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ProMoE_B/ckpt_step_500000.pth

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+size 2405205137

ProMoE_B/images_cfg1.0.npz

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ProMoE_B/images_cfg1.5.npz

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ProMoE_B/images_eval_openai_cfg1.0.txt

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+-------------------- STDOUT --------------------
+warming up TensorFlow...
+computing reference batch activations...
+computing/reading reference batch statistics...
+computing sample batch activations...
+computing/reading sample batch statistics...
+Computing evaluations...
+Inception Score: 60.3810920715332
+FID: 24.443264636740537
+sFID: 6.236440892142014
+Precision: 0.57254
+Recall: 0.6518
+
+-------------------- STDERR --------------------
+2025-09-07 21:07:26.143887: I tensorflow/core/platform/cpu_feature_guard.cc:142] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations:  AVX2 AVX512F FMA
+To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.
+2025-09-07 21:07:32.519544: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1510] Created device /job:localhost/replica:0/task:0/device:GPU:0 with 79113 MB memory:  -> device: 0, name: NVIDIA A800-SXM4-80GB, pci bus id: 0000:03:00.0, compute capability: 8.0
+2025-09-07 21:07:34.688224: W tensorflow/core/framework/op_def_util.cc:371] Op BatchNormWithGlobalNormalization is deprecated. It will cease to work in GraphDef version 9. Use tf.nn.batch_normalization().
+
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+2025-09-07 21:11:10.812743: I tensorflow/stream_executor/cuda/cuda_blas.cc:1760] TensorFloat-32 will be used for the matrix multiplication. This will only be logged once.

ProMoE_B/images_eval_openai_cfg1.5.txt

@@ -0,0 +1,968 @@
+-------------------- STDOUT --------------------
+warming up TensorFlow...
+computing reference batch activations...
+computing/reading reference batch statistics...
+computing sample batch activations...
+computing/reading sample batch statistics...
+Computing evaluations...
+Inception Score: 154.21121215820312
+FID: 6.397582742110501
+sFID: 5.094190097810952
+Precision: 0.77094
+Recall: 0.5377
+
+-------------------- STDERR --------------------
+2025-09-01 20:35:54.793064: I tensorflow/core/platform/cpu_feature_guard.cc:142] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations:  AVX2 AVX512F FMA
+To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.
+2025-09-01 20:35:58.934952: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1510] Created device /job:localhost/replica:0/task:0/device:GPU:0 with 78927 MB memory:  -> device: 0, name: NVIDIA A100-SXM4-80GB, pci bus id: 0000:03:00.0, compute capability: 8.0
+2025-09-01 20:36:00.573000: W tensorflow/core/framework/op_def_util.cc:371] Op BatchNormWithGlobalNormalization is deprecated. It will cease to work in GraphDef version 9. Use tf.nn.batch_normalization().
+
+  0%|          | 0/1 [00:00<?, ?it/s]2025-09-01 20:36:03.734537: I tensorflow/stream_executor/cuda/cuda_dnn.cc:369] Loaded cuDNN version 8302
+
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+2025-09-01 20:40:47.010707: I tensorflow/stream_executor/cuda/cuda_blas.cc:1760] TensorFloat-32 will be used for the matrix multiplication. This will only be logged once.

ProMoE_L/ckpt_step_500000.pth

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ProMoE_L/images_cfg1.5.npz

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ProMoE_L/images_eval_openai_cfg1.0.txt

@@ -0,0 +1,890 @@
+-------------------- STDOUT --------------------
+warming up TensorFlow...
+computing reference batch activations...
+computing/reading reference batch statistics...
+computing sample batch activations...
+computing/reading sample batch statistics...
+Computing evaluations...
+Inception Score: 100.82266998291016
+FID: 11.615768682677299
+sFID: 5.135426535320676
+Precision: 0.65894
+Recall: 0.6556
+
+-------------------- STDERR --------------------
+2025-09-01 17:23:47.996015: I tensorflow/core/platform/cpu_feature_guard.cc:142] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations:  AVX2 AVX512F FMA
+To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.
+2025-09-01 17:23:48.458537: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1510] Created device /job:localhost/replica:0/task:0/device:GPU:0 with 79113 MB memory:  -> device: 0, name: NVIDIA A800-SXM4-80GB, pci bus id: 0000:03:00.0, compute capability: 8.0
+2025-09-01 17:23:48.685854: W tensorflow/core/framework/op_def_util.cc:371] Op BatchNormWithGlobalNormalization is deprecated. It will cease to work in GraphDef version 9. Use tf.nn.batch_normalization().
+
+  0%|          | 0/1 [00:00<?, ?it/s]2025-09-01 17:23:50.119553: I tensorflow/stream_executor/cuda/cuda_dnn.cc:369] Loaded cuDNN version 8302
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+2025-09-01 17:27:47.030326: I tensorflow/stream_executor/cuda/cuda_blas.cc:1760] TensorFloat-32 will be used for the matrix multiplication. This will only be logged once.

ProMoE_L/images_eval_openai_cfg1.5.txt

@@ -0,0 +1,978 @@
+-------------------- STDOUT --------------------
+warming up TensorFlow...
+computing reference batch activations...
+computing/reading reference batch statistics...
+computing sample batch activations...
+computing/reading sample batch statistics...
+Computing evaluations...
+Inception Score: 244.2168426513672
+FID: 2.7924860950928974
+sFID: 4.579992309929139
+Precision: 0.83058
+Recall: 0.5456
+
+-------------------- STDERR --------------------
+2025-09-10 18:53:15.427770: W tensorflow/stream_executor/platform/default/dso_loader.cc:64] Could not load dynamic library 'libcudart.so.11.0'; dlerror: libcudart.so.11.0: cannot open shared object file: No such file or directory; LD_LIBRARY_PATH: /usr/local/nvidia/lib:/usr/local/nvidia/lib64
+2025-09-10 18:53:15.427795: I tensorflow/stream_executor/cuda/cudart_stub.cc:29] Ignore above cudart dlerror if you do not have a GPU set up on your machine.
+2025-09-10 18:53:21.533664: I tensorflow/core/platform/cpu_feature_guard.cc:142] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations:  AVX2 AVX512F FMA
+To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.
+2025-09-10 18:53:21.541169: W tensorflow/stream_executor/platform/default/dso_loader.cc:64] Could not load dynamic library 'libcudart.so.11.0'; dlerror: libcudart.so.11.0: cannot open shared object file: No such file or directory; LD_LIBRARY_PATH: /usr/local/nvidia/lib:/usr/local/nvidia/lib64
+2025-09-10 18:53:21.541223: W tensorflow/stream_executor/platform/default/dso_loader.cc:64] Could not load dynamic library 'libcublas.so.11'; dlerror: libcublas.so.11: cannot open shared object file: No such file or directory; LD_LIBRARY_PATH: /usr/local/nvidia/lib:/usr/local/nvidia/lib64
+2025-09-10 18:53:21.541258: W tensorflow/stream_executor/platform/default/dso_loader.cc:64] Could not load dynamic library 'libcublasLt.so.11'; dlerror: libcublasLt.so.11: cannot open shared object file: No such file or directory; LD_LIBRARY_PATH: /usr/local/nvidia/lib:/usr/local/nvidia/lib64
+2025-09-10 18:53:21.541294: W tensorflow/stream_executor/platform/default/dso_loader.cc:64] Could not load dynamic library 'libcufft.so.10'; dlerror: libcufft.so.10: cannot open shared object file: No such file or directory; LD_LIBRARY_PATH: /usr/local/nvidia/lib:/usr/local/nvidia/lib64
+2025-09-10 18:53:21.564666: W tensorflow/stream_executor/platform/default/dso_loader.cc:64] Could not load dynamic library 'libcusparse.so.11'; dlerror: libcusparse.so.11: cannot open shared object file: No such file or directory; LD_LIBRARY_PATH: /usr/local/nvidia/lib:/usr/local/nvidia/lib64
+2025-09-10 18:53:21.564731: W tensorflow/stream_executor/platform/default/dso_loader.cc:64] Could not load dynamic library 'libcudnn.so.8'; dlerror: libcudnn.so.8: cannot open shared object file: No such file or directory; LD_LIBRARY_PATH: /usr/local/nvidia/lib:/usr/local/nvidia/lib64
+2025-09-10 18:53:21.564739: W tensorflow/core/common_runtime/gpu/gpu_device.cc:1835] Cannot dlopen some GPU libraries. Please make sure the missing libraries mentioned above are installed properly if you would like to use GPU. Follow the guide at https://www.tensorflow.org/install/gpu for how to download and setup the required libraries for your platform.
+Skipping registering GPU devices...
+2025-09-10 18:53:21.669007: W tensorflow/core/common_runtime/gpu/gpu_device.cc:1835] Cannot dlopen some GPU libraries. Please make sure the missing libraries mentioned above are installed properly if you would like to use GPU. Follow the guide at https://www.tensorflow.org/install/gpu for how to download and setup the required libraries for your platform.
+Skipping registering GPU devices...
+2025-09-10 18:53:21.891004: W tensorflow/core/framework/op_def_util.cc:371] Op BatchNormWithGlobalNormalization is deprecated. It will cease to work in GraphDef version 9. Use tf.nn.batch_normalization().
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ProMoE_XL/images_eval_openai_cfg1.0.txt

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+-------------------- STDOUT --------------------
+warming up TensorFlow...
+computing reference batch activations...
+computing/reading reference batch statistics...
+computing sample batch activations...
+computing/reading sample batch statistics...
+Computing evaluations...
+Inception Score: 114.94297790527344
+FID: 9.441875731975301
+sFID: 4.980337831473662
+Precision: 0.66982
+Recall: 0.6675
+
+-------------------- STDERR --------------------
+2025-09-09 21:20:12.717434: I tensorflow/core/platform/cpu_feature_guard.cc:142] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations:  AVX2 AVX512F FMA
+To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.
+2025-09-09 21:20:19.582270: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1510] Created device /job:localhost/replica:0/task:0/device:GPU:0 with 78927 MB memory:  -> device: 0, name: NVIDIA A100-SXM4-80GB, pci bus id: 0000:03:00.0, compute capability: 8.0
+2025-09-09 21:20:21.222696: W tensorflow/core/framework/op_def_util.cc:371] Op BatchNormWithGlobalNormalization is deprecated. It will cease to work in GraphDef version 9. Use tf.nn.batch_normalization().
+
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+2025-09-09 21:25:35.318991: I tensorflow/stream_executor/cuda/cuda_blas.cc:1760] TensorFloat-32 will be used for the matrix multiplication. This will only be logged once.

ProMoE_XL/images_eval_openai_cfg1.5.txt

@@ -0,0 +1,968 @@
+-------------------- STDOUT --------------------
+warming up TensorFlow...
+computing reference batch activations...
+computing/reading reference batch statistics...
+computing sample batch activations...
+computing/reading sample batch statistics...
+Computing evaluations...
+Inception Score: 265.629150390625
+FID: 2.5978581411937967
+sFID: 4.544998045791431
+Precision: 0.8337
+Recall: 0.5567
+
+-------------------- STDERR --------------------
+2025-09-09 22:01:04.185278: I tensorflow/core/platform/cpu_feature_guard.cc:142] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations:  AVX2 AVX512F FMA
+To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.
+2025-09-09 22:01:10.948502: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1510] Created device /job:localhost/replica:0/task:0/device:GPU:0 with 78927 MB memory:  -> device: 0, name: NVIDIA A100-SXM4-80GB, pci bus id: 0000:03:00.0, compute capability: 8.0
+2025-09-09 22:01:12.721856: W tensorflow/core/framework/op_def_util.cc:371] Op BatchNormWithGlobalNormalization is deprecated. It will cease to work in GraphDef version 9. Use tf.nn.batch_normalization().
+
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+2025-09-09 22:06:14.977822: I tensorflow/stream_executor/cuda/cuda_blas.cc:1760] TensorFloat-32 will be used for the matrix multiplication. This will only be logged once.