Arpastrana's group workspace
Group: ones_beta_100_epochs
State
Notes
User
Tags
Created
Runtime
Sweep
batch_size
beta
data_path
decoder_act_func
decoder_hidden_dim
decoder_name
decoder_pred_func
device
encoder_act_func
encoder_hidden_dim
encoder_name
epochs
group
input_dim
lr
model
n_classes
optimizer
optimizer_name
project
rec_loss
run_name
save_model
seed
single_label
test_batcher
test_num_img
train_batcher
use_single_label
vae_name
wandb
z_dim
Test Loss - KL Divergence
Test Loss - Reconstruction
Test Loss - Total
Train Loss - KL Divergence
Train Loss - Reconstruction
Train Loss - Total
Finished
arpastrana
5m 20s
-
100
200
../../../data/external
tanh
500
LinearDecoder
sigmoid
cuda
tanh
500
LinearEncoder
100
ones_beta_100_epochs
784
0.01
BetaVAE(
(encoder): LinearEncoder(
(linear): Linear(in_features=784, out_features=500, bias=True)
(mean): Linear(in_features=500, out_features=10, bias=True)
(logvar): Linear(in_features=500, out_features=10, bias=True)
)
(decoder): LinearDecoder(
(linear): Linear(in_features=10, out_features=500, bias=True)
(output): Linear(in_features=500, out_features=784, bias=True)
)
)
10
Adagrad (
Parameter Group 0
eps: 1e-10
initial_accumulator_value: 0
lr: 0.01
lr_decay: 0
weight_decay: 0
)
Adagrad
beta_vae
binary_cross_entropy
beta_200_z_10
true
1
1
<torch.utils.data.dataloader.DataLoader object at 0x7fd3da4d5da0>
10
<torch.utils.data.dataloader.DataLoader object at 0x7fd3da4d5d68>
true
BetaVAE
true
10
0.042171
96.67613
96.7183
0.034737
97.52191
97.55665
Finished
arpastrana
2m 53s
-
100
20
../../../data/external
tanh
500
LinearDecoder
sigmoid
cuda
tanh
500
LinearEncoder
100
ones_beta_100_epochs
784
0.01
BetaVAE(
(encoder): LinearEncoder(
(linear): Linear(in_features=784, out_features=500, bias=True)
(mean): Linear(in_features=500, out_features=10, bias=True)
(logvar): Linear(in_features=500, out_features=10, bias=True)
)
(decoder): LinearDecoder(
(linear): Linear(in_features=10, out_features=500, bias=True)
(output): Linear(in_features=500, out_features=784, bias=True)
)
)
10
Adagrad (
Parameter Group 0
eps: 1e-10
initial_accumulator_value: 0
lr: 0.01
lr_decay: 0
weight_decay: 0
)
Adagrad
beta_vae
binary_cross_entropy
beta_20_z_10
true
1
1
<torch.utils.data.dataloader.DataLoader object at 0x7fd3da4c8c18>
10
<torch.utils.data.dataloader.DataLoader object at 0x7fd3da4c8278>
true
BetaVAE
true
10
12.66492
75.83137
88.49629
12.97549
76.72467
89.70016
Finished
arpastrana
2m 52s
-
100
10
../../../data/external
tanh
500
LinearDecoder
sigmoid
cuda
tanh
500
LinearEncoder
100
ones_beta_100_epochs
784
0.01
BetaVAE(
(encoder): LinearEncoder(
(linear): Linear(in_features=784, out_features=500, bias=True)
(mean): Linear(in_features=500, out_features=10, bias=True)
(logvar): Linear(in_features=500, out_features=10, bias=True)
)
(decoder): LinearDecoder(
(linear): Linear(in_features=10, out_features=500, bias=True)
(output): Linear(in_features=500, out_features=784, bias=True)
)
)
10
Adagrad (
Parameter Group 0
eps: 1e-10
initial_accumulator_value: 0
lr: 0.01
lr_decay: 0
weight_decay: 0
)
Adagrad
beta_vae
binary_cross_entropy
beta_10_z_10
true
1
1
<torch.utils.data.dataloader.DataLoader object at 0x7fd3da490240>
10
<torch.utils.data.dataloader.DataLoader object at 0x7fd3da490208>
true
BetaVAE
true
10
14.28346
64.93262
79.21609
14.32702
65.96088
80.2879
Finished
arpastrana
2m 53s
-
100
5
../../../data/external
tanh
500
LinearDecoder
sigmoid
cuda
tanh
500
LinearEncoder
100
ones_beta_100_epochs
784
0.01
BetaVAE(
(encoder): LinearEncoder(
(linear): Linear(in_features=784, out_features=500, bias=True)
(mean): Linear(in_features=500, out_features=10, bias=True)
(logvar): Linear(in_features=500, out_features=10, bias=True)
)
(decoder): LinearDecoder(
(linear): Linear(in_features=10, out_features=500, bias=True)
(output): Linear(in_features=500, out_features=784, bias=True)
)
)
10
Adagrad (
Parameter Group 0
eps: 1e-10
initial_accumulator_value: 0
lr: 0.01
lr_decay: 0
weight_decay: 0
)
Adagrad
beta_vae
binary_cross_entropy
beta_5_z_10
true
1
1
<torch.utils.data.dataloader.DataLoader object at 0x7fd3da533080>
10
<torch.utils.data.dataloader.DataLoader object at 0x7fd3da467c18>
true
BetaVAE
true
10
14.58439
54.2953
68.87969
14.88672
55.25811
70.14483
Finished
arpastrana
2m 52s
-
100
4
../../../data/external
tanh
500
LinearDecoder
sigmoid
cuda
tanh
500
LinearEncoder
100
ones_beta_100_epochs
784
0.01
BetaVAE(
(encoder): LinearEncoder(
(linear): Linear(in_features=784, out_features=500, bias=True)
(mean): Linear(in_features=500, out_features=10, bias=True)
(logvar): Linear(in_features=500, out_features=10, bias=True)
)
(decoder): LinearDecoder(
(linear): Linear(in_features=10, out_features=500, bias=True)
(output): Linear(in_features=500, out_features=784, bias=True)
)
)
10
Adagrad (
Parameter Group 0
eps: 1e-10
initial_accumulator_value: 0
lr: 0.01
lr_decay: 0
weight_decay: 0
)
Adagrad
beta_vae
binary_cross_entropy
beta_4_z_10
true
1
1
<torch.utils.data.dataloader.DataLoader object at 0x7fd3dad4c6a0>
10
<torch.utils.data.dataloader.DataLoader object at 0x7fd3dad4c668>
true
BetaVAE
true
10
14.41427
50.859
65.27327
14.78082
51.91962
66.70045
Finished
arpastrana
2m 54s
-
100
3
../../../data/external
tanh
500
LinearDecoder
sigmoid
cuda
tanh
500
LinearEncoder
100
ones_beta_100_epochs
784
0.01
BetaVAE(
(encoder): LinearEncoder(
(linear): Linear(in_features=784, out_features=500, bias=True)
(mean): Linear(in_features=500, out_features=10, bias=True)
(logvar): Linear(in_features=500, out_features=10, bias=True)
)
(decoder): LinearDecoder(
(linear): Linear(in_features=10, out_features=500, bias=True)
(output): Linear(in_features=500, out_features=784, bias=True)
)
)
10
Adagrad (
Parameter Group 0
eps: 1e-10
initial_accumulator_value: 0
lr: 0.01
lr_decay: 0
weight_decay: 0
)
Adagrad
beta_vae
binary_cross_entropy
beta_3_z_10
true
1
1
<torch.utils.data.dataloader.DataLoader object at 0x7fd3dad9b4a8>
10
<torch.utils.data.dataloader.DataLoader object at 0x7fd3dad9b390>
true
BetaVAE
true
10
13.98917
47.3427
61.33187
14.21109
48.33696
62.54804
Finished
arpastrana
2m 57s
-
100
2
../../../data/external
tanh
500
LinearDecoder
sigmoid
cuda
tanh
500
LinearEncoder
100
ones_beta_100_epochs
784
0.01
BetaVAE(
(encoder): LinearEncoder(
(linear): Linear(in_features=784, out_features=500, bias=True)
(mean): Linear(in_features=500, out_features=10, bias=True)
(logvar): Linear(in_features=500, out_features=10, bias=True)
)
(decoder): LinearDecoder(
(linear): Linear(in_features=10, out_features=500, bias=True)
(output): Linear(in_features=500, out_features=784, bias=True)
)
)
10
Adagrad (
Parameter Group 0
eps: 1e-10
initial_accumulator_value: 0
lr: 0.01
lr_decay: 0
weight_decay: 0
)
Adagrad
beta_vae
binary_cross_entropy
beta_2_z_10
true
1
1
<torch.utils.data.dataloader.DataLoader object at 0x7fd3de7c8a90>
10
<torch.utils.data.dataloader.DataLoader object at 0x7fd3de7c8dd8>
true
BetaVAE
true
10
13.06648
43.67243
56.73891
13.36522
44.22297
57.58819
Finished
arpastrana
3m 11s
-
100
1
../../../data/external
tanh
500
LinearDecoder
sigmoid
-
tanh
500
LinearEncoder
100
ones_beta_100_epochs
784
0.01
-
10
-
Adagrad
beta_vae
binary_cross_entropy
beta_1_z_10
true
1
1
-
10
-
true
BetaVAE
true
10
10.40107
39.39303
49.79409
10.68956
39.48439
50.17395
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