 0.8577 | SRCC = 0.8576 ]
+INFO:root:
+[Valid][27][SYS][ MSE = 0.1629 | LCC = 0.9278 | SRCC = 0.9257 ]
+INFO:root:Average loss=0.1969409548701384
+INFO:root:
+[Valid][28][UTT][ MSE = 0.3153 | LCC = 0.8558 | SRCC = 0.8557 ]
+INFO:root:
+[Valid][28][SYS][ MSE = 0.2016 | LCC = 0.9231 | SRCC = 0.9166 ]
+INFO:root:Average loss=0.16963752693472764
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2594 | LCC = 0.8517 | SRCC = 0.8516 ]
+INFO:root:
+[Valid][29][SYS][ MSE = 0.1607 | LCC = 0.9219 | SRCC = 0.9184 ]
+INFO:root:Average loss=0.15732398762916908
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2864 | LCC = 0.8545 | SRCC = 0.8538 ]
+INFO:root:
+[Valid][30][SYS][ MSE = 0.1970 | LCC = 0.9199 | SRCC = 0.9155 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2476 | LCC = 0.8550 | SRCC = 0.8542 ]
+INFO:root:
+[Test][31][SYS][ MSE = 0.1155 | LCC = 0.9270 | SRCC = 0.9283 ]

results_bvcc/w2v2_base/layer10/run1/config.gin ADDED Viewed

	@@ -0,0 +1,31 @@

+# Training config on BVCC dataset.
+# ------------------------------
+# Architecture
+# ------------------------------
+ProjectionHead:
+    conv_channels = (32, 32)
+    dense_neurons = (64, 32, 1)
+    use_poolings = (True, True)
+    kernel_size = 5
+    pool_size = 5
+# ------------------------------
+# Dataset
+# ------------------------------
+Bvcc:
+    debug = False
+get_dataloader:
+    num_workers = 12
+    shuffle = True
+# ------------------------------
+# Training loop
+# ------------------------------
+TrainingLoop:
+    num_epochs = 30
+    learning_rate = 1e-4
+    dataset_cls = @Bvcc
+    weight_decay = 0.0
+    batch_size_train = 64

results_bvcc/w2v2_base/layer10/run1/model.pt ADDED Viewed

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
+oid sha256:598dc0012f60cdfc06d5253279853e5fc3e9ab77df774cfa9e1e3ed384fce21b
+size 2747979

results_bvcc/w2v2_base/layer10/run1/model_best.pt ADDED Viewed

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
+oid sha256:306949bbbe0fb3d5003ae9772e2142cba578554ebc0cb3f80988304a6e3fdbc6
+size 2749702

results_bvcc/w2v2_base/layer10/run1/train.log ADDED Viewed

	@@ -0,0 +1,163 @@

+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.7796100844175388
+INFO:root:
+[Valid][0][UTT][ MSE = 0.6900 | LCC = 0.6318 | SRCC = 0.6236 ]
+INFO:root:
+[Valid][0][SYS][ MSE = 0.5890 | LCC = 0.7349 | SRCC = 0.7272 ]
+INFO:root:Average loss=0.43842379137491566
+INFO:root:
+[Valid][1][UTT][ MSE = 0.4299 | LCC = 0.7606 | SRCC = 0.7773 ]
+INFO:root:
+[Valid][1][SYS][ MSE = 0.3243 | LCC = 0.8389 | SRCC = 0.8462 ]
+INFO:root:Average loss=0.33721469266292375
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3480 | LCC = 0.7960 | SRCC = 0.7999 ]
+INFO:root:
+[Valid][2][SYS][ MSE = 0.2464 | LCC = 0.8636 | SRCC = 0.8620 ]
+INFO:root:Average loss=0.3431662714634186
+INFO:root:
+[Valid][3][UTT][ MSE = 0.3195 | LCC = 0.8054 | SRCC = 0.8097 ]
+INFO:root:
+[Valid][3][SYS][ MSE = 0.2148 | LCC = 0.8697 | SRCC = 0.8674 ]
+INFO:root:Average loss=0.30712308906591856
+INFO:root:
+[Valid][4][UTT][ MSE = 0.3144 | LCC = 0.8185 | SRCC = 0.8199 ]
+INFO:root:
+[Valid][4][SYS][ MSE = 0.1908 | LCC = 0.8827 | SRCC = 0.8823 ]
+INFO:root:Average loss=0.28962959884068906
+INFO:root:
+[Valid][5][UTT][ MSE = 0.3502 | LCC = 0.8183 | SRCC = 0.8205 ]
+INFO:root:
+[Valid][5][SYS][ MSE = 0.2134 | LCC = 0.8749 | SRCC = 0.8772 ]
+INFO:root:Average loss=0.28130568888707036
+INFO:root:
+[Valid][6][UTT][ MSE = 0.3032 | LCC = 0.8288 | SRCC = 0.8286 ]
+INFO:root:
+[Valid][6][SYS][ MSE = 0.1951 | LCC = 0.8926 | SRCC = 0.8887 ]
+INFO:root:Average loss=0.2795686335899891
+INFO:root:
+[Valid][7][UTT][ MSE = 0.3075 | LCC = 0.8311 | SRCC = 0.8295 ]
+INFO:root:
+[Valid][7][SYS][ MSE = 0.2042 | LCC = 0.8928 | SRCC = 0.8890 ]
+INFO:root:Average loss=0.25468874741823244
+INFO:root:
+[Valid][8][UTT][ MSE = 0.3200 | LCC = 0.8369 | SRCC = 0.8390 ]
+INFO:root:
+[Valid][8][SYS][ MSE = 0.1840 | LCC = 0.9005 | SRCC = 0.9005 ]
+INFO:root:Average loss=0.2632343329680272
+INFO:root:
+[Valid][9][UTT][ MSE = 0.3394 | LCC = 0.8340 | SRCC = 0.8335 ]
+INFO:root:
+[Valid][9][SYS][ MSE = 0.2438 | LCC = 0.8982 | SRCC = 0.8920 ]
+INFO:root:Average loss=0.2561314589320085
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2806 | LCC = 0.8409 | SRCC = 0.8399 ]
+INFO:root:
+[Valid][10][SYS][ MSE = 0.1698 | LCC = 0.9036 | SRCC = 0.8982 ]
+INFO:root:Average loss=0.2590295391587111
+INFO:root:
+[Valid][11][UTT][ MSE = 0.3220 | LCC = 0.8449 | SRCC = 0.8445 ]
+INFO:root:
+[Valid][11][SYS][ MSE = 0.1911 | LCC = 0.9085 | SRCC = 0.9055 ]
+INFO:root:Average loss=0.24746226251889497
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2911 | LCC = 0.8403 | SRCC = 0.8417 ]
+INFO:root:
+[Valid][12][SYS][ MSE = 0.1961 | LCC = 0.9034 | SRCC = 0.9010 ]
+INFO:root:Average loss=0.2464088023855136
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2756 | LCC = 0.8400 | SRCC = 0.8411 ]
+INFO:root:
+[Valid][13][SYS][ MSE = 0.1819 | LCC = 0.9006 | SRCC = 0.8981 ]
+INFO:root:Average loss=0.2302155883457416
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2737 | LCC = 0.8459 | SRCC = 0.8459 ]
+INFO:root:
+[Valid][14][SYS][ MSE = 0.1546 | LCC = 0.9050 | SRCC = 0.9027 ]
+INFO:root:Average loss=0.2331328264031655
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2586 | LCC = 0.8418 | SRCC = 0.8408 ]
+INFO:root:
+[Valid][15][SYS][ MSE = 0.1446 | LCC = 0.9063 | SRCC = 0.9006 ]
+INFO:root:Average loss=0.21601504622361598
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2791 | LCC = 0.8456 | SRCC = 0.8441 ]
+INFO:root:
+[Valid][16][SYS][ MSE = 0.1559 | LCC = 0.9105 | SRCC = 0.9069 ]
+INFO:root:Average loss=0.21259737740724516
+INFO:root:
+[Valid][17][UTT][ MSE = 0.3048 | LCC = 0.8435 | SRCC = 0.8427 ]
+INFO:root:
+[Valid][17][SYS][ MSE = 0.2081 | LCC = 0.9063 | SRCC = 0.9020 ]
+INFO:root:Average loss=0.2054756549306405
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2682 | LCC = 0.8466 | SRCC = 0.8461 ]
+INFO:root:
+[Valid][18][SYS][ MSE = 0.1679 | LCC = 0.9086 | SRCC = 0.9032 ]
+INFO:root:Average loss=0.19966396890007532
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2665 | LCC = 0.8492 | SRCC = 0.8481 ]
+INFO:root:
+[Valid][19][SYS][ MSE = 0.1388 | LCC = 0.9182 | SRCC = 0.9130 ]
+INFO:root:Average loss=0.20426208172471094
+INFO:root:
+[Valid][20][UTT][ MSE = 0.3294 | LCC = 0.8432 | SRCC = 0.8414 ]
+INFO:root:
+[Valid][20][SYS][ MSE = 0.2330 | LCC = 0.9149 | SRCC = 0.9120 ]
+INFO:root:Average loss=0.1957240331058319
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2638 | LCC = 0.8438 | SRCC = 0.8424 ]
+INFO:root:
+[Valid][21][SYS][ MSE = 0.1370 | LCC = 0.9156 | SRCC = 0.9094 ]
+INFO:root:Average loss=0.18055324447460663
+INFO:root:
+[Valid][22][UTT][ MSE = 0.3058 | LCC = 0.8398 | SRCC = 0.8420 ]
+INFO:root:
+[Valid][22][SYS][ MSE = 0.2248 | LCC = 0.9039 | SRCC = 0.9026 ]
+INFO:root:Average loss=0.20639980890047857
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2672 | LCC = 0.8460 | SRCC = 0.8458 ]
+INFO:root:
+[Valid][23][SYS][ MSE = 0.1678 | LCC = 0.9135 | SRCC = 0.9100 ]
+INFO:root:Average loss=0.19168832009801498
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2609 | LCC = 0.8521 | SRCC = 0.8501 ]
+INFO:root:
+[Valid][24][SYS][ MSE = 0.1466 | LCC = 0.9210 | SRCC = 0.9134 ]
+INFO:root:Average loss=0.18861015102802178
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2697 | LCC = 0.8510 | SRCC = 0.8511 ]
+INFO:root:
+[Valid][25][SYS][ MSE = 0.1404 | LCC = 0.9210 | SRCC = 0.9152 ]
+INFO:root:Average loss=0.17494672307601342
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2967 | LCC = 0.8508 | SRCC = 0.8511 ]
+INFO:root:
+[Valid][26][SYS][ MSE = 0.1617 | LCC = 0.9181 | SRCC = 0.9122 ]
+INFO:root:Average loss=0.19273283638251135
+INFO:root:
+[Valid][27][UTT][ MSE = 0.3081 | LCC = 0.8413 | SRCC = 0.8424 ]
+INFO:root:
+[Valid][27][SYS][ MSE = 0.2173 | LCC = 0.9092 | SRCC = 0.9051 ]
+INFO:root:Average loss=0.16662715948545015
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2756 | LCC = 0.8517 | SRCC = 0.8503 ]
+INFO:root:
+[Valid][28][SYS][ MSE = 0.1756 | LCC = 0.9223 | SRCC = 0.9152 ]
+INFO:root:Average loss=0.15800289943432197
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2639 | LCC = 0.8480 | SRCC = 0.8473 ]
+INFO:root:
+[Valid][29][SYS][ MSE = 0.1819 | LCC = 0.9090 | SRCC = 0.9048 ]
+INFO:root:Average loss=0.15854160783764643
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2453 | LCC = 0.8465 | SRCC = 0.8471 ]
+INFO:root:
+[Valid][30][SYS][ MSE = 0.1411 | LCC = 0.9131 | SRCC = 0.9123 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2646 | LCC = 0.8492 | SRCC = 0.8482 ]
+INFO:root:
+[Test][31][SYS][ MSE = 0.1480 | LCC = 0.9267 | SRCC = 0.9284 ]

results_bvcc/w2v2_base/layer10/run2/config.gin ADDED Viewed

	@@ -0,0 +1,31 @@

+# Training config on BVCC dataset.
+# ------------------------------
+# Architecture
+# ------------------------------
+ProjectionHead:
+    conv_channels = (32, 32)
+    dense_neurons = (64, 32, 1)
+    use_poolings = (True, True)
+    kernel_size = 5
+    pool_size = 5
+# ------------------------------
+# Dataset
+# ------------------------------
+Bvcc:
+    debug = False
+get_dataloader:
+    num_workers = 12
+    shuffle = True
+# ------------------------------
+# Training loop
+# ------------------------------
+TrainingLoop:
+    num_epochs = 30
+    learning_rate = 1e-4
+    dataset_cls = @Bvcc
+    weight_decay = 0.0
+    batch_size_train = 64

results_bvcc/w2v2_base/layer10/run2/model.pt ADDED Viewed

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
+oid sha256:e33ada00c9dfc1300d134ec03d9ddded0705ab909eb5090ab0661e2e5e3aa644
+size 2747979

results_bvcc/w2v2_base/layer10/run2/model_best.pt ADDED Viewed

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
+oid sha256:1e9d94a3abab797f3aee2f89678a15c9349c120ecbbd8a45c6e6891c822cff0f
+size 2749702

results_bvcc/w2v2_base/layer10/run2/train.log ADDED Viewed

	@@ -0,0 +1,163 @@

+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.7398962053732995
+INFO:root:
+[Valid][0][UTT][ MSE = 0.5114 | LCC = 0.6916 | SRCC = 0.6911 ]
+INFO:root:
+[Valid][0][SYS][ MSE = 0.4090 | LCC = 0.7632 | SRCC = 0.7634 ]
+INFO:root:Average loss=0.37356871232772487
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3672 | LCC = 0.7884 | SRCC = 0.7919 ]
+INFO:root:
+[Valid][1][SYS][ MSE = 0.2653 | LCC = 0.8618 | SRCC = 0.8618 ]
+INFO:root:Average loss=0.3334188083043465
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3171 | LCC = 0.8014 | SRCC = 0.8030 ]
+INFO:root:
+[Valid][2][SYS][ MSE = 0.2022 | LCC = 0.8692 | SRCC = 0.8707 ]
+INFO:root:Average loss=0.3181392959295175
+INFO:root:
+[Valid][3][UTT][ MSE = 0.3506 | LCC = 0.8125 | SRCC = 0.8092 ]
+INFO:root:
+[Valid][3][SYS][ MSE = 0.2285 | LCC = 0.8834 | SRCC = 0.8795 ]
+INFO:root:Average loss=0.2956486004285323
+INFO:root:
+[Valid][4][UTT][ MSE = 0.3246 | LCC = 0.8153 | SRCC = 0.8148 ]
+INFO:root:
+[Valid][4][SYS][ MSE = 0.2220 | LCC = 0.8831 | SRCC = 0.8801 ]
+INFO:root:Average loss=0.2900301647874025
+INFO:root:
+[Valid][5][UTT][ MSE = 0.3632 | LCC = 0.8221 | SRCC = 0.8200 ]
+INFO:root:
+[Valid][5][SYS][ MSE = 0.2366 | LCC = 0.8955 | SRCC = 0.8903 ]
+INFO:root:Average loss=0.27746068762663084
+INFO:root:
+[Valid][6][UTT][ MSE = 0.3168 | LCC = 0.8305 | SRCC = 0.8286 ]
+INFO:root:
+[Valid][6][SYS][ MSE = 0.2027 | LCC = 0.8982 | SRCC = 0.8937 ]
+INFO:root:Average loss=0.2560170080799323
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2914 | LCC = 0.8352 | SRCC = 0.8338 ]
+INFO:root:
+[Valid][7][SYS][ MSE = 0.1847 | LCC = 0.9009 | SRCC = 0.8981 ]
+INFO:root:Average loss=0.2501956919829051
+INFO:root:
+[Valid][8][UTT][ MSE = 0.4080 | LCC = 0.8264 | SRCC = 0.8285 ]
+INFO:root:
+[Valid][8][SYS][ MSE = 0.3328 | LCC = 0.8892 | SRCC = 0.8856 ]
+INFO:root:Average loss=0.24749419876398185
+INFO:root:
+[Valid][9][UTT][ MSE = 0.4722 | LCC = 0.8236 | SRCC = 0.8263 ]
+INFO:root:
+[Valid][9][SYS][ MSE = 0.4021 | LCC = 0.8900 | SRCC = 0.8886 ]
+INFO:root:Average loss=0.24561113271957788
+INFO:root:
+[Valid][10][UTT][ MSE = 0.3281 | LCC = 0.8385 | SRCC = 0.8402 ]
+INFO:root:
+[Valid][10][SYS][ MSE = 0.2398 | LCC = 0.9049 | SRCC = 0.9064 ]
+INFO:root:Average loss=0.2400172662276488
+INFO:root:
+[Valid][11][UTT][ MSE = 0.3102 | LCC = 0.8428 | SRCC = 0.8429 ]
+INFO:root:
+[Valid][11][SYS][ MSE = 0.2185 | LCC = 0.9077 | SRCC = 0.9060 ]
+INFO:root:Average loss=0.23402776301671296
+INFO:root:
+[Valid][12][UTT][ MSE = 0.3086 | LCC = 0.8419 | SRCC = 0.8401 ]
+INFO:root:
+[Valid][12][SYS][ MSE = 0.2166 | LCC = 0.9024 | SRCC = 0.8960 ]
+INFO:root:Average loss=0.21971334545658186
+INFO:root:
+[Valid][13][UTT][ MSE = 0.3033 | LCC = 0.8444 | SRCC = 0.8451 ]
+INFO:root:
+[Valid][13][SYS][ MSE = 0.2220 | LCC = 0.9051 | SRCC = 0.9021 ]
+INFO:root:Average loss=0.23659904224750322
+INFO:root:
+[Valid][14][UTT][ MSE = 0.3431 | LCC = 0.8426 | SRCC = 0.8446 ]
+INFO:root:
+[Valid][14][SYS][ MSE = 0.2683 | LCC = 0.9018 | SRCC = 0.9008 ]
+INFO:root:Average loss=0.23464051614969206
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2890 | LCC = 0.8491 | SRCC = 0.8482 ]
+INFO:root:
+[Valid][15][SYS][ MSE = 0.1912 | LCC = 0.9092 | SRCC = 0.9054 ]
+INFO:root:Average loss=0.21507561799043265
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2793 | LCC = 0.8515 | SRCC = 0.8499 ]
+INFO:root:
+[Valid][16][SYS][ MSE = 0.1891 | LCC = 0.9127 | SRCC = 0.9065 ]
+INFO:root:Average loss=0.21147131709716258
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2529 | LCC = 0.8499 | SRCC = 0.8496 ]
+INFO:root:
+[Valid][17][SYS][ MSE = 0.1409 | LCC = 0.9103 | SRCC = 0.9051 ]
+INFO:root:Average loss=0.21192121945130518
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2614 | LCC = 0.8458 | SRCC = 0.8458 ]
+INFO:root:
+[Valid][18][SYS][ MSE = 0.1423 | LCC = 0.9126 | SRCC = 0.9092 ]
+INFO:root:Average loss=0.19656659729587725
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2669 | LCC = 0.8525 | SRCC = 0.8516 ]
+INFO:root:
+[Valid][19][SYS][ MSE = 0.1671 | LCC = 0.9199 | SRCC = 0.9171 ]
+INFO:root:Average loss=0.2072015079932335
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2580 | LCC = 0.8494 | SRCC = 0.8492 ]
+INFO:root:
+[Valid][20][SYS][ MSE = 0.1512 | LCC = 0.9145 | SRCC = 0.9120 ]
+INFO:root:Average loss=0.18787010644490904
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2558 | LCC = 0.8537 | SRCC = 0.8530 ]
+INFO:root:
+[Valid][21][SYS][ MSE = 0.1398 | LCC = 0.9229 | SRCC = 0.9196 ]
+INFO:root:Average loss=0.18262528609006834
+INFO:root:
+[Valid][22][UTT][ MSE = 0.3109 | LCC = 0.8497 | SRCC = 0.8504 ]
+INFO:root:
+[Valid][22][SYS][ MSE = 0.2268 | LCC = 0.9188 | SRCC = 0.9193 ]
+INFO:root:Average loss=0.18379567716366205
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2671 | LCC = 0.8502 | SRCC = 0.8511 ]
+INFO:root:
+[Valid][23][SYS][ MSE = 0.1596 | LCC = 0.9184 | SRCC = 0.9178 ]
+INFO:root:Average loss=0.16958561491889831
+INFO:root:
+[Valid][24][UTT][ MSE = 0.3290 | LCC = 0.8524 | SRCC = 0.8527 ]
+INFO:root:
+[Valid][24][SYS][ MSE = 0.2510 | LCC = 0.9205 | SRCC = 0.9204 ]
+INFO:root:Average loss=0.17480431143672037
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2704 | LCC = 0.8578 | SRCC = 0.8573 ]
+INFO:root:
+[Valid][25][SYS][ MSE = 0.1756 | LCC = 0.9267 | SRCC = 0.9243 ]
+INFO:root:Average loss=0.16138773172711715
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2760 | LCC = 0.8530 | SRCC = 0.8534 ]
+INFO:root:
+[Valid][26][SYS][ MSE = 0.1867 | LCC = 0.9202 | SRCC = 0.9194 ]
+INFO:root:Average loss=0.17517884572347006
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2612 | LCC = 0.8536 | SRCC = 0.8533 ]
+INFO:root:
+[Valid][27][SYS][ MSE = 0.1487 | LCC = 0.9164 | SRCC = 0.9122 ]
+INFO:root:Average loss=0.1903034653992225
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2716 | LCC = 0.8538 | SRCC = 0.8544 ]
+INFO:root:
+[Valid][28][SYS][ MSE = 0.1490 | LCC = 0.9221 | SRCC = 0.9188 ]
+INFO:root:Average loss=0.16389165293329802
+INFO:root:
+[Valid][29][UTT][ MSE = 0.3065 | LCC = 0.8502 | SRCC = 0.8510 ]
+INFO:root:
+[Valid][29][SYS][ MSE = 0.2208 | LCC = 0.9189 | SRCC = 0.9184 ]
+INFO:root:Average loss=0.15112435368773264
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2571 | LCC = 0.8564 | SRCC = 0.8551 ]
+INFO:root:
+[Valid][30][SYS][ MSE = 0.1691 | LCC = 0.9202 | SRCC = 0.9159 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2634 | LCC = 0.8483 | SRCC = 0.8472 ]
+INFO:root:
+[Test][31][SYS][ MSE = 0.1228 | LCC = 0.9229 | SRCC = 0.9240 ]

results_bvcc/w2v2_base/layer10/run3/config.gin ADDED Viewed

	@@ -0,0 +1,31 @@

+# Training config on BVCC dataset.
+# ------------------------------
+# Architecture
+# ------------------------------
+ProjectionHead:
+    conv_channels = (32, 32)
+    dense_neurons = (64, 32, 1)
+    use_poolings = (True, True)
+    kernel_size = 5
+    pool_size = 5
+# ------------------------------
+# Dataset
+# ------------------------------
+Bvcc:
+    debug = False
+get_dataloader:
+    num_workers = 12
+    shuffle = True
+# ------------------------------
+# Training loop
+# ------------------------------
+TrainingLoop:
+    num_epochs = 30
+    learning_rate = 1e-4
+    dataset_cls = @Bvcc
+    weight_decay = 0.0
+    batch_size_train = 64

results_bvcc/w2v2_base/layer10/run3/model.pt ADDED Viewed

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
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results_bvcc/w2v2_base/layer10/run3/model_best.pt ADDED Viewed

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
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results_bvcc/w2v2_base/layer10/run3/train.log ADDED Viewed

	@@ -0,0 +1,163 @@

+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.6151072016129127
+INFO:root:
+[Valid][0][UTT][ MSE = 0.4204 | LCC = 0.7370 | SRCC = 0.7415 ]
+INFO:root:
+[Valid][0][SYS][ MSE = 0.2999 | LCC = 0.8171 | SRCC = 0.8177 ]
+INFO:root:Average loss=0.38759309473710185
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3523 | LCC = 0.7804 | SRCC = 0.7795 ]
+INFO:root:
+[Valid][1][SYS][ MSE = 0.2224 | LCC = 0.8444 | SRCC = 0.8431 ]
+INFO:root:Average loss=0.3734013302586017
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3707 | LCC = 0.7873 | SRCC = 0.7909 ]
+INFO:root:
+[Valid][2][SYS][ MSE = 0.2624 | LCC = 0.8608 | SRCC = 0.8615 ]
+INFO:root:Average loss=0.3029930610687305
+INFO:root:
+[Valid][3][UTT][ MSE = 0.3446 | LCC = 0.8111 | SRCC = 0.8094 ]
+INFO:root:
+[Valid][3][SYS][ MSE = 0.2205 | LCC = 0.8816 | SRCC = 0.8775 ]
+INFO:root:Average loss=0.3115337605659778
+INFO:root:
+[Valid][4][UTT][ MSE = 0.4950 | LCC = 0.7943 | SRCC = 0.8059 ]
+INFO:root:
+[Valid][4][SYS][ MSE = 0.4047 | LCC = 0.8674 | SRCC = 0.8729 ]
+INFO:root:Average loss=0.2675825441494966
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2955 | LCC = 0.8212 | SRCC = 0.8203 ]
+INFO:root:
+[Valid][5][SYS][ MSE = 0.1821 | LCC = 0.8854 | SRCC = 0.8803 ]
+INFO:root:Average loss=0.2922194231397066
+INFO:root:
+[Valid][6][UTT][ MSE = 0.3622 | LCC = 0.8166 | SRCC = 0.8248 ]
+INFO:root:
+[Valid][6][SYS][ MSE = 0.2780 | LCC = 0.8809 | SRCC = 0.8855 ]
+INFO:root:Average loss=0.2934482196966807
+INFO:root:
+[Valid][7][UTT][ MSE = 0.4435 | LCC = 0.8111 | SRCC = 0.8185 ]
+INFO:root:
+[Valid][7][SYS][ MSE = 0.3622 | LCC = 0.8790 | SRCC = 0.8799 ]
+INFO:root:Average loss=0.2818548060380496
+INFO:root:
+[Valid][8][UTT][ MSE = 0.3128 | LCC = 0.8260 | SRCC = 0.8290 ]
+INFO:root:
+[Valid][8][SYS][ MSE = 0.2179 | LCC = 0.8915 | SRCC = 0.8921 ]
+INFO:root:Average loss=0.24064893084458816
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2917 | LCC = 0.8292 | SRCC = 0.8278 ]
+INFO:root:
+[Valid][9][SYS][ MSE = 0.1780 | LCC = 0.8979 | SRCC = 0.8924 ]
+INFO:root:Average loss=0.242812563593571
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2794 | LCC = 0.8348 | SRCC = 0.8349 ]
+INFO:root:
+[Valid][10][SYS][ MSE = 0.1536 | LCC = 0.9036 | SRCC = 0.8996 ]
+INFO:root:Average loss=0.23124572883049646
+INFO:root:
+[Valid][11][UTT][ MSE = 0.3585 | LCC = 0.8292 | SRCC = 0.8331 ]
+INFO:root:
+[Valid][11][SYS][ MSE = 0.2724 | LCC = 0.8929 | SRCC = 0.8921 ]
+INFO:root:Average loss=0.23634144434562096
+INFO:root:
+[Valid][12][UTT][ MSE = 0.3049 | LCC = 0.8325 | SRCC = 0.8369 ]
+INFO:root:
+[Valid][12][SYS][ MSE = 0.2208 | LCC = 0.8946 | SRCC = 0.8953 ]
+INFO:root:Average loss=0.25324304974996126
+INFO:root:
+[Valid][13][UTT][ MSE = 0.3333 | LCC = 0.8284 | SRCC = 0.8334 ]
+INFO:root:
+[Valid][13][SYS][ MSE = 0.2473 | LCC = 0.8942 | SRCC = 0.8948 ]
+INFO:root:Average loss=0.22296481732374582
+INFO:root:
+[Valid][14][UTT][ MSE = 0.3288 | LCC = 0.8310 | SRCC = 0.8329 ]
+INFO:root:
+[Valid][14][SYS][ MSE = 0.2406 | LCC = 0.8992 | SRCC = 0.8979 ]
+INFO:root:Average loss=0.2211699033012757
+INFO:root:
+[Valid][15][UTT][ MSE = 0.3366 | LCC = 0.8352 | SRCC = 0.8372 ]
+INFO:root:
+[Valid][15][SYS][ MSE = 0.2561 | LCC = 0.8978 | SRCC = 0.8955 ]
+INFO:root:Average loss=0.22075015917802468
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2678 | LCC = 0.8435 | SRCC = 0.8434 ]
+INFO:root:
+[Valid][16][SYS][ MSE = 0.1686 | LCC = 0.9088 | SRCC = 0.9047 ]
+INFO:root:Average loss=0.20845631261666617
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2795 | LCC = 0.8428 | SRCC = 0.8424 ]
+INFO:root:
+[Valid][17][SYS][ MSE = 0.1774 | LCC = 0.9096 | SRCC = 0.9050 ]
+INFO:root:Average loss=0.21116518544463012
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2620 | LCC = 0.8462 | SRCC = 0.8460 ]
+INFO:root:
+[Valid][18][SYS][ MSE = 0.1636 | LCC = 0.9117 | SRCC = 0.9080 ]
+INFO:root:Average loss=0.19843919689838702
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2834 | LCC = 0.8428 | SRCC = 0.8439 ]
+INFO:root:
+[Valid][19][SYS][ MSE = 0.1841 | LCC = 0.9136 | SRCC = 0.9119 ]
+INFO:root:Average loss=0.19134420423935622
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2904 | LCC = 0.8457 | SRCC = 0.8455 ]
+INFO:root:
+[Valid][20][SYS][ MSE = 0.1989 | LCC = 0.9120 | SRCC = 0.9076 ]
+INFO:root:Average loss=0.20944310189821783
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2646 | LCC = 0.8465 | SRCC = 0.8490 ]
+INFO:root:
+[Valid][21][SYS][ MSE = 0.1666 | LCC = 0.9136 | SRCC = 0.9139 ]
+INFO:root:Average loss=0.19671830009573546
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2879 | LCC = 0.8445 | SRCC = 0.8469 ]
+INFO:root:
+[Valid][22][SYS][ MSE = 0.2027 | LCC = 0.9099 | SRCC = 0.9105 ]
+INFO:root:Average loss=0.1823623925447464
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2827 | LCC = 0.8465 | SRCC = 0.8485 ]
+INFO:root:
+[Valid][23][SYS][ MSE = 0.1454 | LCC = 0.9202 | SRCC = 0.9189 ]
+INFO:root:Average loss=0.19276750651307595
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2823 | LCC = 0.8405 | SRCC = 0.8389 ]
+INFO:root:
+[Valid][24][SYS][ MSE = 0.1512 | LCC = 0.9130 | SRCC = 0.9092 ]
+INFO:root:Average loss=0.17636762196436906
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2556 | LCC = 0.8436 | SRCC = 0.8448 ]
+INFO:root:
+[Valid][25][SYS][ MSE = 0.1602 | LCC = 0.9090 | SRCC = 0.9076 ]
+INFO:root:Average loss=0.20817641866130707
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2682 | LCC = 0.8417 | SRCC = 0.8437 ]
+INFO:root:
+[Valid][26][SYS][ MSE = 0.1759 | LCC = 0.9074 | SRCC = 0.9057 ]
+INFO:root:Average loss=0.16617436869404253
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2511 | LCC = 0.8464 | SRCC = 0.8461 ]
+INFO:root:
+[Valid][27][SYS][ MSE = 0.1193 | LCC = 0.9229 | SRCC = 0.9178 ]
+INFO:root:Average loss=0.16740939957209122
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2690 | LCC = 0.8440 | SRCC = 0.8437 ]
+INFO:root:
+[Valid][28][SYS][ MSE = 0.1364 | LCC = 0.9144 | SRCC = 0.9107 ]
+INFO:root:Average loss=0.16532027176939523
+INFO:root:
+[Valid][29][UTT][ MSE = 0.3082 | LCC = 0.8402 | SRCC = 0.8406 ]
+INFO:root:
+[Valid][29][SYS][ MSE = 0.2247 | LCC = 0.9109 | SRCC = 0.9082 ]
+INFO:root:Average loss=0.15212263835546297
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2527 | LCC = 0.8465 | SRCC = 0.8445 ]
+INFO:root:
+[Valid][30][SYS][ MSE = 0.1419 | LCC = 0.9131 | SRCC = 0.9048 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2515 | LCC = 0.8470 | SRCC = 0.8473 ]
+INFO:root:
+[Test][31][SYS][ MSE = 0.1390 | LCC = 0.9138 | SRCC = 0.9160 ]

results_bvcc/w2v2_base/layer10/run4/config.gin ADDED Viewed

	@@ -0,0 +1,31 @@

+# Training config on BVCC dataset.
+# ------------------------------
+# Architecture
+# ------------------------------
+ProjectionHead:
+    conv_channels = (32, 32)
+    dense_neurons = (64, 32, 1)
+    use_poolings = (True, True)
+    kernel_size = 5
+    pool_size = 5
+# ------------------------------
+# Dataset
+# ------------------------------
+Bvcc:
+    debug = False
+get_dataloader:
+    num_workers = 12
+    shuffle = True
+# ------------------------------
+# Training loop
+# ------------------------------
+TrainingLoop:
+    num_epochs = 30
+    learning_rate = 1e-4
+    dataset_cls = @Bvcc
+    weight_decay = 0.0
+    batch_size_train = 64

results_bvcc/w2v2_base/layer10/run4/model.pt ADDED Viewed

	@@ -0,0 +1,3 @@

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+size 2747979

results_bvcc/w2v2_base/layer10/run4/model_best.pt ADDED Viewed

	@@ -0,0 +1,3 @@

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