Merge pull request #1 from stanford-futuredata/master

update the new submissions

CIFAR10/train/ajay_resnet9_1v100_pytorch.json

@@ -0,0 +1,24 @@
+{
+ "version": "v1.0",
+ "author": "Ajay Uppili Arasanipalai",
+ "authorEmail": "[email protected]",
+ "framework": "PowerAI 1.6.0 + PyTorch 1.0.1",
+ "codeURL": "https://github.com/iyaja/cifar10-fast-2/commit/eb3c84003d8ff8329214a71023fac81475202e28", 
+ "model": "Custom ResNet 9",
+ "hardware": "IBM AC922 + Nvidia Tesla V100 (Nimbix np9g1)",
+ "timestamp": "2019-04-14",
+ "misc": {
+ "optimizer": "SGD with Nesterov Momentum",
+ "momentum": 0.9,
+ "weightDecay": 5e-4,
+ "batchSize": 512,
+ "learningRate": {
+ "type": "piecewiseLinear",
+ "epochs": [0, 5, 24], 
+ "values": [0, 0.4, 0]
+ },
+ "CUDA version": "9.0",
+ "CuDNN version": "7.1.2",
+ "commandLine" : "python dawn.py"
+ }
+}

CIFAR10/train/ajay_resnet9_1v100_pytorch.tsv

@@ -0,0 +1,25 @@
+epoch hours top1Accuracy
+1 0.00162239 56.39
+2 0.00244334 71.19
+3 0.00325813 72.37
+4 0.00407593 76.11
+5 0.00489309 78.21
+6 0.00571937 72.58
+7 0.00653693 79.36
+8 0.00735919 80.13
+9 0.00817624 82.22
+10 0.00899263 84.93
+11 0.00980781 85.10
+12 0.01062468 86.27
+13 0.01144059 85.79
+14 0.01225792 87.94
+15 0.01307402 85.02
+16 0.01390910 89.27
+17 0.01473466 88.72
+18 0.01555417 89.18
+19 0.01637740 89.46
+20 0.01719761 91.16
+21 0.01802300 89.29
+22 0.01884320 92.86
+23 0.01966557 93.60
+24 0.02048723 94.06

ImageNet/train/setu_resnet50_azure-ndv2_pytorch.json

@@ -0,0 +1,40 @@
+{
+ "version": "v1.0",
+ "author": "Setu Chokshi (MS AI MVP | PropertyGuru)",
+ "authorEmail": "[email protected]",
+ "framework": "PyTorch 1.0",
+ "model": "ResNet50",
+ "hardware": "Azure ND40s_v2",
+ "timestamp": "2019-04-13",
+ "costPerHour": 12.24,
+ "optimizer": "SGD with Momentum",
+ "momentum": 0.9,
+ "misc": {
+ "schedule": [{
+ "learning_rate": 1.0,
+ "epochs": 1
+ },
+ {
+ "learning_rate": 2.0,
+ "epochs": 7
+ },
+ {
+ "learning_rate": 0.5,
+ "epochs": 5
+ },
+ {
+ "learning_rate": 0.4375,
+ "epochs": 9
+ },
+ {
+ "learning_rate": 0.004375,
+ "epochs": 2
+ },
+ {
+ "learning_rate": 0.0025,
+ "epochs": 3
+ }
+ ]
+ },
+ "usedBlacklist": true
+}

ImageNet/train/setu_resnet50_azure-ndv2_pytorch.tsv

@@ -0,0 +1,28 @@
+epoch hours top1Accuracy top5Accuracy
+0 0.04286 7.586 19.566
+1 0.06806 17.558 37.538
+2 0.09313 27.152 51.258
+3 0.11811 31.392 57.04
+4 0.14323 27.774 52.056
+5 0.16837 34.108 60.296
+6 0.19342 35.288 61.202
+7 0.21853 37.756 64.208
+8 0.24371 41.028 66.976
+9 0.26875 47.132 73.112
+10 0.2938 46.32 71.77
+11 0.3189 53.772 78.156
+12 0.34431 59.744 82.866
+13 0.5025 56.046 80.606
+14 0.57292 56.53 80.924
+15 0.64316 56.45 80.916
+16 0.7134 60.088 83.382
+17 0.78371 61.03 83.604
+18 0.85462 64.588 86.498
+19 0.9249 63.21 85.43
+20 0.99556 68.418 88.744
+21 1.0662 71.228 90.216
+22 1.13674 71.932 90.566
+23 1.20724 72.892 91.09
+24 1.27757 73.634 91.484
+25 1.58089 75.758 92.978
+26 1.70637 75.89 93.02