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2025-04-19 16:52:03 -04:00
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Project/old/analysis_results.csv
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seed,optimizer,augmentation,test_acc,robustness
42,sgd,none,0.7088,"{'0.1': 0.6319, '0.2': 0.4336, '0.3': 0.2913}"
42,sgd,standard,0.6859,"{'0.1': 0.5952, '0.2': 0.4019, '0.3': 0.2757}"
42,sgd,aggressive,0.6536,"{'0.1': 0.5778, '0.2': 0.43, '0.3': 0.2943}"
42,adam,none,0.5451,"{'0.1': 0.4221, '0.2': 0.2298, '0.3': 0.1545}"
42,adam,standard,0.5101,"{'0.1': 0.454, '0.2': 0.2098, '0.3': 0.1324}"
42,adam,aggressive,0.4427,"{'0.1': 0.4048, '0.2': 0.2461, '0.3': 0.1547}"
123,sgd,none,0.6974,"{'0.1': 0.63, '0.2': 0.4452, '0.3': 0.312}"
123,sgd,standard,0.6674,"{'0.1': 0.6252, '0.2': 0.4146, '0.3': 0.2764}"
123,sgd,aggressive,0.6691,"{'0.1': 0.6179, '0.2': 0.4691, '0.3': 0.3423}"
123,adam,none,0.6049,"{'0.1': 0.4685, '0.2': 0.3387, '0.3': 0.2378}"
123,adam,standard,0.4654,"{'0.1': 0.4071, '0.2': 0.3073, '0.3': 0.2341}"
123,adam,aggressive,0.5096,"{'0.1': 0.4624, '0.2': 0.3219, '0.3': 0.2159}"
999,sgd,none,0.7058,"{'0.1': 0.6252, '0.2': 0.3848, '0.3': 0.2276}"
999,sgd,standard,0.6861,"{'0.1': 0.6002, '0.2': 0.4184, '0.3': 0.2986}"
999,sgd,aggressive,0.6595,"{'0.1': 0.5775, '0.2': 0.4165, '0.3': 0.2899}"
999,adam,none,0.5573,"{'0.1': 0.4562, '0.2': 0.293, '0.3': 0.2167}"
999,adam,standard,0.4835,"{'0.1': 0.4136, '0.2': 0.2221, '0.3': 0.1548}"
999,adam,aggressive,0.5123,"{'0.1': 0.449, '0.2': 0.2571, '0.3': 0.1658}"
1 seed optimizer augmentation test_acc robustness
2 42 sgd none 0.7088 {'0.1': 0.6319, '0.2': 0.4336, '0.3': 0.2913}
3 42 sgd standard 0.6859 {'0.1': 0.5952, '0.2': 0.4019, '0.3': 0.2757}
4 42 sgd aggressive 0.6536 {'0.1': 0.5778, '0.2': 0.43, '0.3': 0.2943}
5 42 adam none 0.5451 {'0.1': 0.4221, '0.2': 0.2298, '0.3': 0.1545}
6 42 adam standard 0.5101 {'0.1': 0.454, '0.2': 0.2098, '0.3': 0.1324}
7 42 adam aggressive 0.4427 {'0.1': 0.4048, '0.2': 0.2461, '0.3': 0.1547}
8 123 sgd none 0.6974 {'0.1': 0.63, '0.2': 0.4452, '0.3': 0.312}
9 123 sgd standard 0.6674 {'0.1': 0.6252, '0.2': 0.4146, '0.3': 0.2764}
10 123 sgd aggressive 0.6691 {'0.1': 0.6179, '0.2': 0.4691, '0.3': 0.3423}
11 123 adam none 0.6049 {'0.1': 0.4685, '0.2': 0.3387, '0.3': 0.2378}
12 123 adam standard 0.4654 {'0.1': 0.4071, '0.2': 0.3073, '0.3': 0.2341}
13 123 adam aggressive 0.5096 {'0.1': 0.4624, '0.2': 0.3219, '0.3': 0.2159}
14 999 sgd none 0.7058 {'0.1': 0.6252, '0.2': 0.3848, '0.3': 0.2276}
15 999 sgd standard 0.6861 {'0.1': 0.6002, '0.2': 0.4184, '0.3': 0.2986}
16 999 sgd aggressive 0.6595 {'0.1': 0.5775, '0.2': 0.4165, '0.3': 0.2899}
17 999 adam none 0.5573 {'0.1': 0.4562, '0.2': 0.293, '0.3': 0.2167}
18 999 adam standard 0.4835 {'0.1': 0.4136, '0.2': 0.2221, '0.3': 0.1548}
19 999 adam aggressive 0.5123 {'0.1': 0.449, '0.2': 0.2571, '0.3': 0.1658}
Project/old/output.txt
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[sgd][none][epoch 0] train_loss=1.9493, train_acc=0.2892, test_acc=0.4237
[sgd][none][epoch 1] train_loss=1.4806, train_acc=0.4651, test_acc=0.5235
[sgd][none][epoch 2] train_loss=1.2920, train_acc=0.5367, test_acc=0.5619
[sgd][none][epoch 3] train_loss=1.1722, train_acc=0.5809, test_acc=0.6119
[sgd][none][epoch 4] train_loss=1.0507, train_acc=0.6286, test_acc=0.6334
[sgd][none][epoch 5] train_loss=0.9572, train_acc=0.6634, test_acc=0.6452
[sgd][none][epoch 6] train_loss=0.8812, train_acc=0.6916, test_acc=0.6703
[sgd][none][epoch 7] train_loss=0.7986, train_acc=0.7200, test_acc=0.6722
[sgd][none][epoch 8] train_loss=0.7448, train_acc=0.7412, test_acc=0.6824
[sgd][none][epoch 9] train_loss=0.6798, train_acc=0.7641, test_acc=0.6843
[sgd][standard][epoch 0] train_loss=2.0006, train_acc=0.2638, test_acc=0.4103
[sgd][standard][epoch 1] train_loss=1.6251, train_acc=0.4074, test_acc=0.4890
[sgd][standard][epoch 2] train_loss=1.4750, train_acc=0.4641, test_acc=0.5426
[sgd][standard][epoch 3] train_loss=1.3654, train_acc=0.5054, test_acc=0.5678
[sgd][standard][epoch 4] train_loss=1.2646, train_acc=0.5472, test_acc=0.6111
[sgd][standard][epoch 5] train_loss=1.1843, train_acc=0.5760, test_acc=0.6166
[sgd][standard][epoch 6] train_loss=1.1222, train_acc=0.5997, test_acc=0.6571
[sgd][standard][epoch 7] train_loss=1.0737, train_acc=0.6188, test_acc=0.6665
[sgd][standard][epoch 8] train_loss=1.0308, train_acc=0.6354, test_acc=0.6872
[sgd][standard][epoch 9] train_loss=0.9978, train_acc=0.6465, test_acc=0.6807
[sgd][aggressive][epoch 0] train_loss=2.0480, train_acc=0.2484, test_acc=0.3840
[sgd][aggressive][epoch 1] train_loss=1.7163, train_acc=0.3802, test_acc=0.4501
[sgd][aggressive][epoch 2] train_loss=1.5662, train_acc=0.4333, test_acc=0.5033
[sgd][aggressive][epoch 3] train_loss=1.4807, train_acc=0.4668, test_acc=0.5330
[sgd][aggressive][epoch 4] train_loss=1.4095, train_acc=0.4943, test_acc=0.5762
[sgd][aggressive][epoch 5] train_loss=1.3395, train_acc=0.5195, test_acc=0.5879
[sgd][aggressive][epoch 6] train_loss=1.2735, train_acc=0.5444, test_acc=0.6154
[sgd][aggressive][epoch 7] train_loss=1.2203, train_acc=0.5677, test_acc=0.6368
[sgd][aggressive][epoch 8] train_loss=1.1891, train_acc=0.5792, test_acc=0.6300
[sgd][aggressive][epoch 9] train_loss=1.1479, train_acc=0.5907, test_acc=0.6630
[adam][none][epoch 0] train_loss=1.7509, train_acc=0.3614, test_acc=0.4276
[adam][none][epoch 1] train_loss=1.4346, train_acc=0.4818, test_acc=0.4860
[adam][none][epoch 2] train_loss=1.3425, train_acc=0.5193, test_acc=0.5122
[adam][none][epoch 3] train_loss=1.2968, train_acc=0.5353, test_acc=0.5197
[adam][none][epoch 4] train_loss=1.2610, train_acc=0.5499, test_acc=0.5428
[adam][none][epoch 5] train_loss=1.2298, train_acc=0.5618, test_acc=0.5206
[adam][none][epoch 6] train_loss=1.2102, train_acc=0.5682, test_acc=0.5455
[adam][none][epoch 7] train_loss=1.1824, train_acc=0.5800, test_acc=0.5495
[adam][none][epoch 8] train_loss=1.1591, train_acc=0.5886, test_acc=0.5656
[adam][none][epoch 9] train_loss=1.1332, train_acc=0.5972, test_acc=0.5696
[adam][standard][epoch 0] train_loss=1.9005, train_acc=0.3018, test_acc=0.4193
[adam][standard][epoch 1] train_loss=1.6180, train_acc=0.4022, test_acc=0.4547
[adam][standard][epoch 2] train_loss=1.5576, train_acc=0.4308, test_acc=0.4751
[adam][standard][epoch 3] train_loss=1.5089, train_acc=0.4519, test_acc=0.4908
[adam][standard][epoch 4] train_loss=1.4817, train_acc=0.4578, test_acc=0.4807
[adam][standard][epoch 5] train_loss=1.4661, train_acc=0.4690, test_acc=0.4925
[adam][standard][epoch 6] train_loss=1.4498, train_acc=0.4750, test_acc=0.5123
[adam][standard][epoch 7] train_loss=1.4318, train_acc=0.4831, test_acc=0.4820
[adam][standard][epoch 8] train_loss=1.4296, train_acc=0.4812, test_acc=0.5210
[adam][standard][epoch 9] train_loss=1.4231, train_acc=0.4860, test_acc=0.5161
[adam][aggressive][epoch 0] train_loss=1.9556, train_acc=0.2839, test_acc=0.3976
[adam][aggressive][epoch 1] train_loss=1.7166, train_acc=0.3748, test_acc=0.4414
[adam][aggressive][epoch 2] train_loss=1.6507, train_acc=0.4009, test_acc=0.4486
[adam][aggressive][epoch 3] train_loss=1.6179, train_acc=0.4119, test_acc=0.4693
[adam][aggressive][epoch 4] train_loss=1.5985, train_acc=0.4178, test_acc=0.4676
[adam][aggressive][epoch 5] train_loss=1.5799, train_acc=0.4264, test_acc=0.4788
[adam][aggressive][epoch 6] train_loss=1.5763, train_acc=0.4274, test_acc=0.4759
[adam][aggressive][epoch 7] train_loss=1.5635, train_acc=0.4340, test_acc=0.4687
[adam][aggressive][epoch 8] train_loss=1.5546, train_acc=0.4359, test_acc=0.4992
[adam][aggressive][epoch 9] train_loss=1.5463, train_acc=0.4410, test_acc=0.4831
Project/old/results.json
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[
{
"seed": 42,
"optimizer": "sgd",
"augmentation": "none",
"test_acc": 0.7088,
"robustness": {
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"0.3": 0.2913
}
},
{
"seed": 42,
"optimizer": "sgd",
"augmentation": "standard",
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"0.3": 0.2757
}
},
{
"seed": 42,
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}
},
{
"seed": 42,
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}
},
{
"seed": 42,
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{
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},
{
"seed": 123,
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},
{
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{
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{
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},
{
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},
{
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},
{
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},
{
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},
{
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},
{
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"robustness": {
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}
}
]
Project/old/results_old.json
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[
{
"optimizer": "sgd",
"augmentation": "none",
"test_acc": 0.6843,
"robustness": {
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"0.2": 0.4442,
"0.3": 0.3226
}
},
{
"optimizer": "sgd",
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"test_acc": 0.6807,
"robustness": {
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}
},
{
"optimizer": "sgd",
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"robustness": {
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"0.3": 0.3406
}
},
{
"optimizer": "adam",
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"robustness": {
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"0.3": 0.2133
}
},
{
"optimizer": "adam",
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"test_acc": 0.5161,
"robustness": {
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}
},
{
"optimizer": "adam",
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"test_acc": 0.4831,
"robustness": {
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"0.2": 0.2668,
"0.3": 0.1618
}
}
]
Project/old/test_acc_comparison.png
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