Open molyswu opened 5 years ago
Hi, I tried to train dataset for CelabA set python train_tfrecord.py /media/yjzx/codedisk/face_data/align_112x96/Russell_Simmons/Russell_Simmons_0001.jpg /media/yjzx/codedisk/face_data/align_112x96/Russell_Simmons/Russell_Simmons_0004.jpg /media/yjzx/codedisk/face_data/align_112x96/Russell_Simmons/Russell_Simmons_0002.jpg /media/yjzx/codedisk/face_data/align_112x96/Russell_Simmons/Russell_Simmons_0004.jpg /media/yjzx/codedisk/face_data/align_112x96/Sean_Astin/Sean_Astin_0001.jpg /media/yjzx/codedisk/face_data/align_112x96/Sean_Astin/Sean_Astin_0003.jpg /media/yjzx/codedisk/face_data/align_112x96/Sean_Astin/Sean_Astin_0002.jpg /media/yjzx/codedisk/face_data/align_112x96/Sean_Astin/Sean_Astin_0003.jpg /media/yjzx/codedisk/face_data/align_112x96/Shaukat_Aziz/Shaukat_Aziz_0001.jpg /media/yjzx/codedisk/face_data/align_112x96/Shaukat_Aziz/Shaukat_Aziz_0002.jpg /media/yjzx/codedisk/face_data/align_112x96/Silvio_Fernandez/Silvio_Fernandez_0001.jpg 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/media/yjzx/codedisk/face_data/align_112x96/Wolfgang_Schneiderhan/Wolfgang_Schneiderhan_0001.jpg /media/yjzx/codedisk/face_data/align_112x96/Scott_Wolf/Scott_Wolf_0002.jpg /media/yjzx/codedisk/face_data/align_112x96/Troy_Polamalu/Troy_Polamalu_0001.jpg /media/yjzx/codedisk/face_data/align_112x96/Sergei_Alexandrovitch_Ordzhonikidze/Sergei_Alexandrovitch_Ordzhonikidze_0001.jpg /media/yjzx/codedisk/face_data/align_112x96/Yolanda_King/Yolanda_King_0001.jpg /media/yjzx/codedisk/face_data/align_112x96/Shane_Loux/Shane_Loux_0001.jpg /media/yjzx/codedisk/face_data/align_112x96/Val_Ackerman/Val_Ackerman_0001.jpg /media/yjzx/codedisk/face_data/align_112x96/Shawn_Marion/Shawn_Marion_0001.jpg /media/yjzx/codedisk/face_data/align_112x96/Shirley_Jones/Shirley_Jones_0001.jpg /media/yjzx/codedisk/face_data/align_112x96/Slobodan_Milosevic/Slobodan_Milosevic_0002.jpg /media/yjzx/codedisk/face_data/align_112x96/Sok_An/Sok_An_0001.jpg Skipped 6000 image pairs Total number of classes: 8631 Total number of examples: 3000000 Building training graph ('input:', [None, 112, 96, 3]) ('Conv1_pre:', [None, 56, 48, 64]) ('Conv1:', [None, 56, 48, 64]) ('Conv2_pre:', [None, 28, 24, 128]) ('Conv2:', [None, 28, 24, 128]) ('Conv3_pre:', [None, 14, 12, 256]) ('Conv3:', [None, 14, 12, 256]) ('Conv4_pre:', [None, 7, 6, 512]) ('Conv4:', [None, 7, 6, 512]) ('flatten:', [None, 21504]) ('Dropout:', [None, 21504]) ('Bottleneck', [None, 512]) WARNING:tensorflow:From /home/yjzx/Downloads/WildFace/loss_func.py:33: calling reduce_mean (from tensorflow.python.ops.math_ops) with keep_dims is deprecated and will be removed in a future version. Instructions for updating: keep_dims is deprecated, use keepdims instead 2018-11-12 09:52:01.044158: I tensorflow/core/platform/cpu_feature_guard.cc:141] Your CPU supports instructions that this TensorFlow binary was not compiled to use: SSE4.1 SSE4.2 AVX AVX2 AVX512F FMA 2018-11-12 09:52:02.552223: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1392] Found device 0 with properties: name: GeForce GTX 1080 Ti major: 6 minor: 1 memoryClockRate(GHz): 1.62 pciBusID: 0000:17:00.0 totalMemory: 10.92GiB freeMemory: 10.76GiB 2018-11-12 09:52:02.689223: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1392] Found device 1 with properties: name: GeForce GTX 1080 Ti major: 6 minor: 1 memoryClockRate(GHz): 1.62 pciBusID: 0000:65:00.0 totalMemory: 10.91GiB freeMemory: 10.76GiB 2018-11-12 09:52:02.690220: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1471] Adding visible gpu devices: 0, 1 2018-11-12 09:52:03.080565: I tensorflow/core/common_runtime/gpu/gpu_device.cc:952] Device interconnect StreamExecutor with strength 1 edge matrix: 2018-11-12 09:52:03.080600: I tensorflow/core/common_runtime/gpu/gpu_device.cc:958] 0 1 2018-11-12 09:52:03.080607: I tensorflow/core/common_runtime/gpu/gpu_device.cc:971] 0: N Y 2018-11-12 09:52:03.080613: I tensorflow/core/common_runtime/gpu/gpu_device.cc:971] 1: Y N 2018-11-12 09:52:03.080872: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1084] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 10409 MB memory) -> physical GPU (device: 0, name: GeForce GTX 1080 Ti, pci bus id: 0000:17:00.0, compute capability: 6.1) 2018-11-12 09:52:03.083166: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1084] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:1 with 10406 MB memory) -> physical GPU (device: 1, name: GeForce GTX 1080 Ti, pci bus id: 0000:65:00.0, compute capability: 6.1) Runnning forward pass on LFW images Traceback (most recent call last): File "train_tfrecord.py", line 427, in main(parse_arguments(sys.argv[1:])) File "train_tfrecord.py", line 155, in main 0.0, saver_save, model_dir, subdir, args) File "train_tfrecord.py", line 305, in evaluate_double accuracy,thre = evaluate_with_no_cv(emb_array, actual_issame) File "train_tfrecord.py", line 274, in evaluate_with_nocv , _, accuracys[threshold_idx] = facenet.calculate_accuracy(threshold, dist, actual_issame) File "/home/yjzx/Downloads/WildFace/facenet.py", line 534, in calculate_accuracy acc = float(tp+tn)/dist.size ZeroDivisionError: float division by zero 2018-11-12 09:52:10.573839: W tensorflow/core/framework/op_kernel.cc:1318] OP_REQUIRES failed at example_parsing_ops.cc:240 : Invalid argument: Feature: label (data type: int64) is required but could not be found.
Thank you for your help
@molyswu I have fixed this bug and update the readme.md, you can follow the step to train your own model.
Hi, I tried to train dataset for CelabA set python train_tfrecord.py /media/yjzx/codedisk/face_data/align_112x96/Russell_Simmons/Russell_Simmons_0001.jpg /media/yjzx/codedisk/face_data/align_112x96/Russell_Simmons/Russell_Simmons_0004.jpg /media/yjzx/codedisk/face_data/align_112x96/Russell_Simmons/Russell_Simmons_0002.jpg /media/yjzx/codedisk/face_data/align_112x96/Russell_Simmons/Russell_Simmons_0004.jpg /media/yjzx/codedisk/face_data/align_112x96/Sean_Astin/Sean_Astin_0001.jpg /media/yjzx/codedisk/face_data/align_112x96/Sean_Astin/Sean_Astin_0003.jpg /media/yjzx/codedisk/face_data/align_112x96/Sean_Astin/Sean_Astin_0002.jpg /media/yjzx/codedisk/face_data/align_112x96/Sean_Astin/Sean_Astin_0003.jpg /media/yjzx/codedisk/face_data/align_112x96/Shaukat_Aziz/Shaukat_Aziz_0001.jpg /media/yjzx/codedisk/face_data/align_112x96/Shaukat_Aziz/Shaukat_Aziz_0002.jpg /media/yjzx/codedisk/face_data/align_112x96/Silvio_Fernandez/Silvio_Fernandez_0001.jpg 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/media/yjzx/codedisk/face_data/align_112x96/Wolfgang_Schneiderhan/Wolfgang_Schneiderhan_0001.jpg /media/yjzx/codedisk/face_data/align_112x96/Scott_Wolf/Scott_Wolf_0002.jpg /media/yjzx/codedisk/face_data/align_112x96/Troy_Polamalu/Troy_Polamalu_0001.jpg /media/yjzx/codedisk/face_data/align_112x96/Sergei_Alexandrovitch_Ordzhonikidze/Sergei_Alexandrovitch_Ordzhonikidze_0001.jpg /media/yjzx/codedisk/face_data/align_112x96/Yolanda_King/Yolanda_King_0001.jpg /media/yjzx/codedisk/face_data/align_112x96/Shane_Loux/Shane_Loux_0001.jpg /media/yjzx/codedisk/face_data/align_112x96/Val_Ackerman/Val_Ackerman_0001.jpg /media/yjzx/codedisk/face_data/align_112x96/Shawn_Marion/Shawn_Marion_0001.jpg /media/yjzx/codedisk/face_data/align_112x96/Shirley_Jones/Shirley_Jones_0001.jpg /media/yjzx/codedisk/face_data/align_112x96/Slobodan_Milosevic/Slobodan_Milosevic_0002.jpg /media/yjzx/codedisk/face_data/align_112x96/Sok_An/Sok_An_0001.jpg Skipped 6000 image pairs Total number of classes: 8631 Total number of examples: 3000000 Building training graph ('input:', [None, 112, 96, 3]) ('Conv1_pre:', [None, 56, 48, 64]) ('Conv1:', [None, 56, 48, 64]) ('Conv2_pre:', [None, 28, 24, 128]) ('Conv2:', [None, 28, 24, 128]) ('Conv3_pre:', [None, 14, 12, 256]) ('Conv3:', [None, 14, 12, 256]) ('Conv4_pre:', [None, 7, 6, 512]) ('Conv4:', [None, 7, 6, 512]) ('flatten:', [None, 21504]) ('Dropout:', [None, 21504]) ('Bottleneck', [None, 512]) WARNING:tensorflow:From /home/yjzx/Downloads/WildFace/loss_func.py:33: calling reduce_mean (from tensorflow.python.ops.math_ops) with keep_dims is deprecated and will be removed in a future version. Instructions for updating: keep_dims is deprecated, use keepdims instead 2018-11-12 09:52:01.044158: I tensorflow/core/platform/cpu_feature_guard.cc:141] Your CPU supports instructions that this TensorFlow binary was not compiled to use: SSE4.1 SSE4.2 AVX AVX2 AVX512F FMA 2018-11-12 09:52:02.552223: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1392] Found device 0 with properties: name: GeForce GTX 1080 Ti major: 6 minor: 1 memoryClockRate(GHz): 1.62 pciBusID: 0000:17:00.0 totalMemory: 10.92GiB freeMemory: 10.76GiB 2018-11-12 09:52:02.689223: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1392] Found device 1 with properties: name: GeForce GTX 1080 Ti major: 6 minor: 1 memoryClockRate(GHz): 1.62 pciBusID: 0000:65:00.0 totalMemory: 10.91GiB freeMemory: 10.76GiB 2018-11-12 09:52:02.690220: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1471] Adding visible gpu devices: 0, 1 2018-11-12 09:52:03.080565: I tensorflow/core/common_runtime/gpu/gpu_device.cc:952] Device interconnect StreamExecutor with strength 1 edge matrix: 2018-11-12 09:52:03.080600: I tensorflow/core/common_runtime/gpu/gpu_device.cc:958] 0 1 2018-11-12 09:52:03.080607: I tensorflow/core/common_runtime/gpu/gpu_device.cc:971] 0: N Y 2018-11-12 09:52:03.080613: I tensorflow/core/common_runtime/gpu/gpu_device.cc:971] 1: Y N 2018-11-12 09:52:03.080872: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1084] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 10409 MB memory) -> physical GPU (device: 0, name: GeForce GTX 1080 Ti, pci bus id: 0000:17:00.0, compute capability: 6.1) 2018-11-12 09:52:03.083166: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1084] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:1 with 10406 MB memory) -> physical GPU (device: 1, name: GeForce GTX 1080 Ti, pci bus id: 0000:65:00.0, compute capability: 6.1) Runnning forward pass on LFW images Traceback (most recent call last): File "train_tfrecord.py", line 427, in
main(parse_arguments(sys.argv[1:]))
File "train_tfrecord.py", line 155, in main
0.0, saver_save, model_dir, subdir, args)
File "train_tfrecord.py", line 305, in evaluate_double
accuracy,thre = evaluate_with_no_cv(emb_array, actual_issame)
File "train_tfrecord.py", line 274, in evaluate_with_nocv
, _, accuracys[threshold_idx] = facenet.calculate_accuracy(threshold, dist, actual_issame)
File "/home/yjzx/Downloads/WildFace/facenet.py", line 534, in calculate_accuracy
acc = float(tp+tn)/dist.size
ZeroDivisionError: float division by zero
2018-11-12 09:52:10.573839: W tensorflow/core/framework/op_kernel.cc:1318] OP_REQUIRES failed at example_parsing_ops.cc:240 : Invalid argument: Feature: label (data type: int64) is required but could not be found.
Thank you for your help