diff --git a/Shoe Classifier_InceptionResNetV2.ipynb b/Shoe Classifier_InceptionResNetV2.ipynb index 3ea3e8c..462278b 100644 --- a/Shoe Classifier_InceptionResNetV2.ipynb +++ b/Shoe Classifier_InceptionResNetV2.ipynb @@ -5,7 +5,15 @@ "execution_count": 1, "id": "572dc7fb", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2022-08-01 23:44:19.985182: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.10.1\n" + ] + } + ], "source": [ "from matplotlib import pyplot as plt\n", "from matplotlib.image import imread\n", @@ -36,9 +44,28 @@ { "cell_type": "code", "execution_count": 2, + "id": "23be4877", "metadata": {}, "outputs": [], "source": [ + "# def dict_pics_jup():\n", + "# '''\n", + "# {source:target} dict used to replace source urls with image location as input\n", + "# '''\n", + "# target_dir = os.getcwd() + os.sep + \"training_images\"\n", + "# with open('temp_pics_source_list.txt') as f:\n", + "# temp_pics_source_list = json.load(f)\n", + " \n", + "# dict_pics = {}\n", + "# for k in temp_pics_source_list:\n", + "# patt_1 = re.search(r'[^/]+(?=/\\$_|.(\\.jpg|\\.jpeg|\\.png))', k, re.IGNORECASE)\n", + "# patt_2 = re.search(r'(\\.jpg|\\.jpeg|\\.png)', k, re.IGNORECASE)\n", + "# if patt_1 and patt_2 is not None:\n", + "# tag = patt_1.group() + patt_2.group().lower()\n", + "# file_name = target_dir + os.sep + tag\n", + "# dict_pics.update({k:file_name})\n", + "# print(\"{source:target} dictionary created @ \" + target_dir)\n", + "# return dict_pics\n", "def dict_pics_jup():\n", " '''\n", " {source:target} dict used to replace source urls with image location as input\n", @@ -49,12 +76,15 @@ " \n", " dict_pics = {}\n", " for k in temp_pics_source_list:\n", - " patt_1 = re.search(r'[^/]+(?=/\\$_|.(\\.jpg|\\.jpeg|\\.png))', k, re.IGNORECASE)\n", - " patt_2 = re.search(r'(\\.jpg|\\.jpeg|\\.png)', k, re.IGNORECASE)\n", - " if patt_1 and patt_2 is not None:\n", - " tag = patt_1.group() + patt_2.group().lower()\n", - " file_name = target_dir + os.sep + tag\n", - " dict_pics.update({k:file_name})\n", + " try: \n", + " patt_1 = re.search(r'[^/]+(?=/\\$_|.(\\.jpg|\\.jpeg|\\.png))', k, re.IGNORECASE)\n", + " patt_2 = re.search(r'(\\.jpg|\\.jpeg|\\.png)', k, re.IGNORECASE)\n", + " if patt_1 and patt_2 is not None:\n", + " tag = patt_1.group() + patt_2.group().lower()\n", + " file_name = target_dir + os.sep + tag\n", + " dict_pics.update({k:file_name})\n", + " except TypeError:\n", + " print(k)\n", " print(\"{source:target} dictionary created @ \" + target_dir)\n", " return dict_pics" ] @@ -82,7 +112,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "{source:target} dictionary created @ /tf/training_images\n" + "nan\n", + "{source:target} dictionary created @ /home/unknown/Sync/projects/ebay ML Lister Project/training_images\n" ] } ], @@ -121,14 +152,27 @@ "execution_count": 5, "id": "7a6146e6", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "'/home/unknown/Sync/projects/ebay ML Lister Project/training_images/-wEAAOSw2OJh7PDi.jpg'" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "df=df.sample(frac=1)" + "df=df.sample(frac=1)\n", + "dict_pics['https://i.ebayimg.com/00/s/MTA2N1gxNjAw/z/-wEAAOSw2OJh7PDi/$_1.JPG?set_id=880000500F']" ] }, { "cell_type": "code", "execution_count": 6, + "id": "e0684985", "metadata": {}, "outputs": [], "source": [ @@ -155,12 +199,22 @@ "id": "4d72eb90", "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/unknown/miniconda3/envs/tensorflow-cuda/lib/python3.9/site-packages/keras_preprocessing/image/dataframe_iterator.py:279: UserWarning: Found 4 invalid image filename(s) in x_col=\"PictureURL\". These filename(s) will be ignored.\n", + " warnings.warn(\n", + "/home/unknown/miniconda3/envs/tensorflow-cuda/lib/python3.9/site-packages/keras_preprocessing/image/dataframe_iterator.py:279: UserWarning: Found 4 invalid image filename(s) in x_col=\"PictureURL\". These filename(s) will be ignored.\n", + " warnings.warn(\n" + ] + }, { "name": "stdout", "output_type": "stream", "text": [ - "Found 4444 validated image filenames belonging to 7 classes.\n", - "Found 1111 validated image filenames belonging to 7 classes.\n" + "Found 43744 validated image filenames belonging to 7 classes.\n", + "Found 10936 validated image filenames belonging to 7 classes.\n" ] } ], @@ -230,9 +284,38 @@ "execution_count": 11, "id": "85934565", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n", + "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n", + "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n", + "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n", + "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n", + "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n", + "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n", + "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n", + "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n", + "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ - "#plotImages(imgs)\n", + "plotImages(imgs)\n", "#print(labels)" ] }, @@ -241,19 +324,11 @@ "execution_count": 12, "id": "6322bcad", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "1\n" - ] - } - ], + "outputs": [], "source": [ - "physical_devices = tf.config.list_physical_devices('GPU')\n", - "print(len(physical_devices))\n", - "tf.config.experimental.set_memory_growth(physical_devices[0], True)" + "# physical_devices = tf.config.list_physical_devices('GPU')\n", + "# print(len(physical_devices))\n", + "# tf.config.experimental.set_memory_growth(physical_devices[0], True)" ] }, { @@ -274,7 +349,82 @@ "execution_count": 14, "id": "b31af79e", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2022-08-01 23:44:22.835941: I tensorflow/compiler/jit/xla_cpu_device.cc:41] Not creating XLA devices, tf_xla_enable_xla_devices not set\n", + "2022-08-01 23:44:22.836456: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcuda.so.1\n", + "2022-08-01 23:44:22.856415: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:941] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", + "2022-08-01 23:44:22.856547: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: \n", + "pciBusID: 0000:04:00.0 name: NVIDIA GeForce RTX 3090 computeCapability: 8.6\n", + "coreClock: 1.725GHz coreCount: 82 deviceMemorySize: 23.70GiB deviceMemoryBandwidth: 871.81GiB/s\n", + "2022-08-01 23:44:22.856595: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:941] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", + "2022-08-01 23:44:22.856702: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 1 with properties: \n", + "pciBusID: 0000:0b:00.0 name: NVIDIA GeForce RTX 3090 computeCapability: 8.6\n", + "coreClock: 1.8GHz coreCount: 82 deviceMemorySize: 23.70GiB deviceMemoryBandwidth: 871.81GiB/s\n", + "2022-08-01 23:44:22.856716: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.10.1\n", + "2022-08-01 23:44:22.857318: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.10\n", + "2022-08-01 23:44:22.857342: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.10\n", + "2022-08-01 23:44:22.858122: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10\n", + "2022-08-01 23:44:22.858251: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10\n", + "2022-08-01 23:44:22.858813: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10\n", + "2022-08-01 23:44:22.859112: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.10\n", + "2022-08-01 23:44:22.860279: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.7\n", + "2022-08-01 23:44:22.860336: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:941] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", + "2022-08-01 23:44:22.860481: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:941] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", + "2022-08-01 23:44:22.860614: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:941] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", + "2022-08-01 23:44:22.860743: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:941] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", + "2022-08-01 23:44:22.860837: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0, 1\n", + "2022-08-01 23:44:22.861014: 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: SSE4.1 SSE4.2 AVX AVX2 FMA\n", + "To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.\n", + "2022-08-01 23:44:22.862879: I tensorflow/compiler/jit/xla_gpu_device.cc:99] Not creating XLA devices, tf_xla_enable_xla_devices not set\n", + "2022-08-01 23:44:23.035934: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:941] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", + "2022-08-01 23:44:23.036071: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: \n", + "pciBusID: 0000:04:00.0 name: NVIDIA GeForce RTX 3090 computeCapability: 8.6\n", + "coreClock: 1.725GHz coreCount: 82 deviceMemorySize: 23.70GiB deviceMemoryBandwidth: 871.81GiB/s\n", + "2022-08-01 23:44:23.036153: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:941] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", + "2022-08-01 23:44:23.036250: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 1 with properties: \n", + "pciBusID: 0000:0b:00.0 name: NVIDIA GeForce RTX 3090 computeCapability: 8.6\n", + "coreClock: 1.8GHz coreCount: 82 deviceMemorySize: 23.70GiB deviceMemoryBandwidth: 871.81GiB/s\n", + "2022-08-01 23:44:23.036293: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.10.1\n", + "2022-08-01 23:44:23.036311: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.10\n", + "2022-08-01 23:44:23.036323: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.10\n", + "2022-08-01 23:44:23.036332: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10\n", + "2022-08-01 23:44:23.036340: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10\n", + "2022-08-01 23:44:23.036349: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10\n", + "2022-08-01 23:44:23.036357: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.10\n", + "2022-08-01 23:44:23.036366: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.7\n", + "2022-08-01 23:44:23.036415: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:941] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", + "2022-08-01 23:44:23.036545: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:941] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", + "2022-08-01 23:44:23.036671: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:941] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", + "2022-08-01 23:44:23.036795: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:941] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", + "2022-08-01 23:44:23.036884: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0, 1\n", + "2022-08-01 23:44:23.036906: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.10.1\n", + "2022-08-01 23:48:53.373267: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1261] Device interconnect StreamExecutor with strength 1 edge matrix:\n", + "2022-08-01 23:48:53.373289: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1267] 0 1 \n", + "2022-08-01 23:48:53.373294: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1280] 0: N N \n", + "2022-08-01 23:48:53.373296: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1280] 1: N N \n", + "2022-08-01 23:48:53.373556: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:941] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", + "2022-08-01 23:48:53.373715: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:941] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", + "2022-08-01 23:48:53.373849: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:941] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", + "2022-08-01 23:48:53.373980: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:941] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", + "2022-08-01 23:48:53.374089: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1406] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 474 MB memory) -> physical GPU (device: 0, name: NVIDIA GeForce RTX 3090, pci bus id: 0000:04:00.0, compute capability: 8.6)\n", + "2022-08-01 23:48:53.374939: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:941] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", + "2022-08-01 23:48:53.375081: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:941] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", + "2022-08-01 23:48:53.375178: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1406] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:1 with 329 MB memory) -> physical GPU (device: 1, name: NVIDIA GeForce RTX 3090, pci bus id: 0000:0b:00.0, compute capability: 8.6)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Downloading data from https://storage.googleapis.com/tensorflow/keras-applications/inception_resnet_v2/inception_resnet_v2_weights_tf_dim_ordering_tf_kernels_notop.h5\n", + "219062272/219055592 [==============================] - 368s 2us/step\n" + ] + } + ], "source": [ "base_model = tf.keras.applications.inception_resnet_v2.InceptionResNetV2(include_top=False, weights='imagenet', pooling='avg')\n", "#base_model.summary()" @@ -292,2370 +442,1676 @@ "text": [ "Model: \"model\"\n", "__________________________________________________________________________________________________\n", - " Layer (type) Output Shape Param # Connected to \n", - "==================================================================================================\n", - " input_1 (InputLayer) [(None, None, None, 0 [] \n", - " 3)] \n", - " \n", - " conv2d (Conv2D) (None, None, None, 864 ['input_1[0][0]'] \n", - " 32) \n", - " \n", - " batch_normalization (BatchNorm (None, None, None, 96 ['conv2d[0][0]'] \n", - " alization) 32) \n", - " \n", - " activation (Activation) (None, None, None, 0 ['batch_normalization[0][0]'] \n", - " 32) \n", - " \n", - " conv2d_1 (Conv2D) (None, None, None, 9216 ['activation[0][0]'] \n", - " 32) \n", - " \n", - " batch_normalization_1 (BatchNo (None, None, None, 96 ['conv2d_1[0][0]'] \n", - " rmalization) 32) \n", - " \n", - " activation_1 (Activation) (None, None, None, 0 ['batch_normalization_1[0][0]'] \n", - " 32) \n", - " \n", - " conv2d_2 (Conv2D) (None, None, None, 18432 ['activation_1[0][0]'] \n", - " 64) \n", - " \n", - " batch_normalization_2 (BatchNo (None, None, None, 192 ['conv2d_2[0][0]'] \n", - " rmalization) 64) \n", - " \n", - " activation_2 (Activation) (None, None, None, 0 ['batch_normalization_2[0][0]'] \n", - " 64) \n", - " \n", - " max_pooling2d (MaxPooling2D) (None, None, None, 0 ['activation_2[0][0]'] \n", - " 64) \n", - " \n", - " conv2d_3 (Conv2D) (None, None, None, 5120 ['max_pooling2d[0][0]'] \n", - " 80) \n", - " \n", - " batch_normalization_3 (BatchNo (None, None, None, 240 ['conv2d_3[0][0]'] \n", - " rmalization) 80) \n", - " \n", - " activation_3 (Activation) (None, None, None, 0 ['batch_normalization_3[0][0]'] \n", - " 80) \n", - " \n", - " conv2d_4 (Conv2D) (None, None, None, 138240 ['activation_3[0][0]'] \n", - " 192) \n", - " \n", - " batch_normalization_4 (BatchNo (None, None, None, 576 ['conv2d_4[0][0]'] \n", - " rmalization) 192) \n", - " \n", - " activation_4 (Activation) (None, None, None, 0 ['batch_normalization_4[0][0]'] \n", - " 192) \n", - " \n", - " max_pooling2d_1 (MaxPooling2D) (None, None, None, 0 ['activation_4[0][0]'] \n", - " 192) \n", - " \n", - " conv2d_8 (Conv2D) (None, None, None, 12288 ['max_pooling2d_1[0][0]'] \n", - " 64) \n", - " \n", - " batch_normalization_8 (BatchNo (None, None, None, 192 ['conv2d_8[0][0]'] \n", - " rmalization) 64) \n", - " \n", - " activation_8 (Activation) (None, None, None, 0 ['batch_normalization_8[0][0]'] \n", - " 64) \n", - " \n", - " conv2d_6 (Conv2D) (None, None, None, 9216 ['max_pooling2d_1[0][0]'] \n", - " 48) \n", - " \n", - " conv2d_9 (Conv2D) (None, None, None, 55296 ['activation_8[0][0]'] \n", - " 96) \n", - " \n", - " batch_normalization_6 (BatchNo (None, None, None, 144 ['conv2d_6[0][0]'] \n", - " rmalization) 48) \n", - " \n", - " batch_normalization_9 (BatchNo (None, None, None, 288 ['conv2d_9[0][0]'] \n", - " rmalization) 96) \n", - " \n", - " activation_6 (Activation) (None, None, None, 0 ['batch_normalization_6[0][0]'] \n", - " 48) \n", - " \n", - " activation_9 (Activation) (None, None, None, 0 ['batch_normalization_9[0][0]'] \n", - " 96) \n", - " \n", - " average_pooling2d (AveragePool (None, None, None, 0 ['max_pooling2d_1[0][0]'] \n", - " ing2D) 192) \n", - " \n", - " conv2d_5 (Conv2D) (None, None, None, 18432 ['max_pooling2d_1[0][0]'] \n", - " 96) \n", - " \n", - " conv2d_7 (Conv2D) (None, None, None, 76800 ['activation_6[0][0]'] \n", - " 64) \n", - " \n", - " conv2d_10 (Conv2D) (None, None, None, 82944 ['activation_9[0][0]'] \n", - " 96) \n", - " \n", - " conv2d_11 (Conv2D) (None, None, None, 12288 ['average_pooling2d[0][0]'] \n", - " 64) \n", - " \n", - " batch_normalization_5 (BatchNo (None, None, None, 288 ['conv2d_5[0][0]'] \n", - " rmalization) 96) \n", - " \n", - " batch_normalization_7 (BatchNo (None, None, None, 192 ['conv2d_7[0][0]'] \n", - " rmalization) 64) \n", - " \n", - " batch_normalization_10 (BatchN (None, None, None, 288 ['conv2d_10[0][0]'] \n", - " ormalization) 96) \n", - " \n", - " batch_normalization_11 (BatchN (None, None, None, 192 ['conv2d_11[0][0]'] \n", - " ormalization) 64) \n", - " \n", - " activation_5 (Activation) (None, None, None, 0 ['batch_normalization_5[0][0]'] \n", - " 96) \n", - " \n", - " activation_7 (Activation) (None, None, None, 0 ['batch_normalization_7[0][0]'] \n", - " 64) \n", - " \n", - " activation_10 (Activation) (None, None, None, 0 ['batch_normalization_10[0][0]'] \n", - " 96) \n", - " \n", - " activation_11 (Activation) (None, None, None, 0 ['batch_normalization_11[0][0]'] \n", - " 64) \n", - " \n", - " mixed_5b (Concatenate) (None, None, None, 0 ['activation_5[0][0]', \n", - " 320) 'activation_7[0][0]', \n", - " 'activation_10[0][0]', \n", - " 'activation_11[0][0]'] \n", - " \n", - " conv2d_15 (Conv2D) (None, None, None, 10240 ['mixed_5b[0][0]'] \n", - " 32) \n", - " \n", - " batch_normalization_15 (BatchN (None, None, None, 96 ['conv2d_15[0][0]'] \n", - " ormalization) 32) \n", - " \n", - " activation_15 (Activation) (None, None, None, 0 ['batch_normalization_15[0][0]'] \n", - " 32) \n", - " \n", - " conv2d_13 (Conv2D) (None, None, None, 10240 ['mixed_5b[0][0]'] \n", - " 32) \n", - " \n", - " conv2d_16 (Conv2D) (None, None, None, 13824 ['activation_15[0][0]'] \n", - " 48) \n", - " \n", - " batch_normalization_13 (BatchN (None, None, None, 96 ['conv2d_13[0][0]'] \n", - " ormalization) 32) \n", - " \n", - " batch_normalization_16 (BatchN (None, None, None, 144 ['conv2d_16[0][0]'] \n", - " ormalization) 48) \n", - " \n", - " activation_13 (Activation) (None, None, None, 0 ['batch_normalization_13[0][0]'] \n", - " 32) \n", - " \n", - " activation_16 (Activation) (None, None, None, 0 ['batch_normalization_16[0][0]'] \n", - " 48) \n", - " \n", - " conv2d_12 (Conv2D) (None, None, None, 10240 ['mixed_5b[0][0]'] \n", - " 32) \n", - " \n", - " conv2d_14 (Conv2D) (None, None, None, 9216 ['activation_13[0][0]'] \n", - " 32) \n", - " \n", - " conv2d_17 (Conv2D) (None, None, None, 27648 ['activation_16[0][0]'] \n", - " 64) \n", - " \n", - " batch_normalization_12 (BatchN (None, None, None, 96 ['conv2d_12[0][0]'] \n", - " ormalization) 32) \n", - " \n", - " batch_normalization_14 (BatchN (None, None, None, 96 ['conv2d_14[0][0]'] \n", - " ormalization) 32) \n", - " \n", - " batch_normalization_17 (BatchN (None, None, None, 192 ['conv2d_17[0][0]'] \n", - " ormalization) 64) \n", - " \n", - " activation_12 (Activation) (None, None, None, 0 ['batch_normalization_12[0][0]'] \n", - " 32) \n", - " \n", - " activation_14 (Activation) (None, None, None, 0 ['batch_normalization_14[0][0]'] \n", - " 32) \n", - " \n", - " activation_17 (Activation) (None, None, None, 0 ['batch_normalization_17[0][0]'] \n", - " 64) \n", - " \n", - " block35_1_mixed (Concatenate) (None, None, None, 0 ['activation_12[0][0]', \n", - " 128) 'activation_14[0][0]', \n", - " 'activation_17[0][0]'] \n", - " \n", - " block35_1_conv (Conv2D) (None, None, None, 41280 ['block35_1_mixed[0][0]'] \n", - " 320) \n", - " \n", - " block35_1 (Lambda) (None, None, None, 0 ['mixed_5b[0][0]', \n", - " 320) 'block35_1_conv[0][0]'] \n", - " \n", - " block35_1_ac (Activation) (None, None, None, 0 ['block35_1[0][0]'] \n", - " 320) \n", - " \n", - " conv2d_21 (Conv2D) (None, None, None, 10240 ['block35_1_ac[0][0]'] \n", - " 32) \n", - " \n", - " batch_normalization_21 (BatchN (None, None, None, 96 ['conv2d_21[0][0]'] \n", - " ormalization) 32) \n", - " \n", - " activation_21 (Activation) (None, None, None, 0 ['batch_normalization_21[0][0]'] \n", - " 32) \n", - " \n", - " conv2d_19 (Conv2D) (None, None, None, 10240 ['block35_1_ac[0][0]'] \n", - " 32) \n", - " \n", - " conv2d_22 (Conv2D) (None, None, None, 13824 ['activation_21[0][0]'] \n", - " 48) \n", - " \n", - " batch_normalization_19 (BatchN (None, None, None, 96 ['conv2d_19[0][0]'] \n", - " ormalization) 32) \n", - " \n", - " batch_normalization_22 (BatchN (None, None, None, 144 ['conv2d_22[0][0]'] \n", - " ormalization) 48) \n", - " \n", - " activation_19 (Activation) (None, None, None, 0 ['batch_normalization_19[0][0]'] \n", - " 32) \n", - " \n", - " activation_22 (Activation) (None, None, None, 0 ['batch_normalization_22[0][0]'] \n", - " 48) \n", - " \n", - " conv2d_18 (Conv2D) (None, None, None, 10240 ['block35_1_ac[0][0]'] \n", - " 32) \n", - " \n", - " conv2d_20 (Conv2D) (None, None, None, 9216 ['activation_19[0][0]'] \n", - " 32) \n", - " \n", - " conv2d_23 (Conv2D) (None, None, None, 27648 ['activation_22[0][0]'] \n", - " 64) \n", - " \n", - " batch_normalization_18 (BatchN (None, None, None, 96 ['conv2d_18[0][0]'] \n", - " ormalization) 32) \n", - " \n", - " batch_normalization_20 (BatchN (None, None, None, 96 ['conv2d_20[0][0]'] \n", - " ormalization) 32) \n", - " \n", - " batch_normalization_23 (BatchN (None, None, None, 192 ['conv2d_23[0][0]'] \n", - " ormalization) 64) \n", - " \n", - " activation_18 (Activation) (None, None, None, 0 ['batch_normalization_18[0][0]'] \n", - " 32) \n", - " \n", - " activation_20 (Activation) (None, None, None, 0 ['batch_normalization_20[0][0]'] \n", - " 32) \n", - " \n", - " activation_23 (Activation) (None, None, None, 0 ['batch_normalization_23[0][0]'] \n", - " 64) \n", - " \n", - " block35_2_mixed (Concatenate) (None, None, None, 0 ['activation_18[0][0]', \n", - " 128) 'activation_20[0][0]', \n", - " 'activation_23[0][0]'] \n", - " \n", - " block35_2_conv (Conv2D) (None, None, None, 41280 ['block35_2_mixed[0][0]'] \n", - " 320) \n", - " \n", - " block35_2 (Lambda) (None, None, None, 0 ['block35_1_ac[0][0]', \n", - " 320) 'block35_2_conv[0][0]'] \n", - " \n", - " block35_2_ac (Activation) (None, None, None, 0 ['block35_2[0][0]'] \n", - " 320) \n", - " \n", - " conv2d_27 (Conv2D) (None, None, None, 10240 ['block35_2_ac[0][0]'] \n", - " 32) \n", - " \n", - " batch_normalization_27 (BatchN (None, None, None, 96 ['conv2d_27[0][0]'] \n", - " ormalization) 32) \n", - " \n", - " activation_27 (Activation) (None, None, None, 0 ['batch_normalization_27[0][0]'] \n", - " 32) \n", - " \n", - " conv2d_25 (Conv2D) (None, None, None, 10240 ['block35_2_ac[0][0]'] \n", - " 32) \n", - " \n", - " conv2d_28 (Conv2D) (None, None, None, 13824 ['activation_27[0][0]'] \n", - " 48) \n", - " \n", - " batch_normalization_25 (BatchN (None, None, None, 96 ['conv2d_25[0][0]'] \n", - " ormalization) 32) \n", - " \n", - " batch_normalization_28 (BatchN (None, None, None, 144 ['conv2d_28[0][0]'] \n", - " ormalization) 48) \n", - " \n", - " activation_25 (Activation) (None, None, None, 0 ['batch_normalization_25[0][0]'] \n", - " 32) \n", - " \n", - " activation_28 (Activation) (None, None, None, 0 ['batch_normalization_28[0][0]'] \n", - " 48) \n", - " \n", - " conv2d_24 (Conv2D) (None, None, None, 10240 ['block35_2_ac[0][0]'] \n", - " 32) \n", - " \n", - " conv2d_26 (Conv2D) (None, None, None, 9216 ['activation_25[0][0]'] \n", - " 32) \n", - " \n", - " conv2d_29 (Conv2D) (None, None, None, 27648 ['activation_28[0][0]'] \n", - " 64) \n", - " \n", - " batch_normalization_24 (BatchN (None, None, None, 96 ['conv2d_24[0][0]'] \n", - " ormalization) 32) \n", - " \n", - " batch_normalization_26 (BatchN (None, None, None, 96 ['conv2d_26[0][0]'] \n", - " ormalization) 32) \n", - " \n", - " batch_normalization_29 (BatchN (None, None, None, 192 ['conv2d_29[0][0]'] \n", - " ormalization) 64) \n", - " \n", - " activation_24 (Activation) (None, None, None, 0 ['batch_normalization_24[0][0]'] \n", - " 32) \n", - " \n", - " activation_26 (Activation) (None, None, None, 0 ['batch_normalization_26[0][0]'] \n", - " 32) \n", - " \n", - " activation_29 (Activation) (None, None, None, 0 ['batch_normalization_29[0][0]'] \n", - " 64) \n", - " \n", - " block35_3_mixed (Concatenate) (None, None, None, 0 ['activation_24[0][0]', \n", - " 128) 'activation_26[0][0]', \n", - " 'activation_29[0][0]'] \n", - " \n", - " block35_3_conv (Conv2D) (None, None, None, 41280 ['block35_3_mixed[0][0]'] \n", - " 320) \n", - " \n", - " block35_3 (Lambda) (None, None, None, 0 ['block35_2_ac[0][0]', \n", - " 320) 'block35_3_conv[0][0]'] \n", - " \n", - " block35_3_ac (Activation) (None, None, None, 0 ['block35_3[0][0]'] \n", - " 320) \n", - " \n", - " conv2d_33 (Conv2D) (None, None, None, 10240 ['block35_3_ac[0][0]'] \n", - " 32) \n", - " \n", - " batch_normalization_33 (BatchN (None, None, None, 96 ['conv2d_33[0][0]'] \n", - " ormalization) 32) \n", - " \n", - " activation_33 (Activation) (None, None, None, 0 ['batch_normalization_33[0][0]'] \n", - " 32) \n", - " \n", - " conv2d_31 (Conv2D) (None, None, None, 10240 ['block35_3_ac[0][0]'] \n", - " 32) \n", - " \n", - " conv2d_34 (Conv2D) (None, None, None, 13824 ['activation_33[0][0]'] \n", - " 48) \n", - " \n", - " batch_normalization_31 (BatchN (None, None, None, 96 ['conv2d_31[0][0]'] \n", - " ormalization) 32) \n", - " \n", - " batch_normalization_34 (BatchN (None, None, None, 144 ['conv2d_34[0][0]'] \n", - " ormalization) 48) \n", - " \n", - " activation_31 (Activation) (None, None, None, 0 ['batch_normalization_31[0][0]'] \n", - " 32) \n", - " \n", - " activation_34 (Activation) (None, None, None, 0 ['batch_normalization_34[0][0]'] \n", - " 48) \n", - " \n", - " conv2d_30 (Conv2D) (None, None, None, 10240 ['block35_3_ac[0][0]'] \n", - " 32) \n", - " \n", - " conv2d_32 (Conv2D) (None, None, None, 9216 ['activation_31[0][0]'] \n", - " 32) \n", - " \n", - " conv2d_35 (Conv2D) (None, None, None, 27648 ['activation_34[0][0]'] \n", - " 64) \n", - " \n", - " batch_normalization_30 (BatchN (None, None, None, 96 ['conv2d_30[0][0]'] \n", - " ormalization) 32) \n", - " \n", - " batch_normalization_32 (BatchN (None, None, None, 96 ['conv2d_32[0][0]'] \n", - " ormalization) 32) \n", - " \n", - " batch_normalization_35 (BatchN (None, None, None, 192 ['conv2d_35[0][0]'] \n", - " ormalization) 64) \n", - " \n", - " activation_30 (Activation) (None, None, None, 0 ['batch_normalization_30[0][0]'] \n", - " 32) \n", - " \n", - " activation_32 (Activation) (None, None, None, 0 ['batch_normalization_32[0][0]'] \n", - " 32) \n", - " \n", - " activation_35 (Activation) (None, None, None, 0 ['batch_normalization_35[0][0]'] \n", - " 64) \n", - " \n", - " block35_4_mixed (Concatenate) (None, None, None, 0 ['activation_30[0][0]', \n", - " 128) 'activation_32[0][0]', \n", - " 'activation_35[0][0]'] \n", - " \n", - " block35_4_conv (Conv2D) (None, None, None, 41280 ['block35_4_mixed[0][0]'] \n", - " 320) \n", - " \n", - " block35_4 (Lambda) (None, None, None, 0 ['block35_3_ac[0][0]', \n", - " 320) 'block35_4_conv[0][0]'] \n", - " \n", - " block35_4_ac (Activation) (None, None, None, 0 ['block35_4[0][0]'] \n", - " 320) \n", - " \n", - " conv2d_39 (Conv2D) (None, None, None, 10240 ['block35_4_ac[0][0]'] \n", - " 32) \n", - " \n", - " batch_normalization_39 (BatchN (None, None, None, 96 ['conv2d_39[0][0]'] \n", - " ormalization) 32) \n", - " \n", - " activation_39 (Activation) (None, None, None, 0 ['batch_normalization_39[0][0]'] \n", - " 32) \n", - " \n", - " conv2d_37 (Conv2D) (None, None, None, 10240 ['block35_4_ac[0][0]'] \n", - " 32) \n", - " \n", - " conv2d_40 (Conv2D) (None, None, None, 13824 ['activation_39[0][0]'] \n", - " 48) \n", - " \n", - " batch_normalization_37 (BatchN (None, None, None, 96 ['conv2d_37[0][0]'] \n", - " ormalization) 32) \n", - " \n", - " batch_normalization_40 (BatchN (None, None, None, 144 ['conv2d_40[0][0]'] \n", - " ormalization) 48) \n", - " \n", - " activation_37 (Activation) 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conv2d_43 (Conv2D) (None, None, None, 10240 ['block35_5_ac[0][0]'] \n", - " 32) \n", - " \n", - " conv2d_46 (Conv2D) (None, None, None, 13824 ['activation_45[0][0]'] \n", - " 48) \n", - " \n", - " batch_normalization_43 (BatchN (None, None, None, 96 ['conv2d_43[0][0]'] \n", - " ormalization) 32) \n", - " \n", - " batch_normalization_46 (BatchN (None, None, None, 144 ['conv2d_46[0][0]'] \n", - " ormalization) 48) \n", - " \n", - " activation_43 (Activation) (None, None, None, 0 ['batch_normalization_43[0][0]'] \n", - " 32) \n", - " \n", - " activation_46 (Activation) (None, None, None, 0 ['batch_normalization_46[0][0]'] \n", - " 48) \n", - " \n", - " conv2d_42 (Conv2D) (None, None, None, 10240 ['block35_5_ac[0][0]'] \n", - " 32) \n", - " \n", - " conv2d_44 (Conv2D) (None, None, None, 9216 ['activation_43[0][0]'] \n", - " 32) \n", - " \n", - " conv2d_47 (Conv2D) (None, None, None, 27648 ['activation_46[0][0]'] \n", - " 64) \n", - " \n", - " batch_normalization_42 (BatchN (None, None, 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'block35_6_conv[0][0]'] \n", - " \n", - " block35_6_ac (Activation) (None, None, None, 0 ['block35_6[0][0]'] \n", - " 320) \n", - " \n", - " conv2d_51 (Conv2D) (None, None, None, 10240 ['block35_6_ac[0][0]'] \n", - " 32) \n", - " \n", - " batch_normalization_51 (BatchN (None, None, None, 96 ['conv2d_51[0][0]'] \n", - " ormalization) 32) \n", - " \n", - " activation_51 (Activation) (None, None, None, 0 ['batch_normalization_51[0][0]'] \n", - " 32) \n", - " \n", - " conv2d_49 (Conv2D) (None, None, None, 10240 ['block35_6_ac[0][0]'] \n", - " 32) \n", - " \n", - " conv2d_52 (Conv2D) (None, None, None, 13824 ['activation_51[0][0]'] \n", - " 48) \n", - " \n", - " batch_normalization_49 (BatchN (None, None, None, 96 ['conv2d_49[0][0]'] \n", - " ormalization) 32) \n", - " \n", - " batch_normalization_52 (BatchN (None, None, None, 144 ['conv2d_52[0][0]'] \n", - " ormalization) 48) \n", - " \n", - " activation_49 (Activation) (None, None, None, 0 ['batch_normalization_49[0][0]'] \n", - " 32) \n", - " \n", - " activation_52 (Activation) (None, None, None, 0 ['batch_normalization_52[0][0]'] \n", - " 48) \n", - " \n", - " conv2d_48 (Conv2D) (None, None, None, 10240 ['block35_6_ac[0][0]'] \n", - " 32) \n", - " \n", - " conv2d_50 (Conv2D) (None, None, None, 9216 ['activation_49[0][0]'] \n", - " 32) \n", - " \n", - " conv2d_53 (Conv2D) (None, None, None, 27648 ['activation_52[0][0]'] \n", - " 64) \n", - " \n", - " batch_normalization_48 (BatchN (None, None, None, 96 ['conv2d_48[0][0]'] \n", - " ormalization) 32) \n", - " \n", - " batch_normalization_50 (BatchN (None, None, None, 96 ['conv2d_50[0][0]'] \n", - " ormalization) 32) \n", - " \n", - " batch_normalization_53 (BatchN (None, None, None, 192 ['conv2d_53[0][0]'] \n", - " ormalization) 64) \n", - " \n", - " activation_48 (Activation) (None, None, None, 0 ['batch_normalization_48[0][0]'] \n", - " 32) \n", - " \n", - " activation_50 (Activation) (None, None, None, 0 ['batch_normalization_50[0][0]'] \n", - " 32) \n", - " \n", 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\n", - " 32) \n", - " \n", - " conv2d_58 (Conv2D) (None, None, None, 13824 ['activation_57[0][0]'] \n", - " 48) \n", - " \n", - " batch_normalization_55 (BatchN (None, None, None, 96 ['conv2d_55[0][0]'] \n", - " ormalization) 32) \n", - " \n", - " batch_normalization_58 (BatchN (None, None, None, 144 ['conv2d_58[0][0]'] \n", - " ormalization) 48) \n", - " \n", - " activation_55 (Activation) (None, None, None, 0 ['batch_normalization_55[0][0]'] \n", - " 32) \n", - " \n", - " activation_58 (Activation) (None, None, None, 0 ['batch_normalization_58[0][0]'] \n", - " 48) \n", - " \n", - " conv2d_54 (Conv2D) (None, None, None, 10240 ['block35_7_ac[0][0]'] \n", - " 32) \n", - " \n", - " conv2d_56 (Conv2D) (None, None, None, 9216 ['activation_55[0][0]'] \n", - " 32) \n", - " \n", - " conv2d_59 (Conv2D) (None, None, None, 27648 ['activation_58[0][0]'] \n", - " 64) \n", - " \n", - " batch_normalization_54 (BatchN (None, None, None, 96 ['conv2d_54[0][0]'] \n", - " ormalization) 32) \n", - " \n", 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None, None, 0 ['block35_8[0][0]'] \n", - " 320) \n", - " \n", - " conv2d_63 (Conv2D) (None, None, None, 10240 ['block35_8_ac[0][0]'] \n", - " 32) \n", - " \n", - " batch_normalization_63 (BatchN (None, None, None, 96 ['conv2d_63[0][0]'] \n", - " ormalization) 32) \n", - " \n", - " activation_63 (Activation) (None, None, None, 0 ['batch_normalization_63[0][0]'] \n", - " 32) \n", - " \n", - " conv2d_61 (Conv2D) (None, None, None, 10240 ['block35_8_ac[0][0]'] \n", - " 32) \n", - " \n", - " conv2d_64 (Conv2D) (None, None, None, 13824 ['activation_63[0][0]'] \n", - " 48) \n", - " \n", - " batch_normalization_61 (BatchN (None, None, None, 96 ['conv2d_61[0][0]'] \n", - " ormalization) 32) \n", - " \n", - " batch_normalization_64 (BatchN (None, None, None, 144 ['conv2d_64[0][0]'] \n", - " ormalization) 48) \n", - " \n", - " activation_61 (Activation) (None, None, None, 0 ['batch_normalization_61[0][0]'] \n", - " 32) \n", - " \n", - " activation_64 (Activation) (None, None, None, 0 ['batch_normalization_64[0][0]'] \n", - " 48) \n", - " \n", - " conv2d_60 (Conv2D) (None, None, None, 10240 ['block35_8_ac[0][0]'] \n", - " 32) \n", - " \n", - " conv2d_62 (Conv2D) (None, None, None, 9216 ['activation_61[0][0]'] \n", - " 32) \n", - " \n", - " conv2d_65 (Conv2D) (None, None, None, 27648 ['activation_64[0][0]'] \n", - " 64) \n", - " \n", - " batch_normalization_60 (BatchN (None, None, None, 96 ['conv2d_60[0][0]'] \n", - " ormalization) 32) \n", - " \n", - " batch_normalization_62 (BatchN (None, None, None, 96 ['conv2d_62[0][0]'] \n", - " ormalization) 32) \n", - " \n", - " batch_normalization_65 (BatchN (None, None, None, 192 ['conv2d_65[0][0]'] \n", - " ormalization) 64) \n", - " \n", - " activation_60 (Activation) (None, None, None, 0 ['batch_normalization_60[0][0]'] \n", - " 32) \n", - " \n", - " activation_62 (Activation) (None, None, None, 0 ['batch_normalization_62[0][0]'] \n", - " 32) \n", - " \n", - " activation_65 (Activation) (None, None, None, 0 ['batch_normalization_65[0][0]'] \n", - " 64) \n", - " \n", - " block35_9_mixed (Concatenate) (None, None, None, 0 ['activation_60[0][0]', \n", - " 128) 'activation_62[0][0]', \n", - " 'activation_65[0][0]'] \n", - " \n", - " block35_9_conv (Conv2D) (None, None, None, 41280 ['block35_9_mixed[0][0]'] \n", - " 320) \n", - " \n", - " block35_9 (Lambda) (None, None, None, 0 ['block35_8_ac[0][0]', \n", - " 320) 'block35_9_conv[0][0]'] \n", - " \n", - " block35_9_ac (Activation) (None, None, None, 0 ['block35_9[0][0]'] \n", - " 320) \n", - " \n", - " conv2d_69 (Conv2D) (None, None, None, 10240 ['block35_9_ac[0][0]'] \n", - " 32) \n", - " \n", - " batch_normalization_69 (BatchN (None, None, None, 96 ['conv2d_69[0][0]'] \n", - " ormalization) 32) \n", - " \n", - " activation_69 (Activation) (None, None, None, 0 ['batch_normalization_69[0][0]'] \n", - " 32) \n", - " \n", - " conv2d_67 (Conv2D) (None, None, None, 10240 ['block35_9_ac[0][0]'] \n", - " 32) \n", - " \n", - " conv2d_70 (Conv2D) (None, None, None, 13824 ['activation_69[0][0]'] \n", - " 48) \n", - " \n", - " batch_normalization_67 (BatchN (None, None, None, 96 ['conv2d_67[0][0]'] \n", - " ormalization) 32) \n", - " \n", - " batch_normalization_70 (BatchN (None, None, None, 144 ['conv2d_70[0][0]'] \n", - " ormalization) 48) \n", - " \n", - " activation_67 (Activation) (None, None, None, 0 ['batch_normalization_67[0][0]'] \n", - " 32) \n", - " \n", - " activation_70 (Activation) (None, None, None, 0 ['batch_normalization_70[0][0]'] \n", - " 48) \n", - " \n", - " conv2d_66 (Conv2D) (None, None, None, 10240 ['block35_9_ac[0][0]'] \n", - " 32) \n", - " \n", - " conv2d_68 (Conv2D) (None, None, None, 9216 ['activation_67[0][0]'] \n", - " 32) \n", - " \n", - " conv2d_71 (Conv2D) (None, None, None, 27648 ['activation_70[0][0]'] \n", - " 64) \n", - " \n", - " batch_normalization_66 (BatchN (None, None, None, 96 ['conv2d_66[0][0]'] \n", - " ormalization) 32) \n", - " \n", - " batch_normalization_68 (BatchN (None, None, 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['activation_77[0][0]'] \n", - " 160) \n", - " \n", - " batch_normalization_78 (BatchN (None, None, None, 480 ['conv2d_78[0][0]'] \n", - " ormalization) 160) \n", - " \n", - " activation_78 (Activation) (None, None, None, 0 ['batch_normalization_78[0][0]'] \n", - " 160) \n", - " \n", - " conv2d_76 (Conv2D) (None, None, None, 208896 ['mixed_6a[0][0]'] \n", - " 192) \n", - " \n", - " conv2d_79 (Conv2D) (None, None, None, 215040 ['activation_78[0][0]'] \n", - " 192) \n", - " \n", - " batch_normalization_76 (BatchN (None, None, None, 576 ['conv2d_76[0][0]'] \n", - " ormalization) 192) \n", - " \n", - " batch_normalization_79 (BatchN (None, None, None, 576 ['conv2d_79[0][0]'] \n", - " ormalization) 192) \n", - " \n", - " activation_76 (Activation) (None, None, None, 0 ['batch_normalization_76[0][0]'] \n", - " 192) \n", - " \n", - " activation_79 (Activation) (None, None, None, 0 ['batch_normalization_79[0][0]'] \n", - " 192) \n", - " \n", - " block17_1_mixed (Concatenate) (None, None, None, 0 ['activation_76[0][0]', \n", - " 384) 'activation_79[0][0]'] \n", - " \n", - " block17_1_conv (Conv2D) (None, None, None, 418880 ['block17_1_mixed[0][0]'] \n", - " 1088) \n", - " \n", - " block17_1 (Lambda) (None, None, None, 0 ['mixed_6a[0][0]', \n", - " 1088) 'block17_1_conv[0][0]'] \n", - " \n", - " block17_1_ac (Activation) (None, None, None, 0 ['block17_1[0][0]'] \n", - " 1088) \n", - " \n", - " conv2d_81 (Conv2D) (None, None, None, 139264 ['block17_1_ac[0][0]'] \n", - " 128) \n", - " \n", - " batch_normalization_81 (BatchN (None, None, None, 384 ['conv2d_81[0][0]'] \n", - " ormalization) 128) \n", - " \n", - " activation_81 (Activation) (None, None, None, 0 ['batch_normalization_81[0][0]'] \n", - " 128) \n", - " \n", - " conv2d_82 (Conv2D) (None, None, None, 143360 ['activation_81[0][0]'] \n", - " 160) \n", - " \n", - " batch_normalization_82 (BatchN (None, None, None, 480 ['conv2d_82[0][0]'] \n", - " ormalization) 160) \n", - " \n", - " activation_82 (Activation) (None, None, None, 0 ['batch_normalization_82[0][0]'] \n", - " 160) \n", - " \n", - " conv2d_80 (Conv2D) (None, None, None, 208896 ['block17_1_ac[0][0]'] \n", - " 192) \n", - " \n", - " conv2d_83 (Conv2D) (None, None, None, 215040 ['activation_82[0][0]'] \n", - " 192) \n", - " \n", - " batch_normalization_80 (BatchN (None, None, None, 576 ['conv2d_80[0][0]'] \n", - " ormalization) 192) \n", - " \n", - " batch_normalization_83 (BatchN (None, None, None, 576 ['conv2d_83[0][0]'] \n", - " ormalization) 192) \n", - " \n", - " activation_80 (Activation) (None, None, None, 0 ['batch_normalization_80[0][0]'] \n", - " 192) \n", - " \n", - " activation_83 (Activation) (None, None, None, 0 ['batch_normalization_83[0][0]'] \n", - " 192) \n", - " \n", - " block17_2_mixed (Concatenate) (None, None, None, 0 ['activation_80[0][0]', \n", - " 384) 'activation_83[0][0]'] \n", - " \n", - " block17_2_conv (Conv2D) (None, None, None, 418880 ['block17_2_mixed[0][0]'] \n", - " 1088) \n", - " \n", - " block17_2 (Lambda) 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None, 215040 ['activation_86[0][0]'] \n", - " 192) \n", - " \n", - " batch_normalization_84 (BatchN (None, None, None, 576 ['conv2d_84[0][0]'] \n", - " ormalization) 192) \n", - " \n", - " batch_normalization_87 (BatchN (None, None, None, 576 ['conv2d_87[0][0]'] \n", - " ormalization) 192) \n", - " \n", - " activation_84 (Activation) (None, None, None, 0 ['batch_normalization_84[0][0]'] \n", - " 192) \n", - " \n", - " activation_87 (Activation) (None, None, None, 0 ['batch_normalization_87[0][0]'] \n", - " 192) \n", - " \n", - " block17_3_mixed (Concatenate) (None, None, None, 0 ['activation_84[0][0]', \n", - " 384) 'activation_87[0][0]'] \n", - " \n", - " block17_3_conv (Conv2D) (None, None, None, 418880 ['block17_3_mixed[0][0]'] \n", - " 1088) \n", - " \n", - " block17_3 (Lambda) (None, None, None, 0 ['block17_2_ac[0][0]', \n", - " 1088) 'block17_3_conv[0][0]'] \n", - " \n", - " block17_3_ac (Activation) (None, None, None, 0 ['block17_3[0][0]'] \n", - " 1088) \n", - " \n", - " conv2d_89 (Conv2D) (None, None, None, 139264 ['block17_3_ac[0][0]'] \n", - " 128) \n", - " \n", - " batch_normalization_89 (BatchN (None, None, None, 384 ['conv2d_89[0][0]'] \n", - " ormalization) 128) \n", - " \n", - " activation_89 (Activation) (None, None, None, 0 ['batch_normalization_89[0][0]'] \n", - " 128) \n", - " \n", - " conv2d_90 (Conv2D) (None, None, None, 143360 ['activation_89[0][0]'] \n", - " 160) \n", - " \n", - " batch_normalization_90 (BatchN (None, None, None, 480 ['conv2d_90[0][0]'] \n", - " ormalization) 160) \n", - " \n", - " activation_90 (Activation) (None, None, None, 0 ['batch_normalization_90[0][0]'] \n", - " 160) \n", - " \n", - " conv2d_88 (Conv2D) (None, None, None, 208896 ['block17_3_ac[0][0]'] \n", - " 192) \n", - " \n", - " conv2d_91 (Conv2D) (None, None, None, 215040 ['activation_90[0][0]'] \n", - " 192) \n", - " \n", - " batch_normalization_88 (BatchN (None, None, None, 576 ['conv2d_88[0][0]'] \n", - " ormalization) 192) \n", - " \n", - " batch_normalization_91 (BatchN (None, None, None, 576 ['conv2d_91[0][0]'] \n", - " ormalization) 192) \n", - " \n", - " activation_88 (Activation) (None, None, None, 0 ['batch_normalization_88[0][0]'] \n", - " 192) \n", - " \n", - " activation_91 (Activation) (None, None, None, 0 ['batch_normalization_91[0][0]'] \n", - " 192) \n", - " \n", - " block17_4_mixed (Concatenate) (None, None, None, 0 ['activation_88[0][0]', \n", - " 384) 'activation_91[0][0]'] \n", - " \n", - " block17_4_conv (Conv2D) (None, None, None, 418880 ['block17_4_mixed[0][0]'] \n", - " 1088) \n", - " \n", - " block17_4 (Lambda) (None, None, None, 0 ['block17_3_ac[0][0]', \n", - " 1088) 'block17_4_conv[0][0]'] \n", - " \n", - " block17_4_ac (Activation) (None, None, None, 0 ['block17_4[0][0]'] \n", - " 1088) \n", - " \n", - " conv2d_93 (Conv2D) (None, None, None, 139264 ['block17_4_ac[0][0]'] \n", - " 128) \n", - " \n", - " batch_normalization_93 (BatchN (None, None, None, 384 ['conv2d_93[0][0]'] \n", - " ormalization) 128) \n", - " \n", - " activation_93 (Activation) (None, None, None, 0 ['batch_normalization_93[0][0]'] \n", - " 128) \n", - " \n", - " conv2d_94 (Conv2D) (None, None, None, 143360 ['activation_93[0][0]'] \n", - " 160) \n", - " \n", - " batch_normalization_94 (BatchN (None, None, None, 480 ['conv2d_94[0][0]'] \n", - " ormalization) 160) \n", - " \n", - " activation_94 (Activation) (None, None, None, 0 ['batch_normalization_94[0][0]'] \n", - " 160) \n", - " \n", - " conv2d_92 (Conv2D) (None, None, None, 208896 ['block17_4_ac[0][0]'] \n", - " 192) \n", - " \n", - " conv2d_95 (Conv2D) (None, None, None, 215040 ['activation_94[0][0]'] \n", - " 192) \n", - " \n", - " batch_normalization_92 (BatchN (None, None, None, 576 ['conv2d_92[0][0]'] \n", - " ormalization) 192) \n", - " \n", - " batch_normalization_95 (BatchN (None, None, None, 576 ['conv2d_95[0][0]'] \n", - " ormalization) 192) \n", - " \n", - " activation_92 (Activation) (None, None, None, 0 ['batch_normalization_92[0][0]'] \n", - " 192) \n", - " \n", - " activation_95 (Activation) (None, None, None, 0 ['batch_normalization_95[0][0]'] \n", - " 192) \n", - " \n", - " block17_5_mixed (Concatenate) (None, None, None, 0 ['activation_92[0][0]', \n", - " 384) 'activation_95[0][0]'] \n", - " \n", - " block17_5_conv (Conv2D) (None, None, None, 418880 ['block17_5_mixed[0][0]'] \n", - " 1088) \n", - " \n", - " block17_5 (Lambda) (None, None, None, 0 ['block17_4_ac[0][0]', \n", - " 1088) 'block17_5_conv[0][0]'] \n", - " \n", - " block17_5_ac (Activation) (None, None, None, 0 ['block17_5[0][0]'] \n", - " 1088) \n", - " \n", - " conv2d_97 (Conv2D) (None, None, None, 139264 ['block17_5_ac[0][0]'] \n", - " 128) \n", - " \n", - " batch_normalization_97 (BatchN (None, None, None, 384 ['conv2d_97[0][0]'] \n", - " ormalization) 128) \n", - " \n", - " activation_97 (Activation) (None, None, None, 0 ['batch_normalization_97[0][0]'] \n", - " 128) \n", - " \n", - " conv2d_98 (Conv2D) (None, 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(Concatenate) (None, None, None, 0 ['activation_96[0][0]', \n", - " 384) 'activation_99[0][0]'] \n", - " \n", - " block17_6_conv (Conv2D) (None, None, None, 418880 ['block17_6_mixed[0][0]'] \n", - " 1088) \n", - " \n", - " block17_6 (Lambda) (None, None, None, 0 ['block17_5_ac[0][0]', \n", - " 1088) 'block17_6_conv[0][0]'] \n", - " \n", - " block17_6_ac (Activation) (None, None, None, 0 ['block17_6[0][0]'] \n", - " 1088) \n", - " \n", - " conv2d_101 (Conv2D) (None, None, None, 139264 ['block17_6_ac[0][0]'] \n", - " 128) \n", - " \n", - " batch_normalization_101 (Batch (None, None, None, 384 ['conv2d_101[0][0]'] \n", - " Normalization) 128) \n", - " \n", - " activation_101 (Activation) (None, None, None, 0 ['batch_normalization_101[0][0]']\n", - " 128) \n", - " \n", - " conv2d_102 (Conv2D) (None, None, None, 143360 ['activation_101[0][0]'] \n", - " 160) \n", - " \n", - " batch_normalization_102 (Batch (None, None, None, 480 ['conv2d_102[0][0]'] \n", - " Normalization) 160) \n", - " \n", - " activation_102 (Activation) (None, None, None, 0 ['batch_normalization_102[0][0]']\n", - " 160) \n", - " \n", - " conv2d_100 (Conv2D) (None, None, None, 208896 ['block17_6_ac[0][0]'] \n", - " 192) \n", - " \n", - " conv2d_103 (Conv2D) (None, None, None, 215040 ['activation_102[0][0]'] \n", - " 192) \n", - " \n", - " batch_normalization_100 (Batch (None, None, None, 576 ['conv2d_100[0][0]'] \n", - " Normalization) 192) \n", - " \n", - " batch_normalization_103 (Batch (None, None, None, 576 ['conv2d_103[0][0]'] \n", - " Normalization) 192) \n", - " \n", - " activation_100 (Activation) (None, None, None, 0 ['batch_normalization_100[0][0]']\n", - " 192) \n", - " \n", - " activation_103 (Activation) (None, None, None, 0 ['batch_normalization_103[0][0]']\n", - " 192) \n", - " \n", - " block17_7_mixed (Concatenate) (None, None, None, 0 ['activation_100[0][0]', \n", - " 384) 'activation_103[0][0]'] \n", - " \n", - " block17_7_conv (Conv2D) (None, None, None, 418880 ['block17_7_mixed[0][0]'] \n", - " 1088) \n", - " \n", - " block17_7 (Lambda) (None, None, None, 0 ['block17_6_ac[0][0]', \n", - " 1088) 'block17_7_conv[0][0]'] \n", - " \n", - " block17_7_ac (Activation) (None, None, None, 0 ['block17_7[0][0]'] \n", - " 1088) \n", - " \n", - " conv2d_105 (Conv2D) (None, None, None, 139264 ['block17_7_ac[0][0]'] \n", - " 128) \n", - " \n", - " batch_normalization_105 (Batch (None, None, None, 384 ['conv2d_105[0][0]'] \n", - " Normalization) 128) \n", - " \n", - " activation_105 (Activation) (None, None, None, 0 ['batch_normalization_105[0][0]']\n", - " 128) \n", - " \n", - " conv2d_106 (Conv2D) (None, None, None, 143360 ['activation_105[0][0]'] \n", - " 160) \n", - " \n", - " batch_normalization_106 (Batch (None, None, None, 480 ['conv2d_106[0][0]'] \n", - " Normalization) 160) \n", - " \n", - " activation_106 (Activation) (None, None, None, 0 ['batch_normalization_106[0][0]']\n", - " 160) \n", - " \n", - " conv2d_104 (Conv2D) (None, None, None, 208896 ['block17_7_ac[0][0]'] \n", - " 192) \n", - " \n", - " conv2d_107 (Conv2D) (None, None, None, 215040 ['activation_106[0][0]'] \n", - " 192) \n", - " \n", - " batch_normalization_104 (Batch (None, None, None, 576 ['conv2d_104[0][0]'] \n", - " Normalization) 192) \n", - " \n", - " batch_normalization_107 (Batch (None, None, None, 576 ['conv2d_107[0][0]'] \n", - " Normalization) 192) \n", - " \n", - " activation_104 (Activation) (None, None, None, 0 ['batch_normalization_104[0][0]']\n", - " 192) \n", - " \n", - " activation_107 (Activation) (None, None, None, 0 ['batch_normalization_107[0][0]']\n", - " 192) \n", - " \n", - " block17_8_mixed (Concatenate) (None, None, None, 0 ['activation_104[0][0]', \n", - " 384) 'activation_107[0][0]'] \n", - " \n", - " block17_8_conv (Conv2D) (None, None, None, 418880 ['block17_8_mixed[0][0]'] \n", - " 1088) \n", - " \n", - " block17_8 (Lambda) (None, None, None, 0 ['block17_7_ac[0][0]', \n", - " 1088) 'block17_8_conv[0][0]'] \n", - " \n", - " block17_8_ac (Activation) (None, None, None, 0 ['block17_8[0][0]'] \n", - " 1088) \n", - " \n", - " conv2d_109 (Conv2D) (None, None, None, 139264 ['block17_8_ac[0][0]'] \n", - " 128) \n", - " \n", - " batch_normalization_109 (Batch (None, None, None, 384 ['conv2d_109[0][0]'] \n", - " Normalization) 128) \n", - " \n", - " activation_109 (Activation) (None, None, None, 0 ['batch_normalization_109[0][0]']\n", - " 128) \n", - " \n", - " conv2d_110 (Conv2D) (None, None, None, 143360 ['activation_109[0][0]'] \n", - " 160) \n", - " \n", - " batch_normalization_110 (Batch (None, None, None, 480 ['conv2d_110[0][0]'] \n", - " Normalization) 160) \n", - " \n", - " activation_110 (Activation) (None, None, None, 0 ['batch_normalization_110[0][0]']\n", - " 160) \n", - " \n", - " conv2d_108 (Conv2D) (None, None, None, 208896 ['block17_8_ac[0][0]'] \n", - " 192) \n", - " \n", - " conv2d_111 (Conv2D) (None, None, None, 215040 ['activation_110[0][0]'] \n", - " 192) \n", - " \n", - " batch_normalization_108 (Batch (None, None, None, 576 ['conv2d_108[0][0]'] \n", - " Normalization) 192) \n", - " \n", - " batch_normalization_111 (Batch (None, None, None, 576 ['conv2d_111[0][0]'] \n", - " Normalization) 192) \n", - " \n", - " activation_108 (Activation) (None, None, None, 0 ['batch_normalization_108[0][0]']\n", - " 192) \n", - " \n", - " activation_111 (Activation) (None, None, None, 0 ['batch_normalization_111[0][0]']\n", - " 192) \n", - " \n", - " block17_9_mixed (Concatenate) (None, None, None, 0 ['activation_108[0][0]', \n", - " 384) 'activation_111[0][0]'] \n", - " \n", - " block17_9_conv (Conv2D) (None, None, None, 418880 ['block17_9_mixed[0][0]'] \n", - " 1088) \n", - " \n", - " block17_9 (Lambda) (None, None, None, 0 ['block17_8_ac[0][0]', \n", - " 1088) 'block17_9_conv[0][0]'] \n", - " \n", - " block17_9_ac (Activation) (None, None, None, 0 ['block17_9[0][0]'] \n", - " 1088) \n", - " \n", - " conv2d_113 (Conv2D) (None, None, None, 139264 ['block17_9_ac[0][0]'] \n", - " 128) \n", - " \n", - " batch_normalization_113 (Batch (None, None, None, 384 ['conv2d_113[0][0]'] \n", - " Normalization) 128) \n", - " \n", - " activation_113 (Activation) (None, None, None, 0 ['batch_normalization_113[0][0]']\n", - " 128) \n", - " \n", - " conv2d_114 (Conv2D) (None, None, None, 143360 ['activation_113[0][0]'] \n", - " 160) \n", - " \n", - " batch_normalization_114 (Batch (None, None, None, 480 ['conv2d_114[0][0]'] \n", - " Normalization) 160) \n", - " \n", - " activation_114 (Activation) (None, None, None, 0 ['batch_normalization_114[0][0]']\n", - " 160) \n", - " \n", - " conv2d_112 (Conv2D) (None, None, None, 208896 ['block17_9_ac[0][0]'] \n", - " 192) \n", - " \n", - " conv2d_115 (Conv2D) (None, None, None, 215040 ['activation_114[0][0]'] \n", - " 192) \n", - " \n", - " batch_normalization_112 (Batch (None, None, None, 576 ['conv2d_112[0][0]'] \n", - " Normalization) 192) \n", - " \n", - " batch_normalization_115 (Batch (None, None, None, 576 ['conv2d_115[0][0]'] \n", - " Normalization) 192) \n", - " \n", - " activation_112 (Activation) (None, None, None, 0 ['batch_normalization_112[0][0]']\n", - " 192) \n", - " \n", - " activation_115 (Activation) (None, None, None, 0 ['batch_normalization_115[0][0]']\n", - " 192) \n", - " \n", - " block17_10_mixed (Concatenate) (None, None, None, 0 ['activation_112[0][0]', \n", - " 384) 'activation_115[0][0]'] \n", - " \n", - " block17_10_conv (Conv2D) (None, None, None, 418880 ['block17_10_mixed[0][0]'] \n", - " 1088) \n", - " \n", - " block17_10 (Lambda) (None, None, None, 0 ['block17_9_ac[0][0]', \n", - " 1088) 'block17_10_conv[0][0]'] \n", - " \n", - " block17_10_ac (Activation) (None, None, None, 0 ['block17_10[0][0]'] \n", - " 1088) \n", - " \n", - " conv2d_117 (Conv2D) (None, None, None, 139264 ['block17_10_ac[0][0]'] \n", - " 128) \n", - " \n", - " batch_normalization_117 (Batch (None, None, None, 384 ['conv2d_117[0][0]'] \n", - " Normalization) 128) \n", - " \n", - " activation_117 (Activation) (None, None, None, 0 ['batch_normalization_117[0][0]']\n", - " 128) \n", - " \n", - " conv2d_118 (Conv2D) (None, None, None, 143360 ['activation_117[0][0]'] \n", - " 160) \n", - " \n", - " batch_normalization_118 (Batch (None, None, None, 480 ['conv2d_118[0][0]'] \n", - " Normalization) 160) \n", - " \n", - " activation_118 (Activation) (None, None, None, 0 ['batch_normalization_118[0][0]']\n", - " 160) \n", - " \n", - " conv2d_116 (Conv2D) (None, None, None, 208896 ['block17_10_ac[0][0]'] \n", - " 192) \n", - " \n", - " conv2d_119 (Conv2D) (None, None, None, 215040 ['activation_118[0][0]'] \n", - " 192) \n", - " \n", - " batch_normalization_116 (Batch (None, None, None, 576 ['conv2d_116[0][0]'] \n", - " Normalization) 192) \n", - " \n", - " batch_normalization_119 (Batch (None, None, None, 576 ['conv2d_119[0][0]'] \n", - " Normalization) 192) \n", - " \n", - " activation_116 (Activation) (None, None, None, 0 ['batch_normalization_116[0][0]']\n", - " 192) \n", - " \n", - " activation_119 (Activation) (None, None, None, 0 ['batch_normalization_119[0][0]']\n", - " 192) \n", - " \n", - " block17_11_mixed (Concatenate) (None, None, None, 0 ['activation_116[0][0]', \n", - " 384) 'activation_119[0][0]'] \n", - " \n", - " block17_11_conv (Conv2D) (None, None, None, 418880 ['block17_11_mixed[0][0]'] \n", - " 1088) \n", - " \n", - " block17_11 (Lambda) (None, None, None, 0 ['block17_10_ac[0][0]', \n", - " 1088) 'block17_11_conv[0][0]'] \n", - " \n", - " block17_11_ac (Activation) (None, None, None, 0 ['block17_11[0][0]'] \n", - " 1088) \n", - " \n", - " conv2d_121 (Conv2D) (None, None, None, 139264 ['block17_11_ac[0][0]'] \n", - " 128) \n", - " \n", - " batch_normalization_121 (Batch (None, None, None, 384 ['conv2d_121[0][0]'] \n", - " Normalization) 128) \n", - " \n", - " activation_121 (Activation) (None, None, None, 0 ['batch_normalization_121[0][0]']\n", - " 128) \n", - " \n", - " conv2d_122 (Conv2D) (None, None, None, 143360 ['activation_121[0][0]'] \n", - " 160) \n", - " \n", - " batch_normalization_122 (Batch (None, None, None, 480 ['conv2d_122[0][0]'] \n", - " Normalization) 160) \n", - " \n", - " activation_122 (Activation) (None, None, None, 0 ['batch_normalization_122[0][0]']\n", - " 160) \n", - " \n", - " conv2d_120 (Conv2D) (None, None, None, 208896 ['block17_11_ac[0][0]'] \n", - " 192) \n", - " \n", - " conv2d_123 (Conv2D) (None, None, None, 215040 ['activation_122[0][0]'] \n", - " 192) \n", - " \n", - " batch_normalization_120 (Batch (None, None, None, 576 ['conv2d_120[0][0]'] \n", - " Normalization) 192) \n", - " \n", - " batch_normalization_123 (Batch (None, None, None, 576 ['conv2d_123[0][0]'] \n", - " Normalization) 192) \n", - " \n", - " activation_120 (Activation) (None, None, None, 0 ['batch_normalization_120[0][0]']\n", - " 192) \n", - " \n", - " activation_123 (Activation) (None, None, None, 0 ['batch_normalization_123[0][0]']\n", - " 192) \n", - " \n", - " block17_12_mixed (Concatenate) (None, None, None, 0 ['activation_120[0][0]', \n", - " 384) 'activation_123[0][0]'] \n", - " \n", - " block17_12_conv (Conv2D) (None, None, None, 418880 ['block17_12_mixed[0][0]'] \n", - " 1088) \n", - " \n", - " block17_12 (Lambda) (None, None, None, 0 ['block17_11_ac[0][0]', \n", - " 1088) 'block17_12_conv[0][0]'] \n", - " \n", - " block17_12_ac (Activation) (None, None, None, 0 ['block17_12[0][0]'] \n", - " 1088) \n", - " \n", - " conv2d_125 (Conv2D) (None, None, None, 139264 ['block17_12_ac[0][0]'] \n", - " 128) \n", - " \n", - " batch_normalization_125 (Batch (None, None, None, 384 ['conv2d_125[0][0]'] \n", - " Normalization) 128) \n", - " \n", - " activation_125 (Activation) (None, None, None, 0 ['batch_normalization_125[0][0]']\n", - " 128) \n", - " \n", - " conv2d_126 (Conv2D) (None, None, None, 143360 ['activation_125[0][0]'] \n", - " 160) \n", - " \n", - " batch_normalization_126 (Batch (None, None, None, 480 ['conv2d_126[0][0]'] \n", - " Normalization) 160) \n", - " \n", - " activation_126 (Activation) (None, None, None, 0 ['batch_normalization_126[0][0]']\n", - " 160) \n", - " \n", - " conv2d_124 (Conv2D) (None, None, None, 208896 ['block17_12_ac[0][0]'] \n", - " 192) \n", - " \n", - " conv2d_127 (Conv2D) (None, None, None, 215040 ['activation_126[0][0]'] \n", - " 192) \n", - " \n", - " batch_normalization_124 (Batch (None, None, None, 576 ['conv2d_124[0][0]'] \n", - " Normalization) 192) \n", - " \n", - " batch_normalization_127 (Batch (None, None, None, 576 ['conv2d_127[0][0]'] \n", - " Normalization) 192) \n", - " \n", - " activation_124 (Activation) (None, None, None, 0 ['batch_normalization_124[0][0]']\n", - " 192) \n", - " \n", - " activation_127 (Activation) (None, None, None, 0 ['batch_normalization_127[0][0]']\n", - " 192) \n", - " \n", - " block17_13_mixed (Concatenate) (None, None, None, 0 ['activation_124[0][0]', \n", - " 384) 'activation_127[0][0]'] \n", - " \n", - " block17_13_conv (Conv2D) (None, None, None, 418880 ['block17_13_mixed[0][0]'] \n", - " 1088) \n", - " \n", - " block17_13 (Lambda) (None, None, None, 0 ['block17_12_ac[0][0]', \n", - " 1088) 'block17_13_conv[0][0]'] \n", - " \n", - " block17_13_ac (Activation) (None, None, None, 0 ['block17_13[0][0]'] \n", - " 1088) \n", - " \n", - " conv2d_129 (Conv2D) (None, None, None, 139264 ['block17_13_ac[0][0]'] \n", - " 128) \n", - " \n", - " batch_normalization_129 (Batch (None, None, None, 384 ['conv2d_129[0][0]'] \n", - " Normalization) 128) \n", - " \n", - " activation_129 (Activation) (None, None, None, 0 ['batch_normalization_129[0][0]']\n", - " 128) \n", - " \n", - " conv2d_130 (Conv2D) (None, None, None, 143360 ['activation_129[0][0]'] \n", - " 160) \n", - " \n", - " batch_normalization_130 (Batch (None, None, None, 480 ['conv2d_130[0][0]'] \n", - " Normalization) 160) \n", - " \n", - " activation_130 (Activation) (None, None, None, 0 ['batch_normalization_130[0][0]']\n", - " 160) \n", - " \n", - " conv2d_128 (Conv2D) (None, None, None, 208896 ['block17_13_ac[0][0]'] \n", - " 192) \n", - " \n", - " conv2d_131 (Conv2D) (None, None, None, 215040 ['activation_130[0][0]'] \n", - " 192) \n", - " \n", - " batch_normalization_128 (Batch (None, None, None, 576 ['conv2d_128[0][0]'] \n", - " Normalization) 192) \n", - " \n", - " batch_normalization_131 (Batch (None, None, None, 576 ['conv2d_131[0][0]'] \n", - " Normalization) 192) \n", - " \n", - " activation_128 (Activation) (None, None, None, 0 ['batch_normalization_128[0][0]']\n", - " 192) \n", - " \n", - " activation_131 (Activation) (None, None, None, 0 ['batch_normalization_131[0][0]']\n", - " 192) \n", - " \n", - " block17_14_mixed (Concatenate) (None, None, None, 0 ['activation_128[0][0]', \n", - " 384) 'activation_131[0][0]'] \n", - " \n", - " block17_14_conv (Conv2D) (None, None, None, 418880 ['block17_14_mixed[0][0]'] \n", - " 1088) \n", - " \n", - " block17_14 (Lambda) (None, None, None, 0 ['block17_13_ac[0][0]', \n", - " 1088) 'block17_14_conv[0][0]'] \n", - " \n", - " block17_14_ac (Activation) (None, None, None, 0 ['block17_14[0][0]'] \n", - " 1088) \n", - " \n", - " conv2d_133 (Conv2D) (None, None, None, 139264 ['block17_14_ac[0][0]'] \n", - " 128) \n", - " \n", - " batch_normalization_133 (Batch (None, None, None, 384 ['conv2d_133[0][0]'] \n", - " Normalization) 128) \n", - " \n", - " activation_133 (Activation) (None, None, None, 0 ['batch_normalization_133[0][0]']\n", - " 128) \n", - " \n", - " conv2d_134 (Conv2D) (None, None, None, 143360 ['activation_133[0][0]'] \n", - " 160) \n", - " \n", - " batch_normalization_134 (Batch (None, None, None, 480 ['conv2d_134[0][0]'] \n", - " Normalization) 160) \n", - " \n", - " activation_134 (Activation) (None, None, None, 0 ['batch_normalization_134[0][0]']\n", - " 160) \n", - " \n", - " conv2d_132 (Conv2D) (None, None, None, 208896 ['block17_14_ac[0][0]'] \n", - " 192) \n", - " \n", - " conv2d_135 (Conv2D) (None, None, None, 215040 ['activation_134[0][0]'] \n", - " 192) \n", - " \n", - " batch_normalization_132 (Batch (None, None, None, 576 ['conv2d_132[0][0]'] \n", - " Normalization) 192) \n", - " \n", - " batch_normalization_135 (Batch (None, None, None, 576 ['conv2d_135[0][0]'] \n", - " Normalization) 192) \n", - " \n", - " activation_132 (Activation) (None, None, None, 0 ['batch_normalization_132[0][0]']\n", - " 192) \n", - " \n", - " activation_135 (Activation) (None, None, None, 0 ['batch_normalization_135[0][0]']\n", - " 192) \n", - " \n", - " block17_15_mixed (Concatenate) (None, None, None, 0 ['activation_132[0][0]', \n", - " 384) 'activation_135[0][0]'] \n", - " \n", - " block17_15_conv (Conv2D) (None, None, None, 418880 ['block17_15_mixed[0][0]'] \n", - " 1088) \n", - " \n", - " block17_15 (Lambda) (None, None, None, 0 ['block17_14_ac[0][0]', \n", - " 1088) 'block17_15_conv[0][0]'] \n", - " \n", - " block17_15_ac (Activation) (None, None, None, 0 ['block17_15[0][0]'] \n", - " 1088) \n", - " \n", - " conv2d_137 (Conv2D) (None, None, None, 139264 ['block17_15_ac[0][0]'] \n", - " 128) \n", - " \n", - " batch_normalization_137 (Batch (None, None, None, 384 ['conv2d_137[0][0]'] \n", - " Normalization) 128) \n", - " \n", - " activation_137 (Activation) (None, None, None, 0 ['batch_normalization_137[0][0]']\n", - " 128) \n", - " \n", - " conv2d_138 (Conv2D) (None, None, None, 143360 ['activation_137[0][0]'] \n", - " 160) \n", - " \n", - " batch_normalization_138 (Batch (None, None, None, 480 ['conv2d_138[0][0]'] \n", - " Normalization) 160) \n", - " \n", - " activation_138 (Activation) (None, None, None, 0 ['batch_normalization_138[0][0]']\n", - " 160) \n", - " \n", - " conv2d_136 (Conv2D) (None, None, None, 208896 ['block17_15_ac[0][0]'] \n", - " 192) \n", - " \n", - " conv2d_139 (Conv2D) (None, None, None, 215040 ['activation_138[0][0]'] \n", - " 192) \n", - " \n", - " batch_normalization_136 (Batch (None, None, None, 576 ['conv2d_136[0][0]'] \n", - " Normalization) 192) \n", - " \n", - " batch_normalization_139 (Batch (None, None, None, 576 ['conv2d_139[0][0]'] \n", - " Normalization) 192) \n", - " \n", - " activation_136 (Activation) (None, None, None, 0 ['batch_normalization_136[0][0]']\n", - " 192) \n", - " \n", - " activation_139 (Activation) (None, None, None, 0 ['batch_normalization_139[0][0]']\n", - " 192) \n", - " \n", - " block17_16_mixed (Concatenate) (None, None, None, 0 ['activation_136[0][0]', \n", - " 384) 'activation_139[0][0]'] \n", - " \n", - " block17_16_conv (Conv2D) (None, None, None, 418880 ['block17_16_mixed[0][0]'] \n", - " 1088) \n", - " \n", - " block17_16 (Lambda) (None, None, None, 0 ['block17_15_ac[0][0]', \n", - " 1088) 'block17_16_conv[0][0]'] \n", - " \n", - " block17_16_ac (Activation) (None, None, None, 0 ['block17_16[0][0]'] \n", - " 1088) \n", - " \n", - " conv2d_141 (Conv2D) (None, None, None, 139264 ['block17_16_ac[0][0]'] \n", - " 128) \n", - " \n", - " batch_normalization_141 (Batch (None, None, None, 384 ['conv2d_141[0][0]'] \n", - " Normalization) 128) \n", - " \n", - " activation_141 (Activation) (None, None, None, 0 ['batch_normalization_141[0][0]']\n", - " 128) \n", - " \n", - " conv2d_142 (Conv2D) (None, None, None, 143360 ['activation_141[0][0]'] \n", - " 160) \n", - " \n", - " batch_normalization_142 (Batch (None, None, None, 480 ['conv2d_142[0][0]'] \n", - " Normalization) 160) \n", - " \n", - " activation_142 (Activation) (None, None, None, 0 ['batch_normalization_142[0][0]']\n", - " 160) \n", - " \n", - " conv2d_140 (Conv2D) (None, None, None, 208896 ['block17_16_ac[0][0]'] \n", - " 192) \n", - " \n", - " conv2d_143 (Conv2D) (None, None, None, 215040 ['activation_142[0][0]'] \n", - " 192) \n", - " \n", - " batch_normalization_140 (Batch (None, None, None, 576 ['conv2d_140[0][0]'] \n", - " Normalization) 192) \n", - " \n", - " batch_normalization_143 (Batch (None, None, None, 576 ['conv2d_143[0][0]'] \n", - " Normalization) 192) \n", - " \n", - " activation_140 (Activation) (None, None, None, 0 ['batch_normalization_140[0][0]']\n", - " 192) \n", - " \n", - " activation_143 (Activation) (None, None, None, 0 ['batch_normalization_143[0][0]']\n", - " 192) \n", - " \n", - " block17_17_mixed (Concatenate) (None, None, None, 0 ['activation_140[0][0]', \n", - " 384) 'activation_143[0][0]'] \n", - " \n", - " block17_17_conv (Conv2D) (None, None, None, 418880 ['block17_17_mixed[0][0]'] \n", - " 1088) \n", - " \n", - " block17_17 (Lambda) (None, None, None, 0 ['block17_16_ac[0][0]', \n", - " 1088) 'block17_17_conv[0][0]'] \n", - " \n", - " block17_17_ac (Activation) (None, None, None, 0 ['block17_17[0][0]'] \n", - " 1088) \n", - " \n", - " conv2d_145 (Conv2D) (None, None, None, 139264 ['block17_17_ac[0][0]'] \n", - " 128) \n", - " \n", - " batch_normalization_145 (Batch (None, None, None, 384 ['conv2d_145[0][0]'] \n", - " Normalization) 128) \n", - " \n", - " activation_145 (Activation) (None, None, None, 0 ['batch_normalization_145[0][0]']\n", - " 128) \n", - " \n", - " conv2d_146 (Conv2D) (None, None, None, 143360 ['activation_145[0][0]'] \n", - " 160) \n", - " \n", - " batch_normalization_146 (Batch (None, None, None, 480 ['conv2d_146[0][0]'] \n", - " Normalization) 160) \n", - " \n", - " activation_146 (Activation) (None, None, None, 0 ['batch_normalization_146[0][0]']\n", - " 160) \n", - " \n", - " conv2d_144 (Conv2D) (None, None, None, 208896 ['block17_17_ac[0][0]'] \n", - " 192) \n", - " \n", - " conv2d_147 (Conv2D) (None, None, None, 215040 ['activation_146[0][0]'] \n", - " 192) \n", - " \n", - " batch_normalization_144 (Batch (None, None, None, 576 ['conv2d_144[0][0]'] \n", - " Normalization) 192) \n", - " \n", - " batch_normalization_147 (Batch (None, None, None, 576 ['conv2d_147[0][0]'] \n", - " Normalization) 192) \n", - " \n", - " activation_144 (Activation) (None, None, None, 0 ['batch_normalization_144[0][0]']\n", - " 192) \n", - " \n", - " activation_147 (Activation) (None, None, None, 0 ['batch_normalization_147[0][0]']\n", - " 192) \n", - " \n", - " block17_18_mixed (Concatenate) (None, None, None, 0 ['activation_144[0][0]', \n", - " 384) 'activation_147[0][0]'] \n", - " \n", - " block17_18_conv (Conv2D) (None, None, None, 418880 ['block17_18_mixed[0][0]'] \n", - " 1088) \n", - " \n", - " block17_18 (Lambda) (None, None, None, 0 ['block17_17_ac[0][0]', \n", - " 1088) 'block17_18_conv[0][0]'] \n", - " \n", - " block17_18_ac (Activation) (None, None, None, 0 ['block17_18[0][0]'] \n", - " 1088) \n", - " \n", - " conv2d_149 (Conv2D) (None, None, None, 139264 ['block17_18_ac[0][0]'] \n", - " 128) \n", - " \n", - " batch_normalization_149 (Batch (None, None, None, 384 ['conv2d_149[0][0]'] \n", - " Normalization) 128) \n", - " \n", - " activation_149 (Activation) (None, None, None, 0 ['batch_normalization_149[0][0]']\n", - " 128) \n", - " \n", - " conv2d_150 (Conv2D) (None, None, None, 143360 ['activation_149[0][0]'] \n", - " 160) \n", - " \n", - " batch_normalization_150 (Batch (None, None, None, 480 ['conv2d_150[0][0]'] \n", - " Normalization) 160) \n", - " \n", - " activation_150 (Activation) (None, None, None, 0 ['batch_normalization_150[0][0]']\n", - " 160) \n", - " \n", - " conv2d_148 (Conv2D) (None, None, None, 208896 ['block17_18_ac[0][0]'] \n", - " 192) \n", - " \n", - " conv2d_151 (Conv2D) (None, None, None, 215040 ['activation_150[0][0]'] \n", - " 192) \n", - " \n", - " batch_normalization_148 (Batch (None, None, None, 576 ['conv2d_148[0][0]'] \n", - " Normalization) 192) \n", - " \n", - " batch_normalization_151 (Batch (None, None, None, 576 ['conv2d_151[0][0]'] \n", - " Normalization) 192) \n", - " \n", - " activation_148 (Activation) (None, None, None, 0 ['batch_normalization_148[0][0]']\n", - " 192) \n", - " \n", - " activation_151 (Activation) (None, None, None, 0 ['batch_normalization_151[0][0]']\n", - " 192) \n", - " \n", - " block17_19_mixed (Concatenate) (None, None, None, 0 ['activation_148[0][0]', \n", - " 384) 'activation_151[0][0]'] \n", - " \n", - " block17_19_conv (Conv2D) (None, None, None, 418880 ['block17_19_mixed[0][0]'] \n", - " 1088) \n", - " \n", - " block17_19 (Lambda) (None, None, None, 0 ['block17_18_ac[0][0]', \n", - " 1088) 'block17_19_conv[0][0]'] \n", - " \n", - " block17_19_ac (Activation) (None, None, None, 0 ['block17_19[0][0]'] \n", - " 1088) \n", - " \n", - " conv2d_153 (Conv2D) (None, None, None, 139264 ['block17_19_ac[0][0]'] \n", - " 128) \n", - " \n", - " batch_normalization_153 (Batch (None, None, None, 384 ['conv2d_153[0][0]'] \n", - " Normalization) 128) \n", - " \n", - " activation_153 (Activation) (None, None, None, 0 ['batch_normalization_153[0][0]']\n", - " 128) \n", - " \n", - " conv2d_154 (Conv2D) (None, None, None, 143360 ['activation_153[0][0]'] \n", - " 160) \n", - " \n", - " batch_normalization_154 (Batch (None, None, None, 480 ['conv2d_154[0][0]'] \n", - " Normalization) 160) \n", - " \n", - " activation_154 (Activation) (None, None, None, 0 ['batch_normalization_154[0][0]']\n", - " 160) \n", - " \n", - " conv2d_152 (Conv2D) (None, None, None, 208896 ['block17_19_ac[0][0]'] \n", - " 192) \n", - " \n", - " conv2d_155 (Conv2D) (None, None, None, 215040 ['activation_154[0][0]'] \n", - " 192) \n", - " \n", - " batch_normalization_152 (Batch (None, None, None, 576 ['conv2d_152[0][0]'] \n", - " Normalization) 192) \n", - " \n", - " batch_normalization_155 (Batch (None, None, None, 576 ['conv2d_155[0][0]'] \n", - " Normalization) 192) \n", - " \n", - " activation_152 (Activation) (None, None, None, 0 ['batch_normalization_152[0][0]']\n", - " 192) \n", - " \n", - " activation_155 (Activation) (None, None, None, 0 ['batch_normalization_155[0][0]']\n", - " 192) \n", - " \n", - " block17_20_mixed (Concatenate) (None, None, None, 0 ['activation_152[0][0]', \n", - " 384) 'activation_155[0][0]'] \n", - " \n", - " block17_20_conv (Conv2D) (None, None, None, 418880 ['block17_20_mixed[0][0]'] \n", - " 1088) \n", - " \n", - " block17_20 (Lambda) (None, None, None, 0 ['block17_19_ac[0][0]', \n", - " 1088) 'block17_20_conv[0][0]'] \n", - " \n", - " block17_20_ac (Activation) (None, None, None, 0 ['block17_20[0][0]'] \n", - " 1088) \n", - " \n", - " conv2d_160 (Conv2D) (None, None, None, 278528 ['block17_20_ac[0][0]'] \n", - " 256) \n", - " \n", - " batch_normalization_160 (Batch (None, None, None, 768 ['conv2d_160[0][0]'] \n", - " Normalization) 256) \n", - " \n", - " activation_160 (Activation) (None, None, None, 0 ['batch_normalization_160[0][0]']\n", - " 256) \n", - " \n", - " conv2d_156 (Conv2D) (None, None, None, 278528 ['block17_20_ac[0][0]'] \n", - " 256) \n", - " \n", - " conv2d_158 (Conv2D) (None, None, None, 278528 ['block17_20_ac[0][0]'] \n", - " 256) \n", - " \n", - " conv2d_161 (Conv2D) (None, None, None, 663552 ['activation_160[0][0]'] \n", - " 288) \n", - " \n", - " batch_normalization_156 (Batch (None, None, None, 768 ['conv2d_156[0][0]'] \n", - " Normalization) 256) \n", - " \n", - " batch_normalization_158 (Batch (None, None, None, 768 ['conv2d_158[0][0]'] \n", - " Normalization) 256) \n", - " \n", - " batch_normalization_161 (Batch (None, None, None, 864 ['conv2d_161[0][0]'] \n", - " Normalization) 288) \n", - " \n", - " activation_156 (Activation) (None, None, None, 0 ['batch_normalization_156[0][0]']\n", - " 256) \n", - " \n", - " activation_158 (Activation) (None, None, None, 0 ['batch_normalization_158[0][0]']\n", - " 256) \n", - " \n", - " activation_161 (Activation) (None, None, None, 0 ['batch_normalization_161[0][0]']\n", - " 288) \n", - " \n", - " conv2d_157 (Conv2D) (None, None, None, 884736 ['activation_156[0][0]'] \n", - " 384) \n", - " \n", - " conv2d_159 (Conv2D) (None, None, None, 663552 ['activation_158[0][0]'] \n", - " 288) \n", - " \n", - " conv2d_162 (Conv2D) (None, None, None, 829440 ['activation_161[0][0]'] \n", - " 320) \n", - " \n", - " batch_normalization_157 (Batch (None, None, None, 1152 ['conv2d_157[0][0]'] \n", - " Normalization) 384) \n", - " \n", - " batch_normalization_159 (Batch (None, None, None, 864 ['conv2d_159[0][0]'] \n", - " Normalization) 288) \n", - " \n", - " batch_normalization_162 (Batch (None, None, None, 960 ['conv2d_162[0][0]'] \n", - " Normalization) 320) \n", - " \n", - " activation_157 (Activation) (None, None, None, 0 ['batch_normalization_157[0][0]']\n", - " 384) \n", - " \n", - " activation_159 (Activation) (None, None, None, 0 ['batch_normalization_159[0][0]']\n", - " 288) \n", - " \n", - " activation_162 (Activation) (None, None, None, 0 ['batch_normalization_162[0][0]']\n", - " 320) \n", - " \n", - " max_pooling2d_3 (MaxPooling2D) (None, None, None, 0 ['block17_20_ac[0][0]'] \n", - " 1088) \n", - " \n", - " mixed_7a (Concatenate) (None, None, None, 0 ['activation_157[0][0]', \n", - " 2080) 'activation_159[0][0]', \n", - " 'activation_162[0][0]', \n", - " 'max_pooling2d_3[0][0]'] \n", - " \n", - " conv2d_164 (Conv2D) (None, None, None, 399360 ['mixed_7a[0][0]'] \n", - " 192) \n", - " \n", - " batch_normalization_164 (Batch (None, None, None, 576 ['conv2d_164[0][0]'] \n", - " Normalization) 192) \n", - " \n", - " activation_164 (Activation) (None, None, None, 0 ['batch_normalization_164[0][0]']\n", - " 192) \n", - " \n", - " conv2d_165 (Conv2D) (None, None, None, 129024 ['activation_164[0][0]'] \n", - " 224) \n", - " \n", - " batch_normalization_165 (Batch (None, None, None, 672 ['conv2d_165[0][0]'] \n", - " Normalization) 224) \n", - " \n", - " activation_165 (Activation) (None, None, None, 0 ['batch_normalization_165[0][0]']\n", - " 224) \n", - " \n", - " conv2d_163 (Conv2D) (None, None, None, 399360 ['mixed_7a[0][0]'] \n", - " 192) \n", - " \n", - " conv2d_166 (Conv2D) (None, None, None, 172032 ['activation_165[0][0]'] \n", - " 256) \n", - " \n", - " batch_normalization_163 (Batch (None, None, None, 576 ['conv2d_163[0][0]'] \n", - " Normalization) 192) \n", - " \n", - " batch_normalization_166 (Batch (None, None, None, 768 ['conv2d_166[0][0]'] \n", - " Normalization) 256) \n", - " \n", - " activation_163 (Activation) (None, None, None, 0 ['batch_normalization_163[0][0]']\n", - " 192) \n", - " \n", - " activation_166 (Activation) (None, None, None, 0 ['batch_normalization_166[0][0]']\n", - " 256) \n", - " \n", - " block8_1_mixed (Concatenate) (None, None, None, 0 ['activation_163[0][0]', \n", - " 448) 'activation_166[0][0]'] \n", - " \n", - " block8_1_conv (Conv2D) (None, None, None, 933920 ['block8_1_mixed[0][0]'] \n", - " 2080) \n", - " \n", - " block8_1 (Lambda) (None, None, None, 0 ['mixed_7a[0][0]', \n", - " 2080) 'block8_1_conv[0][0]'] \n", - " \n", - " block8_1_ac (Activation) (None, None, None, 0 ['block8_1[0][0]'] \n", - " 2080) \n", - " \n", - " conv2d_168 (Conv2D) (None, None, None, 399360 ['block8_1_ac[0][0]'] \n", - " 192) \n", - " \n", - " batch_normalization_168 (Batch (None, None, None, 576 ['conv2d_168[0][0]'] \n", - " Normalization) 192) \n", - " \n", - " activation_168 (Activation) (None, None, None, 0 ['batch_normalization_168[0][0]']\n", - " 192) \n", - " \n", - " conv2d_169 (Conv2D) (None, None, None, 129024 ['activation_168[0][0]'] \n", - " 224) \n", - " \n", - " batch_normalization_169 (Batch (None, None, None, 672 ['conv2d_169[0][0]'] \n", - " Normalization) 224) \n", - " \n", - " activation_169 (Activation) (None, None, None, 0 ['batch_normalization_169[0][0]']\n", - " 224) \n", - " \n", - " conv2d_167 (Conv2D) (None, None, None, 399360 ['block8_1_ac[0][0]'] \n", - " 192) \n", - " \n", - " conv2d_170 (Conv2D) (None, None, None, 172032 ['activation_169[0][0]'] \n", - " 256) \n", - " \n", - " batch_normalization_167 (Batch (None, None, None, 576 ['conv2d_167[0][0]'] \n", - " Normalization) 192) \n", - " \n", - " batch_normalization_170 (Batch (None, None, None, 768 ['conv2d_170[0][0]'] \n", - " Normalization) 256) \n", - " \n", - " activation_167 (Activation) (None, None, None, 0 ['batch_normalization_167[0][0]']\n", - " 192) \n", - " \n", - " activation_170 (Activation) (None, None, None, 0 ['batch_normalization_170[0][0]']\n", - " 256) \n", - " \n", - " block8_2_mixed (Concatenate) (None, None, None, 0 ['activation_167[0][0]', \n", - " 448) 'activation_170[0][0]'] \n", - " \n", - " block8_2_conv (Conv2D) (None, None, None, 933920 ['block8_2_mixed[0][0]'] \n", - " 2080) \n", - " \n", - " block8_2 (Lambda) (None, None, None, 0 ['block8_1_ac[0][0]', \n", - " 2080) 'block8_2_conv[0][0]'] \n", - " \n", - " block8_2_ac (Activation) (None, None, None, 0 ['block8_2[0][0]'] \n", - " 2080) \n", - " \n", - " conv2d_172 (Conv2D) (None, None, None, 399360 ['block8_2_ac[0][0]'] \n", - " 192) \n", - " \n", - " batch_normalization_172 (Batch (None, None, None, 576 ['conv2d_172[0][0]'] \n", - " Normalization) 192) \n", - " \n", - " activation_172 (Activation) (None, None, None, 0 ['batch_normalization_172[0][0]']\n", - " 192) \n", - " \n", - " conv2d_173 (Conv2D) (None, None, None, 129024 ['activation_172[0][0]'] \n", - " 224) \n", - " \n", - " batch_normalization_173 (Batch (None, None, None, 672 ['conv2d_173[0][0]'] \n", - " Normalization) 224) \n", - " \n", - " activation_173 (Activation) (None, None, None, 0 ['batch_normalization_173[0][0]']\n", - " 224) \n", - " \n", - " conv2d_171 (Conv2D) (None, None, None, 399360 ['block8_2_ac[0][0]'] \n", - " 192) \n", - " \n", - " conv2d_174 (Conv2D) (None, None, None, 172032 ['activation_173[0][0]'] \n", - " 256) \n", - " \n", - " batch_normalization_171 (Batch (None, None, None, 576 ['conv2d_171[0][0]'] \n", - " Normalization) 192) \n", - " \n", - " batch_normalization_174 (Batch (None, None, None, 768 ['conv2d_174[0][0]'] \n", - " Normalization) 256) \n", - " \n", - " activation_171 (Activation) (None, None, None, 0 ['batch_normalization_171[0][0]']\n", - " 192) \n", - " \n", - " activation_174 (Activation) (None, None, None, 0 ['batch_normalization_174[0][0]']\n", - " 256) \n", - " \n", - " block8_3_mixed (Concatenate) (None, None, None, 0 ['activation_171[0][0]', \n", - " 448) 'activation_174[0][0]'] \n", - " \n", - " block8_3_conv (Conv2D) (None, None, None, 933920 ['block8_3_mixed[0][0]'] \n", - " 2080) \n", - " \n", - " block8_3 (Lambda) (None, None, None, 0 ['block8_2_ac[0][0]', \n", - " 2080) 'block8_3_conv[0][0]'] \n", - " \n", - " block8_3_ac (Activation) (None, None, None, 0 ['block8_3[0][0]'] \n", - " 2080) \n", - " \n", - " conv2d_176 (Conv2D) (None, None, None, 399360 ['block8_3_ac[0][0]'] \n", - " 192) \n", - " \n", - " batch_normalization_176 (Batch (None, None, None, 576 ['conv2d_176[0][0]'] \n", - " Normalization) 192) \n", - " \n", - " activation_176 (Activation) (None, None, None, 0 ['batch_normalization_176[0][0]']\n", - " 192) \n", - " \n", - " conv2d_177 (Conv2D) (None, None, None, 129024 ['activation_176[0][0]'] \n", - " 224) \n", - " \n", - " batch_normalization_177 (Batch (None, None, None, 672 ['conv2d_177[0][0]'] \n", - " Normalization) 224) \n", - " \n", - " activation_177 (Activation) (None, None, None, 0 ['batch_normalization_177[0][0]']\n", - " 224) \n", - " \n", - " conv2d_175 (Conv2D) (None, None, None, 399360 ['block8_3_ac[0][0]'] \n", - " 192) \n", - " \n", - " conv2d_178 (Conv2D) (None, None, None, 172032 ['activation_177[0][0]'] \n", - " 256) \n", - " \n", - " batch_normalization_175 (Batch (None, None, None, 576 ['conv2d_175[0][0]'] \n", - " Normalization) 192) \n", - " \n", - " batch_normalization_178 (Batch (None, None, None, 768 ['conv2d_178[0][0]'] \n", - " Normalization) 256) \n", - " \n", - " activation_175 (Activation) (None, None, None, 0 ['batch_normalization_175[0][0]']\n", - " 192) \n", - " \n", - " activation_178 (Activation) (None, None, None, 0 ['batch_normalization_178[0][0]']\n", - " 256) \n", - " \n", - " block8_4_mixed (Concatenate) (None, None, None, 0 ['activation_175[0][0]', \n", - " 448) 'activation_178[0][0]'] \n", - " \n", - " block8_4_conv (Conv2D) (None, None, None, 933920 ['block8_4_mixed[0][0]'] \n", - " 2080) \n", - " \n", - " block8_4 (Lambda) (None, None, None, 0 ['block8_3_ac[0][0]', \n", - " 2080) 'block8_4_conv[0][0]'] \n", - " \n", - " block8_4_ac (Activation) (None, None, None, 0 ['block8_4[0][0]'] \n", - " 2080) \n", - " \n", - " conv2d_180 (Conv2D) (None, None, None, 399360 ['block8_4_ac[0][0]'] \n", - " 192) \n", - " \n", - " batch_normalization_180 (Batch (None, None, None, 576 ['conv2d_180[0][0]'] \n", - " Normalization) 192) \n", - " \n", - " activation_180 (Activation) (None, None, None, 0 ['batch_normalization_180[0][0]']\n", - " 192) \n", - " \n", - " conv2d_181 (Conv2D) (None, None, None, 129024 ['activation_180[0][0]'] \n", - " 224) \n", - " \n", - " batch_normalization_181 (Batch (None, None, None, 672 ['conv2d_181[0][0]'] \n", - " Normalization) 224) \n", - " \n", - " activation_181 (Activation) (None, None, None, 0 ['batch_normalization_181[0][0]']\n", - " 224) \n", - " \n", - " conv2d_179 (Conv2D) (None, None, None, 399360 ['block8_4_ac[0][0]'] \n", - " 192) \n", - " \n", - " conv2d_182 (Conv2D) (None, None, None, 172032 ['activation_181[0][0]'] \n", - " 256) \n", - " \n", - " batch_normalization_179 (Batch (None, None, None, 576 ['conv2d_179[0][0]'] \n", - " Normalization) 192) \n", - " \n", - " batch_normalization_182 (Batch (None, None, None, 768 ['conv2d_182[0][0]'] \n", - " Normalization) 256) \n", - " \n", - " activation_179 (Activation) (None, None, None, 0 ['batch_normalization_179[0][0]']\n", - " 192) \n", - " \n", - " activation_182 (Activation) (None, None, None, 0 ['batch_normalization_182[0][0]']\n", - " 256) \n", - " \n", - " block8_5_mixed (Concatenate) (None, None, None, 0 ['activation_179[0][0]', \n", - " 448) 'activation_182[0][0]'] \n", - " \n", - " block8_5_conv (Conv2D) (None, None, None, 933920 ['block8_5_mixed[0][0]'] \n", - " 2080) \n", - " \n", - " block8_5 (Lambda) (None, None, None, 0 ['block8_4_ac[0][0]', \n", - " 2080) 'block8_5_conv[0][0]'] \n", - " \n", - " block8_5_ac (Activation) (None, None, None, 0 ['block8_5[0][0]'] \n", - " 2080) \n", - " \n", - " conv2d_184 (Conv2D) (None, None, None, 399360 ['block8_5_ac[0][0]'] \n", - " 192) \n", - " \n", - " batch_normalization_184 (Batch (None, None, None, 576 ['conv2d_184[0][0]'] \n", - " Normalization) 192) \n", - " \n", - " activation_184 (Activation) (None, None, None, 0 ['batch_normalization_184[0][0]']\n", - " 192) \n", - " \n", - " conv2d_185 (Conv2D) (None, None, None, 129024 ['activation_184[0][0]'] \n", - " 224) \n", - " \n", - " batch_normalization_185 (Batch (None, None, None, 672 ['conv2d_185[0][0]'] \n", - " Normalization) 224) \n", - " \n", - " activation_185 (Activation) (None, None, None, 0 ['batch_normalization_185[0][0]']\n", - " 224) \n", - " \n", - " conv2d_183 (Conv2D) (None, None, None, 399360 ['block8_5_ac[0][0]'] \n", - " 192) \n", - " \n", - " conv2d_186 (Conv2D) (None, None, None, 172032 ['activation_185[0][0]'] \n", - " 256) \n", - " \n", - " batch_normalization_183 (Batch (None, None, None, 576 ['conv2d_183[0][0]'] \n", - " Normalization) 192) \n", - " \n", - " batch_normalization_186 (Batch (None, None, None, 768 ['conv2d_186[0][0]'] \n", - " Normalization) 256) \n", - " \n", - " activation_183 (Activation) (None, None, None, 0 ['batch_normalization_183[0][0]']\n", - " 192) \n", - " \n", - " activation_186 (Activation) (None, None, None, 0 ['batch_normalization_186[0][0]']\n", - " 256) \n", - " \n", - " block8_6_mixed (Concatenate) (None, None, None, 0 ['activation_183[0][0]', \n", - " 448) 'activation_186[0][0]'] \n", - " \n", - " block8_6_conv (Conv2D) (None, None, None, 933920 ['block8_6_mixed[0][0]'] \n", - " 2080) \n", - " \n", - " block8_6 (Lambda) (None, None, None, 0 ['block8_5_ac[0][0]', \n", - " 2080) 'block8_6_conv[0][0]'] \n", - " \n", - " block8_6_ac (Activation) (None, None, None, 0 ['block8_6[0][0]'] \n", - " 2080) \n", - " \n", - " conv2d_188 (Conv2D) (None, None, None, 399360 ['block8_6_ac[0][0]'] \n", - " 192) \n", - " \n", - " batch_normalization_188 (Batch (None, None, None, 576 ['conv2d_188[0][0]'] \n", - " Normalization) 192) \n", - " \n", - " activation_188 (Activation) (None, None, None, 0 ['batch_normalization_188[0][0]']\n", - " 192) \n", - " \n", - " conv2d_189 (Conv2D) (None, None, None, 129024 ['activation_188[0][0]'] \n", - " 224) \n", - " \n", - " batch_normalization_189 (Batch (None, None, None, 672 ['conv2d_189[0][0]'] \n", - " Normalization) 224) \n", - " \n", - " activation_189 (Activation) (None, None, None, 0 ['batch_normalization_189[0][0]']\n", - " 224) \n", - " \n", - " conv2d_187 (Conv2D) (None, None, None, 399360 ['block8_6_ac[0][0]'] \n", - " 192) \n", - " \n", - " conv2d_190 (Conv2D) (None, None, None, 172032 ['activation_189[0][0]'] \n", - " 256) \n", - " \n", - " batch_normalization_187 (Batch (None, None, None, 576 ['conv2d_187[0][0]'] \n", - " Normalization) 192) \n", - " \n", - " batch_normalization_190 (Batch (None, None, None, 768 ['conv2d_190[0][0]'] \n", - " Normalization) 256) \n", - " \n", - " activation_187 (Activation) (None, None, None, 0 ['batch_normalization_187[0][0]']\n", - " 192) \n", - " \n", - " activation_190 (Activation) (None, None, None, 0 ['batch_normalization_190[0][0]']\n", - " 256) \n", - " \n", - " block8_7_mixed (Concatenate) (None, None, None, 0 ['activation_187[0][0]', \n", - " 448) 'activation_190[0][0]'] \n", - " \n", - " block8_7_conv (Conv2D) (None, None, None, 933920 ['block8_7_mixed[0][0]'] \n", - " 2080) \n", - " \n", - " block8_7 (Lambda) (None, None, None, 0 ['block8_6_ac[0][0]', \n", - " 2080) 'block8_7_conv[0][0]'] \n", - " \n", - " block8_7_ac (Activation) (None, None, None, 0 ['block8_7[0][0]'] \n", - " 2080) \n", - " \n", - " conv2d_192 (Conv2D) (None, None, None, 399360 ['block8_7_ac[0][0]'] \n", - " 192) \n", - " \n", - " batch_normalization_192 (Batch (None, None, None, 576 ['conv2d_192[0][0]'] \n", - " Normalization) 192) \n", - " \n", - " activation_192 (Activation) (None, None, None, 0 ['batch_normalization_192[0][0]']\n", - " 192) \n", - " \n", - " conv2d_193 (Conv2D) (None, None, None, 129024 ['activation_192[0][0]'] \n", - " 224) \n", - " \n", - " batch_normalization_193 (Batch (None, None, None, 672 ['conv2d_193[0][0]'] \n", - " Normalization) 224) \n", - " \n", - " activation_193 (Activation) (None, None, None, 0 ['batch_normalization_193[0][0]']\n", - " 224) \n", - " \n", - " conv2d_191 (Conv2D) (None, None, None, 399360 ['block8_7_ac[0][0]'] \n", - " 192) \n", - " \n", - " conv2d_194 (Conv2D) (None, None, None, 172032 ['activation_193[0][0]'] \n", - " 256) \n", - " \n", - " batch_normalization_191 (Batch (None, None, None, 576 ['conv2d_191[0][0]'] \n", - " Normalization) 192) \n", - " \n", - " batch_normalization_194 (Batch (None, None, None, 768 ['conv2d_194[0][0]'] \n", - " Normalization) 256) \n", - " \n", - " activation_191 (Activation) (None, None, None, 0 ['batch_normalization_191[0][0]']\n", - " 192) \n", - " \n", - " activation_194 (Activation) (None, None, None, 0 ['batch_normalization_194[0][0]']\n", - " 256) \n", - " \n", - " block8_8_mixed (Concatenate) (None, None, None, 0 ['activation_191[0][0]', \n", - " 448) 'activation_194[0][0]'] \n", - " \n", - " block8_8_conv (Conv2D) (None, None, None, 933920 ['block8_8_mixed[0][0]'] \n", - " 2080) \n", - " \n", - " block8_8 (Lambda) (None, None, None, 0 ['block8_7_ac[0][0]', \n", - " 2080) 'block8_8_conv[0][0]'] \n", - " \n", - " block8_8_ac (Activation) (None, None, None, 0 ['block8_8[0][0]'] \n", - " 2080) \n", - " \n", - " conv2d_196 (Conv2D) (None, None, None, 399360 ['block8_8_ac[0][0]'] \n", - " 192) \n", - " \n", - " batch_normalization_196 (Batch (None, None, None, 576 ['conv2d_196[0][0]'] \n", - " Normalization) 192) \n", - " \n", - " activation_196 (Activation) (None, None, None, 0 ['batch_normalization_196[0][0]']\n", - " 192) \n", - " \n", - " conv2d_197 (Conv2D) (None, None, None, 129024 ['activation_196[0][0]'] \n", - " 224) \n", - " \n", - " batch_normalization_197 (Batch (None, None, None, 672 ['conv2d_197[0][0]'] \n", - " Normalization) 224) \n", - " \n", - " activation_197 (Activation) (None, None, None, 0 ['batch_normalization_197[0][0]']\n", - " 224) \n", - " \n", - " conv2d_195 (Conv2D) (None, None, None, 399360 ['block8_8_ac[0][0]'] \n", - " 192) \n", - " \n", - " conv2d_198 (Conv2D) (None, None, None, 172032 ['activation_197[0][0]'] \n", - " 256) \n", - " \n", - " batch_normalization_195 (Batch (None, None, None, 576 ['conv2d_195[0][0]'] \n", - " Normalization) 192) \n", - " \n", - " batch_normalization_198 (Batch (None, None, None, 768 ['conv2d_198[0][0]'] \n", - " Normalization) 256) \n", - " \n", - " activation_195 (Activation) (None, None, None, 0 ['batch_normalization_195[0][0]']\n", - " 192) \n", - " \n", - " activation_198 (Activation) (None, None, None, 0 ['batch_normalization_198[0][0]']\n", - " 256) \n", - " \n", - " block8_9_mixed (Concatenate) (None, None, None, 0 ['activation_195[0][0]', \n", - " 448) 'activation_198[0][0]'] \n", - " \n", - " block8_9_conv (Conv2D) (None, None, None, 933920 ['block8_9_mixed[0][0]'] \n", - " 2080) \n", - " \n", - " block8_9 (Lambda) (None, None, None, 0 ['block8_8_ac[0][0]', \n", - " 2080) 'block8_9_conv[0][0]'] \n", - " \n", - " block8_9_ac (Activation) (None, None, None, 0 ['block8_9[0][0]'] \n", - " 2080) \n", - " \n", - " conv2d_200 (Conv2D) (None, None, None, 399360 ['block8_9_ac[0][0]'] \n", - " 192) \n", - " \n", - " batch_normalization_200 (Batch (None, None, None, 576 ['conv2d_200[0][0]'] \n", - " Normalization) 192) \n", - " \n", - " activation_200 (Activation) (None, None, None, 0 ['batch_normalization_200[0][0]']\n", - " 192) \n", - " \n", - " conv2d_201 (Conv2D) (None, None, None, 129024 ['activation_200[0][0]'] \n", - " 224) \n", - " \n", - " batch_normalization_201 (Batch (None, None, None, 672 ['conv2d_201[0][0]'] \n", - " Normalization) 224) \n", - " \n", - " activation_201 (Activation) (None, None, None, 0 ['batch_normalization_201[0][0]']\n", - " 224) \n", - " \n", - " conv2d_199 (Conv2D) (None, None, None, 399360 ['block8_9_ac[0][0]'] \n", - " 192) \n", - " \n", - " conv2d_202 (Conv2D) (None, None, None, 172032 ['activation_201[0][0]'] \n", - " 256) \n", - " \n", - " batch_normalization_199 (Batch (None, None, None, 576 ['conv2d_199[0][0]'] \n", - " Normalization) 192) \n", - " \n", - " batch_normalization_202 (Batch (None, None, None, 768 ['conv2d_202[0][0]'] \n", - " Normalization) 256) \n", - " \n", - " activation_199 (Activation) (None, None, None, 0 ['batch_normalization_199[0][0]']\n", - " 192) \n", - " \n", - " activation_202 (Activation) (None, None, None, 0 ['batch_normalization_202[0][0]']\n", - " 256) \n", - " \n", - " block8_10_mixed (Concatenate) (None, None, None, 0 ['activation_199[0][0]', \n", - " 448) 'activation_202[0][0]'] \n", - " \n", - " block8_10_conv (Conv2D) (None, None, None, 933920 ['block8_10_mixed[0][0]'] \n", - " 2080) \n", - " \n", - " block8_10 (Lambda) (None, None, None, 0 ['block8_9_ac[0][0]', \n", - " 2080) 'block8_10_conv[0][0]'] \n", - " \n", - " conv_7b (Conv2D) (None, None, None, 3194880 ['block8_10[0][0]'] \n", - " 1536) \n", - " \n", - " conv_7b_bn (BatchNormalization (None, None, None, 4608 ['conv_7b[0][0]'] \n", - " ) 1536) \n", - " \n", - " conv_7b_ac (Activation) (None, None, None, 0 ['conv_7b_bn[0][0]'] \n", - " 1536) \n", - " \n", - " global_average_pooling2d (Glob (None, 1536) 0 ['conv_7b_ac[0][0]'] \n", - " alAveragePooling2D) \n", - " \n", - " dense (Dense) (None, 7) 10759 ['global_average_pooling2d[0][0]'\n", - " ] \n", - " \n", + "Layer (type) Output Shape Param # Connected to \n", "==================================================================================================\n", + "input_1 (InputLayer) [(None, None, None, 0 \n", + "__________________________________________________________________________________________________\n", + "conv2d (Conv2D) (None, None, None, 3 864 input_1[0][0] \n", + "__________________________________________________________________________________________________\n", + "batch_normalization (BatchNorma (None, None, None, 3 96 conv2d[0][0] \n", + "__________________________________________________________________________________________________\n", + "activation (Activation) (None, None, None, 3 0 batch_normalization[0][0] \n", + "__________________________________________________________________________________________________\n", + "conv2d_1 (Conv2D) (None, None, None, 3 9216 activation[0][0] \n", + "__________________________________________________________________________________________________\n", + "batch_normalization_1 (BatchNor (None, None, None, 3 96 conv2d_1[0][0] \n", + "__________________________________________________________________________________________________\n", + "activation_1 (Activation) (None, None, None, 3 0 batch_normalization_1[0][0] \n", + "__________________________________________________________________________________________________\n", + "conv2d_2 (Conv2D) (None, None, None, 6 18432 activation_1[0][0] \n", + "__________________________________________________________________________________________________\n", + "batch_normalization_2 (BatchNor (None, None, None, 6 192 conv2d_2[0][0] \n", + "__________________________________________________________________________________________________\n", + "activation_2 (Activation) (None, None, None, 6 0 batch_normalization_2[0][0] \n", + "__________________________________________________________________________________________________\n", + "max_pooling2d (MaxPooling2D) (None, None, None, 6 0 activation_2[0][0] \n", + "__________________________________________________________________________________________________\n", + "conv2d_3 (Conv2D) (None, None, None, 8 5120 max_pooling2d[0][0] \n", + "__________________________________________________________________________________________________\n", + "batch_normalization_3 (BatchNor (None, None, None, 8 240 conv2d_3[0][0] \n", + "__________________________________________________________________________________________________\n", + "activation_3 (Activation) (None, None, None, 8 0 batch_normalization_3[0][0] \n", + "__________________________________________________________________________________________________\n", + "conv2d_4 (Conv2D) (None, None, None, 1 138240 activation_3[0][0] \n", + "__________________________________________________________________________________________________\n", + "batch_normalization_4 (BatchNor (None, None, None, 1 576 conv2d_4[0][0] \n", + "__________________________________________________________________________________________________\n", + "activation_4 (Activation) (None, None, None, 1 0 batch_normalization_4[0][0] \n", + "__________________________________________________________________________________________________\n", + "max_pooling2d_1 (MaxPooling2D) (None, None, None, 1 0 activation_4[0][0] \n", + "__________________________________________________________________________________________________\n", + "conv2d_8 (Conv2D) (None, None, None, 6 12288 max_pooling2d_1[0][0] \n", + "__________________________________________________________________________________________________\n", + "batch_normalization_8 (BatchNor (None, None, None, 6 192 conv2d_8[0][0] \n", + "__________________________________________________________________________________________________\n", + "activation_8 (Activation) (None, None, None, 6 0 batch_normalization_8[0][0] \n", + "__________________________________________________________________________________________________\n", + "conv2d_6 (Conv2D) (None, None, None, 4 9216 max_pooling2d_1[0][0] \n", + "__________________________________________________________________________________________________\n", + "conv2d_9 (Conv2D) (None, None, None, 9 55296 activation_8[0][0] \n", + "__________________________________________________________________________________________________\n", + "batch_normalization_6 (BatchNor (None, None, None, 4 144 conv2d_6[0][0] \n", + "__________________________________________________________________________________________________\n", + "batch_normalization_9 (BatchNor (None, None, None, 9 288 conv2d_9[0][0] \n", + "__________________________________________________________________________________________________\n", + "activation_6 (Activation) (None, None, None, 4 0 batch_normalization_6[0][0] \n", + "__________________________________________________________________________________________________\n", + "activation_9 (Activation) (None, None, None, 9 0 batch_normalization_9[0][0] \n", + "__________________________________________________________________________________________________\n", + "average_pooling2d (AveragePooli (None, None, None, 1 0 max_pooling2d_1[0][0] \n", + "__________________________________________________________________________________________________\n", + "conv2d_5 (Conv2D) (None, None, None, 9 18432 max_pooling2d_1[0][0] \n", + "__________________________________________________________________________________________________\n", + "conv2d_7 (Conv2D) (None, None, None, 6 76800 activation_6[0][0] \n", + "__________________________________________________________________________________________________\n", + "conv2d_10 (Conv2D) (None, None, None, 9 82944 activation_9[0][0] \n", + "__________________________________________________________________________________________________\n", + "conv2d_11 (Conv2D) (None, None, None, 6 12288 average_pooling2d[0][0] \n", + "__________________________________________________________________________________________________\n", + "batch_normalization_5 (BatchNor (None, None, None, 9 288 conv2d_5[0][0] \n", + "__________________________________________________________________________________________________\n", + "batch_normalization_7 (BatchNor (None, None, None, 6 192 conv2d_7[0][0] \n", + "__________________________________________________________________________________________________\n", + "batch_normalization_10 (BatchNo (None, None, None, 9 288 conv2d_10[0][0] \n", + "__________________________________________________________________________________________________\n", + "batch_normalization_11 (BatchNo (None, None, None, 6 192 conv2d_11[0][0] \n", + "__________________________________________________________________________________________________\n", + "activation_5 (Activation) (None, None, None, 9 0 batch_normalization_5[0][0] \n", + "__________________________________________________________________________________________________\n", + "activation_7 (Activation) (None, None, None, 6 0 batch_normalization_7[0][0] \n", + "__________________________________________________________________________________________________\n", + "activation_10 (Activation) (None, None, None, 9 0 batch_normalization_10[0][0] \n", + "__________________________________________________________________________________________________\n", + "activation_11 (Activation) (None, None, None, 6 0 batch_normalization_11[0][0] \n", + "__________________________________________________________________________________________________\n", + "mixed_5b (Concatenate) (None, None, None, 3 0 activation_5[0][0] \n", + " activation_7[0][0] \n", + " activation_10[0][0] \n", + " activation_11[0][0] \n", + "__________________________________________________________________________________________________\n", + "conv2d_15 (Conv2D) (None, None, None, 3 10240 mixed_5b[0][0] \n", + "__________________________________________________________________________________________________\n", + "batch_normalization_15 (BatchNo (None, None, None, 3 96 conv2d_15[0][0] \n", + "__________________________________________________________________________________________________\n", + "activation_15 (Activation) (None, None, None, 3 0 batch_normalization_15[0][0] \n", + "__________________________________________________________________________________________________\n", + "conv2d_13 (Conv2D) (None, None, None, 3 10240 mixed_5b[0][0] \n", + "__________________________________________________________________________________________________\n", + "conv2d_16 (Conv2D) (None, None, None, 4 13824 activation_15[0][0] \n", + "__________________________________________________________________________________________________\n", + "batch_normalization_13 (BatchNo (None, None, None, 3 96 conv2d_13[0][0] \n", + "__________________________________________________________________________________________________\n", + "batch_normalization_16 (BatchNo (None, None, None, 4 144 conv2d_16[0][0] \n", + "__________________________________________________________________________________________________\n", + "activation_13 (Activation) (None, None, None, 3 0 batch_normalization_13[0][0] \n", + "__________________________________________________________________________________________________\n", + "activation_16 (Activation) (None, None, None, 4 0 batch_normalization_16[0][0] \n", + "__________________________________________________________________________________________________\n", + "conv2d_12 (Conv2D) (None, None, None, 3 10240 mixed_5b[0][0] \n", + "__________________________________________________________________________________________________\n", + "conv2d_14 (Conv2D) (None, None, None, 3 9216 activation_13[0][0] \n", + "__________________________________________________________________________________________________\n", + "conv2d_17 (Conv2D) (None, None, None, 6 27648 activation_16[0][0] \n", + "__________________________________________________________________________________________________\n", + "batch_normalization_12 (BatchNo (None, None, None, 3 96 conv2d_12[0][0] \n", + "__________________________________________________________________________________________________\n", + "batch_normalization_14 (BatchNo (None, None, None, 3 96 conv2d_14[0][0] \n", + "__________________________________________________________________________________________________\n", + "batch_normalization_17 (BatchNo (None, None, None, 6 192 conv2d_17[0][0] \n", + "__________________________________________________________________________________________________\n", + "activation_12 (Activation) (None, None, None, 3 0 batch_normalization_12[0][0] \n", + "__________________________________________________________________________________________________\n", + "activation_14 (Activation) (None, None, None, 3 0 batch_normalization_14[0][0] \n", + "__________________________________________________________________________________________________\n", + "activation_17 (Activation) (None, None, None, 6 0 batch_normalization_17[0][0] \n", + "__________________________________________________________________________________________________\n", + "block35_1_mixed (Concatenate) (None, None, None, 1 0 activation_12[0][0] \n", + " activation_14[0][0] \n", + " activation_17[0][0] \n", + "__________________________________________________________________________________________________\n", + "block35_1_conv (Conv2D) (None, None, None, 3 41280 block35_1_mixed[0][0] \n", + "__________________________________________________________________________________________________\n", + "block35_1 (Lambda) (None, None, None, 3 0 mixed_5b[0][0] \n", + " block35_1_conv[0][0] \n", + "__________________________________________________________________________________________________\n", + "block35_1_ac (Activation) (None, None, None, 3 0 block35_1[0][0] \n", + "__________________________________________________________________________________________________\n", + "conv2d_21 (Conv2D) (None, None, None, 3 10240 block35_1_ac[0][0] \n", + 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"__________________________________________________________________________________________________\n", + "batch_normalization_22 (BatchNo (None, None, None, 4 144 conv2d_22[0][0] \n", + "__________________________________________________________________________________________________\n", + "activation_19 (Activation) (None, None, None, 3 0 batch_normalization_19[0][0] \n", + "__________________________________________________________________________________________________\n", + "activation_22 (Activation) (None, None, None, 4 0 batch_normalization_22[0][0] \n", + "__________________________________________________________________________________________________\n", + "conv2d_18 (Conv2D) (None, None, None, 3 10240 block35_1_ac[0][0] \n", + "__________________________________________________________________________________________________\n", + "conv2d_20 (Conv2D) (None, None, None, 3 9216 activation_19[0][0] \n", + 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block35_5_mixed[0][0] \n", + "__________________________________________________________________________________________________\n", + "block35_5 (Lambda) (None, None, None, 3 0 block35_4_ac[0][0] \n", + " block35_5_conv[0][0] \n", + "__________________________________________________________________________________________________\n", + "block35_5_ac (Activation) (None, None, None, 3 0 block35_5[0][0] \n", + "__________________________________________________________________________________________________\n", + "conv2d_45 (Conv2D) (None, None, None, 3 10240 block35_5_ac[0][0] \n", + "__________________________________________________________________________________________________\n", + "batch_normalization_45 (BatchNo (None, None, None, 3 96 conv2d_45[0][0] \n", + "__________________________________________________________________________________________________\n", + "activation_45 (Activation) (None, None, None, 3 0 batch_normalization_45[0][0] \n", + 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block35_7_conv[0][0] \n", + "__________________________________________________________________________________________________\n", + "block35_7_ac (Activation) (None, None, None, 3 0 block35_7[0][0] \n", + "__________________________________________________________________________________________________\n", + "conv2d_57 (Conv2D) (None, None, None, 3 10240 block35_7_ac[0][0] \n", + "__________________________________________________________________________________________________\n", + "batch_normalization_57 (BatchNo (None, None, None, 3 96 conv2d_57[0][0] \n", + "__________________________________________________________________________________________________\n", + "activation_57 (Activation) (None, None, None, 3 0 batch_normalization_57[0][0] \n", + "__________________________________________________________________________________________________\n", + "conv2d_55 (Conv2D) (None, None, None, 3 10240 block35_7_ac[0][0] \n", + 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activation_59[0][0] \n", + "__________________________________________________________________________________________________\n", + "block35_8_conv (Conv2D) (None, None, None, 3 41280 block35_8_mixed[0][0] \n", + "__________________________________________________________________________________________________\n", + "block35_8 (Lambda) (None, None, None, 3 0 block35_7_ac[0][0] \n", + " block35_8_conv[0][0] \n", + "__________________________________________________________________________________________________\n", + "block35_8_ac (Activation) (None, None, None, 3 0 block35_8[0][0] \n", + "__________________________________________________________________________________________________\n", + "conv2d_63 (Conv2D) (None, None, None, 3 10240 block35_8_ac[0][0] \n", + "__________________________________________________________________________________________________\n", + "batch_normalization_63 (BatchNo (None, None, None, 3 96 conv2d_63[0][0] \n", + 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\n", + "__________________________________________________________________________________________________\n", + "block17_15_ac (Activation) (None, None, None, 1 0 block17_15[0][0] \n", + "__________________________________________________________________________________________________\n", + "conv2d_137 (Conv2D) (None, None, None, 1 139264 block17_15_ac[0][0] \n", + "__________________________________________________________________________________________________\n", + "batch_normalization_137 (BatchN (None, None, None, 1 384 conv2d_137[0][0] \n", + "__________________________________________________________________________________________________\n", + "activation_137 (Activation) (None, None, None, 1 0 batch_normalization_137[0][0] \n", + "__________________________________________________________________________________________________\n", + "conv2d_138 (Conv2D) (None, None, None, 1 143360 activation_137[0][0] \n", + 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399360 mixed_7a[0][0] \n", + "__________________________________________________________________________________________________\n", + "batch_normalization_164 (BatchN (None, None, None, 1 576 conv2d_164[0][0] \n", + "__________________________________________________________________________________________________\n", + "activation_164 (Activation) (None, None, None, 1 0 batch_normalization_164[0][0] \n", + "__________________________________________________________________________________________________\n", + "conv2d_165 (Conv2D) (None, None, None, 2 129024 activation_164[0][0] \n", + "__________________________________________________________________________________________________\n", + "batch_normalization_165 (BatchN (None, None, None, 2 672 conv2d_165[0][0] \n", + "__________________________________________________________________________________________________\n", + "activation_165 (Activation) (None, None, None, 2 0 batch_normalization_165[0][0] \n", + 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"__________________________________________________________________________________________________\n", + "block8_8 (Lambda) (None, None, None, 2 0 block8_7_ac[0][0] \n", + " block8_8_conv[0][0] \n", + "__________________________________________________________________________________________________\n", + "block8_8_ac (Activation) (None, None, None, 2 0 block8_8[0][0] \n", + "__________________________________________________________________________________________________\n", + "conv2d_196 (Conv2D) (None, None, None, 1 399360 block8_8_ac[0][0] \n", + "__________________________________________________________________________________________________\n", + "batch_normalization_196 (BatchN (None, None, None, 1 576 conv2d_196[0][0] \n", + "__________________________________________________________________________________________________\n", + "activation_196 (Activation) (None, None, None, 1 0 batch_normalization_196[0][0] \n", + "__________________________________________________________________________________________________\n", + "conv2d_197 (Conv2D) (None, None, None, 2 129024 activation_196[0][0] \n", + "__________________________________________________________________________________________________\n", + "batch_normalization_197 (BatchN (None, None, None, 2 672 conv2d_197[0][0] \n", + "__________________________________________________________________________________________________\n", + "activation_197 (Activation) (None, None, None, 2 0 batch_normalization_197[0][0] \n", + "__________________________________________________________________________________________________\n", + "conv2d_195 (Conv2D) (None, None, None, 1 399360 block8_8_ac[0][0] \n", + "__________________________________________________________________________________________________\n", + "conv2d_198 (Conv2D) (None, None, None, 2 172032 activation_197[0][0] \n", + "__________________________________________________________________________________________________\n", + "batch_normalization_195 (BatchN (None, None, None, 1 576 conv2d_195[0][0] \n", + "__________________________________________________________________________________________________\n", + "batch_normalization_198 (BatchN (None, None, None, 2 768 conv2d_198[0][0] \n", + "__________________________________________________________________________________________________\n", + "activation_195 (Activation) (None, None, None, 1 0 batch_normalization_195[0][0] \n", + "__________________________________________________________________________________________________\n", + "activation_198 (Activation) (None, None, None, 2 0 batch_normalization_198[0][0] \n", + "__________________________________________________________________________________________________\n", + "block8_9_mixed (Concatenate) (None, None, None, 4 0 activation_195[0][0] \n", + " activation_198[0][0] \n", + "__________________________________________________________________________________________________\n", + "block8_9_conv (Conv2D) (None, None, None, 2 933920 block8_9_mixed[0][0] \n", + "__________________________________________________________________________________________________\n", + "block8_9 (Lambda) (None, None, None, 2 0 block8_8_ac[0][0] \n", + " block8_9_conv[0][0] \n", + "__________________________________________________________________________________________________\n", + "block8_9_ac (Activation) (None, None, None, 2 0 block8_9[0][0] \n", + "__________________________________________________________________________________________________\n", + "conv2d_200 (Conv2D) (None, None, None, 1 399360 block8_9_ac[0][0] \n", + "__________________________________________________________________________________________________\n", + "batch_normalization_200 (BatchN (None, None, None, 1 576 conv2d_200[0][0] \n", + "__________________________________________________________________________________________________\n", + "activation_200 (Activation) (None, None, None, 1 0 batch_normalization_200[0][0] \n", + "__________________________________________________________________________________________________\n", + "conv2d_201 (Conv2D) (None, None, None, 2 129024 activation_200[0][0] \n", + "__________________________________________________________________________________________________\n", + "batch_normalization_201 (BatchN (None, None, None, 2 672 conv2d_201[0][0] \n", + "__________________________________________________________________________________________________\n", + "activation_201 (Activation) (None, None, None, 2 0 batch_normalization_201[0][0] \n", + "__________________________________________________________________________________________________\n", + "conv2d_199 (Conv2D) (None, None, None, 1 399360 block8_9_ac[0][0] \n", + "__________________________________________________________________________________________________\n", + "conv2d_202 (Conv2D) (None, None, None, 2 172032 activation_201[0][0] \n", + "__________________________________________________________________________________________________\n", + "batch_normalization_199 (BatchN (None, None, None, 1 576 conv2d_199[0][0] \n", + "__________________________________________________________________________________________________\n", + "batch_normalization_202 (BatchN (None, None, None, 2 768 conv2d_202[0][0] \n", + "__________________________________________________________________________________________________\n", + "activation_199 (Activation) (None, None, None, 1 0 batch_normalization_199[0][0] \n", + "__________________________________________________________________________________________________\n", + "activation_202 (Activation) (None, None, None, 2 0 batch_normalization_202[0][0] \n", + "__________________________________________________________________________________________________\n", + "block8_10_mixed (Concatenate) (None, None, None, 4 0 activation_199[0][0] \n", + " activation_202[0][0] \n", + "__________________________________________________________________________________________________\n", + "block8_10_conv (Conv2D) (None, None, None, 2 933920 block8_10_mixed[0][0] \n", + "__________________________________________________________________________________________________\n", + "block8_10 (Lambda) (None, None, None, 2 0 block8_9_ac[0][0] \n", + " block8_10_conv[0][0] \n", + "__________________________________________________________________________________________________\n", + "conv_7b (Conv2D) (None, None, None, 1 3194880 block8_10[0][0] \n", + "__________________________________________________________________________________________________\n", + "conv_7b_bn (BatchNormalization) (None, None, None, 1 4608 conv_7b[0][0] \n", + "__________________________________________________________________________________________________\n", + "conv_7b_ac (Activation) (None, None, None, 1 0 conv_7b_bn[0][0] \n", + "__________________________________________________________________________________________________\n", + "global_average_pooling2d (Globa (None, 1536) 0 conv_7b_ac[0][0] \n", + "__________________________________________________________________________________________________\n", + "dense (Dense) (None, 7) 10759 global_average_pooling2d[0][0] \n", + "==================================================================================================\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ "Total params: 54,347,495\n", "Trainable params: 54,286,951\n", "Non-trainable params: 60,544\n", @@ -2700,32 +2156,2027 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 18, "id": "9cd2ba27", "metadata": { "scrolled": false }, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2022-08-01 23:55:41.928470: I tensorflow/compiler/mlir/mlir_graph_optimization_pass.cc:116] None of the MLIR optimization passes are enabled (registered 2)\n", + "2022-08-01 23:55:41.940358: I tensorflow/core/platform/profile_utils/cpu_utils.cc:112] CPU Frequency: 3393750000 Hz\n" + ] + }, { "name": "stdout", "output_type": "stream", "text": [ - "Epoch 1/30\n", - "139/139 [==============================] - 65s 390ms/step - loss: 1.0030 - accuracy: 0.6427 - val_loss: 2.1331 - val_accuracy: 0.1620\n", - "Epoch 2/30\n", - "139/139 [==============================] - 51s 365ms/step - loss: 0.3751 - accuracy: 0.8756 - val_loss: 1.7818 - val_accuracy: 0.4707\n", - "Epoch 3/30\n", - "139/139 [==============================] - 50s 359ms/step - loss: 0.1193 - accuracy: 0.9622 - val_loss: 1.5616 - val_accuracy: 0.6166\n", - "Epoch 4/30\n", - "139/139 [==============================] - 51s 363ms/step - loss: 0.0830 - accuracy: 0.9750 - val_loss: 1.3374 - val_accuracy: 0.6922\n", - "Epoch 5/30\n", - "139/139 [==============================] - 50s 360ms/step - loss: 0.0609 - accuracy: 0.9815 - val_loss: 1.3717 - val_accuracy: 0.6976\n", - "Epoch 6/30\n", - "139/139 [==============================] - 51s 366ms/step - loss: 0.0593 - accuracy: 0.9818 - val_loss: 1.2600 - val_accuracy: 0.7192\n", - "Epoch 7/30\n", - "139/139 [==============================] - 51s 363ms/step - loss: 0.0468 - accuracy: 0.9860 - val_loss: 1.1707 - val_accuracy: 0.7264\n", - "Epoch 8/30\n", - " 89/139 [==================>...........] - ETA: 14s - loss: 0.0309 - accuracy: 0.9905" + "Epoch 1/30\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2022-08-01 23:55:53.471745: W tensorflow/core/common_runtime/bfc_allocator.cc:433] Allocator (GPU_0_bfc) ran out of memory trying to allocate 3.38MiB (rounded to 3538944)requested by op Fill\n", + "Current allocation summary follows.\n", + "2022-08-01 23:55:53.471796: I tensorflow/core/common_runtime/bfc_allocator.cc:972] BFCAllocator dump for GPU_0_bfc\n", + "2022-08-01 23:55:53.471803: I tensorflow/core/common_runtime/bfc_allocator.cc:979] Bin (256): \tTotal Chunks: 479, Chunks in use: 479. 119.8KiB allocated for chunks. 119.8KiB in use in bin. 65.2KiB client-requested in use in bin.\n", + "2022-08-01 23:55:53.471807: I tensorflow/core/common_runtime/bfc_allocator.cc:979] Bin (512): \tTotal Chunks: 525, Chunks in use: 525. 363.0KiB allocated for chunks. 363.0KiB in use in bin. 347.2KiB client-requested in use in bin.\n", + "2022-08-01 23:55:53.471811: I tensorflow/core/common_runtime/bfc_allocator.cc:979] Bin (1024): \tTotal Chunks: 190, Chunks in use: 190. 211.2KiB allocated for chunks. 211.2KiB in use in bin. 198.4KiB client-requested in use in bin.\n", + "2022-08-01 23:55:53.471814: I tensorflow/core/common_runtime/bfc_allocator.cc:979] Bin (2048): \tTotal Chunks: 5, Chunks in use: 5. 14.2KiB allocated for chunks. 14.2KiB in use in bin. 11.0KiB client-requested in use in bin.\n", + "2022-08-01 23:55:53.471817: I tensorflow/core/common_runtime/bfc_allocator.cc:979] Bin (4096): \tTotal Chunks: 46, Chunks in use: 46. 206.5KiB allocated for chunks. 206.5KiB in use in bin. 203.4KiB client-requested in use in bin.\n", + "2022-08-01 23:55:53.471820: I tensorflow/core/common_runtime/bfc_allocator.cc:979] Bin (8192): \tTotal Chunks: 20, Chunks in use: 20. 168.8KiB allocated for chunks. 168.8KiB in use in bin. 162.5KiB client-requested in use in bin.\n", + "2022-08-01 23:55:53.471823: I tensorflow/core/common_runtime/bfc_allocator.cc:979] Bin (16384): \tTotal Chunks: 2, Chunks in use: 2. 40.0KiB allocated for chunks. 40.0KiB in use in bin. 40.0KiB client-requested in use in bin.\n", + "2022-08-01 23:55:53.471826: I tensorflow/core/common_runtime/bfc_allocator.cc:979] Bin (32768): \tTotal Chunks: 151, Chunks in use: 151. 6.32MiB allocated for chunks. 6.32MiB in use in bin. 6.14MiB client-requested in use in bin.\n", + "2022-08-01 23:55:53.471828: I tensorflow/core/common_runtime/bfc_allocator.cc:979] Bin (65536): \tTotal Chunks: 43, Chunks in use: 43. 3.88MiB allocated for chunks. 3.88MiB in use in bin. 3.46MiB client-requested in use in bin.\n", + "2022-08-01 23:55:53.471831: I tensorflow/core/common_runtime/bfc_allocator.cc:979] Bin (131072): \tTotal Chunks: 37, Chunks in use: 37. 6.12MiB allocated for chunks. 6.12MiB in use in bin. 5.54MiB client-requested in use in bin.\n", + "2022-08-01 23:55:53.471834: I tensorflow/core/common_runtime/bfc_allocator.cc:979] Bin (262144): \tTotal Chunks: 25, Chunks in use: 25. 10.43MiB allocated for chunks. 10.43MiB in use in bin. 9.89MiB client-requested in use in bin.\n", + "2022-08-01 23:55:53.471837: I tensorflow/core/common_runtime/bfc_allocator.cc:979] Bin (524288): \tTotal Chunks: 165, Chunks in use: 165. 115.12MiB allocated for chunks. 115.12MiB in use in bin. 107.24MiB client-requested in use in bin.\n", + "2022-08-01 23:55:53.471841: I tensorflow/core/common_runtime/bfc_allocator.cc:979] Bin (1048576): \tTotal Chunks: 94, Chunks in use: 94. 132.08MiB allocated for chunks. 132.08MiB in use in bin. 123.59MiB client-requested in use in bin.\n", + "2022-08-01 23:55:53.471844: I tensorflow/core/common_runtime/bfc_allocator.cc:979] Bin (2097152): \tTotal Chunks: 46, Chunks in use: 46. 137.52MiB allocated for chunks. 137.52MiB in use in bin. 119.97MiB client-requested in use in bin.\n", + "2022-08-01 23:55:53.471847: I tensorflow/core/common_runtime/bfc_allocator.cc:979] Bin (4194304): \tTotal Chunks: 7, Chunks in use: 7. 37.82MiB allocated for chunks. 37.82MiB in use in bin. 26.48MiB client-requested in use in bin.\n", + "2022-08-01 23:55:53.471850: I tensorflow/core/common_runtime/bfc_allocator.cc:979] Bin (8388608): \tTotal Chunks: 2, Chunks in use: 2. 24.38MiB allocated for chunks. 24.38MiB in use in bin. 24.38MiB client-requested in use in bin.\n", + "2022-08-01 23:55:53.471852: I tensorflow/core/common_runtime/bfc_allocator.cc:979] Bin (16777216): \tTotal Chunks: 0, Chunks in use: 0. 0B allocated for chunks. 0B in use in bin. 0B client-requested in use in bin.\n", + "2022-08-01 23:55:53.471855: I tensorflow/core/common_runtime/bfc_allocator.cc:979] Bin (33554432): \tTotal Chunks: 0, Chunks in use: 0. 0B allocated for chunks. 0B in use in bin. 0B client-requested in use in bin.\n", + "2022-08-01 23:55:53.471863: I tensorflow/core/common_runtime/bfc_allocator.cc:979] Bin (67108864): \tTotal Chunks: 0, Chunks in use: 0. 0B allocated for chunks. 0B in use in bin. 0B client-requested in use in bin.\n", + "2022-08-01 23:55:53.471865: I tensorflow/core/common_runtime/bfc_allocator.cc:979] Bin (134217728): \tTotal Chunks: 0, Chunks in use: 0. 0B allocated for chunks. 0B in use in bin. 0B client-requested in use in bin.\n", + "2022-08-01 23:55:53.471868: I tensorflow/core/common_runtime/bfc_allocator.cc:979] Bin (268435456): \tTotal Chunks: 0, Chunks in use: 0. 0B allocated for chunks. 0B in use in bin. 0B client-requested in use in bin.\n", + "2022-08-01 23:55:53.471871: I tensorflow/core/common_runtime/bfc_allocator.cc:995] Bin for 3.38MiB was 2.00MiB, Chunk State: \n", + "2022-08-01 23:55:53.471873: I tensorflow/core/common_runtime/bfc_allocator.cc:1008] Next region of size 497811456\n", + "2022-08-01 23:55:53.471879: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432000000 of size 1280 next 1\n", + "2022-08-01 23:55:53.471881: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432000500 of size 256 next 5\n", + "2022-08-01 23:55:53.471884: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432000600 of size 256 next 8\n", + "2022-08-01 23:55:53.471886: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432000700 of size 256 next 9\n", + "2022-08-01 23:55:53.471888: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432000800 of size 256 next 10\n", + "2022-08-01 23:55:53.471890: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432000900 of size 256 next 11\n", + "2022-08-01 23:55:53.471892: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432000a00 of size 256 next 12\n", + "2022-08-01 23:55:53.471894: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432000b00 of size 256 next 13\n", + "2022-08-01 23:55:53.471896: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432000c00 of size 256 next 15\n", + "2022-08-01 23:55:53.471898: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432000d00 of size 256 next 16\n", + "2022-08-01 23:55:53.471900: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432000e00 of size 256 next 14\n", + "2022-08-01 23:55:53.471902: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432000f00 of size 256 next 19\n", + "2022-08-01 23:55:53.471905: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432001000 of size 256 next 20\n", + "2022-08-01 23:55:53.471907: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432001100 of size 256 next 21\n", + "2022-08-01 23:55:53.471909: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432001200 of size 256 next 2\n", + "2022-08-01 23:55:53.471911: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432001300 of size 256 next 3\n", + "2022-08-01 23:55:53.471913: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432001400 of size 256 next 4\n", + "2022-08-01 23:55:53.471915: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432001500 of size 256 next 22\n", + "2022-08-01 23:55:53.471917: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432001600 of size 256 next 25\n", + "2022-08-01 23:55:53.471919: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 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tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432002200 of size 512 next 6\n", + "2022-08-01 23:55:53.471939: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432002400 of size 256 next 1176\n", + "2022-08-01 23:55:53.471941: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432002500 of size 512 next 1179\n", + "2022-08-01 23:55:53.471943: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432002700 of size 768 next 1180\n", + "2022-08-01 23:55:53.471945: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432002a00 of size 2048 next 7\n", + "2022-08-01 23:55:53.471948: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432003200 of size 256 next 36\n", + "2022-08-01 23:55:53.471950: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432003300 of size 256 next 37\n", + "2022-08-01 23:55:53.471952: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432003400 of size 768 next 35\n", + "2022-08-01 23:55:53.471954: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432003700 of size 768 next 40\n", + "2022-08-01 23:55:53.471956: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432003a00 of size 768 next 41\n", + "2022-08-01 23:55:53.471958: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432003d00 of size 256 next 226\n", + "2022-08-01 23:55:53.471960: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432003e00 of size 256 next 256\n", + "2022-08-01 23:55:53.471962: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432003f00 of size 256 next 42\n", + "2022-08-01 23:55:53.471964: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432004000 of size 256 next 43\n", + "2022-08-01 23:55:53.471967: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432004100 of size 256 next 44\n", + "2022-08-01 23:55:53.471969: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432004200 of size 512 next 47\n", + "2022-08-01 23:55:53.471971: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432004400 of size 512 next 48\n", + "2022-08-01 23:55:53.471973: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432004600 of size 512 next 49\n", + "2022-08-01 23:55:53.471975: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432004800 of size 512 next 50\n", + "2022-08-01 23:55:53.471977: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432004a00 of size 256 next 52\n", + "2022-08-01 23:55:53.471979: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432004b00 of size 256 next 53\n", + "2022-08-01 23:55:53.471981: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432004c00 of size 256 next 51\n", + "2022-08-01 23:55:53.471983: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432004d00 of size 256 next 55\n", + "2022-08-01 23:55:53.471985: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432004e00 of size 256 next 56\n", + "2022-08-01 23:55:53.471987: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432004f00 of size 256 next 57\n", + "2022-08-01 23:55:53.471989: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432005000 of size 256 next 59\n", + "2022-08-01 23:55:53.471991: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432005100 of size 256 next 60\n", + "2022-08-01 23:55:53.471993: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432005200 of size 256 next 58\n", + "2022-08-01 23:55:53.471995: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432005300 of size 256 next 61\n", + "2022-08-01 23:55:53.471998: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432005400 of size 256 next 63\n", + "2022-08-01 23:55:53.472000: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432005500 of size 256 next 64\n", + "2022-08-01 23:55:53.472002: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432005600 of size 256 next 65\n", + "2022-08-01 23:55:53.472004: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432005700 of size 256 next 66\n", + "2022-08-01 23:55:53.472006: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432005800 of size 256 next 69\n", + "2022-08-01 23:55:53.472008: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432005900 of size 256 next 70\n", + "2022-08-01 23:55:53.472011: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432005a00 of size 256 next 71\n", + "2022-08-01 23:55:53.472013: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432005b00 of size 256 next 72\n", + "2022-08-01 23:55:53.472015: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432005c00 of size 256 next 74\n", + "2022-08-01 23:55:53.472017: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432005d00 of size 256 next 75\n", + "2022-08-01 23:55:53.472019: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432005e00 of size 512 next 73\n", + "2022-08-01 23:55:53.472021: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432006000 of size 512 next 77\n", + "2022-08-01 23:55:53.472023: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432006200 of size 512 next 78\n", + "2022-08-01 23:55:53.472025: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432006400 of size 512 next 79\n", + "2022-08-01 23:55:53.472027: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432006600 of size 256 next 80\n", + "2022-08-01 23:55:53.472029: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432006700 of size 256 next 81\n", + "2022-08-01 23:55:53.472031: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432006800 of size 512 next 84\n", + "2022-08-01 23:55:53.472033: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432006a00 of size 512 next 85\n", + "2022-08-01 23:55:53.472035: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432006c00 of size 512 next 86\n", + "2022-08-01 23:55:53.472038: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432006e00 of size 256 next 163\n", + "2022-08-01 23:55:53.472040: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432006f00 of size 256 next 87\n", + "2022-08-01 23:55:53.472042: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432007000 of size 256 next 89\n", + "2022-08-01 23:55:53.472044: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432007100 of size 256 next 90\n", + "2022-08-01 23:55:53.472046: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432007200 of size 256 next 91\n", + "2022-08-01 23:55:53.472048: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432007300 of size 256 next 92\n", + "2022-08-01 23:55:53.472050: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432007400 of size 256 next 93\n", + "2022-08-01 23:55:53.472052: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432007500 of size 256 next 94\n", + "2022-08-01 23:55:53.472054: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432007600 of size 256 next 96\n", + "2022-08-01 23:55:53.472056: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432007700 of size 256 next 97\n", + "2022-08-01 23:55:53.472059: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432007800 of size 256 next 98\n", + "2022-08-01 23:55:53.472061: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432007900 of size 256 next 99\n", + "2022-08-01 23:55:53.472063: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432007a00 of size 256 next 101\n", + "2022-08-01 23:55:53.472065: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432007b00 of size 256 next 102\n", + "2022-08-01 23:55:53.472068: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432007c00 of size 256 next 103\n", + "2022-08-01 23:55:53.472070: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432007d00 of size 256 next 104\n", + "2022-08-01 23:55:53.472072: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432007e00 of size 256 next 106\n", + "2022-08-01 23:55:53.472074: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432007f00 of size 256 next 107\n", + "2022-08-01 23:55:53.472076: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432008000 of size 256 next 108\n", + "2022-08-01 23:55:53.472078: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432008100 of size 256 next 109\n", + "2022-08-01 23:55:53.472080: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432008200 of size 256 next 112\n", + "2022-08-01 23:55:53.472082: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432008300 of size 256 next 113\n", + "2022-08-01 23:55:53.472084: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432008400 of size 256 next 114\n", + "2022-08-01 23:55:53.472086: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432008500 of size 256 next 115\n", + "2022-08-01 23:55:53.472088: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432008600 of size 256 next 117\n", + "2022-08-01 23:55:53.472090: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432008700 of size 256 next 118\n", + "2022-08-01 23:55:53.472092: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432008800 of size 256 next 116\n", + "2022-08-01 23:55:53.472094: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432008900 of size 256 next 120\n", + "2022-08-01 23:55:53.472096: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432008a00 of size 256 next 121\n", + "2022-08-01 23:55:53.472098: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432008b00 of size 256 next 122\n", + "2022-08-01 23:55:53.472100: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432008c00 of size 256 next 123\n", + "2022-08-01 23:55:53.472102: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432008d00 of size 256 next 124\n", + "2022-08-01 23:55:53.472104: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432008e00 of size 256 next 127\n", + "2022-08-01 23:55:53.472106: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432008f00 of size 256 next 128\n", + "2022-08-01 23:55:53.472108: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432009000 of size 256 next 129\n", + "2022-08-01 23:55:53.472110: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432009100 of size 256 next 130\n", + "2022-08-01 23:55:53.472112: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432009200 of size 256 next 131\n", + "2022-08-01 23:55:53.472114: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432009300 of size 256 next 132\n", + "2022-08-01 23:55:53.472116: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432009400 of size 1280 next 135\n", + "2022-08-01 23:55:53.472118: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432009900 of size 256 next 137\n", + "2022-08-01 23:55:53.472120: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432009a00 of size 256 next 138\n", + "2022-08-01 23:55:53.472122: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse 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23:55:53.472139: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143200a300 of size 256 next 147\n", + "2022-08-01 23:55:53.472141: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143200a400 of size 256 next 148\n", + "2022-08-01 23:55:53.472143: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143200a500 of size 256 next 149\n", + "2022-08-01 23:55:53.472145: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143200a600 of size 256 next 151\n", + "2022-08-01 23:55:53.472147: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143200a700 of size 256 next 152\n", + "2022-08-01 23:55:53.472149: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143200a800 of size 256 next 153\n", + "2022-08-01 23:55:53.472151: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143200a900 of size 256 next 154\n", + "2022-08-01 23:55:53.472153: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143200aa00 of size 256 next 156\n", + "2022-08-01 23:55:53.472155: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143200ab00 of size 256 next 157\n", + "2022-08-01 23:55:53.472157: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143200ac00 of size 256 next 158\n", + "2022-08-01 23:55:53.472159: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143200ad00 of size 256 next 160\n", + "2022-08-01 23:55:53.472161: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143200ae00 of size 256 next 161\n", + "2022-08-01 23:55:53.472163: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143200af00 of size 256 next 162\n", + "2022-08-01 23:55:53.472165: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143200b000 of size 1536 next 165\n", + "2022-08-01 23:55:53.472167: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143200b600 of size 256 next 167\n", + "2022-08-01 23:55:53.472169: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143200b700 of size 256 next 168\n", + "2022-08-01 23:55:53.472171: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143200b800 of size 256 next 169\n", + "2022-08-01 23:55:53.472173: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143200b900 of size 256 next 170\n", + "2022-08-01 23:55:53.472175: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143200ba00 of size 256 next 172\n", + "2022-08-01 23:55:53.472177: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143200bb00 of size 256 next 173\n", + "2022-08-01 23:55:53.472179: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143200bc00 of size 256 next 174\n", + "2022-08-01 23:55:53.472181: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143200bd00 of size 256 next 175\n", + "2022-08-01 23:55:53.472183: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143200be00 of size 256 next 176\n", + "2022-08-01 23:55:53.472185: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143200bf00 of size 256 next 177\n", + "2022-08-01 23:55:53.472187: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143200c000 of size 256 next 178\n", + "2022-08-01 23:55:53.472189: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143200c100 of size 256 next 179\n", + "2022-08-01 23:55:53.472191: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143200c200 of size 256 next 180\n", + "2022-08-01 23:55:53.472193: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143200c300 of size 256 next 182\n", + "2022-08-01 23:55:53.472196: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143200c400 of size 256 next 62\n", + "2022-08-01 23:55:53.472198: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143200c500 of size 256 next 184\n", + "2022-08-01 23:55:53.472200: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143200c600 of size 256 next 185\n", + "2022-08-01 23:55:53.472202: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143200c700 of size 256 next 186\n", + "2022-08-01 23:55:53.472204: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143200c800 of size 256 next 188\n", + "2022-08-01 23:55:53.472206: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143200c900 of size 256 next 189\n", + "2022-08-01 23:55:53.472208: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143200ca00 of size 256 next 192\n", + "2022-08-01 23:55:53.472210: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143200cb00 of size 256 next 193\n", + "2022-08-01 23:55:53.472212: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143200cc00 of size 256 next 191\n", + "2022-08-01 23:55:53.472214: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143200cd00 of size 256 next 195\n", + "2022-08-01 23:55:53.472216: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143200ce00 of size 256 next 200\n", + "2022-08-01 23:55:53.472218: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143200cf00 of size 256 next 201\n", + "2022-08-01 23:55:53.472220: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143200d000 of size 256 next 202\n", + "2022-08-01 23:55:53.472222: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143200d100 of size 1536 next 220\n", + "2022-08-01 23:55:53.472224: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143200d700 of size 4352 next 463\n", + "2022-08-01 23:55:53.472226: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143200e800 of size 4352 next 654\n", + "2022-08-01 23:55:53.472229: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143200f900 of size 8448 next 1183\n", + "2022-08-01 23:55:53.472231: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432011a00 of size 256 next 1224\n", + "2022-08-01 23:55:53.472233: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432011b00 of size 256 next 1227\n", + "2022-08-01 23:55:53.472235: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432011c00 of size 256 next 1228\n", + "2022-08-01 23:55:53.472237: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432011d00 of size 256 next 1231\n", + "2022-08-01 23:55:53.472239: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432011e00 of size 256 next 1232\n", + "2022-08-01 23:55:53.472241: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432011f00 of size 256 next 1233\n", + "2022-08-01 23:55:53.472243: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432012000 of size 1280 next 1235\n", + "2022-08-01 23:55:53.472245: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432012500 of size 256 next 1237\n", + "2022-08-01 23:55:53.472247: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432012600 of size 256 next 1240\n", + "2022-08-01 23:55:53.472249: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432012700 of size 256 next 1241\n", + "2022-08-01 23:55:53.472251: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432012800 of size 256 next 1245\n", + "2022-08-01 23:55:53.472253: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432012900 of size 256 next 1246\n", + "2022-08-01 23:55:53.472270: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432012a00 of size 256 next 1247\n", + "2022-08-01 23:55:53.472273: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432012b00 of size 1280 next 1249\n", + "2022-08-01 23:55:53.472275: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432013000 of size 256 next 1251\n", + "2022-08-01 23:55:53.472277: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432013100 of size 256 next 1254\n", + "2022-08-01 23:55:53.472279: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432013200 of size 256 next 1255\n", + "2022-08-01 23:55:53.472282: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432013300 of size 256 next 1259\n", + "2022-08-01 23:55:53.472284: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432013400 of size 256 next 1260\n", + "2022-08-01 23:55:53.472286: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432013500 of size 256 next 1261\n", + "2022-08-01 23:55:53.472288: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432013600 of size 1280 next 1263\n", + "2022-08-01 23:55:53.472290: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432013b00 of size 256 next 1265\n", + "2022-08-01 23:55:53.472292: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432013c00 of size 256 next 1268\n", + "2022-08-01 23:55:53.472294: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432013d00 of size 256 next 1269\n", + "2022-08-01 23:55:53.472296: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432013e00 of size 256 next 1273\n", + "2022-08-01 23:55:53.472298: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432013f00 of size 256 next 1274\n", + "2022-08-01 23:55:53.472300: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432014000 of size 256 next 1275\n", + "2022-08-01 23:55:53.472302: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432014100 of size 1280 next 1277\n", + "2022-08-01 23:55:53.472304: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432014600 of size 256 next 1279\n", + "2022-08-01 23:55:53.472306: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432014700 of size 256 next 1282\n", + "2022-08-01 23:55:53.472308: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432014800 of size 256 next 1283\n", + "2022-08-01 23:55:53.472310: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432014900 of size 256 next 1287\n", + "2022-08-01 23:55:53.472312: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432014a00 of size 256 next 1288\n", + "2022-08-01 23:55:53.472314: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432014b00 of size 256 next 1289\n", + "2022-08-01 23:55:53.472316: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432014c00 of size 1536 next 18\n", + "2022-08-01 23:55:53.472318: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432015200 of size 36864 next 17\n", + "2022-08-01 23:55:53.472320: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143201e200 of size 36864 next 105\n", + "2022-08-01 23:55:53.472322: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432027200 of size 1280 next 196\n", + "2022-08-01 23:55:53.472324: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432027700 of size 256 next 203\n", + "2022-08-01 23:55:53.472327: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432027800 of size 256 next 204\n", + "2022-08-01 23:55:53.472329: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432027900 of size 256 next 205\n", + "2022-08-01 23:55:53.472331: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432027a00 of size 256 next 206\n", + "2022-08-01 23:55:53.472333: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432027b00 of size 256 next 207\n", + "2022-08-01 23:55:53.472335: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432027c00 of size 256 next 208\n", + "2022-08-01 23:55:53.472337: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432027d00 of size 256 next 209\n", + "2022-08-01 23:55:53.472339: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432027e00 of size 256 next 210\n", + "2022-08-01 23:55:53.472341: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432027f00 of size 256 next 211\n", + "2022-08-01 23:55:53.472343: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432028000 of size 256 next 213\n", + "2022-08-01 23:55:53.472345: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432028100 of size 256 next 159\n", + "2022-08-01 23:55:53.472347: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432028200 of size 256 next 215\n", + "2022-08-01 23:55:53.472349: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432028300 of size 256 next 216\n", + "2022-08-01 23:55:53.472351: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432028400 of size 256 next 219\n", + "2022-08-01 23:55:53.472353: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432028500 of size 256 next 199\n", + "2022-08-01 23:55:53.472355: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432028600 of size 256 next 221\n", + "2022-08-01 23:55:53.472357: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432028700 of size 256 next 223\n", + "2022-08-01 23:55:53.472360: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432028800 of size 256 next 224\n", + "2022-08-01 23:55:53.472362: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432028900 of size 256 next 225\n", + "2022-08-01 23:55:53.472364: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432028a00 of size 1536 next 227\n", + "2022-08-01 23:55:53.472366: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432029000 of size 256 next 231\n", + "2022-08-01 23:55:53.472368: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432029100 of size 256 next 232\n", + "2022-08-01 23:55:53.472370: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432029200 of size 256 next 233\n", + "2022-08-01 23:55:53.472372: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432029300 of size 256 next 234\n", + "2022-08-01 23:55:53.472374: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432029400 of size 256 next 235\n", + "2022-08-01 23:55:53.472376: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432029500 of size 256 next 236\n", + "2022-08-01 23:55:53.472378: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432029600 of size 256 next 237\n", + "2022-08-01 23:55:53.472380: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432029700 of size 256 next 238\n", + "2022-08-01 23:55:53.472382: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432029800 of size 256 next 239\n", + "2022-08-01 23:55:53.472384: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432029900 of size 256 next 240\n", + "2022-08-01 23:55:53.472386: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432029a00 of size 256 next 241\n", + "2022-08-01 23:55:53.472388: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432029b00 of size 256 next 242\n", + "2022-08-01 23:55:53.472390: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432029c00 of size 256 next 245\n", + "2022-08-01 23:55:53.472392: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432029d00 of size 256 next 246\n", + "2022-08-01 23:55:53.472394: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432029e00 of size 256 next 247\n", + "2022-08-01 23:55:53.472396: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432029f00 of size 256 next 248\n", + "2022-08-01 23:55:53.472398: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143202a000 of size 256 next 251\n", + "2022-08-01 23:55:53.472400: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143202a100 of size 256 next 252\n", + "2022-08-01 23:55:53.472402: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143202a200 of size 256 next 253\n", + "2022-08-01 23:55:53.472404: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143202a300 of size 256 next 254\n", + "2022-08-01 23:55:53.472406: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143202a400 of size 256 next 257\n", + "2022-08-01 23:55:53.472409: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143202a500 of size 256 next 258\n", + "2022-08-01 23:55:53.472411: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143202a600 of size 256 next 259\n", + "2022-08-01 23:55:53.472413: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143202a700 of size 1536 next 263\n", + "2022-08-01 23:55:53.472415: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143202ad00 of size 256 next 264\n", + "2022-08-01 23:55:53.472417: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143202ae00 of size 256 next 265\n", + "2022-08-01 23:55:53.472419: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143202af00 of size 256 next 266\n", + "2022-08-01 23:55:53.472421: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143202b000 of size 256 next 267\n", + "2022-08-01 23:55:53.472423: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143202b100 of size 256 next 268\n", + "2022-08-01 23:55:53.472425: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143202b200 of size 256 next 269\n", + "2022-08-01 23:55:53.472427: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143202b300 of size 256 next 270\n", + "2022-08-01 23:55:53.472429: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143202b400 of size 256 next 271\n", + "2022-08-01 23:55:53.472432: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143202b500 of size 256 next 272\n", + "2022-08-01 23:55:53.472434: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143202b600 of size 256 next 273\n", + "2022-08-01 23:55:53.472436: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143202b700 of size 256 next 274\n", + "2022-08-01 23:55:53.472438: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143202b800 of size 256 next 275\n", + "2022-08-01 23:55:53.472440: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143202b900 of size 256 next 276\n", + "2022-08-01 23:55:53.472442: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143202ba00 of size 256 next 278\n", + "2022-08-01 23:55:53.472444: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143202bb00 of size 256 next 260\n", + "2022-08-01 23:55:53.472446: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143202bc00 of size 256 next 280\n", + "2022-08-01 23:55:53.472448: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143202bd00 of size 256 next 281\n", + "2022-08-01 23:55:53.472450: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143202be00 of size 256 next 283\n", + "2022-08-01 23:55:53.472452: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143202bf00 of size 256 next 284\n", + "2022-08-01 23:55:53.472454: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143202c000 of size 256 next 285\n", + "2022-08-01 23:55:53.472456: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143202c100 of size 256 next 287\n", + "2022-08-01 23:55:53.472458: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143202c200 of size 256 next 288\n", + "2022-08-01 23:55:53.472460: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143202c300 of size 256 next 290\n", + "2022-08-01 23:55:53.472462: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143202c400 of size 1536 next 293\n", + "2022-08-01 23:55:53.472464: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143202ca00 of size 256 next 295\n", + "2022-08-01 23:55:53.472466: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143202cb00 of size 256 next 296\n", + "2022-08-01 23:55:53.472468: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143202cc00 of size 256 next 297\n", + "2022-08-01 23:55:53.472470: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143202cd00 of size 256 next 298\n", + "2022-08-01 23:55:53.472472: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143202ce00 of size 256 next 300\n", + "2022-08-01 23:55:53.472474: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143202cf00 of size 256 next 301\n", + "2022-08-01 23:55:53.472476: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143202d000 of size 256 next 302\n", + "2022-08-01 23:55:53.472478: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143202d100 of size 256 next 303\n", + "2022-08-01 23:55:53.472480: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143202d200 of size 256 next 304\n", + "2022-08-01 23:55:53.472482: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143202d300 of size 256 next 305\n", + "2022-08-01 23:55:53.472484: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143202d400 of size 256 next 306\n", + "2022-08-01 23:55:53.472487: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143202d500 of size 256 next 307\n", + "2022-08-01 23:55:53.472489: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143202d600 of size 256 next 309\n", + "2022-08-01 23:55:53.472491: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143202d700 of size 256 next 310\n", + "2022-08-01 23:55:53.472493: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143202d800 of size 256 next 311\n", + "2022-08-01 23:55:53.472495: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143202d900 of size 256 next 312\n", + "2022-08-01 23:55:53.472497: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143202da00 of size 256 next 313\n", + "2022-08-01 23:55:53.472499: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143202db00 of size 256 next 315\n", + "2022-08-01 23:55:53.472501: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143202dc00 of size 256 next 316\n", + "2022-08-01 23:55:53.472503: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143202dd00 of size 256 next 317\n", + "2022-08-01 23:55:53.472505: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143202de00 of size 256 next 320\n", + "2022-08-01 23:55:53.472507: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143202df00 of size 256 next 321\n", + "2022-08-01 23:55:53.472509: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143202e000 of size 256 next 322\n", + "2022-08-01 23:55:53.472511: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143202e100 of size 256 next 286\n", + "2022-08-01 23:55:53.472513: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143202e200 of size 1280 next 326\n", + "2022-08-01 23:55:53.472515: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143202e700 of size 256 next 327\n", + "2022-08-01 23:55:53.472517: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143202e800 of size 256 next 328\n", + "2022-08-01 23:55:53.472519: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143202e900 of size 256 next 329\n", + "2022-08-01 23:55:53.472521: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143202ea00 of size 256 next 330\n", + "2022-08-01 23:55:53.472523: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143202eb00 of size 256 next 332\n", + "2022-08-01 23:55:53.472525: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143202ec00 of size 256 next 333\n", + "2022-08-01 23:55:53.472527: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143202ed00 of size 256 next 334\n", + "2022-08-01 23:55:53.472529: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143202ee00 of size 256 next 335\n", + "2022-08-01 23:55:53.472531: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143202ef00 of size 256 next 336\n", + "2022-08-01 23:55:53.472533: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143202f000 of size 256 next 337\n", + "2022-08-01 23:55:53.472536: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143202f100 of size 256 next 338\n", + "2022-08-01 23:55:53.472538: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143202f200 of size 256 next 339\n", + "2022-08-01 23:55:53.472540: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143202f300 of size 256 next 341\n", + "2022-08-01 23:55:53.472542: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143202f400 of size 256 next 342\n", + "2022-08-01 23:55:53.472544: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143202f500 of size 256 next 343\n", + "2022-08-01 23:55:53.472546: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143202f600 of size 256 next 344\n", + "2022-08-01 23:55:53.472548: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143202f700 of size 256 next 345\n", + "2022-08-01 23:55:53.472550: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143202f800 of size 256 next 347\n", + "2022-08-01 23:55:53.472552: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143202f900 of size 256 next 348\n", + "2022-08-01 23:55:53.472554: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143202fa00 of size 256 next 349\n", + "2022-08-01 23:55:53.472556: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143202fb00 of size 256 next 352\n", + "2022-08-01 23:55:53.472558: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143202fc00 of size 256 next 353\n", + "2022-08-01 23:55:53.472561: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143202fd00 of size 256 next 354\n", + "2022-08-01 23:55:53.472563: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143202fe00 of size 256 next 355\n", + "2022-08-01 23:55:53.472565: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143202ff00 of size 256 next 359\n", + "2022-08-01 23:55:53.472567: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432030000 of size 256 next 360\n", + "2022-08-01 23:55:53.472569: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432030100 of size 256 next 24\n", + "2022-08-01 23:55:53.472571: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432030200 of size 73728 next 23\n", + "2022-08-01 23:55:53.472573: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432042200 of size 36864 next 54\n", + "2022-08-01 23:55:53.472575: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143204b200 of size 256 next 358\n", + "2022-08-01 23:55:53.472577: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143204b300 of size 1280 next 361\n", + "2022-08-01 23:55:53.472579: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143204b800 of size 256 next 363\n", + "2022-08-01 23:55:53.472581: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143204b900 of size 256 next 364\n", + "2022-08-01 23:55:53.472583: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143204ba00 of size 256 next 365\n", + "2022-08-01 23:55:53.472585: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143204bb00 of size 256 next 366\n", + "2022-08-01 23:55:53.472587: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143204bc00 of size 256 next 367\n", + "2022-08-01 23:55:53.472589: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143204bd00 of size 256 next 368\n", + "2022-08-01 23:55:53.472591: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143204be00 of size 256 next 369\n", + "2022-08-01 23:55:53.472593: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143204bf00 of size 256 next 370\n", + "2022-08-01 23:55:53.472595: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143204c000 of size 256 next 372\n", + "2022-08-01 23:55:53.472597: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143204c100 of size 256 next 373\n", + "2022-08-01 23:55:53.472599: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143204c200 of size 256 next 374\n", + "2022-08-01 23:55:53.472601: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143204c300 of size 256 next 375\n", + "2022-08-01 23:55:53.472603: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143204c400 of size 256 next 376\n", + "2022-08-01 23:55:53.472606: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143204c500 of size 256 next 378\n", + "2022-08-01 23:55:53.472608: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143204c600 of size 256 next 379\n", + "2022-08-01 23:55:53.472610: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143204c700 of size 256 next 380\n", + "2022-08-01 23:55:53.472612: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143204c800 of size 256 next 383\n", + "2022-08-01 23:55:53.472614: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143204c900 of size 256 next 384\n", + "2022-08-01 23:55:53.472616: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143204ca00 of size 256 next 385\n", + "2022-08-01 23:55:53.472618: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143204cb00 of size 256 next 386\n", + "2022-08-01 23:55:53.472620: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143204cc00 of size 1280 next 389\n", + "2022-08-01 23:55:53.472622: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143204d100 of size 256 next 390\n", + "2022-08-01 23:55:53.472624: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143204d200 of size 256 next 391\n", + "2022-08-01 23:55:53.472626: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143204d300 of size 256 next 392\n", + "2022-08-01 23:55:53.472628: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143204d400 of size 256 next 393\n", + "2022-08-01 23:55:53.472630: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143204d500 of size 256 next 395\n", + "2022-08-01 23:55:53.472632: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143204d600 of size 256 next 396\n", + "2022-08-01 23:55:53.472634: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143204d700 of size 256 next 397\n", + "2022-08-01 23:55:53.472636: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143204d800 of size 256 next 398\n", + "2022-08-01 23:55:53.472638: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143204d900 of size 256 next 399\n", + "2022-08-01 23:55:53.472640: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143204da00 of size 256 next 400\n", + "2022-08-01 23:55:53.472642: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143204db00 of size 256 next 401\n", + "2022-08-01 23:55:53.472644: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143204dc00 of size 256 next 402\n", + "2022-08-01 23:55:53.472646: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143204dd00 of size 256 next 404\n", + "2022-08-01 23:55:53.472649: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143204de00 of size 256 next 405\n", + "2022-08-01 23:55:53.472651: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143204df00 of size 256 next 406\n", + "2022-08-01 23:55:53.472653: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143204e000 of size 256 next 407\n", + "2022-08-01 23:55:53.472655: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143204e100 of size 256 next 408\n", + "2022-08-01 23:55:53.472657: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143204e200 of size 256 next 410\n", + "2022-08-01 23:55:53.472659: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143204e300 of size 256 next 411\n", + "2022-08-01 23:55:53.472661: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143204e400 of size 256 next 412\n", + "2022-08-01 23:55:53.472663: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143204e500 of size 256 next 415\n", + "2022-08-01 23:55:53.472665: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143204e600 of size 256 next 416\n", + "2022-08-01 23:55:53.472667: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143204e700 of size 256 next 417\n", + "2022-08-01 23:55:53.472669: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143204e800 of size 1536 next 421\n", + "2022-08-01 23:55:53.472671: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143204ee00 of size 256 next 423\n", + "2022-08-01 23:55:53.472673: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143204ef00 of size 256 next 424\n", + "2022-08-01 23:55:53.472675: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143204f000 of size 1536 next 422\n", + "2022-08-01 23:55:53.472677: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143204f600 of size 1536 next 427\n", + "2022-08-01 23:55:53.472679: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143204fc00 of size 1536 next 428\n", + "2022-08-01 23:55:53.472681: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432050200 of size 1536 next 429\n", + "2022-08-01 23:55:53.472683: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432050800 of size 1024 next 430\n", + "2022-08-01 23:55:53.472686: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432050c00 of size 1024 next 433\n", + "2022-08-01 23:55:53.472688: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432051000 of size 1024 next 434\n", + "2022-08-01 23:55:53.472690: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432051400 of size 1024 next 435\n", + "2022-08-01 23:55:53.472692: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432051800 of size 256 next 437\n", + "2022-08-01 23:55:53.472694: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432051900 of size 256 next 438\n", + "2022-08-01 23:55:53.472696: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432051a00 of size 1024 next 436\n", + "2022-08-01 23:55:53.472698: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432051e00 of size 1024 next 439\n", + "2022-08-01 23:55:53.472700: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432052200 of size 1024 next 441\n", + "2022-08-01 23:55:53.472702: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432052600 of size 512 next 425\n", + "2022-08-01 23:55:53.472704: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432052800 of size 512 next 442\n", + "2022-08-01 23:55:53.472706: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432052a00 of size 256 next 443\n", + "2022-08-01 23:55:53.472708: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432052b00 of size 256 next 444\n", + "2022-08-01 23:55:53.472710: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432052c00 of size 1536 next 447\n", + "2022-08-01 23:55:53.472712: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432053200 of size 1536 next 448\n", + "2022-08-01 23:55:53.472714: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432053800 of size 2560 next 46\n", + "2022-08-01 23:55:53.472716: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432054200 of size 73728 next 45\n", + "2022-08-01 23:55:53.472719: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432066200 of size 49152 next 68\n", + "2022-08-01 23:55:53.472721: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432072200 of size 49152 next 67\n", + "2022-08-01 23:55:53.472723: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143207e200 of size 55296 next 119\n", + "2022-08-01 23:55:53.472725: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143208ba00 of size 276480 next 155\n", + "2022-08-01 23:55:53.472727: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14320cf200 of size 557056 next 136\n", + "2022-08-01 23:55:53.472729: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432157200 of size 835584 next 95\n", + "2022-08-01 23:55:53.472732: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432223200 of size 40960 next 100\n", + "2022-08-01 23:55:53.472734: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143222d200 of size 40960 next 111\n", + "2022-08-01 23:55:53.472736: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432237200 of size 40960 next 110\n", + "2022-08-01 23:55:53.472738: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432241200 of size 40960 next 150\n", + "2022-08-01 23:55:53.472740: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143224b200 of size 77824 next 83\n", + "2022-08-01 23:55:53.472743: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143225e200 of size 40960 next 76\n", + "2022-08-01 23:55:53.472745: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432268200 of size 55296 next 1181\n", + "2022-08-01 23:55:53.472747: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432275a00 of size 110592 next 88\n", + "2022-08-01 23:55:53.472749: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432290a00 of size 55296 next 126\n", + "2022-08-01 23:55:53.472751: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143229e200 of size 69632 next 82\n", + "2022-08-01 23:55:53.472753: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14322af200 of size 40960 next 166\n", + "2022-08-01 23:55:53.472755: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14322b9200 of size 40960 next 171\n", + "2022-08-01 23:55:53.472757: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14322c3200 of size 768 next 453\n", + "2022-08-01 23:55:53.472759: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14322c3500 of size 768 next 449\n", + "2022-08-01 23:55:53.472761: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14322c3800 of size 256 next 451\n", + "2022-08-01 23:55:53.472763: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14322c3900 of size 256 next 452\n", + "2022-08-01 23:55:53.472766: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14322c3a00 of size 768 next 450\n", + "2022-08-01 23:55:53.472768: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14322c3d00 of size 768 next 455\n", + "2022-08-01 23:55:53.472770: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14322c4000 of size 768 next 456\n", + "2022-08-01 23:55:53.472772: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14322c4300 of size 768 next 457\n", + "2022-08-01 23:55:53.472774: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14322c4600 of size 256 next 458\n", + "2022-08-01 23:55:53.472776: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14322c4700 of size 256 next 459\n", + "2022-08-01 23:55:53.472778: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14322c4800 of size 512 next 461\n", + "2022-08-01 23:55:53.472780: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14322c4a00 of size 512 next 462\n", + "2022-08-01 23:55:53.472782: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14322c4c00 of size 1024 next 464\n", + "2022-08-01 23:55:53.472784: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14322c5000 of size 256 next 465\n", + "2022-08-01 23:55:53.472786: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14322c5100 of size 256 next 466\n", + "2022-08-01 23:55:53.472788: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14322c5200 of size 768 next 467\n", + "2022-08-01 23:55:53.472790: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14322c5500 of size 768 next 468\n", + "2022-08-01 23:55:53.472792: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14322c5800 of size 768 next 469\n", + "2022-08-01 23:55:53.472794: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14322c5b00 of size 768 next 470\n", + "2022-08-01 23:55:53.472796: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14322c5e00 of size 256 next 471\n", + "2022-08-01 23:55:53.472798: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14322c5f00 of size 256 next 472\n", + "2022-08-01 23:55:53.472800: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14322c6000 of size 768 next 475\n", + "2022-08-01 23:55:53.472802: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14322c6300 of size 768 next 476\n", + "2022-08-01 23:55:53.472804: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14322c6600 of size 768 next 477\n", + "2022-08-01 23:55:53.472806: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14322c6900 of size 768 next 478\n", + "2022-08-01 23:55:53.472809: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14322c6c00 of size 256 next 479\n", + "2022-08-01 23:55:53.472811: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14322c6d00 of size 256 next 480\n", + "2022-08-01 23:55:53.472813: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14322c6e00 of size 4352 next 483\n", + "2022-08-01 23:55:53.472815: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14322c7f00 of size 768 next 485\n", + "2022-08-01 23:55:53.472817: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14322c8200 of size 768 next 486\n", + "2022-08-01 23:55:53.472819: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14322c8500 of size 768 next 487\n", + "2022-08-01 23:55:53.472821: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14322c8800 of size 768 next 488\n", + "2022-08-01 23:55:53.472823: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14322c8b00 of size 512 next 489\n", + "2022-08-01 23:55:53.472825: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14322c8d00 of size 512 next 490\n", + "2022-08-01 23:55:53.472827: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14322c8f00 of size 512 next 491\n", + "2022-08-01 23:55:53.472829: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14322c9100 of size 512 next 492\n", + "2022-08-01 23:55:53.472831: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14322c9300 of size 768 next 493\n", + "2022-08-01 23:55:53.472833: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14322c9600 of size 768 next 494\n", + "2022-08-01 23:55:53.472835: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14322c9900 of size 768 next 125\n", + "2022-08-01 23:55:53.472837: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14322c9c00 of size 768 next 496\n", + "2022-08-01 23:55:53.472840: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14322c9f00 of size 768 next 497\n", + "2022-08-01 23:55:53.472842: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14322ca200 of size 768 next 498\n", + "2022-08-01 23:55:53.472844: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14322ca500 of size 768 next 501\n", + "2022-08-01 23:55:53.472846: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14322ca800 of size 5120 next 504\n", + "2022-08-01 23:55:53.472848: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14322cbc00 of size 768 next 505\n", + "2022-08-01 23:55:53.472850: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14322cbf00 of size 768 next 507\n", + "2022-08-01 23:55:53.472852: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14322cc200 of size 768 next 508\n", + "2022-08-01 23:55:53.472854: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14322cc500 of size 768 next 509\n", + "2022-08-01 23:55:53.472856: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14322cc800 of size 512 next 510\n", + "2022-08-01 23:55:53.472858: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14322cca00 of size 512 next 511\n", + "2022-08-01 23:55:53.472860: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14322ccc00 of size 512 next 512\n", + "2022-08-01 23:55:53.472862: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14322cce00 of size 512 next 513\n", + "2022-08-01 23:55:53.472864: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14322cd000 of size 512 next 181\n", + "2022-08-01 23:55:53.472866: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14322cd200 of size 40960 next 134\n", + "2022-08-01 23:55:53.472869: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14322d7200 of size 163840 next 133\n", + "2022-08-01 23:55:53.472871: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14322ff200 of size 55296 next 183\n", + "2022-08-01 23:55:53.472873: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143230ca00 of size 219136 next 164\n", + "2022-08-01 23:55:53.472875: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432342200 of size 40960 next 212\n", + "2022-08-01 23:55:53.472878: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143234c200 of size 180224 next 190\n", + "2022-08-01 23:55:53.472880: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432378200 of size 40960 next 230\n", + "2022-08-01 23:55:53.472882: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432382200 of size 69632 next 218\n", + "2022-08-01 23:55:53.472884: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432393200 of size 55296 next 217\n", + "2022-08-01 23:55:53.472886: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14323a0a00 of size 40960 next 244\n", + "2022-08-01 23:55:53.472888: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14323aaa00 of size 40960 next 243\n", + "2022-08-01 23:55:53.472890: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14323b4a00 of size 79872 next 198\n", + "2022-08-01 23:55:53.472892: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14323c8200 of size 40960 next 214\n", + "2022-08-01 23:55:53.472894: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14323d2200 of size 55296 next 187\n", + "2022-08-01 23:55:53.472896: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14323dfa00 of size 67584 next 197\n", + "2022-08-01 23:55:53.472898: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14323f0200 of size 110592 next 222\n", + "2022-08-01 23:55:53.472900: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143240b200 of size 55296 next 250\n", + "2022-08-01 23:55:53.472902: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432418a00 of size 55296 next 249\n", + "2022-08-01 23:55:53.472905: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432426200 of size 55296 next 282\n", + "2022-08-01 23:55:53.472907: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432433a00 of size 40960 next 294\n", + "2022-08-01 23:55:53.472909: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143243da00 of size 40960 next 299\n", + "2022-08-01 23:55:53.472911: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432447a00 of size 79872 next 229\n", + "2022-08-01 23:55:53.472913: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143245b200 of size 163840 next 228\n", + "2022-08-01 23:55:53.472915: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432483200 of size 40960 next 277\n", + "2022-08-01 23:55:53.472917: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143248d200 of size 180224 next 255\n", + "2022-08-01 23:55:53.472919: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14324b9200 of size 40960 next 308\n", + "2022-08-01 23:55:53.472921: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14324c3200 of size 55296 next 314\n", + "2022-08-01 23:55:53.472923: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14324d0a00 of size 67584 next 262\n", + "2022-08-01 23:55:53.472925: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14324e1200 of size 40960 next 279\n", + "2022-08-01 23:55:53.472928: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14324eb200 of size 122880 next 261\n", + "2022-08-01 23:55:53.472930: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432509200 of size 55296 next 289\n", + "2022-08-01 23:55:53.472932: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432516a00 of size 96256 next 340\n", + "2022-08-01 23:55:53.472934: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143252e200 of size 768 next 515\n", + "2022-08-01 23:55:53.472936: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143252e500 of size 768 next 516\n", + "2022-08-01 23:55:53.472938: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143252e800 of size 768 next 517\n", + "2022-08-01 23:55:53.472940: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143252eb00 of size 768 next 518\n", + "2022-08-01 23:55:53.472943: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143252ee00 of size 768 next 521\n", + "2022-08-01 23:55:53.472945: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143252f100 of size 768 next 522\n", + "2022-08-01 23:55:53.472947: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143252f400 of size 768 next 523\n", + "2022-08-01 23:55:53.472949: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143252f700 of size 768 next 519\n", + "2022-08-01 23:55:53.472951: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143252fa00 of size 4352 next 525\n", + "2022-08-01 23:55:53.472953: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432530b00 of size 768 next 528\n", + "2022-08-01 23:55:53.472955: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432530e00 of size 768 next 529\n", + "2022-08-01 23:55:53.472957: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432531100 of size 768 next 530\n", + "2022-08-01 23:55:53.472959: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432531400 of size 768 next 531\n", + "2022-08-01 23:55:53.472962: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432531700 of size 512 next 532\n", + "2022-08-01 23:55:53.472964: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432531900 of size 512 next 533\n", + "2022-08-01 23:55:53.472966: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432531b00 of size 512 next 534\n", + "2022-08-01 23:55:53.472968: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432531d00 of size 768 next 536\n", + "2022-08-01 23:55:53.472970: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432532000 of size 768 next 537\n", + "2022-08-01 23:55:53.472972: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432532300 of size 768 next 538\n", + "2022-08-01 23:55:53.472974: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432532600 of size 768 next 539\n", + "2022-08-01 23:55:53.472976: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432532900 of size 768 next 540\n", + "2022-08-01 23:55:53.472978: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432532c00 of size 768 next 541\n", + "2022-08-01 23:55:53.472980: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432532f00 of size 768 next 543\n", + "2022-08-01 23:55:53.472983: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432533200 of size 768 next 544\n", + "2022-08-01 23:55:53.472985: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432533500 of size 4352 next 547\n", + "2022-08-01 23:55:53.472987: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432534600 of size 768 next 548\n", + "2022-08-01 23:55:53.472989: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432534900 of size 768 next 550\n", + "2022-08-01 23:55:53.472991: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432534c00 of size 768 next 551\n", + "2022-08-01 23:55:53.472993: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432534f00 of size 768 next 552\n", + "2022-08-01 23:55:53.472995: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432535200 of size 512 next 553\n", + "2022-08-01 23:55:53.472997: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432535400 of size 512 next 554\n", + "2022-08-01 23:55:53.472999: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432535600 of size 512 next 555\n", + "2022-08-01 23:55:53.473001: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432535800 of size 512 next 556\n", + "2022-08-01 23:55:53.473004: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432535a00 of size 768 next 558\n", + "2022-08-01 23:55:53.473006: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432535d00 of size 768 next 559\n", + "2022-08-01 23:55:53.473008: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432536000 of size 768 next 560\n", + "2022-08-01 23:55:53.473010: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432536300 of size 768 next 561\n", + "2022-08-01 23:55:53.473012: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432536600 of size 768 next 564\n", + "2022-08-01 23:55:53.473014: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432536900 of size 768 next 565\n", + "2022-08-01 23:55:53.473016: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432536c00 of size 768 next 566\n", + "2022-08-01 23:55:53.473018: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432536f00 of size 768 next 562\n", + "2022-08-01 23:55:53.473020: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432537200 of size 4352 next 568\n", + "2022-08-01 23:55:53.473023: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432538300 of size 768 next 571\n", + "2022-08-01 23:55:53.473025: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432538600 of size 768 next 572\n", + "2022-08-01 23:55:53.473027: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432538900 of size 768 next 573\n", + "2022-08-01 23:55:53.473029: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432538c00 of size 768 next 574\n", + "2022-08-01 23:55:53.473031: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432538f00 of size 512 next 575\n", + "2022-08-01 23:55:53.473033: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432539100 of size 512 next 576\n", + "2022-08-01 23:55:53.473035: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432539300 of size 512 next 577\n", + "2022-08-01 23:55:53.473037: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432539500 of size 512 next 578\n", + "2022-08-01 23:55:53.473039: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432539700 of size 768 next 580\n", + "2022-08-01 23:55:53.473041: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432539a00 of size 768 next 581\n", + "2022-08-01 23:55:53.473043: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432539d00 of size 768 next 582\n", + "2022-08-01 23:55:53.473045: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143253a000 of size 768 next 583\n", + "2022-08-01 23:55:53.473048: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143253a300 of size 768 next 584\n", + "2022-08-01 23:55:53.473050: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143253a600 of size 768 next 585\n", + "2022-08-01 23:55:53.473052: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143253a900 of size 768 next 587\n", + "2022-08-01 23:55:53.473054: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143253ac00 of size 768 next 588\n", + "2022-08-01 23:55:53.473056: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143253af00 of size 768 next 592\n", + "2022-08-01 23:55:53.473058: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143253b200 of size 768 next 594\n", + "2022-08-01 23:55:53.473060: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143253b500 of size 1280 next 346\n", + "2022-08-01 23:55:53.473062: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143253ba00 of size 67584 next 292\n", + "2022-08-01 23:55:53.473064: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143254c200 of size 163840 next 291\n", + "2022-08-01 23:55:53.473067: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432574200 of size 40960 next 331\n", + "2022-08-01 23:55:53.473069: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143257e200 of size 69632 next 319\n", + "2022-08-01 23:55:53.473071: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143258f200 of size 110592 next 318\n", + "2022-08-01 23:55:53.473074: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14325aa200 of size 40960 next 371\n", + "2022-08-01 23:55:53.473076: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14325b4200 of size 55296 next 377\n", + "2022-08-01 23:55:53.473078: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14325c1a00 of size 67584 next 325\n", + "2022-08-01 23:55:53.473080: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14325d2200 of size 163840 next 324\n", + "2022-08-01 23:55:53.473082: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14325fa200 of size 40960 next 362\n", + "2022-08-01 23:55:53.473084: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432604200 of size 180224 next 350\n", + "2022-08-01 23:55:53.473086: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432630200 of size 40960 next 403\n", + "2022-08-01 23:55:53.473088: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143263a200 of size 768 next 591\n", + "2022-08-01 23:55:53.473090: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143263a500 of size 4352 next 595\n", + "2022-08-01 23:55:53.473093: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143263b600 of size 512 next 596\n", + "2022-08-01 23:55:53.473095: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143263b800 of size 512 next 597\n", + "2022-08-01 23:55:53.473097: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143263ba00 of size 512 next 598\n", + "2022-08-01 23:55:53.473099: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143263bc00 of size 512 next 599\n", + "2022-08-01 23:55:53.473101: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143263be00 of size 768 next 601\n", + "2022-08-01 23:55:53.473103: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143263c100 of size 768 next 602\n", + "2022-08-01 23:55:53.473105: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143263c400 of size 768 next 603\n", + "2022-08-01 23:55:53.473107: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143263c700 of size 768 next 604\n", + "2022-08-01 23:55:53.473109: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143263ca00 of size 768 next 607\n", + "2022-08-01 23:55:53.473111: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143263cd00 of size 768 next 608\n", + "2022-08-01 23:55:53.473113: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143263d000 of size 768 next 609\n", + "2022-08-01 23:55:53.473116: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143263d300 of size 768 next 605\n", + "2022-08-01 23:55:53.473118: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143263d600 of size 4352 next 611\n", + "2022-08-01 23:55:53.473120: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143263e700 of size 768 next 614\n", + "2022-08-01 23:55:53.473122: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143263ea00 of size 768 next 615\n", + "2022-08-01 23:55:53.473124: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143263ed00 of size 768 next 616\n", + "2022-08-01 23:55:53.473126: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143263f000 of size 768 next 617\n", + "2022-08-01 23:55:53.473128: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143263f300 of size 512 next 618\n", + "2022-08-01 23:55:53.473130: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143263f500 of size 512 next 619\n", + "2022-08-01 23:55:53.473132: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143263f700 of size 512 next 620\n", + "2022-08-01 23:55:53.473134: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143263f900 of size 512 next 621\n", + "2022-08-01 23:55:53.473137: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143263fb00 of size 768 next 623\n", + "2022-08-01 23:55:53.473139: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143263fe00 of size 768 next 624\n", + "2022-08-01 23:55:53.473141: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432640100 of size 768 next 625\n", + "2022-08-01 23:55:53.473143: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432640400 of size 768 next 626\n", + "2022-08-01 23:55:53.473145: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432640700 of size 768 next 627\n", + "2022-08-01 23:55:53.473147: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432640a00 of size 768 next 628\n", + "2022-08-01 23:55:53.473149: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432640d00 of size 768 next 630\n", + "2022-08-01 23:55:53.473151: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432641000 of size 768 next 631\n", + "2022-08-01 23:55:53.473153: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432641300 of size 4352 next 634\n", + "2022-08-01 23:55:53.473155: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432642400 of size 768 next 635\n", + "2022-08-01 23:55:53.473157: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432642700 of size 768 next 637\n", + "2022-08-01 23:55:53.473160: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432642a00 of size 768 next 638\n", + "2022-08-01 23:55:53.473162: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432642d00 of size 768 next 639\n", + "2022-08-01 23:55:53.473164: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432643000 of size 512 next 640\n", + "2022-08-01 23:55:53.473166: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432643200 of size 512 next 641\n", + "2022-08-01 23:55:53.473168: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432643400 of size 512 next 642\n", + "2022-08-01 23:55:53.473170: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432643600 of size 512 next 643\n", + "2022-08-01 23:55:53.473172: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432643800 of size 768 next 645\n", + "2022-08-01 23:55:53.473174: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432643b00 of size 768 next 646\n", + "2022-08-01 23:55:53.473176: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432643e00 of size 768 next 647\n", + "2022-08-01 23:55:53.473178: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432644100 of size 768 next 648\n", + "2022-08-01 23:55:53.473181: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432644400 of size 768 next 651\n", + "2022-08-01 23:55:53.473183: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432644700 of size 768 next 652\n", + "2022-08-01 23:55:53.473185: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432644a00 of size 768 next 653\n", + "2022-08-01 23:55:53.473187: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432644d00 of size 768 next 649\n", + "2022-08-01 23:55:53.473189: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432645000 of size 4352 next 655\n", + "2022-08-01 23:55:53.473191: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432646100 of size 768 next 658\n", + "2022-08-01 23:55:53.473193: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432646400 of size 768 next 659\n", + "2022-08-01 23:55:53.473195: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432646700 of size 768 next 660\n", + "2022-08-01 23:55:53.473197: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432646a00 of size 768 next 661\n", + "2022-08-01 23:55:53.473199: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432646d00 of size 512 next 662\n", + "2022-08-01 23:55:53.473202: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432646f00 of size 512 next 663\n", + "2022-08-01 23:55:53.473204: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432647100 of size 512 next 664\n", + "2022-08-01 23:55:53.473206: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432647300 of size 512 next 665\n", + "2022-08-01 23:55:53.473208: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432647500 of size 1280 next 409\n", + "2022-08-01 23:55:53.473211: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432647a00 of size 20480 next 1195\n", + "2022-08-01 23:55:53.473213: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143264ca00 of size 47104 next 357\n", + "2022-08-01 23:55:53.473215: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432658200 of size 163840 next 356\n", + "2022-08-01 23:55:53.473217: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432680200 of size 40960 next 394\n", + "2022-08-01 23:55:53.473219: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143268a200 of size 69632 next 382\n", + "2022-08-01 23:55:53.473221: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143269b200 of size 55296 next 351\n", + "2022-08-01 23:55:53.473223: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14326a8a00 of size 56832 next 822\n", + "2022-08-01 23:55:53.473226: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14326b6800 of size 768 next 825\n", + "2022-08-01 23:55:53.473228: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14326b6b00 of size 768 next 826\n", + "2022-08-01 23:55:53.473230: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14326b6e00 of size 768 next 827\n", + "2022-08-01 23:55:53.473232: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14326b7100 of size 5120 next 829\n", + "2022-08-01 23:55:53.473234: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14326b8500 of size 768 next 832\n", + "2022-08-01 23:55:53.473236: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14326b8800 of size 768 next 833\n", + "2022-08-01 23:55:53.473238: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14326b8b00 of size 768 next 834\n", + "2022-08-01 23:55:53.473240: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14326b8e00 of size 768 next 835\n", + "2022-08-01 23:55:53.473242: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14326b9100 of size 512 next 836\n", + "2022-08-01 23:55:53.473244: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14326b9300 of size 512 next 837\n", + "2022-08-01 23:55:53.473247: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14326b9500 of size 512 next 838\n", + "2022-08-01 23:55:53.473249: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14326b9700 of size 512 next 839\n", + "2022-08-01 23:55:53.473251: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14326b9900 of size 768 next 841\n", + "2022-08-01 23:55:53.473253: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14326b9c00 of size 768 next 842\n", + "2022-08-01 23:55:53.473258: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14326b9f00 of size 768 next 843\n", + "2022-08-01 23:55:53.473260: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14326ba200 of size 768 next 844\n", + "2022-08-01 23:55:53.473271: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14326ba500 of size 768 next 845\n", + "2022-08-01 23:55:53.473273: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14326ba800 of size 768 next 846\n", + "2022-08-01 23:55:53.473275: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14326bab00 of size 768 next 848\n", + "2022-08-01 23:55:53.473278: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14326bae00 of size 5120 next 852\n", + "2022-08-01 23:55:53.473280: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14326bc200 of size 768 next 853\n", + "2022-08-01 23:55:53.473282: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14326bc500 of size 768 next 855\n", + "2022-08-01 23:55:53.473284: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14326bc800 of size 768 next 856\n", + "2022-08-01 23:55:53.473286: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14326bcb00 of size 768 next 857\n", + "2022-08-01 23:55:53.473288: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14326bce00 of size 512 next 858\n", + "2022-08-01 23:55:53.473290: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14326bd000 of size 512 next 859\n", + "2022-08-01 23:55:53.473292: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14326bd200 of size 512 next 860\n", + "2022-08-01 23:55:53.473294: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14326bd400 of size 512 next 861\n", + "2022-08-01 23:55:53.473296: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14326bd600 of size 768 next 863\n", + "2022-08-01 23:55:53.473299: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14326bd900 of size 768 next 864\n", + "2022-08-01 23:55:53.473301: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14326bdc00 of size 768 next 865\n", + "2022-08-01 23:55:53.473303: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14326bdf00 of size 768 next 866\n", + "2022-08-01 23:55:53.473305: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14326be200 of size 768 next 869\n", + "2022-08-01 23:55:53.473307: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14326be500 of size 768 next 870\n", + "2022-08-01 23:55:53.473309: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14326be800 of size 768 next 871\n", + "2022-08-01 23:55:53.473311: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14326beb00 of size 768 next 867\n", + "2022-08-01 23:55:53.473313: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14326bee00 of size 4352 next 873\n", + "2022-08-01 23:55:53.473315: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14326bff00 of size 768 next 876\n", + "2022-08-01 23:55:53.473317: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14326c0200 of size 768 next 877\n", + "2022-08-01 23:55:53.473319: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14326c0500 of size 768 next 878\n", + "2022-08-01 23:55:53.473321: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14326c0800 of size 768 next 879\n", + "2022-08-01 23:55:53.473324: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14326c0b00 of size 512 next 880\n", + "2022-08-01 23:55:53.473326: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14326c0d00 of size 512 next 881\n", + "2022-08-01 23:55:53.473328: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14326c0f00 of size 512 next 882\n", + "2022-08-01 23:55:53.473330: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14326c1100 of size 256 next 967\n", + "2022-08-01 23:55:53.473332: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14326c1200 of size 256 next 883\n", + "2022-08-01 23:55:53.473334: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14326c1300 of size 768 next 885\n", + "2022-08-01 23:55:53.473336: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14326c1600 of size 768 next 886\n", + "2022-08-01 23:55:53.473338: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14326c1900 of size 768 next 887\n", + "2022-08-01 23:55:53.473340: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14326c1c00 of size 768 next 888\n", + "2022-08-01 23:55:53.473342: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14326c1f00 of size 768 next 889\n", + "2022-08-01 23:55:53.473345: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14326c2200 of size 768 next 890\n", + "2022-08-01 23:55:53.473347: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14326c2500 of size 768 next 892\n", + "2022-08-01 23:55:53.473349: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14326c2800 of size 1024 next 893\n", + "2022-08-01 23:55:53.473351: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14326c2c00 of size 1280 next 872\n", + "2022-08-01 23:55:53.473354: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14326c3100 of size 2816 next 896\n", + "2022-08-01 23:55:53.473356: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14326c3c00 of size 256 next 897\n", + "2022-08-01 23:55:53.473358: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14326c3d00 of size 256 next 898\n", + "2022-08-01 23:55:53.473360: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14326c3e00 of size 1024 next 900\n", + "2022-08-01 23:55:53.473362: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14326c4200 of size 1024 next 901\n", + "2022-08-01 23:55:53.473364: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14326c4600 of size 1024 next 902\n", + "2022-08-01 23:55:53.473366: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14326c4a00 of size 1024 next 903\n", + "2022-08-01 23:55:53.473368: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14326c4e00 of size 1536 next 904\n", + "2022-08-01 23:55:53.473371: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14326c5400 of size 1536 next 907\n", + "2022-08-01 23:55:53.473373: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14326c5a00 of size 1536 next 908\n", + "2022-08-01 23:55:53.473375: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14326c6000 of size 1536 next 909\n", + "2022-08-01 23:55:53.473377: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14326c6600 of size 1024 next 911\n", + "2022-08-01 23:55:53.473379: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14326c6a00 of size 1024 next 912\n", + "2022-08-01 23:55:53.473381: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14326c6e00 of size 1024 next 913\n", + "2022-08-01 23:55:53.473383: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14326c7200 of size 1024 next 914\n", + "2022-08-01 23:55:53.473385: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14326c7600 of size 256 next 916\n", + "2022-08-01 23:55:53.473387: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14326c7700 of size 256 next 917\n", + "2022-08-01 23:55:53.473390: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14326c7800 of size 1280 next 915\n", + "2022-08-01 23:55:53.473392: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14326c7d00 of size 1280 next 919\n", + "2022-08-01 23:55:53.473394: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14326c8200 of size 1280 next 920\n", + "2022-08-01 23:55:53.473396: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14326c8700 of size 1280 next 921\n", + "2022-08-01 23:55:53.473398: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14326c8c00 of size 1024 next 923\n", + "2022-08-01 23:55:53.473400: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14326c9000 of size 1024 next 924\n", + "2022-08-01 23:55:53.473402: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14326c9400 of size 1024 next 925\n", + "2022-08-01 23:55:53.473404: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14326c9800 of size 1024 next 926\n", + "2022-08-01 23:55:53.473406: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14326c9c00 of size 1280 next 929\n", + "2022-08-01 23:55:53.473408: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14326ca100 of size 1280 next 930\n", + "2022-08-01 23:55:53.473411: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14326ca600 of size 1280 next 931\n", + "2022-08-01 23:55:53.473413: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14326cab00 of size 1280 next 932\n", + "2022-08-01 23:55:53.473415: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14326cb000 of size 256 next 933\n", + "2022-08-01 23:55:53.473417: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14326cb100 of size 256 next 934\n", + "2022-08-01 23:55:53.473419: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14326cb200 of size 1280 next 937\n", + "2022-08-01 23:55:53.473422: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14326cb700 of size 1280 next 938\n", + "2022-08-01 23:55:53.473424: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14326cbc00 of size 1280 next 939\n", + "2022-08-01 23:55:53.473426: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14326cc100 of size 1280 next 940\n", + "2022-08-01 23:55:53.473428: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14326cc600 of size 256 next 941\n", + "2022-08-01 23:55:53.473430: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14326cc700 of size 256 next 942\n", + "2022-08-01 23:55:53.473432: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14326cc800 of size 768 next 943\n", + "2022-08-01 23:55:53.473434: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14326ccb00 of size 768 next 944\n", + "2022-08-01 23:55:53.473436: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14326cce00 of size 768 next 945\n", + "2022-08-01 23:55:53.473438: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14326cd100 of size 768 next 946\n", + "2022-08-01 23:55:53.473441: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14326cd400 of size 768 next 948\n", + "2022-08-01 23:55:53.473443: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14326cd700 of size 768 next 949\n", + "2022-08-01 23:55:53.473445: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14326cda00 of size 768 next 950\n", + "2022-08-01 23:55:53.473447: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14326cdd00 of size 768 next 951\n", + "2022-08-01 23:55:53.473449: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14326ce000 of size 256 next 952\n", + "2022-08-01 23:55:53.473451: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14326ce100 of size 256 next 953\n", + "2022-08-01 23:55:53.473453: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14326ce200 of size 1024 next 955\n", + "2022-08-01 23:55:53.473455: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14326ce600 of size 1024 next 956\n", + "2022-08-01 23:55:53.473457: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14326cea00 of size 1024 next 957\n", + "2022-08-01 23:55:53.473459: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14326cee00 of size 1024 next 958\n", + "2022-08-01 23:55:53.473461: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14326cf200 of size 1024 next 960\n", + "2022-08-01 23:55:53.473464: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14326cf600 of size 1024 next 961\n", + "2022-08-01 23:55:53.473466: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14326cfa00 of size 1024 next 962\n", + "2022-08-01 23:55:53.473468: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14326cfe00 of size 1024 next 963\n", + "2022-08-01 23:55:53.473470: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14326d0200 of size 256 next 964\n", + "2022-08-01 23:55:53.473472: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14326d0300 of size 256 next 965\n", + "2022-08-01 23:55:53.473474: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14326d0400 of size 8448 next 968\n", + "2022-08-01 23:55:53.473476: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14326d2500 of size 768 next 969\n", + "2022-08-01 23:55:53.473478: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14326d2800 of size 768 next 971\n", + "2022-08-01 23:55:53.473480: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14326d2b00 of size 768 next 972\n", + "2022-08-01 23:55:53.473483: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14326d2e00 of size 768 next 973\n", + "2022-08-01 23:55:53.473485: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14326d3100 of size 768 next 975\n", + "2022-08-01 23:55:53.473487: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14326d3400 of size 768 next 976\n", + "2022-08-01 23:55:53.473489: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14326d3700 of size 768 next 977\n", + "2022-08-01 23:55:53.473491: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14326d3a00 of size 768 next 978\n", + "2022-08-01 23:55:53.473493: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14326d3d00 of size 1024 next 980\n", + "2022-08-01 23:55:53.473495: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14326d4100 of size 1024 next 981\n", + "2022-08-01 23:55:53.473497: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14326d4500 of size 1024 next 982\n", + "2022-08-01 23:55:53.473500: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14326d4900 of size 1024 next 983\n", + "2022-08-01 23:55:53.473502: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14326d4d00 of size 1024 next 985\n", + "2022-08-01 23:55:53.473504: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14326d5100 of size 1024 next 986\n", + "2022-08-01 23:55:53.473506: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14326d5500 of size 1024 next 987\n", + "2022-08-01 23:55:53.473508: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14326d5900 of size 9472 next 989\n", + "2022-08-01 23:55:53.473510: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14326d7e00 of size 768 next 992\n", + "2022-08-01 23:55:53.473512: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14326d8100 of size 768 next 994\n", + "2022-08-01 23:55:53.473514: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14326d8400 of size 768 next 995\n", + "2022-08-01 23:55:53.473516: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14326d8700 of size 768 next 996\n", + "2022-08-01 23:55:53.473519: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14326d8a00 of size 768 next 998\n", + "2022-08-01 23:55:53.473521: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14326d8d00 of size 768 next 999\n", + "2022-08-01 23:55:53.473523: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14326d9000 of size 768 next 1000\n", + "2022-08-01 23:55:53.473525: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14326d9300 of size 768 next 1001\n", + "2022-08-01 23:55:53.473527: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14326d9600 of size 1024 next 1002\n", + "2022-08-01 23:55:53.473529: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14326d9a00 of size 1024 next 1003\n", + "2022-08-01 23:55:53.473531: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14326d9e00 of size 1024 next 1004\n", + "2022-08-01 23:55:53.473533: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14326da200 of size 1024 next 1005\n", + "2022-08-01 23:55:53.473535: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14326da600 of size 1024 next 1007\n", + "2022-08-01 23:55:53.473537: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14326daa00 of size 1024 next 1008\n", + "2022-08-01 23:55:53.473540: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14326dae00 of size 1024 next 1009\n", + "2022-08-01 23:55:53.473542: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14326db200 of size 1024 next 997\n", + "2022-08-01 23:55:53.473544: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14326db600 of size 11264 next 388\n", + "2022-08-01 23:55:53.473546: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14326de200 of size 163840 next 387\n", + "2022-08-01 23:55:53.473548: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432706200 of size 768 next 667\n", + "2022-08-01 23:55:53.473550: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432706500 of size 768 next 668\n", + "2022-08-01 23:55:53.473552: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432706800 of size 768 next 669\n", + "2022-08-01 23:55:53.473555: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432706b00 of size 768 next 670\n", + "2022-08-01 23:55:53.473557: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432706e00 of size 768 next 671\n", + "2022-08-01 23:55:53.473559: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432707100 of size 768 next 673\n", + "2022-08-01 23:55:53.473561: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432707400 of size 768 next 674\n", + "2022-08-01 23:55:53.473563: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432707700 of size 4352 next 677\n", + "2022-08-01 23:55:53.473565: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432708800 of size 768 next 678\n", + "2022-08-01 23:55:53.473567: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432708b00 of size 768 next 680\n", + "2022-08-01 23:55:53.473569: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432708e00 of size 768 next 681\n", + "2022-08-01 23:55:53.473571: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432709100 of size 768 next 682\n", + "2022-08-01 23:55:53.473573: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432709400 of size 512 next 683\n", + "2022-08-01 23:55:53.473576: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432709600 of size 512 next 684\n", + "2022-08-01 23:55:53.473578: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432709800 of size 512 next 685\n", + "2022-08-01 23:55:53.473580: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432709a00 of size 512 next 686\n", + "2022-08-01 23:55:53.473582: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432709c00 of size 768 next 688\n", + "2022-08-01 23:55:53.473584: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432709f00 of size 768 next 689\n", + "2022-08-01 23:55:53.473586: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143270a200 of size 768 next 690\n", + "2022-08-01 23:55:53.473588: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143270a500 of size 768 next 691\n", + "2022-08-01 23:55:53.473590: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143270a800 of size 768 next 694\n", + "2022-08-01 23:55:53.473592: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143270ab00 of size 768 next 695\n", + "2022-08-01 23:55:53.473594: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143270ae00 of size 768 next 696\n", + "2022-08-01 23:55:53.473597: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143270b100 of size 768 next 692\n", + "2022-08-01 23:55:53.473599: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143270b400 of size 4352 next 698\n", + "2022-08-01 23:55:53.473601: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143270c500 of size 768 next 701\n", + "2022-08-01 23:55:53.473603: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143270c800 of size 768 next 702\n", + "2022-08-01 23:55:53.473605: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143270cb00 of size 768 next 703\n", + "2022-08-01 23:55:53.473607: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143270ce00 of size 768 next 704\n", + "2022-08-01 23:55:53.473609: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143270d100 of size 512 next 705\n", + "2022-08-01 23:55:53.473611: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143270d300 of size 512 next 706\n", + "2022-08-01 23:55:53.473613: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143270d500 of size 512 next 707\n", + "2022-08-01 23:55:53.473615: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143270d700 of size 512 next 708\n", + "2022-08-01 23:55:53.473618: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143270d900 of size 768 next 710\n", + "2022-08-01 23:55:53.473620: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143270dc00 of size 768 next 711\n", + "2022-08-01 23:55:53.473622: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143270df00 of size 768 next 712\n", + "2022-08-01 23:55:53.473653: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143270e200 of size 768 next 713\n", + "2022-08-01 23:55:53.473655: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143270e500 of size 768 next 714\n", + "2022-08-01 23:55:53.473657: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143270e800 of size 768 next 715\n", + "2022-08-01 23:55:53.473659: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143270eb00 of size 768 next 717\n", + "2022-08-01 23:55:53.473662: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143270ee00 of size 768 next 709\n", + "2022-08-01 23:55:53.473664: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143270f100 of size 4352 next 721\n", + "2022-08-01 23:55:53.473666: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432710200 of size 768 next 722\n", + "2022-08-01 23:55:53.473668: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432710500 of size 768 next 724\n", + "2022-08-01 23:55:53.473670: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432710800 of size 768 next 725\n", + "2022-08-01 23:55:53.473672: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432710b00 of size 768 next 726\n", + "2022-08-01 23:55:53.473674: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432710e00 of size 512 next 727\n", + "2022-08-01 23:55:53.473676: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432711000 of size 512 next 728\n", + "2022-08-01 23:55:53.473678: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432711200 of size 512 next 729\n", + "2022-08-01 23:55:53.473680: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432711400 of size 512 next 730\n", + "2022-08-01 23:55:53.473683: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432711600 of size 768 next 732\n", + "2022-08-01 23:55:53.473685: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432711900 of size 768 next 733\n", + "2022-08-01 23:55:53.473687: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432711c00 of size 768 next 734\n", + "2022-08-01 23:55:53.473689: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432711f00 of size 768 next 735\n", + "2022-08-01 23:55:53.473691: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432712200 of size 768 next 738\n", + "2022-08-01 23:55:53.473693: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432712500 of size 768 next 739\n", + "2022-08-01 23:55:53.473695: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432712800 of size 768 next 740\n", + "2022-08-01 23:55:53.473697: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432712b00 of size 768 next 736\n", + "2022-08-01 23:55:53.473699: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432712e00 of size 4352 next 742\n", + "2022-08-01 23:55:53.473701: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432713f00 of size 768 next 745\n", + "2022-08-01 23:55:53.473704: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432714200 of size 768 next 746\n", + "2022-08-01 23:55:53.473706: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432714500 of size 768 next 747\n", + "2022-08-01 23:55:53.473708: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432714800 of size 768 next 748\n", + "2022-08-01 23:55:53.473710: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432714b00 of size 512 next 749\n", + "2022-08-01 23:55:53.473712: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432714d00 of size 512 next 750\n", + "2022-08-01 23:55:53.473714: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432714f00 of size 512 next 751\n", + "2022-08-01 23:55:53.473716: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432715100 of size 512 next 752\n", + "2022-08-01 23:55:53.473718: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432715300 of size 768 next 754\n", + "2022-08-01 23:55:53.473784: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432715600 of size 768 next 755\n", + "2022-08-01 23:55:53.473792: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432715900 of size 768 next 756\n", + "2022-08-01 23:55:53.473796: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432715c00 of size 768 next 757\n", + "2022-08-01 23:55:53.473798: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432715f00 of size 768 next 758\n", + "2022-08-01 23:55:53.473800: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432716200 of size 768 next 759\n", + "2022-08-01 23:55:53.473802: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432716500 of size 768 next 761\n", + "2022-08-01 23:55:53.473805: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432716800 of size 768 next 753\n", + "2022-08-01 23:55:53.473807: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432716b00 of size 4352 next 765\n", + "2022-08-01 23:55:53.473809: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432717c00 of size 768 next 766\n", + "2022-08-01 23:55:53.473811: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432717f00 of size 768 next 768\n", + "2022-08-01 23:55:53.473813: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432718200 of size 768 next 769\n", + "2022-08-01 23:55:53.473815: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432718500 of size 768 next 770\n", + "2022-08-01 23:55:53.473817: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432718800 of size 512 next 771\n", + "2022-08-01 23:55:53.473819: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432718a00 of size 512 next 772\n", + "2022-08-01 23:55:53.473821: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432718c00 of size 512 next 773\n", + "2022-08-01 23:55:53.473823: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432718e00 of size 512 next 774\n", + "2022-08-01 23:55:53.473825: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432719000 of size 768 next 776\n", + "2022-08-01 23:55:53.473827: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432719300 of size 768 next 777\n", + "2022-08-01 23:55:53.473830: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432719600 of size 768 next 778\n", + "2022-08-01 23:55:53.473832: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432719900 of size 768 next 779\n", + "2022-08-01 23:55:53.473834: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432719c00 of size 768 next 782\n", + "2022-08-01 23:55:53.473836: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432719f00 of size 768 next 783\n", + "2022-08-01 23:55:53.473838: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143271a200 of size 768 next 784\n", + "2022-08-01 23:55:53.473840: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143271a500 of size 768 next 780\n", + "2022-08-01 23:55:53.473842: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143271a800 of size 4352 next 786\n", + "2022-08-01 23:55:53.473844: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143271b900 of size 768 next 789\n", + "2022-08-01 23:55:53.473846: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143271bc00 of size 768 next 790\n", + "2022-08-01 23:55:53.473848: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143271bf00 of size 768 next 791\n", + "2022-08-01 23:55:53.473850: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143271c200 of size 768 next 792\n", + "2022-08-01 23:55:53.473852: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143271c500 of size 512 next 793\n", + "2022-08-01 23:55:53.473854: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143271c700 of size 512 next 794\n", + "2022-08-01 23:55:53.473857: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143271c900 of size 512 next 795\n", + "2022-08-01 23:55:53.473881: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143271cb00 of size 512 next 796\n", + "2022-08-01 23:55:53.473883: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143271cd00 of size 768 next 798\n", + "2022-08-01 23:55:53.473885: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143271d000 of size 768 next 799\n", + "2022-08-01 23:55:53.473887: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143271d300 of size 768 next 800\n", + "2022-08-01 23:55:53.473890: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143271d600 of size 768 next 801\n", + "2022-08-01 23:55:53.473892: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143271d900 of size 768 next 802\n", + "2022-08-01 23:55:53.473894: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143271dc00 of size 768 next 803\n", + "2022-08-01 23:55:53.473896: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143271df00 of size 768 next 805\n", + "2022-08-01 23:55:53.473898: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143271e200 of size 768 next 806\n", + "2022-08-01 23:55:53.473900: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143271e500 of size 768 next 414\n", + "2022-08-01 23:55:53.473902: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143271e800 of size 768 next 381\n", + "2022-08-01 23:55:53.473904: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143271eb00 of size 768 next 785\n", + "2022-08-01 23:55:53.473906: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143271ee00 of size 768 next 823\n", + "2022-08-01 23:55:53.473908: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143271f100 of size 1280 next 809\n", + "2022-08-01 23:55:53.473910: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143271f600 of size 768 next 810\n", + "2022-08-01 23:55:53.473912: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143271f900 of size 768 next 812\n", + "2022-08-01 23:55:53.473914: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143271fc00 of size 768 next 813\n", + "2022-08-01 23:55:53.473917: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143271ff00 of size 768 next 814\n", + "2022-08-01 23:55:53.473919: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432720200 of size 512 next 815\n", + "2022-08-01 23:55:53.473921: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432720400 of size 512 next 816\n", + "2022-08-01 23:55:53.473923: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432720600 of size 512 next 817\n", + "2022-08-01 23:55:53.473925: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432720800 of size 512 next 818\n", + "2022-08-01 23:55:53.473927: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432720a00 of size 768 next 820\n", + "2022-08-01 23:55:53.473929: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432720d00 of size 111872 next 413\n", + "2022-08-01 23:55:53.473932: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143273c200 of size 768 next 1013\n", + "2022-08-01 23:55:53.473934: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143273c500 of size 768 next 1015\n", + "2022-08-01 23:55:53.473936: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143273c800 of size 768 next 1016\n", + "2022-08-01 23:55:53.473938: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143273cb00 of size 768 next 1017\n", + "2022-08-01 23:55:53.473940: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143273ce00 of size 768 next 1019\n", + "2022-08-01 23:55:53.473942: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143273d100 of size 768 next 1020\n", + "2022-08-01 23:55:53.473944: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143273d400 of size 768 next 1021\n", + "2022-08-01 23:55:53.473946: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143273d700 of size 768 next 1022\n", + "2022-08-01 23:55:53.473990: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143273da00 of size 1024 next 1023\n", + "2022-08-01 23:55:53.473993: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143273de00 of size 1024 next 1024\n", + "2022-08-01 23:55:53.473995: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143273e200 of size 1024 next 1025\n", + "2022-08-01 23:55:53.473997: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143273e600 of size 1024 next 1026\n", + "2022-08-01 23:55:53.473999: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143273ea00 of size 1024 next 1028\n", + "2022-08-01 23:55:53.474001: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143273ee00 of size 1024 next 1029\n", + "2022-08-01 23:55:53.474003: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143273f200 of size 1024 next 1030\n", + "2022-08-01 23:55:53.474005: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143273f600 of size 1024 next 1031\n", + "2022-08-01 23:55:53.474008: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143273fa00 of size 8448 next 1034\n", + "2022-08-01 23:55:53.474010: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432741b00 of size 768 next 1035\n", + "2022-08-01 23:55:53.474012: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432741e00 of size 768 next 1037\n", + "2022-08-01 23:55:53.474014: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432742100 of size 768 next 1038\n", + "2022-08-01 23:55:53.474016: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432742400 of size 768 next 1039\n", + "2022-08-01 23:55:53.474018: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432742700 of size 768 next 1041\n", + "2022-08-01 23:55:53.474020: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432742a00 of size 768 next 1042\n", + "2022-08-01 23:55:53.474022: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432742d00 of size 768 next 1043\n", + "2022-08-01 23:55:53.474024: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432743000 of size 768 next 1044\n", + "2022-08-01 23:55:53.474026: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432743300 of size 1024 next 1045\n", + "2022-08-01 23:55:53.474028: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432743700 of size 1024 next 1046\n", + "2022-08-01 23:55:53.474030: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432743b00 of size 1024 next 1047\n", + "2022-08-01 23:55:53.474033: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432743f00 of size 1024 next 1048\n", + "2022-08-01 23:55:53.474035: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432744300 of size 1024 next 1050\n", + "2022-08-01 23:55:53.474037: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432744700 of size 1024 next 1051\n", + "2022-08-01 23:55:53.474039: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432744b00 of size 1024 next 1052\n", + "2022-08-01 23:55:53.474041: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432744f00 of size 1024 next 1011\n", + "2022-08-01 23:55:53.474043: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432745300 of size 8448 next 1054\n", + "2022-08-01 23:55:53.474045: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432747400 of size 768 next 1058\n", + "2022-08-01 23:55:53.474047: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432747700 of size 768 next 1059\n", + "2022-08-01 23:55:53.474049: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432747a00 of size 768 next 1060\n", + "2022-08-01 23:55:53.474051: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432747d00 of size 768 next 1061\n", + "2022-08-01 23:55:53.474053: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432748000 of size 768 next 1063\n", + "2022-08-01 23:55:53.474097: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432748300 of size 768 next 1064\n", + "2022-08-01 23:55:53.474099: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432748600 of size 768 next 1065\n", + "2022-08-01 23:55:53.474102: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432748900 of size 768 next 1066\n", + "2022-08-01 23:55:53.474104: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432748c00 of size 1024 next 1067\n", + "2022-08-01 23:55:53.474106: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432749000 of size 1024 next 1068\n", + "2022-08-01 23:55:53.474108: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432749400 of size 1024 next 1069\n", + "2022-08-01 23:55:53.474110: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432749800 of size 1024 next 1070\n", + "2022-08-01 23:55:53.474112: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432749c00 of size 1024 next 1072\n", + "2022-08-01 23:55:53.474114: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143274a000 of size 1024 next 1073\n", + "2022-08-01 23:55:53.474116: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143274a400 of size 1024 next 1074\n", + "2022-08-01 23:55:53.474118: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143274a800 of size 1024 next 1062\n", + "2022-08-01 23:55:53.474120: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143274ac00 of size 8448 next 1078\n", + "2022-08-01 23:55:53.474122: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143274cd00 of size 768 next 1079\n", + "2022-08-01 23:55:53.474124: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143274d000 of size 768 next 1081\n", + "2022-08-01 23:55:53.474127: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143274d300 of size 768 next 1082\n", + "2022-08-01 23:55:53.474129: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143274d600 of size 768 next 1083\n", + "2022-08-01 23:55:53.474131: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143274d900 of size 768 next 1085\n", + "2022-08-01 23:55:53.474133: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143274dc00 of size 768 next 1086\n", + "2022-08-01 23:55:53.474135: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143274df00 of size 768 next 1087\n", + "2022-08-01 23:55:53.474137: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143274e200 of size 768 next 1088\n", + "2022-08-01 23:55:53.474139: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143274e500 of size 1024 next 1089\n", + "2022-08-01 23:55:53.474141: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143274e900 of size 1024 next 1090\n", + "2022-08-01 23:55:53.474143: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143274ed00 of size 1024 next 1091\n", + "2022-08-01 23:55:53.474145: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143274f100 of size 1024 next 1092\n", + "2022-08-01 23:55:53.474147: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143274f500 of size 1024 next 1094\n", + "2022-08-01 23:55:53.474149: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143274f900 of size 1024 next 1095\n", + "2022-08-01 23:55:53.474152: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143274fd00 of size 1024 next 1096\n", + "2022-08-01 23:55:53.474154: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432750100 of size 1024 next 1097\n", + "2022-08-01 23:55:53.474156: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432750500 of size 8448 next 1098\n", + "2022-08-01 23:55:53.474158: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432752600 of size 768 next 1102\n", + "2022-08-01 23:55:53.474160: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432752900 of size 768 next 1103\n", + "2022-08-01 23:55:53.474203: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432752c00 of size 768 next 1104\n", + "2022-08-01 23:55:53.474205: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432752f00 of size 768 next 1105\n", + "2022-08-01 23:55:53.474208: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432753200 of size 768 next 1107\n", + "2022-08-01 23:55:53.474210: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432753500 of size 768 next 1108\n", + "2022-08-01 23:55:53.474212: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432753800 of size 768 next 1109\n", + "2022-08-01 23:55:53.474214: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432753b00 of size 768 next 1110\n", + "2022-08-01 23:55:53.474216: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432753e00 of size 1024 next 1111\n", + "2022-08-01 23:55:53.474218: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432754200 of size 1024 next 1112\n", + "2022-08-01 23:55:53.474220: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432754600 of size 1024 next 1113\n", + "2022-08-01 23:55:53.474222: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432754a00 of size 1024 next 1114\n", + "2022-08-01 23:55:53.474224: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432754e00 of size 1024 next 1116\n", + "2022-08-01 23:55:53.474226: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432755200 of size 1024 next 1117\n", + "2022-08-01 23:55:53.474228: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432755600 of size 1024 next 1118\n", + "2022-08-01 23:55:53.474230: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432755a00 of size 1024 next 1119\n", + "2022-08-01 23:55:53.474233: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432755e00 of size 8448 next 1122\n", + "2022-08-01 23:55:53.474235: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432757f00 of size 768 next 1124\n", + "2022-08-01 23:55:53.474237: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432758200 of size 768 next 1125\n", + "2022-08-01 23:55:53.474239: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432758500 of size 768 next 1126\n", + "2022-08-01 23:55:53.474241: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432758800 of size 768 next 1127\n", + "2022-08-01 23:55:53.474243: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432758b00 of size 768 next 1128\n", + "2022-08-01 23:55:53.474245: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432758e00 of size 768 next 1129\n", + "2022-08-01 23:55:53.474247: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432759100 of size 768 next 1130\n", + "2022-08-01 23:55:53.474249: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432759400 of size 768 next 1131\n", + "2022-08-01 23:55:53.474251: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432759700 of size 1024 next 1133\n", + "2022-08-01 23:55:53.474253: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432759b00 of size 1024 next 1134\n", + "2022-08-01 23:55:53.474259: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432759f00 of size 1024 next 1135\n", + "2022-08-01 23:55:53.474261: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143275a300 of size 1024 next 1136\n", + "2022-08-01 23:55:53.474263: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143275a700 of size 1024 next 1137\n", + "2022-08-01 23:55:53.474265: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143275ab00 of size 1024 next 1139\n", + "2022-08-01 23:55:53.474267: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143275af00 of size 1024 next 1140\n", + "2022-08-01 23:55:53.474270: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143275b300 of size 1024 next 419\n", + "2022-08-01 23:55:53.474346: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143275b700 of size 8448 next 1144\n", + "2022-08-01 23:55:53.474348: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143275d800 of size 768 next 1145\n", + "2022-08-01 23:55:53.474350: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143275db00 of size 768 next 1147\n", + "2022-08-01 23:55:53.474352: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143275de00 of size 768 next 1148\n", + "2022-08-01 23:55:53.474354: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143275e100 of size 256 next 959\n", + "2022-08-01 23:55:53.474356: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143275e200 of size 256 next 1184\n", + "2022-08-01 23:55:53.474359: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143275e300 of size 256 next 1149\n", + "2022-08-01 23:55:53.474361: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143275e400 of size 768 next 1151\n", + "2022-08-01 23:55:53.474363: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143275e700 of size 768 next 1152\n", + "2022-08-01 23:55:53.474365: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143275ea00 of size 768 next 1153\n", + "2022-08-01 23:55:53.474367: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143275ed00 of size 768 next 1154\n", + "2022-08-01 23:55:53.474369: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143275f000 of size 1024 next 1155\n", + "2022-08-01 23:55:53.474371: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143275f400 of size 1024 next 1156\n", + "2022-08-01 23:55:53.474373: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143275f800 of size 1024 next 1157\n", + "2022-08-01 23:55:53.474375: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143275fc00 of size 1024 next 1158\n", + "2022-08-01 23:55:53.474377: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432760000 of size 1024 next 1160\n", + "2022-08-01 23:55:53.474380: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432760400 of size 1024 next 1161\n", + "2022-08-01 23:55:53.474382: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432760800 of size 1024 next 1162\n", + "2022-08-01 23:55:53.474384: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432760c00 of size 6144 next 1170\n", + "2022-08-01 23:55:53.474386: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432762400 of size 256 next 1192\n", + "2022-08-01 23:55:53.474388: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432762500 of size 256 next 1193\n", + "2022-08-01 23:55:53.474390: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432762600 of size 256 next 1194\n", + "2022-08-01 23:55:53.474392: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432762700 of size 512 next 1196\n", + "2022-08-01 23:55:53.474394: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432762900 of size 768 next 1197\n", + "2022-08-01 23:55:53.474396: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432762c00 of size 256 next 1199\n", + "2022-08-01 23:55:53.474399: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432762d00 of size 256 next 1201\n", + "2022-08-01 23:55:53.474401: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432762e00 of size 512 next 1202\n", + "2022-08-01 23:55:53.474403: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432763000 of size 512 next 1206\n", + "2022-08-01 23:55:53.474405: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432763200 of size 256 next 1207\n", + "2022-08-01 23:55:53.474407: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432763300 of size 512 next 1208\n", + "2022-08-01 23:55:53.474409: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432763500 of size 256 next 1209\n", + "2022-08-01 23:55:53.474452: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432763600 of size 256 next 1211\n", + "2022-08-01 23:55:53.474455: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432763700 of size 256 next 1214\n", + "2022-08-01 23:55:53.474457: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432763800 of size 256 next 1215\n", + "2022-08-01 23:55:53.474459: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432763900 of size 256 next 1219\n", + "2022-08-01 23:55:53.474461: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432763a00 of size 256 next 1220\n", + "2022-08-01 23:55:53.474463: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432763b00 of size 256 next 1221\n", + "2022-08-01 23:55:53.474465: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432763c00 of size 1536 next 420\n", + "2022-08-01 23:55:53.474467: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432764200 of size 819200 next 432\n", + 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tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1432cfc200 of size 3538944 next 426\n", + "2022-08-01 23:55:53.474487: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143305c200 of size 1671168 next 524\n", + "2022-08-01 23:55:53.474489: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14331f4200 of size 860160 next 610\n", + "2022-08-01 23:55:53.474491: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14332c6200 of size 1671168 next 503\n", + "2022-08-01 23:55:53.474494: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143345e200 of size 1671168 next 650\n", + "2022-08-01 23:55:53.474496: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14335f6200 of size 1695744 next 446\n", + "2022-08-01 23:55:53.474498: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1433794200 of size 1671168 next 454\n", + "2022-08-01 23:55:53.474500: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143392c200 of size 860160 next 445\n", + "2022-08-01 23:55:53.474502: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14339fe200 of size 1843200 next 484\n", + "2022-08-01 23:55:53.474504: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1433bc0200 of size 835584 next 482\n", + "2022-08-01 23:55:53.474506: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1433c8c200 of size 835584 next 495\n", + "2022-08-01 23:55:53.474509: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1433d58200 of size 835584 next 500\n", + "2022-08-01 23:55:53.474511: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1433e24200 of size 860160 next 506\n", + "2022-08-01 23:55:53.474513: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1433ef6200 of size 2482176 next 502\n", + "2022-08-01 23:55:53.474515: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1434154200 of size 2293760 next 535\n", + "2022-08-01 23:55:53.474517: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1434384200 of size 573440 next 557\n", + "2022-08-01 23:55:53.474566: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1434410200 of size 1146880 next 542\n", + "2022-08-01 23:55:53.474568: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1434528200 of size 1048576 next 527\n", + "2022-08-01 23:55:53.474570: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1434628200 of size 835584 next 520\n", + "2022-08-01 23:55:53.474573: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14346f4200 of size 835584 next 526\n", + "2022-08-01 23:55:53.474575: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14347c0200 of size 835584 next 549\n", + "2022-08-01 23:55:53.474577: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143488c200 of size 860160 next 546\n", + "2022-08-01 23:55:53.474579: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143495e200 of size 1671168 next 563\n", + "2022-08-01 23:55:53.474582: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1434af6200 of size 860160 next 567\n", + "2022-08-01 23:55:53.474584: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1434bc8200 of size 1982464 next 600\n", + "2022-08-01 23:55:53.474586: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1434dac200 of size 1146880 next 586\n", + "2022-08-01 23:55:53.474588: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1434ec4200 of size 1048576 next 570\n", + "2022-08-01 23:55:53.474590: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1434fc4200 of size 573440 next 545\n", + "2022-08-01 23:55:53.474592: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1435050200 of size 1097728 next 569\n", + "2022-08-01 23:55:53.474594: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143515c200 of size 835584 next 593\n", + "2022-08-01 23:55:53.474597: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1435228200 of size 835584 next 590\n", + "2022-08-01 23:55:53.474599: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14352f4200 of size 835584 next 579\n", + "2022-08-01 23:55:53.474601: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14353c0200 of size 3129344 next 622\n", + "2022-08-01 23:55:53.474603: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14356bc200 of size 573440 next 644\n", + "2022-08-01 23:55:53.474605: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1435748200 of size 1146880 next 629\n", + "2022-08-01 23:55:53.474607: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1435860200 of size 1048576 next 613\n", + "2022-08-01 23:55:53.474609: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1435960200 of size 573440 next 589\n", + "2022-08-01 23:55:53.474611: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14359ec200 of size 1097728 next 612\n", + "2022-08-01 23:55:53.474614: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1435af8200 of size 835584 next 636\n", + "2022-08-01 23:55:53.474616: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1435bc4200 of size 835584 next 633\n", + "2022-08-01 23:55:53.474618: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1435c90200 of size 835584 next 606\n", + "2022-08-01 23:55:53.474620: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1435d5c200 of size 3129344 next 666\n", + "2022-08-01 23:55:53.474622: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1436058200 of size 573440 next 687\n", + "2022-08-01 23:55:53.474624: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14360e4200 of size 1146880 next 672\n", + "2022-08-01 23:55:53.474626: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14361fc200 of size 1048576 next 657\n", + "2022-08-01 23:55:53.474628: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14362fc200 of size 835584 next 632\n", + "2022-08-01 23:55:53.474630: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14363c8200 of size 835584 next 656\n", + "2022-08-01 23:55:53.474675: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1436494200 of size 835584 next 679\n", + "2022-08-01 23:55:53.474678: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1436560200 of size 860160 next 676\n", + "2022-08-01 23:55:53.474680: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1436632200 of size 860160 next 693\n", + "2022-08-01 23:55:53.474682: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1436704200 of size 1671168 next 697\n", + "2022-08-01 23:55:53.474684: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143689c200 of size 860160 next 731\n", + "2022-08-01 23:55:53.474686: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143696e200 of size 2269184 next 716\n", + "2022-08-01 23:55:53.474688: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1436b98200 of size 1048576 next 700\n", + "2022-08-01 23:55:53.474690: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1436c98200 of size 573440 next 675\n", + "2022-08-01 23:55:53.474693: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1436d24200 of size 1097728 next 699\n", + "2022-08-01 23:55:53.474695: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1436e30200 of size 835584 next 723\n", + "2022-08-01 23:55:53.474697: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1436efc200 of size 835584 next 720\n", + "2022-08-01 23:55:53.474699: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1436fc8200 of size 835584 next 718\n", + "2022-08-01 23:55:53.474701: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1437094200 of size 860160 next 737\n", + "2022-08-01 23:55:53.474703: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1437166200 of size 2842624 next 775\n", + "2022-08-01 23:55:53.474705: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143741c200 of size 1146880 next 760\n", + "2022-08-01 23:55:53.474707: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1437534200 of size 1048576 next 744\n", + "2022-08-01 23:55:53.474709: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1437634200 of size 573440 next 719\n", + "2022-08-01 23:55:53.474711: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14376c0200 of size 1097728 next 743\n", + "2022-08-01 23:55:53.474714: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14377cc200 of size 835584 next 767\n", + "2022-08-01 23:55:53.474716: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1437898200 of size 835584 next 764\n", + "2022-08-01 23:55:53.474718: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1437964200 of size 835584 next 762\n", + "2022-08-01 23:55:53.474720: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1437a30200 of size 3129344 next 797\n", + "2022-08-01 23:55:53.474722: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1437d2c200 of size 573440 next 819\n", + "2022-08-01 23:55:53.474724: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1437db8200 of size 1146880 next 804\n", + "2022-08-01 23:55:53.474726: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1437ed0200 of size 1048576 next 788\n", + "2022-08-01 23:55:53.474728: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1437fd0200 of size 573440 next 763\n", + "2022-08-01 23:55:53.474730: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143805c200 of size 1097728 next 787\n", + "2022-08-01 23:55:53.474732: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1438168200 of size 835584 next 811\n", + "2022-08-01 23:55:53.474734: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1438234200 of size 835584 next 808\n", + "2022-08-01 23:55:53.474737: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1438300200 of size 835584 next 821\n", + "2022-08-01 23:55:53.474739: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14383cc200 of size 3129344 next 840\n", + "2022-08-01 23:55:53.474782: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14386c8200 of size 573440 next 862\n", + "2022-08-01 23:55:53.474784: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1438754200 of size 1146880 next 847\n", + "2022-08-01 23:55:53.474786: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143886c200 of size 1048576 next 831\n", + "2022-08-01 23:55:53.474788: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143896c200 of size 835584 next 807\n", + "2022-08-01 23:55:53.474791: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1438a38200 of size 835584 next 830\n", + "2022-08-01 23:55:53.474793: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1438b04200 of size 835584 next 854\n", + "2022-08-01 23:55:53.474795: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1438bd0200 of size 860160 next 851\n", + "2022-08-01 23:55:53.474797: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1438ca2200 of size 1671168 next 868\n", + "2022-08-01 23:55:53.474799: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1438e3a200 of size 2269184 next 884\n", + "2022-08-01 23:55:53.474801: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1439064200 of size 1204224 next 979\n", + "2022-08-01 23:55:53.474803: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143918a200 of size 256 next 1167\n", + "2022-08-01 23:55:53.474805: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143918a300 of size 256 next 1168\n", + "2022-08-01 23:55:53.474807: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143918a400 of size 6144 next 1164\n", + "2022-08-01 23:55:53.474810: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143918bc00 of size 6144 next 1171\n", + "2022-08-01 23:55:53.474812: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143918d400 of size 6144 next 1172\n", + "2022-08-01 23:55:53.474814: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143918ec00 of size 256 next 1185\n", + "2022-08-01 23:55:53.474816: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143918ed00 of size 256 next 1186\n", + "2022-08-01 23:55:53.474818: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143918ee00 of size 256 next 1187\n", + "2022-08-01 23:55:53.474820: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143918ef00 of size 256 next 1188\n", + "2022-08-01 23:55:53.474822: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143918f000 of size 256 next 1189\n", + "2022-08-01 23:55:53.474824: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143918f100 of size 256 next 1190\n", + "2022-08-01 23:55:53.474826: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143918f200 of size 256 next 1191\n", + "2022-08-01 23:55:53.474828: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143918f300 of size 4352 next 1173\n", + "2022-08-01 23:55:53.474830: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1439190400 of size 256 next 1174\n", + "2022-08-01 23:55:53.474833: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1439190500 of size 3584 next 1175\n", + "2022-08-01 23:55:53.474835: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1439191300 of size 36864 next 1177\n", + "2022-08-01 23:55:53.474837: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143919a300 of size 73728 next 1178\n", + "2022-08-01 23:55:53.474839: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14391ac300 of size 376576 next 891\n", + "2022-08-01 23:55:53.474841: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1439208200 of size 516096 next 905\n", + "2022-08-01 23:55:53.474843: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1439286200 of size 532480 next 875\n", + "2022-08-01 23:55:53.474846: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1439308200 of size 573440 next 850\n", + "2022-08-01 23:55:53.474888: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1439394200 of size 1097728 next 874\n", + "2022-08-01 23:55:53.474890: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14394a0200 of size 516096 next 954\n", + "2022-08-01 23:55:53.474893: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143951e200 of size 163840 next 33\n", + "2022-08-01 23:55:53.474895: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1439546200 of size 163840 next 323\n", + "2022-08-01 23:55:53.474897: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143956e200 of size 327680 next 418\n", + "2022-08-01 23:55:53.474899: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14395be200 of size 2170880 next 894\n", + "2022-08-01 23:55:53.474901: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14397d0200 of size 1114112 next 899\n", + "2022-08-01 23:55:53.474903: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14398e0200 of size 1114112 next 910\n", + "2022-08-01 23:55:53.474905: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14399f0200 of size 1114112 next 922\n", + "2022-08-01 23:55:53.474908: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1439b00200 of size 1597440 next 974\n", + "2022-08-01 23:55:53.474910: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1439c86200 of size 688128 next 1006\n", + "2022-08-01 23:55:53.474912: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1439d2e200 of size 909312 next 993\n", + "2022-08-01 23:55:53.474914: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1439e0c200 of size 1654784 next 906\n", + "2022-08-01 23:55:53.474916: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1439fa0200 of size 6193152 next 918\n", + "2022-08-01 23:55:53.474919: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143a588200 of size 2654208 next 928\n", + "2022-08-01 23:55:53.474921: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143a810200 of size 2654208 next 927\n", + "2022-08-01 23:55:53.474923: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143aa98200 of size 1597440 next 947\n", + "2022-08-01 23:55:53.474925: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143ac1e200 of size 688128 next 1071\n", + "2022-08-01 23:55:53.474927: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143acc6200 of size 516096 next 1132\n", + "2022-08-01 23:55:53.474929: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143ad44200 of size 73728 next 38\n", + "2022-08-01 23:55:53.474931: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143ad56200 of size 442368 next 936\n", + "2022-08-01 23:55:53.474934: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143adc2200 of size 4005888 next 984\n", + "2022-08-01 23:55:53.474936: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143b194200 of size 909312 next 970\n", + "2022-08-01 23:55:53.474938: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143b272200 of size 3727360 next 966\n", + "2022-08-01 23:55:53.474940: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143b600200 of size 5324800 next 1018\n", + "2022-08-01 23:55:53.474942: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143bb14200 of size 1597440 next 1040\n", + "2022-08-01 23:55:53.474944: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143bc9a200 of size 688128 next 1115\n", + "2022-08-01 23:55:53.474947: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143bd42200 of size 688128 next 1138\n", + "2022-08-01 23:55:53.474949: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143bdea200 of size 331776 next 1204\n", + "2022-08-01 23:55:53.474951: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143be3b200 of size 49152 next 1205\n", + "2022-08-01 23:55:53.474953: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143be47200 of size 40960 next 1210\n", + "2022-08-01 23:55:53.475004: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143be51200 of size 40960 next 1212\n", + "2022-08-01 23:55:53.475006: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143be5b200 of size 55296 next 1213\n", + "2022-08-01 23:55:53.475008: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143be68a00 of size 40960 next 1216\n", + "2022-08-01 23:55:53.475011: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143be72a00 of size 36864 next 1217\n", + "2022-08-01 23:55:53.475013: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143be7ba00 of size 110592 next 1218\n", + "2022-08-01 23:55:53.475015: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143be96a00 of size 163840 next 1222\n", + "2022-08-01 23:55:53.475017: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143bebea00 of size 40960 next 1223\n", + "2022-08-01 23:55:53.475019: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143bec8a00 of size 40960 next 1225\n", + "2022-08-01 23:55:53.475022: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143bed2a00 of size 55296 next 1226\n", + "2022-08-01 23:55:53.475024: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143bee0200 of size 40960 next 1229\n", + "2022-08-01 23:55:53.475026: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143beea200 of size 36864 next 1230\n", + "2022-08-01 23:55:53.475028: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143bef3200 of size 200704 next 991\n", + "2022-08-01 23:55:53.475030: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143bf24200 of size 1597440 next 988\n", + "2022-08-01 23:55:53.475032: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143c0aa200 of size 2129920 next 990\n", + "2022-08-01 23:55:53.475035: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143c2b2200 of size 688128 next 1027\n", + "2022-08-01 23:55:53.475037: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143c35a200 of size 909312 next 1014\n", + "2022-08-01 23:55:53.475039: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143c438200 of size 2129920 next 1012\n", + "2022-08-01 23:55:53.475041: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143c640200 of size 1597440 next 1010\n", + "2022-08-01 23:55:53.475043: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143c7c6200 of size 2818048 next 1049\n", + "2022-08-01 23:55:53.475045: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143ca76200 of size 909312 next 1036\n", + "2022-08-01 23:55:53.475047: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143cb54200 of size 5857280 next 1032\n", + "2022-08-01 23:55:53.475049: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143d0ea200 of size 1597440 next 1057\n", + "2022-08-01 23:55:53.475052: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143d270200 of size 516096 next 1053\n", + "2022-08-01 23:55:53.475054: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143d2ee200 of size 2678784 next 1084\n", + "2022-08-01 23:55:53.475056: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143d57c200 of size 2662400 next 1056\n", + "2022-08-01 23:55:53.475058: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143d806200 of size 1597440 next 1033\n", + "2022-08-01 23:55:53.475060: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143d98c200 of size 2129920 next 1055\n", + "2022-08-01 23:55:53.475062: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143db94200 of size 688128 next 1093\n", + "2022-08-01 23:55:53.475065: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143dc3c200 of size 909312 next 1080\n", + "2022-08-01 23:55:53.475067: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143dd1a200 of size 5857280 next 1076\n", + "2022-08-01 23:55:53.475069: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143e2b0200 of size 1597440 next 1101\n", + "2022-08-01 23:55:53.475116: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143e436200 of size 1597440 next 1106\n", + "2022-08-01 23:55:53.475118: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143e5bc200 of size 1597440 next 1150\n", + "2022-08-01 23:55:53.475120: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143e742200 of size 2662400 next 1100\n", + "2022-08-01 23:55:53.475122: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143e9cc200 of size 3727360 next 1099\n", + "2022-08-01 23:55:53.475124: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143ed5a200 of size 688128 next 1077\n", + "2022-08-01 23:55:53.475127: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143ee02200 of size 49152 next 1198\n", + "2022-08-01 23:55:53.475129: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143ee0e200 of size 221184 next 1200\n", + "2022-08-01 23:55:53.475131: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143ee44200 of size 73728 next 1203\n", + "2022-08-01 23:55:53.475133: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143ee56200 of size 565248 next 1123\n", + "2022-08-01 23:55:53.475135: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143eee0200 of size 835584 next 460\n", + "2022-08-01 23:55:53.475137: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143efac200 of size 1294336 next 1121\n", + "2022-08-01 23:55:53.475140: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143f0e8200 of size 3727360 next 1120\n", + "2022-08-01 23:55:53.475142: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143f476200 of size 688128 next 1159\n", + "2022-08-01 23:55:53.475144: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143f51e200 of size 331776 next 39\n", + "2022-08-01 23:55:53.475146: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143f56f200 of size 163840 next 1182\n", + "2022-08-01 23:55:53.475148: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143f597200 of size 163840 next 194\n", + "2022-08-01 23:55:53.475150: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143f5bf200 of size 249856 next 1146\n", + "2022-08-01 23:55:53.475152: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143f5fc200 of size 163840 next 1234\n", + "2022-08-01 23:55:53.475155: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143f624200 of size 40960 next 1236\n", + "2022-08-01 23:55:53.475157: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143f62e200 of size 40960 next 1238\n", + "2022-08-01 23:55:53.475159: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143f638200 of size 55296 next 1239\n", + "2022-08-01 23:55:53.475161: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143f645a00 of size 40960 next 1242\n", + "2022-08-01 23:55:53.475163: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143f64fa00 of size 36864 next 1243\n", + "2022-08-01 23:55:53.475165: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143f658a00 of size 110592 next 1244\n", + "2022-08-01 23:55:53.475167: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143f673a00 of size 163840 next 1248\n", + "2022-08-01 23:55:53.475169: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143f69ba00 of size 40960 next 1250\n", + "2022-08-01 23:55:53.475171: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143f6a5a00 of size 40960 next 1252\n", + "2022-08-01 23:55:53.475174: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143f6afa00 of size 55296 next 1253\n", + "2022-08-01 23:55:53.475176: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143f6bd200 of size 40960 next 1256\n", + "2022-08-01 23:55:53.475178: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143f6c7200 of size 36864 next 1257\n", + "2022-08-01 23:55:53.475180: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143f6d0200 of size 110592 next 1258\n", + "2022-08-01 23:55:53.475223: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143f6eb200 of size 163840 next 1262\n", + "2022-08-01 23:55:53.475225: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143f713200 of size 40960 next 1264\n", + "2022-08-01 23:55:53.475227: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143f71d200 of size 40960 next 1266\n", + "2022-08-01 23:55:53.475230: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143f727200 of size 55296 next 1267\n", + "2022-08-01 23:55:53.475232: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143f734a00 of size 40960 next 1270\n", + "2022-08-01 23:55:53.475234: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143f73ea00 of size 36864 next 1271\n", + "2022-08-01 23:55:53.475236: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143f747a00 of size 110592 next 1272\n", + "2022-08-01 23:55:53.475238: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143f762a00 of size 163840 next 1276\n", + "2022-08-01 23:55:53.475241: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143f78aa00 of size 40960 next 1278\n", + "2022-08-01 23:55:53.475243: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143f794a00 of size 40960 next 1280\n", + "2022-08-01 23:55:53.475245: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143f79ea00 of size 55296 next 1281\n", + "2022-08-01 23:55:53.475247: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143f7ac200 of size 40960 next 1284\n", + "2022-08-01 23:55:53.475249: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143f7b6200 of size 36864 next 1285\n", + "2022-08-01 23:55:53.475251: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143f7bf200 of size 110592 next 1286\n", + "2022-08-01 23:55:53.475253: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143f7da200 of size 172032 next 1143\n", + "2022-08-01 23:55:53.475258: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143f804200 of size 1597440 next 1141\n", + "2022-08-01 23:55:53.475261: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143f98a200 of size 40960 next 1290\n", + "2022-08-01 23:55:53.475263: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143f994200 of size 256 next 1291\n", + "2022-08-01 23:55:53.475265: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143f994300 of size 40960 next 1292\n", + "2022-08-01 23:55:53.475267: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143f99e300 of size 55296 next 1293\n", + "2022-08-01 23:55:53.475269: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143f9abb00 of size 256 next 1294\n", + "2022-08-01 23:55:53.475271: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143f9abc00 of size 256 next 1295\n", + "2022-08-01 23:55:53.475273: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143f9abd00 of size 40960 next 1296\n", + "2022-08-01 23:55:53.475275: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143f9b5d00 of size 36864 next 1297\n", + "2022-08-01 23:55:53.475277: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143f9bed00 of size 110592 next 1298\n", + "2022-08-01 23:55:53.475280: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143f9d9d00 of size 256 next 1299\n", + "2022-08-01 23:55:53.475282: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143f9d9e00 of size 256 next 1300\n", + "2022-08-01 23:55:53.475284: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143f9d9f00 of size 256 next 1301\n", + "2022-08-01 23:55:53.475286: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143f9da000 of size 163840 next 1302\n", + "2022-08-01 23:55:53.475288: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143fa02000 of size 1280 next 1303\n", + "2022-08-01 23:55:53.475290: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143fa02500 of size 40960 next 1304\n", + "2022-08-01 23:55:53.475337: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143fa0c500 of size 256 next 1305\n", + "2022-08-01 23:55:53.475339: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143fa0c600 of size 40960 next 1306\n", + "2022-08-01 23:55:53.475342: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143fa16600 of size 55296 next 1307\n", + "2022-08-01 23:55:53.475344: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143fa23e00 of size 256 next 1308\n", + "2022-08-01 23:55:53.475346: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143fa23f00 of size 256 next 1309\n", + "2022-08-01 23:55:53.475348: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143fa24000 of size 40960 next 1310\n", + "2022-08-01 23:55:53.475350: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143fa2e000 of size 36864 next 1311\n", + "2022-08-01 23:55:53.475352: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143fa37000 of size 110592 next 1312\n", + "2022-08-01 23:55:53.475354: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143fa52000 of size 256 next 1313\n", + "2022-08-01 23:55:53.475357: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143fa52100 of size 256 next 1314\n", + "2022-08-01 23:55:53.475359: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143fa52200 of size 256 next 1315\n", + "2022-08-01 23:55:53.475361: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143fa52300 of size 163840 next 1316\n", + "2022-08-01 23:55:53.475363: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143fa7a300 of size 1280 next 1317\n", + "2022-08-01 23:55:53.475365: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143fa7a800 of size 40960 next 1318\n", + "2022-08-01 23:55:53.475367: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143fa84800 of size 256 next 1319\n", + "2022-08-01 23:55:53.475369: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143fa84900 of size 40960 next 1320\n", + "2022-08-01 23:55:53.475371: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143fa8e900 of size 55296 next 1321\n", + "2022-08-01 23:55:53.475373: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143fa9c100 of size 256 next 1322\n", + "2022-08-01 23:55:53.475375: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143fa9c200 of size 256 next 1323\n", + "2022-08-01 23:55:53.475378: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143fa9c300 of size 40960 next 1324\n", + "2022-08-01 23:55:53.475380: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143faa6300 of size 36864 next 1325\n", + "2022-08-01 23:55:53.475382: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143faaf300 of size 110592 next 1326\n", + "2022-08-01 23:55:53.475384: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143faca300 of size 256 next 1327\n", + "2022-08-01 23:55:53.475386: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143faca400 of size 256 next 1328\n", + "2022-08-01 23:55:53.475388: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143faca500 of size 256 next 1329\n", + "2022-08-01 23:55:53.475390: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143faca600 of size 163840 next 1330\n", + "2022-08-01 23:55:53.475392: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143faf2600 of size 1280 next 1331\n", + "2022-08-01 23:55:53.475394: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143faf2b00 of size 40960 next 1332\n", + "2022-08-01 23:55:53.475397: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143fafcb00 of size 256 next 1333\n", + "2022-08-01 23:55:53.475399: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143fafcc00 of size 40960 next 1334\n", + "2022-08-01 23:55:53.475401: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143fb06c00 of size 55296 next 1335\n", + "2022-08-01 23:55:53.475444: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143fb14400 of size 256 next 1336\n", + "2022-08-01 23:55:53.475446: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143fb14500 of size 256 next 1337\n", + "2022-08-01 23:55:53.475448: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143fb14600 of size 40960 next 1338\n", + "2022-08-01 23:55:53.475451: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143fb1e600 of size 36864 next 1339\n", + "2022-08-01 23:55:53.475453: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143fb27600 of size 110592 next 1340\n", + "2022-08-01 23:55:53.475455: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143fb42600 of size 256 next 1341\n", + "2022-08-01 23:55:53.475457: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143fb42700 of size 256 next 1342\n", + "2022-08-01 23:55:53.475459: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143fb42800 of size 256 next 1343\n", + "2022-08-01 23:55:53.475461: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143fb42900 of size 325888 next 1142\n", + "2022-08-01 23:55:53.475464: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f143fb92200 of size 7454720 next 1166\n", + "2022-08-01 23:55:53.475466: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14402ae200 of size 1280 next 1344\n", + "2022-08-01 23:55:53.475468: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14402ae700 of size 327680 next 1345\n", + "2022-08-01 23:55:53.475470: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14402fe700 of size 1024 next 1346\n", + "2022-08-01 23:55:53.475472: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14402feb00 of size 3397376 next 1165\n", + "2022-08-01 23:55:53.475474: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144063c200 of size 860160 next 781\n", + "2022-08-01 23:55:53.475477: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144070e200 of size 1671168 next 741\n", + "2022-08-01 23:55:53.475479: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14408a6200 of size 1671168 next 849\n", + "2022-08-01 23:55:53.475481: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1440a3e200 of size 2654208 next 895\n", + "2022-08-01 23:55:53.475483: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1440cc6200 of size 3538944 next 824\n", + "2022-08-01 23:55:53.475485: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1441026200 of size 3727360 next 828\n", + "2022-08-01 23:55:53.475487: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14413b4200 of size 3727360 next 935\n", + "2022-08-01 23:55:53.475489: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1441742200 of size 3727360 next 1075\n", + "2022-08-01 23:55:53.475491: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1441ad0200 of size 1024 next 1347\n", + "2022-08-01 23:55:53.475494: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1441ad0600 of size 4423680 next 1348\n", + "2022-08-01 23:55:53.475496: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1441f08600 of size 3538944 next 1349\n", + "2022-08-01 23:55:53.475498: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1442268600 of size 1536 next 1350\n", + "2022-08-01 23:55:53.475500: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1442268c00 of size 1536 next 1351\n", + "2022-08-01 23:55:53.475502: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1442269200 of size 557056 next 1352\n", + "2022-08-01 23:55:53.475504: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14422f1200 of size 512 next 1353\n", + "2022-08-01 23:55:53.475506: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14422f1400 of size 573440 next 1354\n", + "2022-08-01 23:55:53.475509: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144237d400 of size 768 next 1355\n", + "2022-08-01 23:55:53.475550: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144237d700 of size 835584 next 1356\n", + "2022-08-01 23:55:53.475553: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1442449700 of size 860160 next 1357\n", + "2022-08-01 23:55:53.475555: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144251b700 of size 768 next 1358\n", + "2022-08-01 23:55:53.475557: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144251ba00 of size 768 next 1359\n", + "2022-08-01 23:55:53.475559: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144251bd00 of size 1671168 next 1360\n", + "2022-08-01 23:55:53.475561: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14426b3d00 of size 4352 next 1361\n", + "2022-08-01 23:55:53.475564: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14426b4e00 of size 557056 next 1362\n", + "2022-08-01 23:55:53.475566: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144273ce00 of size 512 next 1363\n", + "2022-08-01 23:55:53.475568: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144273d000 of size 573440 next 1364\n", + "2022-08-01 23:55:53.475570: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14427c9000 of size 768 next 1365\n", + "2022-08-01 23:55:53.475572: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14427c9300 of size 835584 next 1366\n", + "2022-08-01 23:55:53.475574: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1442895300 of size 860160 next 1367\n", + "2022-08-01 23:55:53.475576: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1442967300 of size 768 next 1368\n", + "2022-08-01 23:55:53.475578: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1442967600 of size 768 next 1369\n", + "2022-08-01 23:55:53.475581: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1442967900 of size 4352 next 1371\n", + "2022-08-01 23:55:53.475583: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1442968a00 of size 557056 next 1372\n", + "2022-08-01 23:55:53.475585: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14429f0a00 of size 512 next 1373\n", + "2022-08-01 23:55:53.475587: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14429f0c00 of size 898560 next 1169\n", + "2022-08-01 23:55:53.475589: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1442acc200 of size 12779520 next 1163\n", + "2022-08-01 23:55:53.475591: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14436fc200 of size 1671168 next 1370\n", + "2022-08-01 23:55:53.475594: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1443894200 of size 768 next 1374\n", + "2022-08-01 23:55:53.475596: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1443894500 of size 835584 next 1375\n", + "2022-08-01 23:55:53.475598: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1443960500 of size 860160 next 1376\n", + "2022-08-01 23:55:53.475600: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1443a32500 of size 768 next 1377\n", + "2022-08-01 23:55:53.475602: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1443a32800 of size 768 next 1378\n", + "2022-08-01 23:55:53.475604: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1443a32b00 of size 1671168 next 1379\n", + "2022-08-01 23:55:53.475606: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1443bcab00 of size 4352 next 1380\n", + "2022-08-01 23:55:53.475608: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1443bcbc00 of size 557056 next 1381\n", + "2022-08-01 23:55:53.475611: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1443c53c00 of size 512 next 1382\n", + "2022-08-01 23:55:53.475613: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1443c53e00 of size 573440 next 1383\n", + "2022-08-01 23:55:53.475615: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1443cdfe00 of size 768 next 1384\n", + "2022-08-01 23:55:53.475656: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1443ce0100 of size 835584 next 1385\n", + "2022-08-01 23:55:53.475658: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1443dac100 of size 860160 next 1386\n", + "2022-08-01 23:55:53.475660: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1443e7e100 of size 768 next 1387\n", + "2022-08-01 23:55:53.475663: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1443e7e400 of size 768 next 1388\n", + "2022-08-01 23:55:53.475665: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1443e7e700 of size 1671168 next 1389\n", + "2022-08-01 23:55:53.475667: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1444016700 of size 4352 next 1390\n", + "2022-08-01 23:55:53.475669: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1444017800 of size 557056 next 1391\n", + "2022-08-01 23:55:53.475671: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144409f800 of size 512 next 1392\n", + "2022-08-01 23:55:53.475673: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144409fa00 of size 573440 next 1393\n", + "2022-08-01 23:55:53.475675: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144412ba00 of size 768 next 1394\n", + "2022-08-01 23:55:53.475677: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144412bd00 of size 835584 next 1395\n", + "2022-08-01 23:55:53.475679: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14441f7d00 of size 860160 next 1396\n", + "2022-08-01 23:55:53.475682: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14442c9d00 of size 768 next 1397\n", + "2022-08-01 23:55:53.475684: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14442ca000 of size 768 next 1398\n", + "2022-08-01 23:55:53.475686: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14442ca300 of size 1671168 next 1399\n", + "2022-08-01 23:55:53.475688: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1444462300 of size 4352 next 1400\n", + "2022-08-01 23:55:53.475690: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1444463400 of size 557056 next 1401\n", + "2022-08-01 23:55:53.475692: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14444eb400 of size 512 next 1402\n", + "2022-08-01 23:55:53.475694: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14444eb600 of size 573440 next 1403\n", + "2022-08-01 23:55:53.475696: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1444577600 of size 768 next 1404\n", + "2022-08-01 23:55:53.475699: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1444577900 of size 835584 next 1405\n", + "2022-08-01 23:55:53.475701: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1444643900 of size 860160 next 1406\n", + "2022-08-01 23:55:53.475703: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1444715900 of size 768 next 1407\n", + "2022-08-01 23:55:53.475705: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1444715c00 of size 768 next 1408\n", + "2022-08-01 23:55:53.475707: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1444715f00 of size 1671168 next 1409\n", + "2022-08-01 23:55:53.475709: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14448adf00 of size 4352 next 1410\n", + "2022-08-01 23:55:53.475711: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14448af000 of size 557056 next 1411\n", + "2022-08-01 23:55:53.475713: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1444937000 of size 512 next 1412\n", + "2022-08-01 23:55:53.475715: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1444937200 of size 573440 next 1413\n", + "2022-08-01 23:55:53.475718: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14449c3200 of size 768 next 1414\n", + "2022-08-01 23:55:53.475720: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14449c3500 of size 835584 next 1415\n", + "2022-08-01 23:55:53.475762: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1444a8f500 of size 860160 next 1416\n", + "2022-08-01 23:55:53.475765: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1444b61500 of size 768 next 1417\n", + "2022-08-01 23:55:53.475767: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1444b61800 of size 768 next 1418\n", + "2022-08-01 23:55:53.475769: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1444b61b00 of size 1671168 next 1419\n", + "2022-08-01 23:55:53.475771: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1444cf9b00 of size 4352 next 1420\n", + "2022-08-01 23:55:53.475773: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1444cfac00 of size 557056 next 1421\n", + "2022-08-01 23:55:53.475775: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1444d82c00 of size 512 next 1422\n", + "2022-08-01 23:55:53.475777: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1444d82e00 of size 573440 next 1423\n", + "2022-08-01 23:55:53.475780: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1444e0ee00 of size 768 next 1424\n", + "2022-08-01 23:55:53.475782: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1444e0f100 of size 835584 next 1425\n", + "2022-08-01 23:55:53.475784: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1444edb100 of size 860160 next 1426\n", + "2022-08-01 23:55:53.475786: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1444fad100 of size 768 next 1427\n", + "2022-08-01 23:55:53.475788: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1444fad400 of size 768 next 1428\n", + "2022-08-01 23:55:53.475790: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1444fad700 of size 1671168 next 1429\n", + "2022-08-01 23:55:53.475792: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1445145700 of size 4352 next 1430\n", + "2022-08-01 23:55:53.475794: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1445146800 of size 557056 next 1431\n", + "2022-08-01 23:55:53.475797: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14451ce800 of size 512 next 1432\n", + "2022-08-01 23:55:53.475799: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14451cea00 of size 573440 next 1433\n", + "2022-08-01 23:55:53.475801: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144525aa00 of size 768 next 1434\n", + "2022-08-01 23:55:53.475803: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144525ad00 of size 835584 next 1435\n", + "2022-08-01 23:55:53.475805: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1445326d00 of size 860160 next 1436\n", + "2022-08-01 23:55:53.475807: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14453f8d00 of size 768 next 1437\n", + "2022-08-01 23:55:53.475809: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14453f9000 of size 768 next 1438\n", + "2022-08-01 23:55:53.475811: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14453f9300 of size 1671168 next 1439\n", + "2022-08-01 23:55:53.475813: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1445591300 of size 4352 next 1440\n", + "2022-08-01 23:55:53.475816: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1445592400 of size 557056 next 1441\n", + "2022-08-01 23:55:53.475818: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144561a400 of size 512 next 1442\n", + "2022-08-01 23:55:53.475820: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144561a600 of size 573440 next 1443\n", + "2022-08-01 23:55:53.475822: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14456a6600 of size 768 next 1444\n", + "2022-08-01 23:55:53.475824: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14456a6900 of size 835584 next 1445\n", + "2022-08-01 23:55:53.475826: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1445772900 of size 860160 next 1446\n", + "2022-08-01 23:55:53.475867: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1445844900 of size 768 next 1447\n", + "2022-08-01 23:55:53.475870: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1445844c00 of size 768 next 1448\n", + "2022-08-01 23:55:53.475872: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1445844f00 of size 1671168 next 1449\n", + "2022-08-01 23:55:53.475874: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14459dcf00 of size 4352 next 1450\n", + "2022-08-01 23:55:53.475876: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14459de000 of size 557056 next 1451\n", + "2022-08-01 23:55:53.475878: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1445a66000 of size 512 next 1452\n", + "2022-08-01 23:55:53.475880: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1445a66200 of size 573440 next 1453\n", + "2022-08-01 23:55:53.475882: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1445af2200 of size 768 next 1454\n", + "2022-08-01 23:55:53.475885: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1445af2500 of size 835584 next 1455\n", + "2022-08-01 23:55:53.475887: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1445bbe500 of size 860160 next 1456\n", + "2022-08-01 23:55:53.475889: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1445c90500 of size 768 next 1457\n", + "2022-08-01 23:55:53.475891: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1445c90800 of size 768 next 1458\n", + "2022-08-01 23:55:53.475893: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1445c90b00 of size 1671168 next 1459\n", + "2022-08-01 23:55:53.475895: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1445e28b00 of size 4352 next 1460\n", + "2022-08-01 23:55:53.475897: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1445e29c00 of size 557056 next 1461\n", + "2022-08-01 23:55:53.475899: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1445eb1c00 of size 512 next 1462\n", + "2022-08-01 23:55:53.475901: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1445eb1e00 of size 573440 next 1463\n", + "2022-08-01 23:55:53.475903: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1445f3de00 of size 768 next 1464\n", + "2022-08-01 23:55:53.475906: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1445f3e100 of size 835584 next 1465\n", + "2022-08-01 23:55:53.475908: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144600a100 of size 860160 next 1466\n", + "2022-08-01 23:55:53.475910: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14460dc100 of size 768 next 1467\n", + "2022-08-01 23:55:53.475912: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14460dc400 of size 768 next 1468\n", + "2022-08-01 23:55:53.475914: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14460dc700 of size 1671168 next 1469\n", + "2022-08-01 23:55:53.475916: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1446274700 of size 4352 next 1470\n", + "2022-08-01 23:55:53.475918: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1446275800 of size 557056 next 1471\n", + "2022-08-01 23:55:53.475920: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14462fd800 of size 512 next 1472\n", + "2022-08-01 23:55:53.475922: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14462fda00 of size 573440 next 1473\n", + "2022-08-01 23:55:53.475925: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1446389a00 of size 768 next 1474\n", + "2022-08-01 23:55:53.475927: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1446389d00 of size 835584 next 1475\n", + "2022-08-01 23:55:53.475929: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1446455d00 of size 860160 next 1476\n", + "2022-08-01 23:55:53.475931: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1446527d00 of size 768 next 1477\n", + "2022-08-01 23:55:53.475972: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1446528000 of size 768 next 1478\n", + "2022-08-01 23:55:53.475974: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1446528300 of size 1671168 next 1479\n", + "2022-08-01 23:55:53.475977: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14466c0300 of size 4352 next 1480\n", + "2022-08-01 23:55:53.475979: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14466c1400 of size 557056 next 1481\n", + "2022-08-01 23:55:53.475981: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1446749400 of size 512 next 1482\n", + "2022-08-01 23:55:53.475983: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1446749600 of size 573440 next 1483\n", + "2022-08-01 23:55:53.475985: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14467d5600 of size 768 next 1484\n", + "2022-08-01 23:55:53.475987: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14467d5900 of size 835584 next 1485\n", + "2022-08-01 23:55:53.475989: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14468a1900 of size 860160 next 1486\n", + "2022-08-01 23:55:53.475991: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1446973900 of size 768 next 1487\n", + "2022-08-01 23:55:53.475994: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1446973c00 of size 768 next 1488\n", + "2022-08-01 23:55:53.475996: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1446973f00 of size 1671168 next 1489\n", + "2022-08-01 23:55:53.475998: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1446b0bf00 of size 4352 next 1490\n", + "2022-08-01 23:55:53.476000: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1446b0d000 of size 557056 next 1491\n", + "2022-08-01 23:55:53.476002: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1446b95000 of size 512 next 1492\n", + "2022-08-01 23:55:53.476004: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1446b95200 of size 573440 next 1493\n", + "2022-08-01 23:55:53.476006: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1446c21200 of size 768 next 1494\n", + "2022-08-01 23:55:53.476008: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1446c21500 of size 835584 next 1495\n", + "2022-08-01 23:55:53.476011: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1446ced500 of size 860160 next 1496\n", + "2022-08-01 23:55:53.476013: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1446dbf500 of size 768 next 1497\n", + "2022-08-01 23:55:53.476015: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1446dbf800 of size 768 next 1498\n", + "2022-08-01 23:55:53.476017: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1446dbfb00 of size 1671168 next 1499\n", + "2022-08-01 23:55:53.476019: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1446f57b00 of size 4352 next 1500\n", + "2022-08-01 23:55:53.476021: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1446f58c00 of size 557056 next 1501\n", + "2022-08-01 23:55:53.476023: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1446fe0c00 of size 512 next 1502\n", + "2022-08-01 23:55:53.476025: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1446fe0e00 of size 573440 next 1503\n", + "2022-08-01 23:55:53.476027: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144706ce00 of size 768 next 1504\n", + "2022-08-01 23:55:53.476030: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144706d100 of size 835584 next 1505\n", + "2022-08-01 23:55:53.476032: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1447139100 of size 860160 next 1506\n", + "2022-08-01 23:55:53.476034: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144720b100 of size 768 next 1507\n", + "2022-08-01 23:55:53.476036: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144720b400 of size 768 next 1508\n", + "2022-08-01 23:55:53.476077: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144720b700 of size 1671168 next 1509\n", + "2022-08-01 23:55:53.476080: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14473a3700 of size 4352 next 1510\n", + "2022-08-01 23:55:53.476082: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14473a4800 of size 557056 next 1511\n", + "2022-08-01 23:55:53.476084: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144742c800 of size 512 next 1512\n", + "2022-08-01 23:55:53.476086: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144742ca00 of size 573440 next 1513\n", + "2022-08-01 23:55:53.476088: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14474b8a00 of size 768 next 1514\n", + "2022-08-01 23:55:53.476091: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14474b8d00 of size 835584 next 1515\n", + "2022-08-01 23:55:53.476093: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1447584d00 of size 860160 next 1516\n", + "2022-08-01 23:55:53.476095: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1447656d00 of size 768 next 1517\n", + "2022-08-01 23:55:53.476097: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1447657000 of size 768 next 1518\n", + "2022-08-01 23:55:53.476099: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1447657300 of size 1671168 next 1519\n", + "2022-08-01 23:55:53.476101: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14477ef300 of size 4352 next 1520\n", + "2022-08-01 23:55:53.476103: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14477f0400 of size 557056 next 1521\n", + "2022-08-01 23:55:53.476105: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1447878400 of size 512 next 1522\n", + "2022-08-01 23:55:53.476107: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1447878600 of size 573440 next 1523\n", + "2022-08-01 23:55:53.476110: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1447904600 of size 768 next 1524\n", + "2022-08-01 23:55:53.476112: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1447904900 of size 835584 next 1525\n", + "2022-08-01 23:55:53.476114: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14479d0900 of size 860160 next 1526\n", + "2022-08-01 23:55:53.476116: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1447aa2900 of size 768 next 1527\n", + "2022-08-01 23:55:53.476118: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1447aa2c00 of size 768 next 1528\n", + "2022-08-01 23:55:53.476120: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1447aa2f00 of size 1671168 next 1529\n", + "2022-08-01 23:55:53.476122: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1447c3af00 of size 4352 next 1530\n", + "2022-08-01 23:55:53.476124: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1447c3c000 of size 557056 next 1531\n", + "2022-08-01 23:55:53.476126: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1447cc4000 of size 512 next 1532\n", + "2022-08-01 23:55:53.476128: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1447cc4200 of size 573440 next 1533\n", + "2022-08-01 23:55:53.476131: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1447d50200 of size 768 next 1534\n", + "2022-08-01 23:55:53.476133: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1447d50500 of size 835584 next 1535\n", + "2022-08-01 23:55:53.476135: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1447e1c500 of size 860160 next 1536\n", + "2022-08-01 23:55:53.476137: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1447eee500 of size 768 next 1537\n", + "2022-08-01 23:55:53.476139: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1447eee800 of size 768 next 1538\n", + "2022-08-01 23:55:53.476141: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1447eeeb00 of size 1671168 next 1539\n", + "2022-08-01 23:55:53.476184: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1448086b00 of size 4352 next 1540\n", + "2022-08-01 23:55:53.476186: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1448087c00 of size 557056 next 1541\n", + "2022-08-01 23:55:53.476188: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144810fc00 of size 512 next 1542\n", + "2022-08-01 23:55:53.476191: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144810fe00 of size 573440 next 1543\n", + "2022-08-01 23:55:53.476193: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144819be00 of size 768 next 1544\n", + "2022-08-01 23:55:53.476195: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144819c100 of size 835584 next 1545\n", + "2022-08-01 23:55:53.476197: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1448268100 of size 860160 next 1546\n", + "2022-08-01 23:55:53.476199: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144833a100 of size 768 next 1547\n", + "2022-08-01 23:55:53.476201: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144833a400 of size 768 next 1548\n", + "2022-08-01 23:55:53.476203: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144833a700 of size 1671168 next 1549\n", + "2022-08-01 23:55:53.476205: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14484d2700 of size 4352 next 1550\n", + "2022-08-01 23:55:53.476207: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14484d3800 of size 1114112 next 1551\n", + "2022-08-01 23:55:53.476210: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14485e3800 of size 1024 next 1552\n", + "2022-08-01 23:55:53.476212: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14485e3c00 of size 1114112 next 1553\n", + "2022-08-01 23:55:53.476214: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14486f3c00 of size 1114112 next 1554\n", + "2022-08-01 23:55:53.476216: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1448803c00 of size 2654208 next 1555\n", + "2022-08-01 23:55:53.476218: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1448a8bc00 of size 1024 next 1556\n", + "2022-08-01 23:55:53.476220: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1448a8c000 of size 1024 next 1557\n", + "2022-08-01 23:55:53.476222: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1448a8c400 of size 1280 next 1558\n", + "2022-08-01 23:55:53.476225: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1448a8c900 of size 3538944 next 1559\n", + "2022-08-01 23:55:53.476227: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1448dec900 of size 2654208 next 1560\n", + "2022-08-01 23:55:53.476229: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1449074900 of size 3317760 next 1561\n", + "2022-08-01 23:55:53.476231: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144939e900 of size 1536 next 1562\n", + "2022-08-01 23:55:53.476233: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144939ef00 of size 1280 next 1563\n", + "2022-08-01 23:55:53.476235: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144939f400 of size 1280 next 1564\n", + "2022-08-01 23:55:53.476237: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144939f900 of size 1597440 next 1565\n", + "2022-08-01 23:55:53.476240: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1449525900 of size 768 next 1566\n", + "2022-08-01 23:55:53.476242: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1449525c00 of size 516096 next 1567\n", + "2022-08-01 23:55:53.476244: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14495a3c00 of size 1024 next 1568\n", + "2022-08-01 23:55:53.476246: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14495a4000 of size 1597440 next 1569\n", + "2022-08-01 23:55:53.476248: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144972a000 of size 688128 next 1570\n", + "2022-08-01 23:55:53.476296: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14497d2000 of size 768 next 1571\n", + "2022-08-01 23:55:53.476298: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14497d2300 of size 1024 next 1572\n", + "2022-08-01 23:55:53.476301: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f14497d2700 of size 3727360 next 1573\n", + "2022-08-01 23:55:53.476303: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1449b60700 of size 8448 next 1574\n", + "2022-08-01 23:55:53.476306: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1449b62800 of size 1597440 next 1575\n", + "2022-08-01 23:55:53.476308: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1449ce8800 of size 768 next 1576\n", + "2022-08-01 23:55:53.476310: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1449ce8b00 of size 516096 next 1577\n", + "2022-08-01 23:55:53.476312: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1449d66b00 of size 1024 next 1578\n", + "2022-08-01 23:55:53.476314: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1449d66f00 of size 1597440 next 1579\n", + "2022-08-01 23:55:53.476316: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1449eecf00 of size 688128 next 1580\n", + "2022-08-01 23:55:53.476318: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1449f94f00 of size 768 next 1581\n", + "2022-08-01 23:55:53.476320: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1449f95200 of size 1024 next 1582\n", + "2022-08-01 23:55:53.476323: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f1449f95600 of size 3727360 next 1583\n", + "2022-08-01 23:55:53.476325: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144a323600 of size 8448 next 1584\n", + "2022-08-01 23:55:53.476327: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144a325700 of size 1597440 next 1585\n", + "2022-08-01 23:55:53.476329: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144a4ab700 of size 768 next 1586\n", + "2022-08-01 23:55:53.476331: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144a4aba00 of size 516096 next 1587\n", + "2022-08-01 23:55:53.476333: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144a529a00 of size 1024 next 1588\n", + "2022-08-01 23:55:53.476335: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144a529e00 of size 1597440 next 1589\n", + "2022-08-01 23:55:53.476337: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144a6afe00 of size 688128 next 1590\n", + "2022-08-01 23:55:53.476340: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144a757e00 of size 768 next 1591\n", + "2022-08-01 23:55:53.476342: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144a758100 of size 1024 next 1592\n", + "2022-08-01 23:55:53.476344: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144a758500 of size 3727360 next 1593\n", + "2022-08-01 23:55:53.476346: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144aae6500 of size 8448 next 1594\n", + "2022-08-01 23:55:53.476348: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144aae8600 of size 1597440 next 1595\n", + "2022-08-01 23:55:53.476350: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144ac6e600 of size 768 next 1596\n", + "2022-08-01 23:55:53.476352: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144ac6e900 of size 516096 next 1597\n", + "2022-08-01 23:55:53.476354: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144acec900 of size 1024 next 1598\n", + "2022-08-01 23:55:53.476356: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144acecd00 of size 1597440 next 1599\n", + "2022-08-01 23:55:53.476359: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144ae72d00 of size 688128 next 1600\n", + "2022-08-01 23:55:53.476361: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144af1ad00 of size 768 next 1601\n", + "2022-08-01 23:55:53.476406: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144af1b000 of size 1024 next 1602\n", + "2022-08-01 23:55:53.476409: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144af1b400 of size 3727360 next 1603\n", + "2022-08-01 23:55:53.476411: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144b2a9400 of size 8448 next 1604\n", + "2022-08-01 23:55:53.476413: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144b2ab500 of size 1597440 next 1605\n", + "2022-08-01 23:55:53.476415: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144b431500 of size 768 next 1606\n", + "2022-08-01 23:55:53.476417: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144b431800 of size 516096 next 1607\n", + "2022-08-01 23:55:53.476419: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144b4af800 of size 1024 next 1608\n", + "2022-08-01 23:55:53.476422: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144b4afc00 of size 1597440 next 1609\n", + "2022-08-01 23:55:53.476424: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144b635c00 of size 688128 next 1610\n", + "2022-08-01 23:55:53.476426: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144b6ddc00 of size 768 next 1611\n", + "2022-08-01 23:55:53.476428: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144b6ddf00 of size 1024 next 1612\n", + "2022-08-01 23:55:53.476430: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144b6de300 of size 3727360 next 1613\n", + "2022-08-01 23:55:53.476432: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144ba6c300 of size 8448 next 1614\n", + "2022-08-01 23:55:53.476434: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144ba6e400 of size 1597440 next 1615\n", + "2022-08-01 23:55:53.476436: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144bbf4400 of size 768 next 1616\n", + "2022-08-01 23:55:53.476439: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144bbf4700 of size 516096 next 1617\n", + "2022-08-01 23:55:53.476441: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144bc72700 of size 1024 next 1618\n", + "2022-08-01 23:55:53.476443: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144bc72b00 of size 1597440 next 1619\n", + "2022-08-01 23:55:53.476445: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144bdf8b00 of size 688128 next 1620\n", + "2022-08-01 23:55:53.476447: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144bea0b00 of size 768 next 1621\n", + "2022-08-01 23:55:53.476449: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144bea0e00 of size 1024 next 1622\n", + "2022-08-01 23:55:53.476451: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144bea1200 of size 3727360 next 1623\n", + "2022-08-01 23:55:53.476453: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144c22f200 of size 8448 next 1624\n", + "2022-08-01 23:55:53.476455: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144c231300 of size 1597440 next 1625\n", + "2022-08-01 23:55:53.476458: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144c3b7300 of size 768 next 1626\n", + "2022-08-01 23:55:53.476460: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144c3b7600 of size 516096 next 1627\n", + "2022-08-01 23:55:53.476462: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144c435600 of size 1024 next 1628\n", + "2022-08-01 23:55:53.476464: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144c435a00 of size 1597440 next 1629\n", + "2022-08-01 23:55:53.476466: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144c5bba00 of size 688128 next 1630\n", + "2022-08-01 23:55:53.476468: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144c663a00 of size 768 next 1631\n", + "2022-08-01 23:55:53.476470: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144c663d00 of size 1024 next 1632\n", + "2022-08-01 23:55:53.476512: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144c664100 of size 3727360 next 1633\n", + "2022-08-01 23:55:53.476514: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144c9f2100 of size 8448 next 1634\n", + "2022-08-01 23:55:53.476517: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144c9f4200 of size 1597440 next 1635\n", + "2022-08-01 23:55:53.476519: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144cb7a200 of size 768 next 1636\n", + "2022-08-01 23:55:53.476521: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144cb7a500 of size 516096 next 1637\n", + "2022-08-01 23:55:53.476523: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144cbf8500 of size 1024 next 1638\n", + "2022-08-01 23:55:53.476525: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144cbf8900 of size 1597440 next 1639\n", + "2022-08-01 23:55:53.476527: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144cd7e900 of size 688128 next 1640\n", + "2022-08-01 23:55:53.476530: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144ce26900 of size 768 next 1641\n", + "2022-08-01 23:55:53.476532: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144ce26c00 of size 1024 next 1642\n", + "2022-08-01 23:55:53.476534: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144ce27000 of size 3727360 next 1643\n", + "2022-08-01 23:55:53.476536: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144d1b5000 of size 8448 next 1644\n", + "2022-08-01 23:55:53.476538: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144d1b7100 of size 1597440 next 1645\n", + "2022-08-01 23:55:53.476540: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144d33d100 of size 768 next 1646\n", + "2022-08-01 23:55:53.476542: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144d33d400 of size 516096 next 1647\n", + "2022-08-01 23:55:53.476544: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144d3bb400 of size 1024 next 1648\n", + "2022-08-01 23:55:53.476546: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144d3bb800 of size 1597440 next 1649\n", + "2022-08-01 23:55:53.476549: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144d541800 of size 688128 next 1650\n", + "2022-08-01 23:55:53.476551: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144d5e9800 of size 768 next 1651\n", + "2022-08-01 23:55:53.476553: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144d5e9b00 of size 1024 next 1652\n", + "2022-08-01 23:55:53.476555: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144d5e9f00 of size 3727360 next 1653\n", + "2022-08-01 23:55:53.476557: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144d977f00 of size 8448 next 1654\n", + "2022-08-01 23:55:53.476559: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144d97a000 of size 1597440 next 1655\n", + "2022-08-01 23:55:53.476561: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144db00000 of size 768 next 1656\n", + "2022-08-01 23:55:53.476563: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144db00300 of size 516096 next 1657\n", + "2022-08-01 23:55:53.476565: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144db7e300 of size 1024 next 1658\n", + "2022-08-01 23:55:53.476568: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144db7e700 of size 1597440 next 1659\n", + "2022-08-01 23:55:53.476570: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144dd04700 of size 688128 next 1660\n", + "2022-08-01 23:55:53.476572: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144ddac700 of size 768 next 1661\n", + "2022-08-01 23:55:53.476574: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144ddaca00 of size 1024 next 1662\n", + "2022-08-01 23:55:53.476576: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144ddace00 of size 3727360 next 1663\n", + "2022-08-01 23:55:53.476643: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144e13ae00 of size 8448 next 1664\n", + "2022-08-01 23:55:53.476645: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144e13cf00 of size 12779520 next 1665\n", + "2022-08-01 23:55:53.476647: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144ed6cf00 of size 6144 next 1666\n", + "2022-08-01 23:55:53.476649: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144ed6e700 of size 43008 next 1667\n", + "2022-08-01 23:55:53.476652: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144ed78f00 of size 256 next 1668\n", + "2022-08-01 23:55:53.476654: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144ed79000 of size 3584 next 1669\n", + "2022-08-01 23:55:53.476656: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144ed79e00 of size 256 next 1670\n", + "2022-08-01 23:55:53.476658: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144ed79f00 of size 36864 next 1671\n", + "2022-08-01 23:55:53.476660: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144ed82f00 of size 256 next 1672\n", + "2022-08-01 23:55:53.476662: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144ed83000 of size 73728 next 1673\n", + "2022-08-01 23:55:53.476664: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144ed95000 of size 256 next 1674\n", + "2022-08-01 23:55:53.476667: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144ed95100 of size 20480 next 1675\n", + "2022-08-01 23:55:53.476669: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144ed9a100 of size 512 next 1676\n", + "2022-08-01 23:55:53.476671: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144ed9a300 of size 552960 next 1677\n", + "2022-08-01 23:55:53.476673: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144ee21300 of size 768 next 1678\n", + "2022-08-01 23:55:53.476675: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144ee21600 of size 49152 next 1679\n", + "2022-08-01 23:55:53.476677: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144ee2d600 of size 256 next 1680\n", + "2022-08-01 23:55:53.476679: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144ee2d700 of size 36864 next 1681\n", + "2022-08-01 23:55:53.476682: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144ee36700 of size 221184 next 1682\n", + "2022-08-01 23:55:53.476684: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144ee6c700 of size 256 next 1683\n", + "2022-08-01 23:55:53.476686: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144ee6c800 of size 512 next 1684\n", + "2022-08-01 23:55:53.476688: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144ee6ca00 of size 73728 next 1685\n", + "2022-08-01 23:55:53.476690: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144ee7ea00 of size 307200 next 1686\n", + "2022-08-01 23:55:53.476692: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144eec9a00 of size 331776 next 1687\n", + "2022-08-01 23:55:53.476694: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144ef1aa00 of size 49152 next 1688\n", + "2022-08-01 23:55:53.476696: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144ef26a00 of size 512 next 1689\n", + "2022-08-01 23:55:53.476699: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144ef26c00 of size 256 next 1690\n", + "2022-08-01 23:55:53.476701: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144ef26d00 of size 512 next 1691\n", + "2022-08-01 23:55:53.476703: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144ef26f00 of size 256 next 1692\n", + "2022-08-01 23:55:53.476705: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144ef27000 of size 40960 next 1693\n", + "2022-08-01 23:55:53.476707: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144ef31000 of size 256 next 1694\n", + "2022-08-01 23:55:53.476747: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144ef31100 of size 40960 next 1695\n", + "2022-08-01 23:55:53.476750: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144ef3b100 of size 55296 next 1696\n", + "2022-08-01 23:55:53.476752: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144ef48900 of size 256 next 1697\n", + "2022-08-01 23:55:53.476754: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144ef48a00 of size 256 next 1698\n", + "2022-08-01 23:55:53.476756: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144ef48b00 of size 40960 next 1699\n", + "2022-08-01 23:55:53.476758: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144ef52b00 of size 36864 next 1700\n", + "2022-08-01 23:55:53.476760: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144ef5bb00 of size 110592 next 1701\n", + "2022-08-01 23:55:53.476763: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144ef76b00 of size 256 next 1702\n", + "2022-08-01 23:55:53.476765: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144ef76c00 of size 256 next 1703\n", + "2022-08-01 23:55:53.476767: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144ef76d00 of size 256 next 1704\n", + "2022-08-01 23:55:53.476769: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144ef76e00 of size 163840 next 1705\n", + "2022-08-01 23:55:53.476771: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144ef9ee00 of size 1280 next 1706\n", + "2022-08-01 23:55:53.476773: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144ef9f300 of size 40960 next 1707\n", + "2022-08-01 23:55:53.476775: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144efa9300 of size 256 next 1708\n", + "2022-08-01 23:55:53.476777: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144efa9400 of size 40960 next 1709\n", + "2022-08-01 23:55:53.476779: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144efb3400 of size 55296 next 1710\n", + "2022-08-01 23:55:53.476782: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144efc0c00 of size 256 next 1711\n", + "2022-08-01 23:55:53.476784: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144efc0d00 of size 256 next 1712\n", + "2022-08-01 23:55:53.476786: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144efc0e00 of size 40960 next 1713\n", + "2022-08-01 23:55:53.476788: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144efcae00 of size 36864 next 1714\n", + "2022-08-01 23:55:53.476790: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144efd3e00 of size 110592 next 1715\n", + "2022-08-01 23:55:53.476792: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144efeee00 of size 256 next 1716\n", + "2022-08-01 23:55:53.476794: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144efeef00 of size 256 next 1717\n", + "2022-08-01 23:55:53.476796: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144efef000 of size 256 next 1718\n", + "2022-08-01 23:55:53.476798: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144efef100 of size 163840 next 1719\n", + "2022-08-01 23:55:53.476800: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144f017100 of size 1280 next 1720\n", + "2022-08-01 23:55:53.476803: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144f017600 of size 40960 next 1721\n", + "2022-08-01 23:55:53.476805: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144f021600 of size 256 next 1722\n", + "2022-08-01 23:55:53.476807: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144f021700 of size 40960 next 1723\n", + "2022-08-01 23:55:53.476809: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144f02b700 of size 55296 next 1724\n", + "2022-08-01 23:55:53.476811: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144f038f00 of size 256 next 1725\n", + "2022-08-01 23:55:53.476854: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144f039000 of size 256 next 1726\n", + "2022-08-01 23:55:53.476856: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144f039100 of size 40960 next 1727\n", + "2022-08-01 23:55:53.476858: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144f043100 of size 36864 next 1728\n", + "2022-08-01 23:55:53.476860: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144f04c100 of size 110592 next 1729\n", + "2022-08-01 23:55:53.476862: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144f067100 of size 256 next 1730\n", + "2022-08-01 23:55:53.476864: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144f067200 of size 256 next 1731\n", + "2022-08-01 23:55:53.476866: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144f067300 of size 256 next 1732\n", + "2022-08-01 23:55:53.476869: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144f067400 of size 163840 next 1733\n", + "2022-08-01 23:55:53.476871: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144f08f400 of size 1280 next 1734\n", + "2022-08-01 23:55:53.476873: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144f08f900 of size 40960 next 1735\n", + "2022-08-01 23:55:53.476875: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144f099900 of size 256 next 1736\n", + "2022-08-01 23:55:53.476877: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144f099a00 of size 40960 next 1737\n", + "2022-08-01 23:55:53.476879: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144f0a3a00 of size 55296 next 1738\n", + "2022-08-01 23:55:53.476881: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144f0b1200 of size 256 next 1739\n", + "2022-08-01 23:55:53.476883: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144f0b1300 of size 256 next 1740\n", + "2022-08-01 23:55:53.476885: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144f0b1400 of size 40960 next 1741\n", + "2022-08-01 23:55:53.476887: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144f0bb400 of size 36864 next 1742\n", + "2022-08-01 23:55:53.476890: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144f0c4400 of size 110592 next 1743\n", + "2022-08-01 23:55:53.476892: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144f0df400 of size 256 next 1744\n", + "2022-08-01 23:55:53.476894: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144f0df500 of size 256 next 1745\n", + "2022-08-01 23:55:53.476896: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144f0df600 of size 256 next 1746\n", + "2022-08-01 23:55:53.476898: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144f0df700 of size 163840 next 1747\n", + "2022-08-01 23:55:53.476900: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144f107700 of size 1280 next 1748\n", + "2022-08-01 23:55:53.476902: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144f107c00 of size 40960 next 1749\n", + "2022-08-01 23:55:53.476904: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144f111c00 of size 256 next 1750\n", + "2022-08-01 23:55:53.476906: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144f111d00 of size 40960 next 1751\n", + "2022-08-01 23:55:53.476908: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144f11bd00 of size 55296 next 1752\n", + "2022-08-01 23:55:53.476911: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144f129500 of size 256 next 1753\n", + "2022-08-01 23:55:53.476913: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144f129600 of size 256 next 1754\n", + "2022-08-01 23:55:53.476915: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144f129700 of size 40960 next 1755\n", + "2022-08-01 23:55:53.476917: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144f133700 of size 36864 next 1756\n", + "2022-08-01 23:55:53.476959: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144f13c700 of size 110592 next 1757\n", + "2022-08-01 23:55:53.476962: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144f157700 of size 256 next 1758\n", + "2022-08-01 23:55:53.476964: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144f157800 of size 256 next 1759\n", + "2022-08-01 23:55:53.476966: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144f157900 of size 256 next 1760\n", + "2022-08-01 23:55:53.476968: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144f157a00 of size 163840 next 1761\n", + "2022-08-01 23:55:53.476970: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144f17fa00 of size 1280 next 1762\n", + "2022-08-01 23:55:53.476972: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144f17ff00 of size 40960 next 1763\n", + "2022-08-01 23:55:53.476974: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144f189f00 of size 256 next 1764\n", + "2022-08-01 23:55:53.476976: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144f18a000 of size 40960 next 1765\n", + "2022-08-01 23:55:53.476979: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144f194000 of size 55296 next 1766\n", + "2022-08-01 23:55:53.476981: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144f1a1800 of size 256 next 1767\n", + "2022-08-01 23:55:53.476983: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144f1a1900 of size 256 next 1768\n", + "2022-08-01 23:55:53.476985: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144f1a1a00 of size 40960 next 1769\n", + "2022-08-01 23:55:53.476987: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144f1aba00 of size 36864 next 1770\n", + "2022-08-01 23:55:53.476989: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144f1b4a00 of size 110592 next 1771\n", + "2022-08-01 23:55:53.476991: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144f1cfa00 of size 256 next 1772\n", + "2022-08-01 23:55:53.476993: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144f1cfb00 of size 256 next 1773\n", + "2022-08-01 23:55:53.476995: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144f1cfc00 of size 256 next 1774\n", + "2022-08-01 23:55:53.476997: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144f1cfd00 of size 163840 next 1775\n", + "2022-08-01 23:55:53.477000: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144f1f7d00 of size 1280 next 1776\n", + "2022-08-01 23:55:53.477002: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144f1f8200 of size 40960 next 1777\n", + "2022-08-01 23:55:53.477004: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144f202200 of size 256 next 1778\n", + "2022-08-01 23:55:53.477006: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144f202300 of size 40960 next 1779\n", + "2022-08-01 23:55:53.477008: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144f20c300 of size 55296 next 1780\n", + "2022-08-01 23:55:53.477010: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144f219b00 of size 256 next 1781\n", + "2022-08-01 23:55:53.477012: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144f219c00 of size 256 next 1782\n", + "2022-08-01 23:55:53.477014: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144f219d00 of size 40960 next 1783\n", + "2022-08-01 23:55:53.477016: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144f223d00 of size 36864 next 1784\n", + "2022-08-01 23:55:53.477018: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144f22cd00 of size 110592 next 1785\n", + "2022-08-01 23:55:53.477021: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144f247d00 of size 256 next 1786\n", + "2022-08-01 23:55:53.477023: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144f247e00 of size 256 next 1787\n", + "2022-08-01 23:55:53.477065: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144f247f00 of size 256 next 1788\n", + "2022-08-01 23:55:53.477067: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144f248000 of size 163840 next 1789\n", + "2022-08-01 23:55:53.477070: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144f270000 of size 1280 next 1790\n", + "2022-08-01 23:55:53.477072: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144f270500 of size 40960 next 1791\n", + "2022-08-01 23:55:53.477074: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144f27a500 of size 256 next 1792\n", + "2022-08-01 23:55:53.477076: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144f27a600 of size 40960 next 1793\n", + "2022-08-01 23:55:53.477078: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144f284600 of size 55296 next 1794\n", + "2022-08-01 23:55:53.477080: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144f291e00 of size 256 next 1795\n", + "2022-08-01 23:55:53.477082: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144f291f00 of size 256 next 1796\n", + "2022-08-01 23:55:53.477084: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144f292000 of size 40960 next 1797\n", + "2022-08-01 23:55:53.477086: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144f29c000 of size 36864 next 1798\n", + "2022-08-01 23:55:53.477089: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144f2a5000 of size 110592 next 1799\n", + "2022-08-01 23:55:53.477091: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144f2c0000 of size 256 next 1800\n", + "2022-08-01 23:55:53.477093: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144f2c0100 of size 256 next 1801\n", + "2022-08-01 23:55:53.477095: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144f2c0200 of size 256 next 1802\n", + "2022-08-01 23:55:53.477097: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144f2c0300 of size 163840 next 1803\n", + "2022-08-01 23:55:53.477099: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144f2e8300 of size 1280 next 1804\n", + "2022-08-01 23:55:53.477101: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144f2e8800 of size 40960 next 1805\n", + "2022-08-01 23:55:53.477103: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144f2f2800 of size 256 next 1806\n", + "2022-08-01 23:55:53.477105: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144f2f2900 of size 40960 next 1807\n", + "2022-08-01 23:55:53.477108: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144f2fc900 of size 55296 next 1808\n", + "2022-08-01 23:55:53.477110: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144f30a100 of size 256 next 1809\n", + "2022-08-01 23:55:53.477112: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144f30a200 of size 256 next 1810\n", + "2022-08-01 23:55:53.477114: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144f30a300 of size 40960 next 1811\n", + "2022-08-01 23:55:53.477116: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144f314300 of size 36864 next 1812\n", + "2022-08-01 23:55:53.477118: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144f31d300 of size 110592 next 1813\n", + "2022-08-01 23:55:53.477120: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144f338300 of size 256 next 1814\n", + "2022-08-01 23:55:53.477122: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144f338400 of size 256 next 1815\n", + "2022-08-01 23:55:53.477124: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144f338500 of size 256 next 1816\n", + "2022-08-01 23:55:53.477126: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144f338600 of size 163840 next 1817\n", + "2022-08-01 23:55:53.477129: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144f360600 of size 1280 next 1818\n", + "2022-08-01 23:55:53.477170: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144f360b00 of size 40960 next 1819\n", + "2022-08-01 23:55:53.477172: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144f36ab00 of size 256 next 1820\n", + "2022-08-01 23:55:53.477175: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144f36ac00 of size 40960 next 1821\n", + "2022-08-01 23:55:53.477177: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144f374c00 of size 55296 next 1822\n", + "2022-08-01 23:55:53.477179: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144f382400 of size 256 next 1823\n", + "2022-08-01 23:55:53.477181: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144f382500 of size 256 next 1824\n", + "2022-08-01 23:55:53.477183: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144f382600 of size 40960 next 1825\n", + "2022-08-01 23:55:53.477185: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144f38c600 of size 36864 next 1826\n", + "2022-08-01 23:55:53.477187: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144f395600 of size 110592 next 1827\n", + "2022-08-01 23:55:53.477190: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144f3b0600 of size 256 next 1828\n", + "2022-08-01 23:55:53.477192: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144f3b0700 of size 256 next 1829\n", + "2022-08-01 23:55:53.477194: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144f3b0800 of size 256 next 1830\n", + "2022-08-01 23:55:53.477196: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144f3b0900 of size 163840 next 1831\n", + "2022-08-01 23:55:53.477198: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144f3d8900 of size 1280 next 1832\n", + "2022-08-01 23:55:53.477200: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144f3d8e00 of size 327680 next 1833\n", + "2022-08-01 23:55:53.477202: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144f428e00 of size 1024 next 1834\n", + "2022-08-01 23:55:53.477204: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144f429200 of size 2359296 next 1835\n", + "2022-08-01 23:55:53.477207: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144f669200 of size 1024 next 1836\n", + "2022-08-01 23:55:53.477209: I tensorflow/core/common_runtime/bfc_allocator.cc:1028] InUse at 7f144f669600 of size 4549120 next 18446744073709551615\n", + "2022-08-01 23:55:53.477211: I tensorflow/core/common_runtime/bfc_allocator.cc:1033] Summary of in-use Chunks by size: \n", + "2022-08-01 23:55:53.477215: I tensorflow/core/common_runtime/bfc_allocator.cc:1036] 479 Chunks of size 256 totalling 119.8KiB\n", + "2022-08-01 23:55:53.477219: I tensorflow/core/common_runtime/bfc_allocator.cc:1036] 123 Chunks of size 512 totalling 61.5KiB\n", + "2022-08-01 23:55:53.477222: I tensorflow/core/common_runtime/bfc_allocator.cc:1036] 402 Chunks of size 768 totalling 301.5KiB\n", + "2022-08-01 23:55:53.477224: I tensorflow/core/common_runtime/bfc_allocator.cc:1036] 126 Chunks of size 1024 totalling 126.0KiB\n", + "2022-08-01 23:55:53.477227: I tensorflow/core/common_runtime/bfc_allocator.cc:1036] 43 Chunks of size 1280 totalling 53.8KiB\n", + "2022-08-01 23:55:53.477229: I tensorflow/core/common_runtime/bfc_allocator.cc:1036] 21 Chunks of size 1536 totalling 31.5KiB\n", + "2022-08-01 23:55:53.477232: I tensorflow/core/common_runtime/bfc_allocator.cc:1036] 1 Chunks of size 2048 totalling 2.0KiB\n", + "2022-08-01 23:55:53.477234: I tensorflow/core/common_runtime/bfc_allocator.cc:1036] 1 Chunks of size 2560 totalling 2.5KiB\n", + "2022-08-01 23:55:53.477236: I tensorflow/core/common_runtime/bfc_allocator.cc:1036] 1 Chunks of size 2816 totalling 2.8KiB\n", + "2022-08-01 23:55:53.477239: I tensorflow/core/common_runtime/bfc_allocator.cc:1036] 2 Chunks of size 3584 totalling 7.0KiB\n", + "2022-08-01 23:55:53.477241: I tensorflow/core/common_runtime/bfc_allocator.cc:1036] 38 Chunks of size 4352 totalling 161.5KiB\n", + "2022-08-01 23:55:53.477280: I tensorflow/core/common_runtime/bfc_allocator.cc:1036] 3 Chunks of size 5120 totalling 15.0KiB\n", + "2022-08-01 23:55:53.477283: I tensorflow/core/common_runtime/bfc_allocator.cc:1036] 5 Chunks of size 6144 totalling 30.0KiB\n", + "2022-08-01 23:55:53.477285: I tensorflow/core/common_runtime/bfc_allocator.cc:1036] 18 Chunks of size 8448 totalling 148.5KiB\n", + "2022-08-01 23:55:53.477288: I tensorflow/core/common_runtime/bfc_allocator.cc:1036] 1 Chunks of size 9472 totalling 9.2KiB\n", + "2022-08-01 23:55:53.477290: I tensorflow/core/common_runtime/bfc_allocator.cc:1036] 1 Chunks of size 11264 totalling 11.0KiB\n", + "2022-08-01 23:55:53.477293: I tensorflow/core/common_runtime/bfc_allocator.cc:1036] 2 Chunks of size 20480 totalling 40.0KiB\n", + "2022-08-01 23:55:53.477295: I tensorflow/core/common_runtime/bfc_allocator.cc:1036] 26 Chunks of size 36864 totalling 936.0KiB\n", + "2022-08-01 23:55:53.477298: I tensorflow/core/common_runtime/bfc_allocator.cc:1036] 83 Chunks of size 40960 totalling 3.24MiB\n", + "2022-08-01 23:55:53.477300: I tensorflow/core/common_runtime/bfc_allocator.cc:1036] 1 Chunks of size 43008 totalling 42.0KiB\n", + "2022-08-01 23:55:53.477303: I tensorflow/core/common_runtime/bfc_allocator.cc:1036] 1 Chunks of size 47104 totalling 46.0KiB\n", + "2022-08-01 23:55:53.477305: I tensorflow/core/common_runtime/bfc_allocator.cc:1036] 6 Chunks of size 49152 totalling 288.0KiB\n", + "2022-08-01 23:55:53.477308: I tensorflow/core/common_runtime/bfc_allocator.cc:1036] 33 Chunks of size 55296 totalling 1.74MiB\n", + "2022-08-01 23:55:53.477310: I tensorflow/core/common_runtime/bfc_allocator.cc:1036] 1 Chunks of size 56832 totalling 55.5KiB\n", + "2022-08-01 23:55:53.477313: I tensorflow/core/common_runtime/bfc_allocator.cc:1036] 4 Chunks of size 67584 totalling 264.0KiB\n", + "2022-08-01 23:55:53.477315: I tensorflow/core/common_runtime/bfc_allocator.cc:1036] 4 Chunks of size 69632 totalling 272.0KiB\n", + "2022-08-01 23:55:53.477318: I tensorflow/core/common_runtime/bfc_allocator.cc:1036] 7 Chunks of size 73728 totalling 504.0KiB\n", + "2022-08-01 23:55:53.477320: I tensorflow/core/common_runtime/bfc_allocator.cc:1036] 1 Chunks of size 77824 totalling 76.0KiB\n", + "2022-08-01 23:55:53.477322: I tensorflow/core/common_runtime/bfc_allocator.cc:1036] 2 Chunks of size 79872 totalling 156.0KiB\n", + "2022-08-01 23:55:53.477325: I tensorflow/core/common_runtime/bfc_allocator.cc:1036] 1 Chunks of size 96256 totalling 94.0KiB\n", + "2022-08-01 23:55:53.477327: I tensorflow/core/common_runtime/bfc_allocator.cc:1036] 22 Chunks of size 110592 totalling 2.32MiB\n", + "2022-08-01 23:55:53.477330: I tensorflow/core/common_runtime/bfc_allocator.cc:1036] 1 Chunks of size 111872 totalling 109.2KiB\n", + "2022-08-01 23:55:53.477332: I tensorflow/core/common_runtime/bfc_allocator.cc:1036] 1 Chunks of size 122880 totalling 120.0KiB\n", + "2022-08-01 23:55:53.477334: I tensorflow/core/common_runtime/bfc_allocator.cc:1036] 28 Chunks of size 163840 totalling 4.38MiB\n", + "2022-08-01 23:55:53.477337: I tensorflow/core/common_runtime/bfc_allocator.cc:1036] 1 Chunks of size 172032 totalling 168.0KiB\n", + "2022-08-01 23:55:53.477339: I tensorflow/core/common_runtime/bfc_allocator.cc:1036] 3 Chunks of size 180224 totalling 528.0KiB\n", + "2022-08-01 23:55:53.477342: I tensorflow/core/common_runtime/bfc_allocator.cc:1036] 1 Chunks of size 200704 totalling 196.0KiB\n", + "2022-08-01 23:55:53.477344: I tensorflow/core/common_runtime/bfc_allocator.cc:1036] 1 Chunks of size 219136 totalling 214.0KiB\n", + "2022-08-01 23:55:53.477347: I tensorflow/core/common_runtime/bfc_allocator.cc:1036] 2 Chunks of size 221184 totalling 432.0KiB\n", + "2022-08-01 23:55:53.477349: I tensorflow/core/common_runtime/bfc_allocator.cc:1036] 1 Chunks of size 249856 totalling 244.0KiB\n", + "2022-08-01 23:55:53.477351: I tensorflow/core/common_runtime/bfc_allocator.cc:1036] 1 Chunks of size 276480 totalling 270.0KiB\n", + "2022-08-01 23:55:53.477354: I tensorflow/core/common_runtime/bfc_allocator.cc:1036] 1 Chunks of size 307200 totalling 300.0KiB\n", + "2022-08-01 23:55:53.477356: I tensorflow/core/common_runtime/bfc_allocator.cc:1036] 1 Chunks of size 325888 totalling 318.2KiB\n", + "2022-08-01 23:55:53.477389: I tensorflow/core/common_runtime/bfc_allocator.cc:1036] 3 Chunks of size 327680 totalling 960.0KiB\n", + "2022-08-01 23:55:53.477392: I tensorflow/core/common_runtime/bfc_allocator.cc:1036] 3 Chunks of size 331776 totalling 972.0KiB\n", + "2022-08-01 23:55:53.477394: I tensorflow/core/common_runtime/bfc_allocator.cc:1036] 1 Chunks of size 376576 totalling 367.8KiB\n", + "2022-08-01 23:55:53.477397: I tensorflow/core/common_runtime/bfc_allocator.cc:1036] 1 Chunks of size 442368 totalling 432.0KiB\n", + "2022-08-01 23:55:53.477399: I tensorflow/core/common_runtime/bfc_allocator.cc:1036] 14 Chunks of size 516096 totalling 6.89MiB\n", + "2022-08-01 23:55:53.477401: I tensorflow/core/common_runtime/bfc_allocator.cc:1036] 1 Chunks of size 532480 totalling 520.0KiB\n", + "2022-08-01 23:55:53.477404: I tensorflow/core/common_runtime/bfc_allocator.cc:1036] 1 Chunks of size 552960 totalling 540.0KiB\n", + "2022-08-01 23:55:53.477406: I tensorflow/core/common_runtime/bfc_allocator.cc:1036] 21 Chunks of size 557056 totalling 11.16MiB\n", + "2022-08-01 23:55:53.477409: I tensorflow/core/common_runtime/bfc_allocator.cc:1036] 1 Chunks of size 565248 totalling 552.0KiB\n", + "2022-08-01 23:55:53.477411: I tensorflow/core/common_runtime/bfc_allocator.cc:1036] 33 Chunks of size 573440 totalling 18.05MiB\n", + "2022-08-01 23:55:53.477414: I tensorflow/core/common_runtime/bfc_allocator.cc:1036] 1 Chunks of size 614400 totalling 600.0KiB\n", + "2022-08-01 23:55:53.477416: I tensorflow/core/common_runtime/bfc_allocator.cc:1036] 18 Chunks of size 688128 totalling 11.81MiB\n", + "2022-08-01 23:55:53.477418: I tensorflow/core/common_runtime/bfc_allocator.cc:1036] 1 Chunks of size 704512 totalling 688.0KiB\n", + "2022-08-01 23:55:53.477421: I tensorflow/core/common_runtime/bfc_allocator.cc:1036] 1 Chunks of size 819200 totalling 800.0KiB\n", + "2022-08-01 23:55:53.477423: I tensorflow/core/common_runtime/bfc_allocator.cc:1036] 49 Chunks of size 835584 totalling 39.05MiB\n", + "2022-08-01 23:55:53.477426: I tensorflow/core/common_runtime/bfc_allocator.cc:1036] 32 Chunks of size 860160 totalling 26.25MiB\n", + "2022-08-01 23:55:53.477428: I tensorflow/core/common_runtime/bfc_allocator.cc:1036] 1 Chunks of size 898560 totalling 877.5KiB\n", + "2022-08-01 23:55:53.477431: I tensorflow/core/common_runtime/bfc_allocator.cc:1036] 5 Chunks of size 909312 totalling 4.34MiB\n", + "2022-08-01 23:55:53.477433: I tensorflow/core/common_runtime/bfc_allocator.cc:1036] 8 Chunks of size 1048576 totalling 8.00MiB\n", + "2022-08-01 23:55:53.477435: I tensorflow/core/common_runtime/bfc_allocator.cc:1036] 6 Chunks of size 1097728 totalling 6.28MiB\n", + "2022-08-01 23:55:53.477438: I tensorflow/core/common_runtime/bfc_allocator.cc:1036] 6 Chunks of size 1114112 totalling 6.38MiB\n", + "2022-08-01 23:55:53.477440: I tensorflow/core/common_runtime/bfc_allocator.cc:1036] 8 Chunks of size 1146880 totalling 8.75MiB\n", + "2022-08-01 23:55:53.477443: I tensorflow/core/common_runtime/bfc_allocator.cc:1036] 1 Chunks of size 1204224 totalling 1.15MiB\n", + "2022-08-01 23:55:53.477445: I tensorflow/core/common_runtime/bfc_allocator.cc:1036] 1 Chunks of size 1294336 totalling 1.23MiB\n", + "2022-08-01 23:55:53.477447: I tensorflow/core/common_runtime/bfc_allocator.cc:1036] 31 Chunks of size 1597440 totalling 47.23MiB\n", + "2022-08-01 23:55:53.477450: I tensorflow/core/common_runtime/bfc_allocator.cc:1036] 1 Chunks of size 1654784 totalling 1.58MiB\n", + "2022-08-01 23:55:53.477452: I tensorflow/core/common_runtime/bfc_allocator.cc:1036] 29 Chunks of size 1671168 totalling 46.22MiB\n", + "2022-08-01 23:55:53.477455: I tensorflow/core/common_runtime/bfc_allocator.cc:1036] 1 Chunks of size 1695744 totalling 1.62MiB\n", + "2022-08-01 23:55:53.477457: I tensorflow/core/common_runtime/bfc_allocator.cc:1036] 1 Chunks of size 1843200 totalling 1.76MiB\n", + "2022-08-01 23:55:53.477459: I tensorflow/core/common_runtime/bfc_allocator.cc:1036] 1 Chunks of size 1982464 totalling 1.89MiB\n", + "2022-08-01 23:55:53.477462: I tensorflow/core/common_runtime/bfc_allocator.cc:1036] 3 Chunks of size 2129920 totalling 6.09MiB\n", + "2022-08-01 23:55:53.477464: I tensorflow/core/common_runtime/bfc_allocator.cc:1036] 1 Chunks of size 2170880 totalling 2.07MiB\n", + "2022-08-01 23:55:53.477496: I tensorflow/core/common_runtime/bfc_allocator.cc:1036] 2 Chunks of size 2269184 totalling 4.33MiB\n", + "2022-08-01 23:55:53.477498: I tensorflow/core/common_runtime/bfc_allocator.cc:1036] 1 Chunks of size 2293760 totalling 2.19MiB\n", + "2022-08-01 23:55:53.477500: I tensorflow/core/common_runtime/bfc_allocator.cc:1036] 1 Chunks of size 2359296 totalling 2.25MiB\n", + "2022-08-01 23:55:53.477503: I tensorflow/core/common_runtime/bfc_allocator.cc:1036] 1 Chunks of size 2482176 totalling 2.37MiB\n", + "2022-08-01 23:55:53.477505: I tensorflow/core/common_runtime/bfc_allocator.cc:1036] 5 Chunks of size 2654208 totalling 12.66MiB\n", + "2022-08-01 23:55:53.477508: I tensorflow/core/common_runtime/bfc_allocator.cc:1036] 2 Chunks of size 2662400 totalling 5.08MiB\n", + "2022-08-01 23:55:53.477510: I tensorflow/core/common_runtime/bfc_allocator.cc:1036] 1 Chunks of size 2678784 totalling 2.55MiB\n", + "2022-08-01 23:55:53.477512: I tensorflow/core/common_runtime/bfc_allocator.cc:1036] 1 Chunks of size 2818048 totalling 2.69MiB\n", + "2022-08-01 23:55:53.477515: I tensorflow/core/common_runtime/bfc_allocator.cc:1036] 1 Chunks of size 2842624 totalling 2.71MiB\n", + "2022-08-01 23:55:53.477517: I tensorflow/core/common_runtime/bfc_allocator.cc:1036] 4 Chunks of size 3129344 totalling 11.94MiB\n", + "2022-08-01 23:55:53.477520: I tensorflow/core/common_runtime/bfc_allocator.cc:1036] 1 Chunks of size 3317760 totalling 3.16MiB\n", + "2022-08-01 23:55:53.477522: I tensorflow/core/common_runtime/bfc_allocator.cc:1036] 1 Chunks of size 3397376 totalling 3.24MiB\n", + "2022-08-01 23:55:53.477524: I tensorflow/core/common_runtime/bfc_allocator.cc:1036] 4 Chunks of size 3538944 totalling 13.50MiB\n", + "2022-08-01 23:55:53.477527: I tensorflow/core/common_runtime/bfc_allocator.cc:1036] 16 Chunks of size 3727360 totalling 56.88MiB\n", + "2022-08-01 23:55:53.477529: I tensorflow/core/common_runtime/bfc_allocator.cc:1036] 1 Chunks of size 4005888 totalling 3.82MiB\n", + "2022-08-01 23:55:53.477531: I tensorflow/core/common_runtime/bfc_allocator.cc:1036] 1 Chunks of size 4423680 totalling 4.22MiB\n", + "2022-08-01 23:55:53.477534: I tensorflow/core/common_runtime/bfc_allocator.cc:1036] 1 Chunks of size 4549120 totalling 4.34MiB\n", + "2022-08-01 23:55:53.477536: I tensorflow/core/common_runtime/bfc_allocator.cc:1036] 1 Chunks of size 5324800 totalling 5.08MiB\n", + "2022-08-01 23:55:53.477539: I tensorflow/core/common_runtime/bfc_allocator.cc:1036] 2 Chunks of size 5857280 totalling 11.17MiB\n", + "2022-08-01 23:55:53.477541: I tensorflow/core/common_runtime/bfc_allocator.cc:1036] 1 Chunks of size 6193152 totalling 5.91MiB\n", + "2022-08-01 23:55:53.477543: I tensorflow/core/common_runtime/bfc_allocator.cc:1036] 1 Chunks of size 7454720 totalling 7.11MiB\n", + "2022-08-01 23:55:53.477546: I tensorflow/core/common_runtime/bfc_allocator.cc:1036] 2 Chunks of size 12779520 totalling 24.38MiB\n", + "2022-08-01 23:55:53.477548: I tensorflow/core/common_runtime/bfc_allocator.cc:1040] Sum Total of in-use chunks: 474.75MiB\n", + "2022-08-01 23:55:53.477550: I tensorflow/core/common_runtime/bfc_allocator.cc:1042] total_region_allocated_bytes_: 497811456 memory_limit_: 497811456 available bytes: 0 curr_region_allocation_bytes_: 995622912\n", + "2022-08-01 23:55:53.477555: I tensorflow/core/common_runtime/bfc_allocator.cc:1048] Stats: \n", + "Limit: 497811456\n", + "InUse: 497811456\n", + "MaxInUse: 497811456\n", + "NumAllocs: 3468\n", + "MaxAllocSize: 12779520\n", + "Reserved: 0\n", + "PeakReserved: 0\n", + "LargestFreeBlock: 0\n", + "\n", + "2022-08-01 23:55:53.477576: W tensorflow/core/common_runtime/bfc_allocator.cc:441] ****************************************************************************************************\n", + "2022-08-01 23:55:53.477593: W tensorflow/core/framework/op_kernel.cc:1763] OP_REQUIRES failed at constant_op.cc:161 : Resource exhausted: OOM when allocating tensor with shape[3,3,256,384] and type float on /job:localhost/replica:0/task:0/device:GPU:0 by allocator GPU_0_bfc\n" + ] + }, + { + "ename": "ResourceExhaustedError", + "evalue": "in user code:\n\n /home/unknown/miniconda3/envs/tensorflow-cuda/lib/python3.9/site-packages/tensorflow/python/keras/engine/training.py:805 train_function *\n return step_function(self, iterator)\n /home/unknown/miniconda3/envs/tensorflow-cuda/lib/python3.9/site-packages/tensorflow/python/keras/engine/training.py:795 step_function **\n outputs = model.distribute_strategy.run(run_step, args=(data,))\n /home/unknown/miniconda3/envs/tensorflow-cuda/lib/python3.9/site-packages/tensorflow/python/distribute/distribute_lib.py:1259 run\n return self._extended.call_for_each_replica(fn, args=args, kwargs=kwargs)\n /home/unknown/miniconda3/envs/tensorflow-cuda/lib/python3.9/site-packages/tensorflow/python/distribute/distribute_lib.py:2730 call_for_each_replica\n return self._call_for_each_replica(fn, args, kwargs)\n /home/unknown/miniconda3/envs/tensorflow-cuda/lib/python3.9/site-packages/tensorflow/python/distribute/distribute_lib.py:3417 _call_for_each_replica\n return fn(*args, **kwargs)\n /home/unknown/miniconda3/envs/tensorflow-cuda/lib/python3.9/site-packages/tensorflow/python/keras/engine/training.py:788 run_step **\n outputs = model.train_step(data)\n /home/unknown/miniconda3/envs/tensorflow-cuda/lib/python3.9/site-packages/tensorflow/python/keras/engine/training.py:757 train_step\n self.optimizer.minimize(loss, self.trainable_variables, tape=tape)\n /home/unknown/miniconda3/envs/tensorflow-cuda/lib/python3.9/site-packages/tensorflow/python/keras/optimizer_v2/optimizer_v2.py:498 minimize\n return self.apply_gradients(grads_and_vars, name=name)\n /home/unknown/miniconda3/envs/tensorflow-cuda/lib/python3.9/site-packages/tensorflow/python/keras/optimizer_v2/optimizer_v2.py:604 apply_gradients\n self._create_all_weights(var_list)\n /home/unknown/miniconda3/envs/tensorflow-cuda/lib/python3.9/site-packages/tensorflow/python/keras/optimizer_v2/optimizer_v2.py:783 _create_all_weights\n self._create_slots(var_list)\n /home/unknown/miniconda3/envs/tensorflow-cuda/lib/python3.9/site-packages/tensorflow/python/keras/optimizer_v2/adam.py:129 _create_slots\n self.add_slot(var, 'v')\n /home/unknown/miniconda3/envs/tensorflow-cuda/lib/python3.9/site-packages/tensorflow/python/keras/optimizer_v2/optimizer_v2.py:847 add_slot\n weight = tf_variables.Variable(\n /home/unknown/miniconda3/envs/tensorflow-cuda/lib/python3.9/site-packages/tensorflow/python/ops/variables.py:262 __call__\n return cls._variable_v2_call(*args, **kwargs)\n /home/unknown/miniconda3/envs/tensorflow-cuda/lib/python3.9/site-packages/tensorflow/python/ops/variables.py:244 _variable_v2_call\n return previous_getter(\n /home/unknown/miniconda3/envs/tensorflow-cuda/lib/python3.9/site-packages/tensorflow/python/ops/variables.py:67 getter\n return captured_getter(captured_previous, **kwargs)\n /home/unknown/miniconda3/envs/tensorflow-cuda/lib/python3.9/site-packages/tensorflow/python/distribute/distribute_lib.py:3332 creator\n return next_creator(**kwargs)\n /home/unknown/miniconda3/envs/tensorflow-cuda/lib/python3.9/site-packages/tensorflow/python/ops/variables.py:67 getter\n return captured_getter(captured_previous, **kwargs)\n /home/unknown/miniconda3/envs/tensorflow-cuda/lib/python3.9/site-packages/tensorflow/python/distribute/distribute_lib.py:3332 creator\n return next_creator(**kwargs)\n /home/unknown/miniconda3/envs/tensorflow-cuda/lib/python3.9/site-packages/tensorflow/python/ops/variables.py:67 getter\n return captured_getter(captured_previous, **kwargs)\n /home/unknown/miniconda3/envs/tensorflow-cuda/lib/python3.9/site-packages/tensorflow/python/distribute/distribute_lib.py:3332 creator\n return next_creator(**kwargs)\n /home/unknown/miniconda3/envs/tensorflow-cuda/lib/python3.9/site-packages/tensorflow/python/ops/variables.py:67 getter\n return captured_getter(captured_previous, **kwargs)\n /home/unknown/miniconda3/envs/tensorflow-cuda/lib/python3.9/site-packages/tensorflow/python/eager/def_function.py:712 variable_capturing_scope\n v = UnliftedInitializerVariable(\n /home/unknown/miniconda3/envs/tensorflow-cuda/lib/python3.9/site-packages/tensorflow/python/ops/variables.py:264 __call__\n return super(VariableMetaclass, cls).__call__(*args, **kwargs)\n /home/unknown/miniconda3/envs/tensorflow-cuda/lib/python3.9/site-packages/tensorflow/python/eager/def_function.py:227 __init__\n initial_value = initial_value()\n /home/unknown/miniconda3/envs/tensorflow-cuda/lib/python3.9/site-packages/tensorflow/python/keras/initializers/initializers_v2.py:139 __call__\n return super(Zeros, self).__call__(shape, dtype=_get_dtype(dtype), **kwargs)\n /home/unknown/miniconda3/envs/tensorflow-cuda/lib/python3.9/site-packages/tensorflow/python/ops/init_ops_v2.py:154 __call__\n return array_ops.zeros(shape, dtype)\n /home/unknown/miniconda3/envs/tensorflow-cuda/lib/python3.9/site-packages/tensorflow/python/util/dispatch.py:201 wrapper\n return target(*args, **kwargs)\n /home/unknown/miniconda3/envs/tensorflow-cuda/lib/python3.9/site-packages/tensorflow/python/ops/array_ops.py:2819 wrapped\n tensor = fun(*args, **kwargs)\n /home/unknown/miniconda3/envs/tensorflow-cuda/lib/python3.9/site-packages/tensorflow/python/ops/array_ops.py:2880 zeros\n output = fill(shape, constant(zero, dtype=dtype), name=name)\n /home/unknown/miniconda3/envs/tensorflow-cuda/lib/python3.9/site-packages/tensorflow/python/util/dispatch.py:201 wrapper\n return target(*args, **kwargs)\n /home/unknown/miniconda3/envs/tensorflow-cuda/lib/python3.9/site-packages/tensorflow/python/ops/array_ops.py:239 fill\n result = gen_array_ops.fill(dims, value, name=name)\n /home/unknown/miniconda3/envs/tensorflow-cuda/lib/python3.9/site-packages/tensorflow/python/ops/gen_array_ops.py:3348 fill\n _ops.raise_from_not_ok_status(e, name)\n /home/unknown/miniconda3/envs/tensorflow-cuda/lib/python3.9/site-packages/tensorflow/python/framework/ops.py:6862 raise_from_not_ok_status\n six.raise_from(core._status_to_exception(e.code, message), None)\n :3 raise_from\n \n\n ResourceExhaustedError: OOM when allocating tensor with shape[3,3,256,384] and type float on /job:localhost/replica:0/task:0/device:GPU:0 by allocator GPU_0_bfc [Op:Fill]\n", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mResourceExhaustedError\u001b[0m Traceback (most recent call last)", + "Input \u001b[0;32mIn [18]\u001b[0m, in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[43mmodel\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mfit\u001b[49m\u001b[43m(\u001b[49m\u001b[43mx\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mtrain_generator\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 2\u001b[0m \u001b[43m \u001b[49m\u001b[43msteps_per_epoch\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mlen\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43mtrain_generator\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 3\u001b[0m \u001b[43m \u001b[49m\u001b[43mvalidation_data\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mvalidation_generator\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 4\u001b[0m \u001b[43m \u001b[49m\u001b[43mvalidation_steps\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mlen\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43mvalidation_generator\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 5\u001b[0m \u001b[43m \u001b[49m\u001b[43mepochs\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;241;43m30\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[1;32m 6\u001b[0m \u001b[43m \u001b[49m\u001b[43mverbose\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;241;43m1\u001b[39;49m\u001b[43m)\u001b[49m\n", + "File \u001b[0;32m~/miniconda3/envs/tensorflow-cuda/lib/python3.9/site-packages/tensorflow/python/keras/engine/training.py:1100\u001b[0m, in \u001b[0;36mModel.fit\u001b[0;34m(self, x, y, batch_size, epochs, verbose, callbacks, validation_split, validation_data, shuffle, class_weight, sample_weight, initial_epoch, steps_per_epoch, validation_steps, validation_batch_size, validation_freq, max_queue_size, workers, use_multiprocessing)\u001b[0m\n\u001b[1;32m 1093\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m trace\u001b[38;5;241m.\u001b[39mTrace(\n\u001b[1;32m 1094\u001b[0m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mtrain\u001b[39m\u001b[38;5;124m'\u001b[39m,\n\u001b[1;32m 1095\u001b[0m epoch_num\u001b[38;5;241m=\u001b[39mepoch,\n\u001b[1;32m 1096\u001b[0m step_num\u001b[38;5;241m=\u001b[39mstep,\n\u001b[1;32m 1097\u001b[0m batch_size\u001b[38;5;241m=\u001b[39mbatch_size,\n\u001b[1;32m 1098\u001b[0m _r\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m1\u001b[39m):\n\u001b[1;32m 1099\u001b[0m callbacks\u001b[38;5;241m.\u001b[39mon_train_batch_begin(step)\n\u001b[0;32m-> 1100\u001b[0m tmp_logs \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mtrain_function\u001b[49m\u001b[43m(\u001b[49m\u001b[43miterator\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 1101\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m data_handler\u001b[38;5;241m.\u001b[39mshould_sync:\n\u001b[1;32m 1102\u001b[0m context\u001b[38;5;241m.\u001b[39masync_wait()\n", + "File \u001b[0;32m~/miniconda3/envs/tensorflow-cuda/lib/python3.9/site-packages/tensorflow/python/eager/def_function.py:828\u001b[0m, in \u001b[0;36mFunction.__call__\u001b[0;34m(self, *args, **kwds)\u001b[0m\n\u001b[1;32m 826\u001b[0m tracing_count \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mexperimental_get_tracing_count()\n\u001b[1;32m 827\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m trace\u001b[38;5;241m.\u001b[39mTrace(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_name) \u001b[38;5;28;01mas\u001b[39;00m tm:\n\u001b[0;32m--> 828\u001b[0m result \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_call\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwds\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 829\u001b[0m compiler \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mxla\u001b[39m\u001b[38;5;124m\"\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_experimental_compile \u001b[38;5;28;01melse\u001b[39;00m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mnonXla\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 830\u001b[0m new_tracing_count \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mexperimental_get_tracing_count()\n", + "File \u001b[0;32m~/miniconda3/envs/tensorflow-cuda/lib/python3.9/site-packages/tensorflow/python/eager/def_function.py:871\u001b[0m, in \u001b[0;36mFunction._call\u001b[0;34m(self, *args, **kwds)\u001b[0m\n\u001b[1;32m 868\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m 869\u001b[0m \u001b[38;5;66;03m# This is the first call of __call__, so we have to initialize.\u001b[39;00m\n\u001b[1;32m 870\u001b[0m initializers \u001b[38;5;241m=\u001b[39m []\n\u001b[0;32m--> 871\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_initialize\u001b[49m\u001b[43m(\u001b[49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mkwds\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43madd_initializers_to\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43minitializers\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 872\u001b[0m \u001b[38;5;28;01mfinally\u001b[39;00m:\n\u001b[1;32m 873\u001b[0m \u001b[38;5;66;03m# At this point we know that the initialization is complete (or less\u001b[39;00m\n\u001b[1;32m 874\u001b[0m \u001b[38;5;66;03m# interestingly an exception was raised) so we no longer need a lock.\u001b[39;00m\n\u001b[1;32m 875\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_lock\u001b[38;5;241m.\u001b[39mrelease()\n", + "File \u001b[0;32m~/miniconda3/envs/tensorflow-cuda/lib/python3.9/site-packages/tensorflow/python/eager/def_function.py:725\u001b[0m, in \u001b[0;36mFunction._initialize\u001b[0;34m(self, args, kwds, add_initializers_to)\u001b[0m\n\u001b[1;32m 722\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_lifted_initializer_graph \u001b[38;5;241m=\u001b[39m lifted_initializer_graph\n\u001b[1;32m 723\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_graph_deleter \u001b[38;5;241m=\u001b[39m FunctionDeleter(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_lifted_initializer_graph)\n\u001b[1;32m 724\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_concrete_stateful_fn \u001b[38;5;241m=\u001b[39m (\n\u001b[0;32m--> 725\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_stateful_fn\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_get_concrete_function_internal_garbage_collected\u001b[49m\u001b[43m(\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;66;43;03m# pylint: disable=protected-access\u001b[39;49;00m\n\u001b[1;32m 726\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwds\u001b[49m\u001b[43m)\u001b[49m)\n\u001b[1;32m 728\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21minvalid_creator_scope\u001b[39m(\u001b[38;5;241m*\u001b[39munused_args, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39munused_kwds):\n\u001b[1;32m 729\u001b[0m \u001b[38;5;124;03m\"\"\"Disables variable creation.\"\"\"\u001b[39;00m\n", + "File \u001b[0;32m~/miniconda3/envs/tensorflow-cuda/lib/python3.9/site-packages/tensorflow/python/eager/function.py:2969\u001b[0m, in \u001b[0;36mFunction._get_concrete_function_internal_garbage_collected\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m 2967\u001b[0m args, kwargs \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m, \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[1;32m 2968\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_lock:\n\u001b[0;32m-> 2969\u001b[0m graph_function, _ \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_maybe_define_function\u001b[49m\u001b[43m(\u001b[49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 2970\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m graph_function\n", + "File \u001b[0;32m~/miniconda3/envs/tensorflow-cuda/lib/python3.9/site-packages/tensorflow/python/eager/function.py:3361\u001b[0m, in \u001b[0;36mFunction._maybe_define_function\u001b[0;34m(self, args, kwargs)\u001b[0m\n\u001b[1;32m 3357\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_define_function_with_shape_relaxation(\n\u001b[1;32m 3358\u001b[0m args, kwargs, flat_args, filtered_flat_args, cache_key_context)\n\u001b[1;32m 3360\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_function_cache\u001b[38;5;241m.\u001b[39mmissed\u001b[38;5;241m.\u001b[39madd(call_context_key)\n\u001b[0;32m-> 3361\u001b[0m graph_function \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_create_graph_function\u001b[49m\u001b[43m(\u001b[49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 3362\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_function_cache\u001b[38;5;241m.\u001b[39mprimary[cache_key] \u001b[38;5;241m=\u001b[39m graph_function\n\u001b[1;32m 3364\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m graph_function, filtered_flat_args\n", + "File \u001b[0;32m~/miniconda3/envs/tensorflow-cuda/lib/python3.9/site-packages/tensorflow/python/eager/function.py:3196\u001b[0m, in \u001b[0;36mFunction._create_graph_function\u001b[0;34m(self, args, kwargs, override_flat_arg_shapes)\u001b[0m\n\u001b[1;32m 3191\u001b[0m missing_arg_names \u001b[38;5;241m=\u001b[39m [\n\u001b[1;32m 3192\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;132;01m%s\u001b[39;00m\u001b[38;5;124m_\u001b[39m\u001b[38;5;132;01m%d\u001b[39;00m\u001b[38;5;124m\"\u001b[39m \u001b[38;5;241m%\u001b[39m (arg, i) \u001b[38;5;28;01mfor\u001b[39;00m i, arg \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28menumerate\u001b[39m(missing_arg_names)\n\u001b[1;32m 3193\u001b[0m ]\n\u001b[1;32m 3194\u001b[0m arg_names \u001b[38;5;241m=\u001b[39m base_arg_names \u001b[38;5;241m+\u001b[39m missing_arg_names\n\u001b[1;32m 3195\u001b[0m graph_function \u001b[38;5;241m=\u001b[39m ConcreteFunction(\n\u001b[0;32m-> 3196\u001b[0m \u001b[43mfunc_graph_module\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mfunc_graph_from_py_func\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 3197\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_name\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 3198\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_python_function\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 3199\u001b[0m \u001b[43m \u001b[49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 3200\u001b[0m \u001b[43m \u001b[49m\u001b[43mkwargs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 3201\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43minput_signature\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 3202\u001b[0m \u001b[43m \u001b[49m\u001b[43mautograph\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_autograph\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 3203\u001b[0m \u001b[43m \u001b[49m\u001b[43mautograph_options\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_autograph_options\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 3204\u001b[0m \u001b[43m \u001b[49m\u001b[43marg_names\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43marg_names\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 3205\u001b[0m \u001b[43m \u001b[49m\u001b[43moverride_flat_arg_shapes\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43moverride_flat_arg_shapes\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 3206\u001b[0m \u001b[43m \u001b[49m\u001b[43mcapture_by_value\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_capture_by_value\u001b[49m\u001b[43m)\u001b[49m,\n\u001b[1;32m 3207\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_function_attributes,\n\u001b[1;32m 3208\u001b[0m function_spec\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mfunction_spec,\n\u001b[1;32m 3209\u001b[0m \u001b[38;5;66;03m# Tell the ConcreteFunction to clean up its graph once it goes out of\u001b[39;00m\n\u001b[1;32m 3210\u001b[0m \u001b[38;5;66;03m# scope. This is not the default behavior since it gets used in some\u001b[39;00m\n\u001b[1;32m 3211\u001b[0m \u001b[38;5;66;03m# places (like Keras) where the FuncGraph lives longer than the\u001b[39;00m\n\u001b[1;32m 3212\u001b[0m \u001b[38;5;66;03m# ConcreteFunction.\u001b[39;00m\n\u001b[1;32m 3213\u001b[0m shared_func_graph\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mFalse\u001b[39;00m)\n\u001b[1;32m 3214\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m graph_function\n", + "File \u001b[0;32m~/miniconda3/envs/tensorflow-cuda/lib/python3.9/site-packages/tensorflow/python/framework/func_graph.py:990\u001b[0m, in \u001b[0;36mfunc_graph_from_py_func\u001b[0;34m(name, python_func, args, kwargs, signature, func_graph, autograph, autograph_options, add_control_dependencies, arg_names, op_return_value, collections, capture_by_value, override_flat_arg_shapes)\u001b[0m\n\u001b[1;32m 987\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m 988\u001b[0m _, original_func \u001b[38;5;241m=\u001b[39m tf_decorator\u001b[38;5;241m.\u001b[39munwrap(python_func)\n\u001b[0;32m--> 990\u001b[0m func_outputs \u001b[38;5;241m=\u001b[39m \u001b[43mpython_func\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mfunc_args\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mfunc_kwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 992\u001b[0m \u001b[38;5;66;03m# invariant: `func_outputs` contains only Tensors, CompositeTensors,\u001b[39;00m\n\u001b[1;32m 993\u001b[0m \u001b[38;5;66;03m# TensorArrays and `None`s.\u001b[39;00m\n\u001b[1;32m 994\u001b[0m func_outputs \u001b[38;5;241m=\u001b[39m nest\u001b[38;5;241m.\u001b[39mmap_structure(convert, func_outputs,\n\u001b[1;32m 995\u001b[0m expand_composites\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m)\n", + "File \u001b[0;32m~/miniconda3/envs/tensorflow-cuda/lib/python3.9/site-packages/tensorflow/python/eager/def_function.py:634\u001b[0m, in \u001b[0;36mFunction._defun_with_scope..wrapped_fn\u001b[0;34m(*args, **kwds)\u001b[0m\n\u001b[1;32m 632\u001b[0m xla_context\u001b[38;5;241m.\u001b[39mExit()\n\u001b[1;32m 633\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m--> 634\u001b[0m out \u001b[38;5;241m=\u001b[39m \u001b[43mweak_wrapped_fn\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m__wrapped__\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwds\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 635\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m out\n", + "File \u001b[0;32m~/miniconda3/envs/tensorflow-cuda/lib/python3.9/site-packages/tensorflow/python/framework/func_graph.py:977\u001b[0m, in \u001b[0;36mfunc_graph_from_py_func..wrapper\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m 975\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mException\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m e: \u001b[38;5;66;03m# pylint:disable=broad-except\u001b[39;00m\n\u001b[1;32m 976\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mhasattr\u001b[39m(e, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mag_error_metadata\u001b[39m\u001b[38;5;124m\"\u001b[39m):\n\u001b[0;32m--> 977\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m e\u001b[38;5;241m.\u001b[39mag_error_metadata\u001b[38;5;241m.\u001b[39mto_exception(e)\n\u001b[1;32m 978\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m 979\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m\n", + "\u001b[0;31mResourceExhaustedError\u001b[0m: in user code:\n\n /home/unknown/miniconda3/envs/tensorflow-cuda/lib/python3.9/site-packages/tensorflow/python/keras/engine/training.py:805 train_function *\n return step_function(self, iterator)\n /home/unknown/miniconda3/envs/tensorflow-cuda/lib/python3.9/site-packages/tensorflow/python/keras/engine/training.py:795 step_function **\n outputs = model.distribute_strategy.run(run_step, args=(data,))\n /home/unknown/miniconda3/envs/tensorflow-cuda/lib/python3.9/site-packages/tensorflow/python/distribute/distribute_lib.py:1259 run\n return self._extended.call_for_each_replica(fn, args=args, kwargs=kwargs)\n /home/unknown/miniconda3/envs/tensorflow-cuda/lib/python3.9/site-packages/tensorflow/python/distribute/distribute_lib.py:2730 call_for_each_replica\n return self._call_for_each_replica(fn, args, kwargs)\n /home/unknown/miniconda3/envs/tensorflow-cuda/lib/python3.9/site-packages/tensorflow/python/distribute/distribute_lib.py:3417 _call_for_each_replica\n return fn(*args, **kwargs)\n /home/unknown/miniconda3/envs/tensorflow-cuda/lib/python3.9/site-packages/tensorflow/python/keras/engine/training.py:788 run_step **\n outputs = model.train_step(data)\n /home/unknown/miniconda3/envs/tensorflow-cuda/lib/python3.9/site-packages/tensorflow/python/keras/engine/training.py:757 train_step\n self.optimizer.minimize(loss, self.trainable_variables, tape=tape)\n /home/unknown/miniconda3/envs/tensorflow-cuda/lib/python3.9/site-packages/tensorflow/python/keras/optimizer_v2/optimizer_v2.py:498 minimize\n return self.apply_gradients(grads_and_vars, name=name)\n /home/unknown/miniconda3/envs/tensorflow-cuda/lib/python3.9/site-packages/tensorflow/python/keras/optimizer_v2/optimizer_v2.py:604 apply_gradients\n self._create_all_weights(var_list)\n /home/unknown/miniconda3/envs/tensorflow-cuda/lib/python3.9/site-packages/tensorflow/python/keras/optimizer_v2/optimizer_v2.py:783 _create_all_weights\n self._create_slots(var_list)\n /home/unknown/miniconda3/envs/tensorflow-cuda/lib/python3.9/site-packages/tensorflow/python/keras/optimizer_v2/adam.py:129 _create_slots\n self.add_slot(var, 'v')\n /home/unknown/miniconda3/envs/tensorflow-cuda/lib/python3.9/site-packages/tensorflow/python/keras/optimizer_v2/optimizer_v2.py:847 add_slot\n weight = tf_variables.Variable(\n /home/unknown/miniconda3/envs/tensorflow-cuda/lib/python3.9/site-packages/tensorflow/python/ops/variables.py:262 __call__\n return cls._variable_v2_call(*args, **kwargs)\n /home/unknown/miniconda3/envs/tensorflow-cuda/lib/python3.9/site-packages/tensorflow/python/ops/variables.py:244 _variable_v2_call\n return previous_getter(\n /home/unknown/miniconda3/envs/tensorflow-cuda/lib/python3.9/site-packages/tensorflow/python/ops/variables.py:67 getter\n return captured_getter(captured_previous, **kwargs)\n /home/unknown/miniconda3/envs/tensorflow-cuda/lib/python3.9/site-packages/tensorflow/python/distribute/distribute_lib.py:3332 creator\n return next_creator(**kwargs)\n /home/unknown/miniconda3/envs/tensorflow-cuda/lib/python3.9/site-packages/tensorflow/python/ops/variables.py:67 getter\n return captured_getter(captured_previous, **kwargs)\n /home/unknown/miniconda3/envs/tensorflow-cuda/lib/python3.9/site-packages/tensorflow/python/distribute/distribute_lib.py:3332 creator\n return next_creator(**kwargs)\n /home/unknown/miniconda3/envs/tensorflow-cuda/lib/python3.9/site-packages/tensorflow/python/ops/variables.py:67 getter\n return captured_getter(captured_previous, **kwargs)\n /home/unknown/miniconda3/envs/tensorflow-cuda/lib/python3.9/site-packages/tensorflow/python/distribute/distribute_lib.py:3332 creator\n return next_creator(**kwargs)\n /home/unknown/miniconda3/envs/tensorflow-cuda/lib/python3.9/site-packages/tensorflow/python/ops/variables.py:67 getter\n return captured_getter(captured_previous, **kwargs)\n /home/unknown/miniconda3/envs/tensorflow-cuda/lib/python3.9/site-packages/tensorflow/python/eager/def_function.py:712 variable_capturing_scope\n v = UnliftedInitializerVariable(\n /home/unknown/miniconda3/envs/tensorflow-cuda/lib/python3.9/site-packages/tensorflow/python/ops/variables.py:264 __call__\n return super(VariableMetaclass, cls).__call__(*args, **kwargs)\n /home/unknown/miniconda3/envs/tensorflow-cuda/lib/python3.9/site-packages/tensorflow/python/eager/def_function.py:227 __init__\n initial_value = initial_value()\n /home/unknown/miniconda3/envs/tensorflow-cuda/lib/python3.9/site-packages/tensorflow/python/keras/initializers/initializers_v2.py:139 __call__\n return super(Zeros, self).__call__(shape, dtype=_get_dtype(dtype), **kwargs)\n /home/unknown/miniconda3/envs/tensorflow-cuda/lib/python3.9/site-packages/tensorflow/python/ops/init_ops_v2.py:154 __call__\n return array_ops.zeros(shape, dtype)\n /home/unknown/miniconda3/envs/tensorflow-cuda/lib/python3.9/site-packages/tensorflow/python/util/dispatch.py:201 wrapper\n return target(*args, **kwargs)\n /home/unknown/miniconda3/envs/tensorflow-cuda/lib/python3.9/site-packages/tensorflow/python/ops/array_ops.py:2819 wrapped\n tensor = fun(*args, **kwargs)\n /home/unknown/miniconda3/envs/tensorflow-cuda/lib/python3.9/site-packages/tensorflow/python/ops/array_ops.py:2880 zeros\n output = fill(shape, constant(zero, dtype=dtype), name=name)\n /home/unknown/miniconda3/envs/tensorflow-cuda/lib/python3.9/site-packages/tensorflow/python/util/dispatch.py:201 wrapper\n return target(*args, **kwargs)\n /home/unknown/miniconda3/envs/tensorflow-cuda/lib/python3.9/site-packages/tensorflow/python/ops/array_ops.py:239 fill\n result = gen_array_ops.fill(dims, value, name=name)\n /home/unknown/miniconda3/envs/tensorflow-cuda/lib/python3.9/site-packages/tensorflow/python/ops/gen_array_ops.py:3348 fill\n _ops.raise_from_not_ok_status(e, name)\n /home/unknown/miniconda3/envs/tensorflow-cuda/lib/python3.9/site-packages/tensorflow/python/framework/ops.py:6862 raise_from_not_ok_status\n six.raise_from(core._status_to_exception(e.code, message), None)\n :3 raise_from\n \n\n ResourceExhaustedError: OOM when allocating tensor with shape[3,3,256,384] and type float on /job:localhost/replica:0/task:0/device:GPU:0 by allocator GPU_0_bfc [Op:Fill]\n" ] } ], @@ -2749,7 +4200,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, @@ -2763,7 +4214,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.10" + "version": "3.9.12" } }, "nbformat": 4, diff --git a/Shoe Classifier_VGG16.ipynb b/Shoe Classifier_VGG16.ipynb index d6d1c99..671b2b6 100644 --- a/Shoe Classifier_VGG16.ipynb +++ b/Shoe Classifier_VGG16.ipynb @@ -5,7 +5,15 @@ "execution_count": 1, "id": "572dc7fb", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2022-08-01 23:57:09.348119: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.10.1\n" + ] + } + ], "source": [ "from matplotlib import pyplot as plt\n", "from matplotlib.image import imread\n", @@ -36,6 +44,7 @@ { "cell_type": "code", "execution_count": 2, + "id": "6ea418cc", "metadata": {}, "outputs": [], "source": [ @@ -72,7 +81,7 @@ "metadata": {}, "outputs": [], "source": [ - "# image_faults.faulty_images() # removes faulty images\n", + "image_faults.faulty_images() # removes faulty images\n", "df = pd.read_csv('expanded_class.csv', index_col=[0], low_memory=False)" ] }, @@ -112,10 +121,16 @@ "metadata": {}, "outputs": [ { - "name": "stdout", - "output_type": "stream", - "text": [ - "{source:target} dictionary created @ /tf/training_images\n" + "ename": "TypeError", + "evalue": "expected string or bytes-like object", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mTypeError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mdict_pics\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdict_pics_jup\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 2\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 3\u001b[0m \u001b[0;32mwith\u001b[0m \u001b[0mopen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'women_cat_list.txt'\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0mf\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[0mwomen_cats\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mjson\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mload\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mf\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 5\u001b[0m \u001b[0;32mwith\u001b[0m \u001b[0mopen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'men_cat_list.txt'\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0mf\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m\u001b[0m in \u001b[0;36mdict_pics_jup\u001b[0;34m()\u001b[0m\n\u001b[1;32m 9\u001b[0m \u001b[0mdict_pics\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m{\u001b[0m\u001b[0;34m}\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 10\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mk\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mtemp_pics_source_list\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 11\u001b[0;31m \u001b[0mpatt_1\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mre\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msearch\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34mr'[^/]+(?=/\\$_|.(\\.jpg|\\.jpeg|\\.png))'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mk\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mre\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mIGNORECASE\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 12\u001b[0m \u001b[0mpatt_2\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mre\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msearch\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34mr'(\\.jpg|\\.jpeg|\\.png)'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mk\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mre\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mIGNORECASE\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 13\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mpatt_1\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0mpatt_2\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m/usr/lib/python3.8/re.py\u001b[0m in \u001b[0;36msearch\u001b[0;34m(pattern, string, flags)\u001b[0m\n\u001b[1;32m 199\u001b[0m \"\"\"Scan through string looking for a match to the pattern, returning\n\u001b[1;32m 200\u001b[0m a Match object, or None if no match was found.\"\"\"\n\u001b[0;32m--> 201\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0m_compile\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mpattern\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mflags\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msearch\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mstring\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 202\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 203\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0msub\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mpattern\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mrepl\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mstring\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcount\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mflags\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mTypeError\u001b[0m: expected string or bytes-like object" ] } ], @@ -153,17 +168,10 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, + "id": "8a3a86a1", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Counter({'11632': 6505, '45333': 6505, '53548': 6505, '53557': 6505, '55793': 6505, '62107': 6505, '95672': 6505})\n" - ] - } - ], + "outputs": [], "source": [ "undersample = RandomUnderSampler(sampling_strategy='auto')\n", "train, y_under = undersample.fit_resample(df, df['PrimaryCategoryID'])\n", @@ -172,7 +180,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "id": "506aa5cf", "metadata": {}, "outputs": [], @@ -184,19 +192,10 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "id": "4d72eb90", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Found 29143 validated image filenames belonging to 7 classes.\n", - "Found 7285 validated image filenames belonging to 7 classes.\n" - ] - } - ], + "outputs": [], "source": [ "datagen = ImageDataGenerator(rescale=1./255., \n", " validation_split=.2,\n", @@ -233,7 +232,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "id": "7b70f37f", "metadata": {}, "outputs": [], @@ -243,7 +242,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "id": "1ed54bf5", "metadata": {}, "outputs": [], @@ -260,7 +259,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": null, "id": "85934565", "metadata": {}, "outputs": [], @@ -271,18 +270,10 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": null, "id": "6322bcad", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "1\n" - ] - } - ], + "outputs": [], "source": [ "physical_devices = tf.config.list_physical_devices('GPU')\n", "print(len(physical_devices))\n", @@ -291,7 +282,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": null, "id": "b31af79e", "metadata": {}, "outputs": [], @@ -301,7 +292,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": null, "id": "fe06f2bf", "metadata": {}, "outputs": [], @@ -313,7 +304,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": null, "id": "7d3cc82c", "metadata": {}, "outputs": [], @@ -335,76 +326,12 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": null, "id": "c774d787", "metadata": { "scrolled": true }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Model: \"sequential\"\n", - "_________________________________________________________________\n", - " Layer (type) Output Shape Param # \n", - "=================================================================\n", - " block1_conv1 (Conv2D) (None, 224, 224, 64) 1792 \n", - " \n", - " block1_conv2 (Conv2D) (None, 224, 224, 64) 36928 \n", - " \n", - " block1_pool (MaxPooling2D) (None, 112, 112, 64) 0 \n", - " \n", - " block2_conv1 (Conv2D) (None, 112, 112, 128) 73856 \n", - " \n", - " block2_conv2 (Conv2D) (None, 112, 112, 128) 147584 \n", - " \n", - " block2_pool (MaxPooling2D) (None, 56, 56, 128) 0 \n", - " \n", - " block3_conv1 (Conv2D) (None, 56, 56, 256) 295168 \n", - " \n", - " block3_conv2 (Conv2D) (None, 56, 56, 256) 590080 \n", - " \n", - " block3_conv3 (Conv2D) (None, 56, 56, 256) 590080 \n", - " \n", - " block3_pool (MaxPooling2D) (None, 28, 28, 256) 0 \n", - " \n", - " block4_conv1 (Conv2D) (None, 28, 28, 512) 1180160 \n", - " \n", - " block4_conv2 (Conv2D) (None, 28, 28, 512) 2359808 \n", - " \n", - " block4_conv3 (Conv2D) (None, 28, 28, 512) 2359808 \n", - " \n", - " block4_pool (MaxPooling2D) (None, 14, 14, 512) 0 \n", - " \n", - " block5_conv1 (Conv2D) (None, 14, 14, 512) 2359808 \n", - " \n", - " block5_conv2 (Conv2D) (None, 14, 14, 512) 2359808 \n", - " \n", - " block5_conv3 (Conv2D) (None, 14, 14, 512) 2359808 \n", - " \n", - " block5_pool (MaxPooling2D) (None, 7, 7, 512) 0 \n", - " \n", - " flatten (Flatten) (None, 25088) 0 \n", - " \n", - " fc1 (Dense) (None, 4096) 102764544 \n", - " \n", - " dropout (Dropout) (None, 4096) 0 \n", - " \n", - " fc2 (Dense) (None, 4096) 16781312 \n", - " \n", - " dropout_1 (Dropout) (None, 4096) 0 \n", - " \n", - " dense (Dense) (None, 7) 28679 \n", - " \n", - "=================================================================\n", - "Total params: 134,289,223\n", - "Trainable params: 134,289,223\n", - "Non-trainable params: 0\n", - "_________________________________________________________________\n" - ] - } - ], + "outputs": [], "source": [ "#model = add_regularization(model)\n", "model.summary()\n" @@ -412,7 +339,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": null, "id": "fd5d1246", "metadata": {}, "outputs": [], @@ -428,28 +355,7 @@ "metadata": { "scrolled": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch 1/30\n", - "911/911 [==============================] - 329s 356ms/step - loss: 1.8477 - accuracy: 0.2577 - val_loss: 1.6306 - val_accuracy: 0.3669\n", - "Epoch 2/30\n", - "911/911 [==============================] - 322s 353ms/step - loss: 1.4882 - accuracy: 0.4353 - val_loss: 1.4317 - val_accuracy: 0.4784\n", - "Epoch 3/30\n", - "911/911 [==============================] - 323s 354ms/step - loss: 1.3046 - accuracy: 0.5158 - val_loss: 1.2747 - val_accuracy: 0.5235\n", - "Epoch 4/30\n", - "911/911 [==============================] - 319s 350ms/step - loss: 1.1691 - accuracy: 0.5681 - val_loss: 1.2090 - val_accuracy: 0.5529\n", - "Epoch 5/30\n", - "911/911 [==============================] - 317s 348ms/step - loss: 1.0389 - accuracy: 0.6185 - val_loss: 1.1774 - val_accuracy: 0.5682\n", - "Epoch 6/30\n", - "911/911 [==============================] - 317s 348ms/step - loss: 0.9125 - accuracy: 0.6656 - val_loss: 1.2237 - val_accuracy: 0.5639\n", - "Epoch 7/30\n", - "147/911 [===>..........................] - ETA: 3:39 - loss: 0.7312 - accuracy: 0.7256" - ] - } - ], + "outputs": [], "source": [ "model.fit(x=train_generator,\n", " steps_per_epoch=len(train_generator),\n", @@ -470,7 +376,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, @@ -484,7 +390,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.10" + "version": "3.9.12" } }, "nbformat": 4, diff --git a/Shoe Classifier_Xception.ipynb b/Shoe Classifier_Xception.ipynb index ecd339d..65d52fa 100644 --- a/Shoe Classifier_Xception.ipynb +++ b/Shoe Classifier_Xception.ipynb @@ -5,9 +5,18 @@ "execution_count": 1, "id": "572dc7fb", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2022-08-01 22:09:35.958273: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.10.1\n" + ] + } + ], "source": [ "from matplotlib import pyplot as plt\n", + "import cv\n", "from matplotlib.image import imread\n", "import pandas as pd\n", "from collections import Counter\n", @@ -35,7 +44,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 27, "id": "a5c72863", "metadata": {}, "outputs": [], @@ -47,6 +56,92 @@ { "cell_type": "code", "execution_count": 3, + "id": "67ecdebe", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "INFO:tensorflow:Using MirroredStrategy with devices ('/job:localhost/replica:0/task:0/device:GPU:0', '/job:localhost/replica:0/task:0/device:GPU:1')\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2022-08-01 22:09:39.570503: I tensorflow/compiler/jit/xla_cpu_device.cc:41] Not creating XLA devices, tf_xla_enable_xla_devices not set\n", + "2022-08-01 22:09:39.571048: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcuda.so.1\n", + "2022-08-01 22:09:39.613420: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:941] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", + "2022-08-01 22:09:39.613584: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: \n", + "pciBusID: 0000:04:00.0 name: NVIDIA GeForce RTX 3090 computeCapability: 8.6\n", + "coreClock: 1.725GHz coreCount: 82 deviceMemorySize: 23.70GiB deviceMemoryBandwidth: 871.81GiB/s\n", + "2022-08-01 22:09:39.613631: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:941] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", + "2022-08-01 22:09:39.613751: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 1 with properties: \n", + "pciBusID: 0000:0b:00.0 name: NVIDIA GeForce RTX 3090 computeCapability: 8.6\n", + "coreClock: 1.8GHz coreCount: 82 deviceMemorySize: 23.70GiB deviceMemoryBandwidth: 871.81GiB/s\n", + "2022-08-01 22:09:39.613767: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.10.1\n", + "2022-08-01 22:09:39.614548: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.10\n", + "2022-08-01 22:09:39.614572: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.10\n", + "2022-08-01 22:09:39.615415: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10\n", + "2022-08-01 22:09:39.615547: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10\n", + "2022-08-01 22:09:39.616317: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10\n", + "2022-08-01 22:09:39.616763: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.10\n", + "2022-08-01 22:09:39.618472: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.7\n", + "2022-08-01 22:09:39.618532: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:941] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", + "2022-08-01 22:09:39.618687: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:941] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", + "2022-08-01 22:09:39.618830: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:941] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", + "2022-08-01 22:09:39.618969: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:941] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", + "2022-08-01 22:09:39.619075: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0, 1\n", + "2022-08-01 22:09:39.619877: 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: SSE4.1 SSE4.2 AVX AVX2 FMA\n", + "To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.\n", + "2022-08-01 22:09:39.621856: I tensorflow/compiler/jit/xla_gpu_device.cc:99] Not creating XLA devices, tf_xla_enable_xla_devices not set\n", + "2022-08-01 22:09:39.792333: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:941] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", + "2022-08-01 22:09:39.792467: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: \n", + "pciBusID: 0000:04:00.0 name: NVIDIA GeForce RTX 3090 computeCapability: 8.6\n", + "coreClock: 1.725GHz coreCount: 82 deviceMemorySize: 23.70GiB deviceMemoryBandwidth: 871.81GiB/s\n", + "2022-08-01 22:09:39.792551: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:941] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", + "2022-08-01 22:09:39.792644: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 1 with properties: \n", + "pciBusID: 0000:0b:00.0 name: NVIDIA GeForce RTX 3090 computeCapability: 8.6\n", + "coreClock: 1.8GHz coreCount: 82 deviceMemorySize: 23.70GiB deviceMemoryBandwidth: 871.81GiB/s\n", + "2022-08-01 22:09:39.792680: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.10.1\n", + "2022-08-01 22:09:39.792696: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.10\n", + "2022-08-01 22:09:39.792706: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.10\n", + "2022-08-01 22:09:39.792715: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10\n", + "2022-08-01 22:09:39.792724: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10\n", + "2022-08-01 22:09:39.792733: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10\n", + "2022-08-01 22:09:39.792741: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.10\n", + "2022-08-01 22:09:39.792750: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.7\n", + "2022-08-01 22:09:39.792797: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:941] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", + "2022-08-01 22:09:39.792931: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:941] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", + "2022-08-01 22:09:39.793053: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:941] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", + "2022-08-01 22:09:39.793172: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:941] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", + "2022-08-01 22:09:39.793263: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0, 1\n", + "2022-08-01 22:09:39.793290: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.10.1\n", + "2022-08-01 22:09:41.188032: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1261] Device interconnect StreamExecutor with strength 1 edge matrix:\n", + "2022-08-01 22:09:41.188052: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1267] 0 1 \n", + "2022-08-01 22:09:41.188057: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1280] 0: N N \n", + "2022-08-01 22:09:41.188059: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1280] 1: N N \n", + "2022-08-01 22:09:41.188316: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:941] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", + "2022-08-01 22:09:41.188469: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:941] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", + "2022-08-01 22:09:41.188599: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:941] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", + "2022-08-01 22:09:41.188726: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:941] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", + "2022-08-01 22:09:41.188831: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1406] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 22425 MB memory) -> physical GPU (device: 0, name: NVIDIA GeForce RTX 3090, pci bus id: 0000:04:00.0, compute capability: 8.6)\n", + "2022-08-01 22:09:41.189525: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:941] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", + "2022-08-01 22:09:41.189665: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:941] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", + "2022-08-01 22:09:41.189758: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1406] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:1 with 21683 MB memory) -> physical GPU (device: 1, name: NVIDIA GeForce RTX 3090, pci bus id: 0000:0b:00.0, compute capability: 8.6)\n" + ] + } + ], + "source": [ + "mirrored_strategy = tf.distribute.MirroredStrategy(devices=[\"/gpu:0\",\"/gpu:1\"])\n", + "#\"/gpu:0\"," + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "a89913e0", "metadata": {}, "outputs": [], "source": [ @@ -75,7 +170,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 55, "id": "1057a442", "metadata": { "scrolled": true @@ -86,7 +181,7 @@ "output_type": "stream", "text": [ "nan\n", - "{source:target} dictionary created @ /tf/training_images\n" + "{source:target} dictionary created @ /home/unknown/Sync/projects/ebay ML Lister Project/training_images\n" ] } ], @@ -110,7 +205,7 @@ "\n", "df['PrimaryCategoryID'] = df['PrimaryCategoryID'].astype(str) # pandas thinks ids are ints\n", "df = df[df.PictureURL.isin(drop_row_vals)==False] # remove improperly named image files\n", - "df = df[ddf.PrimaryCategoryID.isin(men_cats)==False] # removes rows of womens categories\n", + "df = df[df.PrimaryCategoryID.isin(men_cats)==False] # removes rows of womens categories\n", "\n", "blah = pd.Series(df.PictureURL)\n", "df = df.drop(labels=['PictureURL'], axis=1)\n", @@ -122,17 +217,30 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 78, "id": "7a6146e6", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "'/home/unknown/Sync/projects/ebay ML Lister Project/training_images/7BQAAOSw0eZhpmqM.jpg'" + ] + }, + "execution_count": 78, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "df=df.sample(frac=1)" + "df=df.sample(frac=1)\n", + "something = df.iloc[1,0]\n", + "something" ] }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 60, "id": "114cc3c0", "metadata": {}, "outputs": [], @@ -144,19 +252,19 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 61, "id": "506aa5cf", "metadata": {}, "outputs": [], "source": [ - "train, test = train_test_split(train, test_size=0.1, random_state=42)\n", + "train, test = train_test_split(train, test_size=0.2, random_state=42)\n", "# stratify=train['PrimaryCategoryID']\n", "# train['PrimaryCategoryID'].value_counts()" ] }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 80, "id": "4d72eb90", "metadata": {}, "outputs": [ @@ -164,7 +272,9 @@ "name": "stderr", "output_type": "stream", "text": [ - "/usr/local/lib/python3.8/dist-packages/keras_preprocessing/image/dataframe_iterator.py:279: UserWarning: Found 5 invalid image filename(s) in x_col=\"PictureURL\". These filename(s) will be ignored.\n", + "/home/unknown/miniconda3/envs/tensorflow-cuda/lib/python3.9/site-packages/keras_preprocessing/image/dataframe_iterator.py:279: UserWarning: Found 5 invalid image filename(s) in x_col=\"PictureURL\". These filename(s) will be ignored.\n", + " warnings.warn(\n", + "/home/unknown/miniconda3/envs/tensorflow-cuda/lib/python3.9/site-packages/keras_preprocessing/image/dataframe_iterator.py:279: UserWarning: Found 5 invalid image filename(s) in x_col=\"PictureURL\". These filename(s) will be ignored.\n", " warnings.warn(\n" ] }, @@ -172,8 +282,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "Found 49212 validated image filenames belonging to 7 classes.\n", - "Found 12302 validated image filenames belonging to 7 classes.\n" + "Found 43744 validated image filenames belonging to 7 classes.\n", + "Found 10935 validated image filenames belonging to 7 classes.\n" ] } ], @@ -193,7 +303,7 @@ " directory='./training_images',\n", " x_col='PictureURL',\n", " y_col='PrimaryCategoryID',\n", - " batch_size=32,\n", + " batch_size=56,\n", " seed=42,\n", " shuffle=True,\n", " target_size=(299,299),\n", @@ -204,7 +314,7 @@ " directory='./training_images',\n", " x_col='PictureURL',\n", " y_col='PrimaryCategoryID',\n", - " batch_size=32,\n", + " batch_size=56,\n", " seed=42,\n", " shuffle=True,\n", " target_size=(299,299),\n", @@ -214,7 +324,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 81, "id": "7b70f37f", "metadata": {}, "outputs": [], @@ -224,7 +334,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 82, "id": "1ed54bf5", "metadata": {}, "outputs": [], @@ -241,38 +351,63 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 83, "id": "85934565", "metadata": {}, - "outputs": [], - "source": [ - "#plotImages(imgs)\n", - "#print(labels)" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "id": "6322bcad", - "metadata": {}, "outputs": [ { - "name": "stdout", + "name": "stderr", "output_type": "stream", "text": [ - "1\n" + "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n", + "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n", + "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n", + "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n", + "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n", + "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n", + "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n", + "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n", + "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n", + "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n" ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" } ], "source": [ - "physical_devices = tf.config.list_physical_devices('GPU')\n", - "print(len(physical_devices))\n", - "tf.config.experimental.set_memory_growth(physical_devices[0], True)" + "plotImages(imgs)\n", + "# image = plt.imread('training_images/0t0AAOSw4tNgSQ1j.jpg')\n", + "# plt.imshow(image)" ] }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 84, + "id": "6322bcad", + "metadata": {}, + "outputs": [], + "source": [ + "#physical_devices = tf.config.list_physical_devices('GPU')\n", + "#print(len(physical_devices))\n", + "#print(physical_devices)\n", + "#for gpu_instance in physical_devices: \n", + "# tf.config.experimental.set_memory_growth(gpu_instance, True)\n", + "#tf.config.experimental.set_memory_growth(physical_devices[0], True)" + ] + }, + { + "cell_type": "code", + "execution_count": 85, "id": "07fd25c6", "metadata": {}, "outputs": [], @@ -285,18 +420,7 @@ }, { "cell_type": "code", - "execution_count": 14, - "id": "b31af79e", - "metadata": {}, - "outputs": [], - "source": [ - "base_model = tf.keras.applications.xception.Xception(include_top=False, weights='imagenet', pooling='avg')\n", - "#base_model.summary()" - ] - }, - { - "cell_type": "code", - "execution_count": 15, + "execution_count": 86, "id": "fe06f2bf", "metadata": {}, "outputs": [ @@ -304,462 +428,394 @@ "name": "stdout", "output_type": "stream", "text": [ - "Model: \"model\"\n", + "Model: \"model_5\"\n", "__________________________________________________________________________________________________\n", - " Layer (type) Output Shape Param # Connected to \n", + "Layer (type) Output Shape Param # Connected to \n", "==================================================================================================\n", - " input_1 (InputLayer) [(None, None, None, 0 [] \n", - " 3)] \n", - " \n", - " block1_conv1 (Conv2D) (None, None, None, 864 ['input_1[0][0]'] \n", - " 32) \n", - " \n", - " block1_conv1_bn (BatchNormaliz (None, None, None, 128 ['block1_conv1[0][0]'] \n", - " ation) 32) \n", - " \n", - " block1_conv1_act (Activation) (None, None, None, 0 ['block1_conv1_bn[0][0]'] \n", - " 32) \n", - " \n", - " block1_conv2 (Conv2D) (None, None, None, 18432 ['block1_conv1_act[0][0]'] \n", - " 64) \n", - " \n", - " block1_conv2_bn (BatchNormaliz (None, None, None, 256 ['block1_conv2[0][0]'] \n", - " ation) 64) \n", - " \n", - " block1_conv2_act (Activation) (None, None, None, 0 ['block1_conv2_bn[0][0]'] \n", - " 64) \n", - " \n", - " block2_sepconv1 (SeparableConv (None, None, None, 8768 ['block1_conv2_act[0][0]'] \n", - " 2D) 128) \n", - " \n", - " block2_sepconv1_bn (BatchNorma (None, None, None, 512 ['block2_sepconv1[0][0]'] \n", - " lization) 128) \n", - " \n", - " block2_sepconv2_act (Activatio (None, None, None, 0 ['block2_sepconv1_bn[0][0]'] \n", - " n) 128) \n", - " \n", - " block2_sepconv2 (SeparableConv (None, None, None, 17536 ['block2_sepconv2_act[0][0]'] \n", - " 2D) 128) \n", - " \n", - " block2_sepconv2_bn (BatchNorma (None, None, None, 512 ['block2_sepconv2[0][0]'] \n", - " lization) 128) \n", - " \n", - " conv2d (Conv2D) (None, None, None, 8192 ['block1_conv2_act[0][0]'] \n", - " 128) \n", - " \n", - " block2_pool (MaxPooling2D) (None, None, None, 0 ['block2_sepconv2_bn[0][0]'] \n", - " 128) \n", - " \n", - " batch_normalization (BatchNorm (None, None, None, 512 ['conv2d[0][0]'] \n", - " alization) 128) \n", - " \n", - " add (Add) (None, None, None, 0 ['block2_pool[0][0]', \n", - " 128) 'batch_normalization[0][0]'] \n", - " \n", - " block3_sepconv1_act (Activatio (None, None, None, 0 ['add[0][0]'] \n", - " n) 128) \n", - " \n", - " block3_sepconv1 (SeparableConv (None, None, None, 33920 ['block3_sepconv1_act[0][0]'] \n", - " 2D) 256) \n", - " \n", - " block3_sepconv1_bn (BatchNorma (None, None, None, 1024 ['block3_sepconv1[0][0]'] \n", - " lization) 256) \n", - " \n", - " block3_sepconv2_act (Activatio (None, None, None, 0 ['block3_sepconv1_bn[0][0]'] \n", - " n) 256) \n", - " \n", - " block3_sepconv2 (SeparableConv (None, None, None, 67840 ['block3_sepconv2_act[0][0]'] \n", - " 2D) 256) \n", - " \n", - " block3_sepconv2_bn (BatchNorma (None, None, None, 1024 ['block3_sepconv2[0][0]'] \n", - " lization) 256) \n", - " \n", - " conv2d_1 (Conv2D) (None, None, None, 32768 ['add[0][0]'] \n", - " 256) \n", - " \n", - " block3_pool (MaxPooling2D) (None, None, None, 0 ['block3_sepconv2_bn[0][0]'] \n", - " 256) \n", - " \n", - " batch_normalization_1 (BatchNo (None, None, None, 1024 ['conv2d_1[0][0]'] \n", - " rmalization) 256) \n", - " \n", - " add_1 (Add) (None, None, None, 0 ['block3_pool[0][0]', \n", - " 256) 'batch_normalization_1[0][0]'] \n", - " \n", - " block4_sepconv1_act (Activatio (None, None, None, 0 ['add_1[0][0]'] \n", - " n) 256) \n", - " \n", - " block4_sepconv1 (SeparableConv (None, None, None, 188672 ['block4_sepconv1_act[0][0]'] \n", - " 2D) 728) \n", - " \n", - " block4_sepconv1_bn (BatchNorma (None, None, None, 2912 ['block4_sepconv1[0][0]'] \n", - " lization) 728) \n", - " \n", - " block4_sepconv2_act (Activatio (None, None, None, 0 ['block4_sepconv1_bn[0][0]'] \n", - " n) 728) \n", - " \n", - " block4_sepconv2 (SeparableConv (None, None, None, 536536 ['block4_sepconv2_act[0][0]'] \n", - " 2D) 728) \n", - " \n", - " block4_sepconv2_bn (BatchNorma (None, None, None, 2912 ['block4_sepconv2[0][0]'] \n", - " lization) 728) \n", - " \n", - " conv2d_2 (Conv2D) (None, None, None, 186368 ['add_1[0][0]'] \n", - " 728) \n", - " \n", - " block4_pool (MaxPooling2D) (None, None, None, 0 ['block4_sepconv2_bn[0][0]'] \n", - " 728) \n", - " \n", - " batch_normalization_2 (BatchNo (None, None, None, 2912 ['conv2d_2[0][0]'] \n", - " rmalization) 728) \n", - " \n", - " add_2 (Add) (None, None, None, 0 ['block4_pool[0][0]', \n", - " 728) 'batch_normalization_2[0][0]'] \n", - " \n", - " block5_sepconv1_act (Activatio (None, None, None, 0 ['add_2[0][0]'] \n", - " n) 728) \n", - " \n", - " block5_sepconv1 (SeparableConv (None, None, None, 536536 ['block5_sepconv1_act[0][0]'] \n", - " 2D) 728) \n", - " \n", - " block5_sepconv1_bn (BatchNorma (None, None, None, 2912 ['block5_sepconv1[0][0]'] \n", - " lization) 728) \n", - " \n", - " block5_sepconv2_act (Activatio (None, None, None, 0 ['block5_sepconv1_bn[0][0]'] \n", - " n) 728) \n", - " \n", - " block5_sepconv2 (SeparableConv (None, None, None, 536536 ['block5_sepconv2_act[0][0]'] \n", - " 2D) 728) \n", - " \n", - " block5_sepconv2_bn (BatchNorma (None, None, None, 2912 ['block5_sepconv2[0][0]'] \n", - " lization) 728) \n", - " \n", - " block5_sepconv3_act (Activatio (None, None, None, 0 ['block5_sepconv2_bn[0][0]'] \n", - " n) 728) \n", - " \n", - " block5_sepconv3 (SeparableConv (None, None, None, 536536 ['block5_sepconv3_act[0][0]'] \n", - " 2D) 728) \n", - " \n", - " block5_sepconv3_bn (BatchNorma (None, None, None, 2912 ['block5_sepconv3[0][0]'] \n", - " lization) 728) \n", - " \n", - " add_3 (Add) (None, None, None, 0 ['block5_sepconv3_bn[0][0]', \n", - " 728) 'add_2[0][0]'] \n", - " \n", - " block6_sepconv1_act (Activatio (None, None, None, 0 ['add_3[0][0]'] \n", - " n) 728) \n", - " \n", - " block6_sepconv1 (SeparableConv (None, None, None, 536536 ['block6_sepconv1_act[0][0]'] \n", - " 2D) 728) \n", - " \n", - " block6_sepconv1_bn (BatchNorma (None, None, None, 2912 ['block6_sepconv1[0][0]'] \n", - " lization) 728) \n", - " \n", - " block6_sepconv2_act (Activatio (None, None, None, 0 ['block6_sepconv1_bn[0][0]'] \n", - " n) 728) \n", - " \n", - " block6_sepconv2 (SeparableConv (None, None, None, 536536 ['block6_sepconv2_act[0][0]'] \n", - " 2D) 728) \n", - " \n", - " block6_sepconv2_bn (BatchNorma (None, None, None, 2912 ['block6_sepconv2[0][0]'] \n", - " lization) 728) \n", - " \n", - " block6_sepconv3_act (Activatio (None, None, None, 0 ['block6_sepconv2_bn[0][0]'] \n", - " n) 728) \n", - " \n", - " block6_sepconv3 (SeparableConv (None, None, None, 536536 ['block6_sepconv3_act[0][0]'] \n", - " 2D) 728) \n", - " \n", - " block6_sepconv3_bn (BatchNorma (None, None, None, 2912 ['block6_sepconv3[0][0]'] \n", - " lization) 728) \n", - " \n", - " add_4 (Add) (None, None, None, 0 ['block6_sepconv3_bn[0][0]', \n", - " 728) 'add_3[0][0]'] \n", - " \n", - " block7_sepconv1_act (Activatio (None, None, None, 0 ['add_4[0][0]'] \n", - " n) 728) \n", - " \n", - " block7_sepconv1 (SeparableConv (None, None, None, 536536 ['block7_sepconv1_act[0][0]'] \n", - " 2D) 728) \n", - " \n", - " block7_sepconv1_bn (BatchNorma (None, None, None, 2912 ['block7_sepconv1[0][0]'] \n", - " lization) 728) \n", - " \n", - " block7_sepconv2_act (Activatio (None, None, None, 0 ['block7_sepconv1_bn[0][0]'] \n", - " n) 728) \n", - " \n", - " block7_sepconv2 (SeparableConv (None, None, None, 536536 ['block7_sepconv2_act[0][0]'] \n", - " 2D) 728) \n", - " \n", - " block7_sepconv2_bn (BatchNorma (None, None, None, 2912 ['block7_sepconv2[0][0]'] \n", - " lization) 728) \n", - " \n", - " block7_sepconv3_act (Activatio (None, None, None, 0 ['block7_sepconv2_bn[0][0]'] \n", - " n) 728) \n", - " \n", - " block7_sepconv3 (SeparableConv (None, None, None, 536536 ['block7_sepconv3_act[0][0]'] \n", - " 2D) 728) \n", - " \n", - " block7_sepconv3_bn (BatchNorma (None, None, None, 2912 ['block7_sepconv3[0][0]'] \n", - " lization) 728) \n", - " \n", - " add_5 (Add) (None, None, None, 0 ['block7_sepconv3_bn[0][0]', \n", - " 728) 'add_4[0][0]'] \n", - " \n", - " block8_sepconv1_act (Activatio (None, None, None, 0 ['add_5[0][0]'] \n", - " n) 728) \n", - " \n", - " block8_sepconv1 (SeparableConv (None, None, None, 536536 ['block8_sepconv1_act[0][0]'] \n", - " 2D) 728) \n", - " \n", - " block8_sepconv1_bn (BatchNorma (None, None, None, 2912 ['block8_sepconv1[0][0]'] \n", - " lization) 728) \n", - " \n", - " block8_sepconv2_act (Activatio (None, None, None, 0 ['block8_sepconv1_bn[0][0]'] \n", - " n) 728) \n", - " \n", - " block8_sepconv2 (SeparableConv (None, None, None, 536536 ['block8_sepconv2_act[0][0]'] \n", - " 2D) 728) \n", - " \n", - " block8_sepconv2_bn (BatchNorma (None, None, None, 2912 ['block8_sepconv2[0][0]'] \n", - " lization) 728) \n", - " \n", - " block8_sepconv3_act (Activatio (None, None, None, 0 ['block8_sepconv2_bn[0][0]'] \n", - " n) 728) \n", - " \n", - " block8_sepconv3 (SeparableConv (None, None, None, 536536 ['block8_sepconv3_act[0][0]'] \n", - " 2D) 728) \n", - " \n", - " block8_sepconv3_bn (BatchNorma (None, None, None, 2912 ['block8_sepconv3[0][0]'] \n", - " lization) 728) \n", - " \n", - " add_6 (Add) (None, None, None, 0 ['block8_sepconv3_bn[0][0]', \n", - " 728) 'add_5[0][0]'] \n", - " \n", - " block9_sepconv1_act (Activatio (None, None, None, 0 ['add_6[0][0]'] \n", - " n) 728) \n", - " \n", - " block9_sepconv1 (SeparableConv (None, None, None, 536536 ['block9_sepconv1_act[0][0]'] \n", - " 2D) 728) \n", - " \n", - " block9_sepconv1_bn (BatchNorma (None, None, None, 2912 ['block9_sepconv1[0][0]'] \n", - " lization) 728) \n", - " \n", - " block9_sepconv2_act (Activatio (None, None, None, 0 ['block9_sepconv1_bn[0][0]'] \n", - " n) 728) \n", - " \n", - " block9_sepconv2 (SeparableConv (None, None, None, 536536 ['block9_sepconv2_act[0][0]'] \n", - " 2D) 728) \n", - " \n", - " block9_sepconv2_bn (BatchNorma (None, None, None, 2912 ['block9_sepconv2[0][0]'] \n", - " lization) 728) \n", - " \n", - " block9_sepconv3_act (Activatio (None, None, None, 0 ['block9_sepconv2_bn[0][0]'] \n", - " n) 728) \n", - " \n", - " block9_sepconv3 (SeparableConv (None, None, None, 536536 ['block9_sepconv3_act[0][0]'] \n", - " 2D) 728) \n", - " \n", - " block9_sepconv3_bn (BatchNorma (None, None, None, 2912 ['block9_sepconv3[0][0]'] \n", - " lization) 728) \n", - " \n", - " add_7 (Add) (None, None, None, 0 ['block9_sepconv3_bn[0][0]', \n", - " 728) 'add_6[0][0]'] \n", - " \n", - " block10_sepconv1_act (Activati (None, None, None, 0 ['add_7[0][0]'] \n", - " on) 728) \n", - " \n", - " block10_sepconv1 (SeparableCon (None, None, None, 536536 ['block10_sepconv1_act[0][0]'] \n", - " v2D) 728) \n", - " \n", - " block10_sepconv1_bn (BatchNorm (None, None, None, 2912 ['block10_sepconv1[0][0]'] \n", - " alization) 728) \n", - " \n", - " block10_sepconv2_act (Activati (None, None, None, 0 ['block10_sepconv1_bn[0][0]'] \n", - " on) 728) \n", - " \n", - " block10_sepconv2 (SeparableCon (None, None, None, 536536 ['block10_sepconv2_act[0][0]'] \n", - " v2D) 728) \n", - " \n", - " block10_sepconv2_bn (BatchNorm (None, None, None, 2912 ['block10_sepconv2[0][0]'] \n", - " alization) 728) \n", - " \n", - " block10_sepconv3_act (Activati (None, None, None, 0 ['block10_sepconv2_bn[0][0]'] \n", - " on) 728) \n", - " \n", - " block10_sepconv3 (SeparableCon (None, None, None, 536536 ['block10_sepconv3_act[0][0]'] \n", - " v2D) 728) \n", - " \n", - " block10_sepconv3_bn (BatchNorm (None, None, None, 2912 ['block10_sepconv3[0][0]'] \n", - " alization) 728) \n", - " \n", - " add_8 (Add) (None, None, None, 0 ['block10_sepconv3_bn[0][0]', \n", - " 728) 'add_7[0][0]'] \n", - " \n", - " block11_sepconv1_act (Activati (None, None, None, 0 ['add_8[0][0]'] \n", - " on) 728) \n", - " \n", - " block11_sepconv1 (SeparableCon (None, None, None, 536536 ['block11_sepconv1_act[0][0]'] \n", - " v2D) 728) \n", - " \n", - " block11_sepconv1_bn (BatchNorm (None, None, None, 2912 ['block11_sepconv1[0][0]'] \n", - " alization) 728) \n", - " \n", - " block11_sepconv2_act (Activati (None, None, None, 0 ['block11_sepconv1_bn[0][0]'] \n", - " on) 728) \n", - " \n", - " block11_sepconv2 (SeparableCon (None, None, None, 536536 ['block11_sepconv2_act[0][0]'] \n", - " v2D) 728) \n", - " \n", - " block11_sepconv2_bn (BatchNorm (None, None, None, 2912 ['block11_sepconv2[0][0]'] \n", - " alization) 728) \n", - " \n", - " block11_sepconv3_act (Activati (None, None, None, 0 ['block11_sepconv2_bn[0][0]'] \n", - " on) 728) \n", - " \n", - " block11_sepconv3 (SeparableCon (None, None, None, 536536 ['block11_sepconv3_act[0][0]'] \n", - " v2D) 728) \n", - " \n", - " block11_sepconv3_bn (BatchNorm (None, None, None, 2912 ['block11_sepconv3[0][0]'] \n", - " alization) 728) \n", - " \n", - " add_9 (Add) (None, None, None, 0 ['block11_sepconv3_bn[0][0]', \n", - " 728) 'add_8[0][0]'] \n", - " \n", - " block12_sepconv1_act (Activati (None, None, None, 0 ['add_9[0][0]'] \n", - " on) 728) \n", - " \n", - " block12_sepconv1 (SeparableCon (None, None, None, 536536 ['block12_sepconv1_act[0][0]'] \n", - " v2D) 728) \n", - " \n", - " block12_sepconv1_bn (BatchNorm (None, None, None, 2912 ['block12_sepconv1[0][0]'] \n", - " alization) 728) \n", - " \n", - " block12_sepconv2_act (Activati (None, None, None, 0 ['block12_sepconv1_bn[0][0]'] \n", - " on) 728) \n", - " \n", - " block12_sepconv2 (SeparableCon (None, None, None, 536536 ['block12_sepconv2_act[0][0]'] \n", - " v2D) 728) \n", - " \n", - " block12_sepconv2_bn (BatchNorm (None, None, None, 2912 ['block12_sepconv2[0][0]'] \n", - " alization) 728) \n", - " \n", - " block12_sepconv3_act (Activati (None, None, None, 0 ['block12_sepconv2_bn[0][0]'] \n", - " on) 728) \n", - " \n", - " block12_sepconv3 (SeparableCon (None, None, None, 536536 ['block12_sepconv3_act[0][0]'] \n", - " v2D) 728) \n", - " \n", - " block12_sepconv3_bn (BatchNorm (None, None, None, 2912 ['block12_sepconv3[0][0]'] \n", - " alization) 728) \n", - " \n", - " add_10 (Add) (None, None, None, 0 ['block12_sepconv3_bn[0][0]', \n", - " 728) 'add_9[0][0]'] \n", - " \n", - " block13_sepconv1_act (Activati (None, None, None, 0 ['add_10[0][0]'] \n", - " on) 728) \n", - " \n", - " block13_sepconv1 (SeparableCon (None, None, None, 536536 ['block13_sepconv1_act[0][0]'] \n", - " v2D) 728) \n", - " \n", - " block13_sepconv1_bn (BatchNorm (None, None, None, 2912 ['block13_sepconv1[0][0]'] \n", - " alization) 728) \n", - " \n", - " block13_sepconv2_act (Activati (None, None, None, 0 ['block13_sepconv1_bn[0][0]'] \n", - " on) 728) \n", - " \n", - " block13_sepconv2 (SeparableCon (None, None, None, 752024 ['block13_sepconv2_act[0][0]'] \n", - " v2D) 1024) \n", - " \n", - " block13_sepconv2_bn (BatchNorm (None, None, None, 4096 ['block13_sepconv2[0][0]'] \n", - " alization) 1024) \n", - " \n", - " conv2d_3 (Conv2D) (None, None, None, 745472 ['add_10[0][0]'] \n", - " 1024) \n", - " \n", - " block13_pool (MaxPooling2D) (None, None, None, 0 ['block13_sepconv2_bn[0][0]'] \n", - " 1024) \n", - " \n", - " batch_normalization_3 (BatchNo (None, None, None, 4096 ['conv2d_3[0][0]'] \n", - " rmalization) 1024) \n", - " \n", - " add_11 (Add) (None, None, None, 0 ['block13_pool[0][0]', \n", - " 1024) 'batch_normalization_3[0][0]'] \n", - " \n", - " block14_sepconv1 (SeparableCon (None, None, None, 1582080 ['add_11[0][0]'] \n", - " v2D) 1536) \n", - " \n", - " block14_sepconv1_bn (BatchNorm (None, None, None, 6144 ['block14_sepconv1[0][0]'] \n", - " alization) 1536) \n", - " \n", - " block14_sepconv1_act (Activati (None, None, None, 0 ['block14_sepconv1_bn[0][0]'] \n", - " on) 1536) \n", - " \n", - " block14_sepconv2 (SeparableCon (None, None, None, 3159552 ['block14_sepconv1_act[0][0]'] \n", - " v2D) 2048) \n", - " \n", - " block14_sepconv2_bn (BatchNorm (None, None, None, 8192 ['block14_sepconv2[0][0]'] \n", - " alization) 2048) \n", - " \n", - " block14_sepconv2_act (Activati (None, None, None, 0 ['block14_sepconv2_bn[0][0]'] \n", - " on) 2048) \n", - " \n", - " global_average_pooling2d (Glob (None, 2048) 0 ['block14_sepconv2_act[0][0]'] \n", - " alAveragePooling2D) \n", - " \n", - " dense (Dense) (None, 7) 14343 ['global_average_pooling2d[0][0]'\n", - " ] \n", - " \n", + "input_6 (InputLayer) [(None, 299, 299, 3) 0 \n", + "__________________________________________________________________________________________________\n", + "block1_conv1 (Conv2D) (None, 149, 149, 32) 864 input_6[0][0] \n", + "__________________________________________________________________________________________________\n", + "block1_conv1_bn (BatchNormaliza (None, 149, 149, 32) 128 block1_conv1[0][0] \n", + "__________________________________________________________________________________________________\n", + "block1_conv1_act (Activation) (None, 149, 149, 32) 0 block1_conv1_bn[0][0] \n", + "__________________________________________________________________________________________________\n", + "block1_conv2 (Conv2D) (None, 147, 147, 64) 18432 block1_conv1_act[0][0] \n", + "__________________________________________________________________________________________________\n", + "block1_conv2_bn (BatchNormaliza (None, 147, 147, 64) 256 block1_conv2[0][0] \n", + "__________________________________________________________________________________________________\n", + "block1_conv2_act (Activation) (None, 147, 147, 64) 0 block1_conv2_bn[0][0] \n", + "__________________________________________________________________________________________________\n", + "block2_sepconv1 (SeparableConv2 (None, 147, 147, 128 8768 block1_conv2_act[0][0] \n", + "__________________________________________________________________________________________________\n", + "block2_sepconv1_bn (BatchNormal (None, 147, 147, 128 512 block2_sepconv1[0][0] \n", + "__________________________________________________________________________________________________\n", + "block2_sepconv2_act (Activation (None, 147, 147, 128 0 block2_sepconv1_bn[0][0] \n", + "__________________________________________________________________________________________________\n", + "block2_sepconv2 (SeparableConv2 (None, 147, 147, 128 17536 block2_sepconv2_act[0][0] \n", + "__________________________________________________________________________________________________\n", + "block2_sepconv2_bn (BatchNormal (None, 147, 147, 128 512 block2_sepconv2[0][0] \n", + "__________________________________________________________________________________________________\n", + "conv2d_20 (Conv2D) (None, 74, 74, 128) 8192 block1_conv2_act[0][0] \n", + "__________________________________________________________________________________________________\n", + "block2_pool (MaxPooling2D) (None, 74, 74, 128) 0 block2_sepconv2_bn[0][0] \n", + "__________________________________________________________________________________________________\n", + "batch_normalization_20 (BatchNo (None, 74, 74, 128) 512 conv2d_20[0][0] \n", + "__________________________________________________________________________________________________\n", + "add_60 (Add) (None, 74, 74, 128) 0 block2_pool[0][0] \n", + " batch_normalization_20[0][0] \n", + "__________________________________________________________________________________________________\n", + "block3_sepconv1_act (Activation (None, 74, 74, 128) 0 add_60[0][0] \n", + "__________________________________________________________________________________________________\n", + "block3_sepconv1 (SeparableConv2 (None, 74, 74, 256) 33920 block3_sepconv1_act[0][0] \n", + "__________________________________________________________________________________________________\n", + "block3_sepconv1_bn (BatchNormal (None, 74, 74, 256) 1024 block3_sepconv1[0][0] \n", + "__________________________________________________________________________________________________\n", + "block3_sepconv2_act (Activation (None, 74, 74, 256) 0 block3_sepconv1_bn[0][0] \n", + "__________________________________________________________________________________________________\n", + "block3_sepconv2 (SeparableConv2 (None, 74, 74, 256) 67840 block3_sepconv2_act[0][0] \n", + "__________________________________________________________________________________________________\n", + "block3_sepconv2_bn (BatchNormal (None, 74, 74, 256) 1024 block3_sepconv2[0][0] \n", + "__________________________________________________________________________________________________\n", + "conv2d_21 (Conv2D) (None, 37, 37, 256) 32768 add_60[0][0] \n", + "__________________________________________________________________________________________________\n", + "block3_pool (MaxPooling2D) (None, 37, 37, 256) 0 block3_sepconv2_bn[0][0] \n", + "__________________________________________________________________________________________________\n", + "batch_normalization_21 (BatchNo (None, 37, 37, 256) 1024 conv2d_21[0][0] \n", + "__________________________________________________________________________________________________\n", + "add_61 (Add) (None, 37, 37, 256) 0 block3_pool[0][0] \n", + " batch_normalization_21[0][0] \n", + "__________________________________________________________________________________________________\n", + "block4_sepconv1_act (Activation (None, 37, 37, 256) 0 add_61[0][0] \n", + "__________________________________________________________________________________________________\n", + "block4_sepconv1 (SeparableConv2 (None, 37, 37, 728) 188672 block4_sepconv1_act[0][0] \n", + "__________________________________________________________________________________________________\n", + "block4_sepconv1_bn (BatchNormal (None, 37, 37, 728) 2912 block4_sepconv1[0][0] \n", + "__________________________________________________________________________________________________\n", + "block4_sepconv2_act (Activation (None, 37, 37, 728) 0 block4_sepconv1_bn[0][0] \n", + "__________________________________________________________________________________________________\n", + "block4_sepconv2 (SeparableConv2 (None, 37, 37, 728) 536536 block4_sepconv2_act[0][0] \n", + "__________________________________________________________________________________________________\n", + "block4_sepconv2_bn (BatchNormal (None, 37, 37, 728) 2912 block4_sepconv2[0][0] \n", + "__________________________________________________________________________________________________\n", + "conv2d_22 (Conv2D) (None, 19, 19, 728) 186368 add_61[0][0] \n", + "__________________________________________________________________________________________________\n", + "block4_pool (MaxPooling2D) (None, 19, 19, 728) 0 block4_sepconv2_bn[0][0] \n", + "__________________________________________________________________________________________________\n", + "batch_normalization_22 (BatchNo (None, 19, 19, 728) 2912 conv2d_22[0][0] \n", + "__________________________________________________________________________________________________\n", + "add_62 (Add) (None, 19, 19, 728) 0 block4_pool[0][0] \n", + " batch_normalization_22[0][0] \n", + "__________________________________________________________________________________________________\n", + "block5_sepconv1_act (Activation (None, 19, 19, 728) 0 add_62[0][0] \n", + "__________________________________________________________________________________________________\n", + "block5_sepconv1 (SeparableConv2 (None, 19, 19, 728) 536536 block5_sepconv1_act[0][0] \n", + "__________________________________________________________________________________________________\n", + "block5_sepconv1_bn (BatchNormal (None, 19, 19, 728) 2912 block5_sepconv1[0][0] \n", + "__________________________________________________________________________________________________\n", + "block5_sepconv2_act (Activation (None, 19, 19, 728) 0 block5_sepconv1_bn[0][0] \n", + "__________________________________________________________________________________________________\n", + "block5_sepconv2 (SeparableConv2 (None, 19, 19, 728) 536536 block5_sepconv2_act[0][0] \n", + "__________________________________________________________________________________________________\n", + "block5_sepconv2_bn (BatchNormal (None, 19, 19, 728) 2912 block5_sepconv2[0][0] \n", + "__________________________________________________________________________________________________\n", + "block5_sepconv3_act (Activation (None, 19, 19, 728) 0 block5_sepconv2_bn[0][0] \n", + "__________________________________________________________________________________________________\n", + "block5_sepconv3 (SeparableConv2 (None, 19, 19, 728) 536536 block5_sepconv3_act[0][0] \n", + "__________________________________________________________________________________________________\n", + "block5_sepconv3_bn (BatchNormal (None, 19, 19, 728) 2912 block5_sepconv3[0][0] \n", + "__________________________________________________________________________________________________\n", + "add_63 (Add) (None, 19, 19, 728) 0 block5_sepconv3_bn[0][0] \n", + " add_62[0][0] \n", + "__________________________________________________________________________________________________\n", + "block6_sepconv1_act (Activation (None, 19, 19, 728) 0 add_63[0][0] \n", + "__________________________________________________________________________________________________\n", + "block6_sepconv1 (SeparableConv2 (None, 19, 19, 728) 536536 block6_sepconv1_act[0][0] \n", + "__________________________________________________________________________________________________\n", + "block6_sepconv1_bn (BatchNormal (None, 19, 19, 728) 2912 block6_sepconv1[0][0] \n", + "__________________________________________________________________________________________________\n", + "block6_sepconv2_act (Activation (None, 19, 19, 728) 0 block6_sepconv1_bn[0][0] \n", + "__________________________________________________________________________________________________\n", + "block6_sepconv2 (SeparableConv2 (None, 19, 19, 728) 536536 block6_sepconv2_act[0][0] \n", + "__________________________________________________________________________________________________\n", + "block6_sepconv2_bn (BatchNormal (None, 19, 19, 728) 2912 block6_sepconv2[0][0] \n", + "__________________________________________________________________________________________________\n", + "block6_sepconv3_act (Activation (None, 19, 19, 728) 0 block6_sepconv2_bn[0][0] \n", + "__________________________________________________________________________________________________\n", + "block6_sepconv3 (SeparableConv2 (None, 19, 19, 728) 536536 block6_sepconv3_act[0][0] \n", + "__________________________________________________________________________________________________\n", + "block6_sepconv3_bn (BatchNormal (None, 19, 19, 728) 2912 block6_sepconv3[0][0] \n", + "__________________________________________________________________________________________________\n", + "add_64 (Add) (None, 19, 19, 728) 0 block6_sepconv3_bn[0][0] \n", + " add_63[0][0] \n", + "__________________________________________________________________________________________________\n", + "block7_sepconv1_act (Activation (None, 19, 19, 728) 0 add_64[0][0] \n", + "__________________________________________________________________________________________________\n", + "block7_sepconv1 (SeparableConv2 (None, 19, 19, 728) 536536 block7_sepconv1_act[0][0] \n", + "__________________________________________________________________________________________________\n", + "block7_sepconv1_bn (BatchNormal (None, 19, 19, 728) 2912 block7_sepconv1[0][0] \n", + "__________________________________________________________________________________________________\n", + "block7_sepconv2_act (Activation (None, 19, 19, 728) 0 block7_sepconv1_bn[0][0] \n", + "__________________________________________________________________________________________________\n", + "block7_sepconv2 (SeparableConv2 (None, 19, 19, 728) 536536 block7_sepconv2_act[0][0] \n", + "__________________________________________________________________________________________________\n", + "block7_sepconv2_bn (BatchNormal (None, 19, 19, 728) 2912 block7_sepconv2[0][0] \n", + "__________________________________________________________________________________________________\n", + "block7_sepconv3_act (Activation (None, 19, 19, 728) 0 block7_sepconv2_bn[0][0] \n", + "__________________________________________________________________________________________________\n", + "block7_sepconv3 (SeparableConv2 (None, 19, 19, 728) 536536 block7_sepconv3_act[0][0] \n", + "__________________________________________________________________________________________________\n", + "block7_sepconv3_bn (BatchNormal (None, 19, 19, 728) 2912 block7_sepconv3[0][0] \n", + "__________________________________________________________________________________________________\n", + "add_65 (Add) (None, 19, 19, 728) 0 block7_sepconv3_bn[0][0] \n", + " add_64[0][0] \n", + "__________________________________________________________________________________________________\n", + "block8_sepconv1_act (Activation (None, 19, 19, 728) 0 add_65[0][0] \n", + "__________________________________________________________________________________________________\n", + "block8_sepconv1 (SeparableConv2 (None, 19, 19, 728) 536536 block8_sepconv1_act[0][0] \n", + "__________________________________________________________________________________________________\n", + "block8_sepconv1_bn (BatchNormal (None, 19, 19, 728) 2912 block8_sepconv1[0][0] \n", + "__________________________________________________________________________________________________\n", + "block8_sepconv2_act (Activation (None, 19, 19, 728) 0 block8_sepconv1_bn[0][0] \n", + "__________________________________________________________________________________________________\n", + "block8_sepconv2 (SeparableConv2 (None, 19, 19, 728) 536536 block8_sepconv2_act[0][0] \n", + "__________________________________________________________________________________________________\n", + "block8_sepconv2_bn (BatchNormal (None, 19, 19, 728) 2912 block8_sepconv2[0][0] \n", + "__________________________________________________________________________________________________\n", + "block8_sepconv3_act (Activation (None, 19, 19, 728) 0 block8_sepconv2_bn[0][0] \n", + "__________________________________________________________________________________________________\n", + "block8_sepconv3 (SeparableConv2 (None, 19, 19, 728) 536536 block8_sepconv3_act[0][0] \n", + "__________________________________________________________________________________________________\n", + "block8_sepconv3_bn (BatchNormal (None, 19, 19, 728) 2912 block8_sepconv3[0][0] \n", + "__________________________________________________________________________________________________\n", + "add_66 (Add) (None, 19, 19, 728) 0 block8_sepconv3_bn[0][0] \n", + " add_65[0][0] \n", + "__________________________________________________________________________________________________\n", + "block9_sepconv1_act (Activation (None, 19, 19, 728) 0 add_66[0][0] \n", + "__________________________________________________________________________________________________\n", + "block9_sepconv1 (SeparableConv2 (None, 19, 19, 728) 536536 block9_sepconv1_act[0][0] \n", + "__________________________________________________________________________________________________\n", + "block9_sepconv1_bn (BatchNormal (None, 19, 19, 728) 2912 block9_sepconv1[0][0] \n", + "__________________________________________________________________________________________________\n", + "block9_sepconv2_act (Activation (None, 19, 19, 728) 0 block9_sepconv1_bn[0][0] \n", + "__________________________________________________________________________________________________\n", + "block9_sepconv2 (SeparableConv2 (None, 19, 19, 728) 536536 block9_sepconv2_act[0][0] \n", + "__________________________________________________________________________________________________\n", + "block9_sepconv2_bn (BatchNormal (None, 19, 19, 728) 2912 block9_sepconv2[0][0] \n", + "__________________________________________________________________________________________________\n", + "block9_sepconv3_act (Activation (None, 19, 19, 728) 0 block9_sepconv2_bn[0][0] \n", + "__________________________________________________________________________________________________\n", + "block9_sepconv3 (SeparableConv2 (None, 19, 19, 728) 536536 block9_sepconv3_act[0][0] \n", + "__________________________________________________________________________________________________\n", + "block9_sepconv3_bn (BatchNormal (None, 19, 19, 728) 2912 block9_sepconv3[0][0] \n", + "__________________________________________________________________________________________________\n", + "add_67 (Add) (None, 19, 19, 728) 0 block9_sepconv3_bn[0][0] \n", + " add_66[0][0] \n", + "__________________________________________________________________________________________________\n", + "block10_sepconv1_act (Activatio (None, 19, 19, 728) 0 add_67[0][0] \n", + "__________________________________________________________________________________________________\n", + "block10_sepconv1 (SeparableConv (None, 19, 19, 728) 536536 block10_sepconv1_act[0][0] \n", + "__________________________________________________________________________________________________\n", + "block10_sepconv1_bn (BatchNorma (None, 19, 19, 728) 2912 block10_sepconv1[0][0] \n", + "__________________________________________________________________________________________________\n", + "block10_sepconv2_act (Activatio (None, 19, 19, 728) 0 block10_sepconv1_bn[0][0] \n", + "__________________________________________________________________________________________________\n", + "block10_sepconv2 (SeparableConv (None, 19, 19, 728) 536536 block10_sepconv2_act[0][0] \n", + "__________________________________________________________________________________________________\n", + "block10_sepconv2_bn (BatchNorma (None, 19, 19, 728) 2912 block10_sepconv2[0][0] \n", + "__________________________________________________________________________________________________\n", + "block10_sepconv3_act (Activatio (None, 19, 19, 728) 0 block10_sepconv2_bn[0][0] \n", + "__________________________________________________________________________________________________\n", + "block10_sepconv3 (SeparableConv (None, 19, 19, 728) 536536 block10_sepconv3_act[0][0] \n", + "__________________________________________________________________________________________________\n", + "block10_sepconv3_bn (BatchNorma (None, 19, 19, 728) 2912 block10_sepconv3[0][0] \n", + "__________________________________________________________________________________________________\n", + "add_68 (Add) (None, 19, 19, 728) 0 block10_sepconv3_bn[0][0] \n", + " add_67[0][0] \n", + "__________________________________________________________________________________________________\n", + "block11_sepconv1_act (Activatio (None, 19, 19, 728) 0 add_68[0][0] \n", + "__________________________________________________________________________________________________\n", + "block11_sepconv1 (SeparableConv (None, 19, 19, 728) 536536 block11_sepconv1_act[0][0] \n", + "__________________________________________________________________________________________________\n", + "block11_sepconv1_bn (BatchNorma (None, 19, 19, 728) 2912 block11_sepconv1[0][0] \n", + "__________________________________________________________________________________________________\n", + "block11_sepconv2_act (Activatio (None, 19, 19, 728) 0 block11_sepconv1_bn[0][0] \n", + "__________________________________________________________________________________________________\n", + "block11_sepconv2 (SeparableConv (None, 19, 19, 728) 536536 block11_sepconv2_act[0][0] \n", + "__________________________________________________________________________________________________\n", + "block11_sepconv2_bn (BatchNorma (None, 19, 19, 728) 2912 block11_sepconv2[0][0] \n", + "__________________________________________________________________________________________________\n", + "block11_sepconv3_act (Activatio (None, 19, 19, 728) 0 block11_sepconv2_bn[0][0] \n", + "__________________________________________________________________________________________________\n", + "block11_sepconv3 (SeparableConv (None, 19, 19, 728) 536536 block11_sepconv3_act[0][0] \n", + "__________________________________________________________________________________________________\n", + "block11_sepconv3_bn (BatchNorma (None, 19, 19, 728) 2912 block11_sepconv3[0][0] \n", + "__________________________________________________________________________________________________\n", + "add_69 (Add) (None, 19, 19, 728) 0 block11_sepconv3_bn[0][0] \n", + " add_68[0][0] \n", + "__________________________________________________________________________________________________\n", + "block12_sepconv1_act (Activatio (None, 19, 19, 728) 0 add_69[0][0] \n", + "__________________________________________________________________________________________________\n", + "block12_sepconv1 (SeparableConv (None, 19, 19, 728) 536536 block12_sepconv1_act[0][0] \n", + "__________________________________________________________________________________________________\n", + "block12_sepconv1_bn (BatchNorma (None, 19, 19, 728) 2912 block12_sepconv1[0][0] \n", + "__________________________________________________________________________________________________\n", + "block12_sepconv2_act (Activatio (None, 19, 19, 728) 0 block12_sepconv1_bn[0][0] \n", + "__________________________________________________________________________________________________\n", + "block12_sepconv2 (SeparableConv (None, 19, 19, 728) 536536 block12_sepconv2_act[0][0] \n", + "__________________________________________________________________________________________________\n", + "block12_sepconv2_bn (BatchNorma (None, 19, 19, 728) 2912 block12_sepconv2[0][0] \n", + "__________________________________________________________________________________________________\n", + "block12_sepconv3_act (Activatio (None, 19, 19, 728) 0 block12_sepconv2_bn[0][0] \n", + "__________________________________________________________________________________________________\n", + "block12_sepconv3 (SeparableConv (None, 19, 19, 728) 536536 block12_sepconv3_act[0][0] \n", + "__________________________________________________________________________________________________\n", + "block12_sepconv3_bn (BatchNorma (None, 19, 19, 728) 2912 block12_sepconv3[0][0] \n", + "__________________________________________________________________________________________________\n", + "add_70 (Add) (None, 19, 19, 728) 0 block12_sepconv3_bn[0][0] \n", + " add_69[0][0] \n", + "__________________________________________________________________________________________________\n", + "block13_sepconv1_act (Activatio (None, 19, 19, 728) 0 add_70[0][0] \n", + "__________________________________________________________________________________________________\n", + "block13_sepconv1 (SeparableConv (None, 19, 19, 728) 536536 block13_sepconv1_act[0][0] \n", + "__________________________________________________________________________________________________\n", + "block13_sepconv1_bn (BatchNorma (None, 19, 19, 728) 2912 block13_sepconv1[0][0] \n", + "__________________________________________________________________________________________________\n", + "block13_sepconv2_act (Activatio (None, 19, 19, 728) 0 block13_sepconv1_bn[0][0] \n", + "__________________________________________________________________________________________________\n", + "block13_sepconv2 (SeparableConv (None, 19, 19, 1024) 752024 block13_sepconv2_act[0][0] \n", + "__________________________________________________________________________________________________\n", + "block13_sepconv2_bn (BatchNorma (None, 19, 19, 1024) 4096 block13_sepconv2[0][0] \n", + "__________________________________________________________________________________________________\n", + "conv2d_23 (Conv2D) (None, 10, 10, 1024) 745472 add_70[0][0] \n", + "__________________________________________________________________________________________________\n", + "block13_pool (MaxPooling2D) (None, 10, 10, 1024) 0 block13_sepconv2_bn[0][0] \n", + "__________________________________________________________________________________________________\n", + "batch_normalization_23 (BatchNo (None, 10, 10, 1024) 4096 conv2d_23[0][0] \n", + "__________________________________________________________________________________________________\n", + "add_71 (Add) (None, 10, 10, 1024) 0 block13_pool[0][0] \n", + " batch_normalization_23[0][0] \n", + "__________________________________________________________________________________________________\n", + "block14_sepconv1 (SeparableConv (None, 10, 10, 1536) 1582080 add_71[0][0] \n", + "__________________________________________________________________________________________________\n", + "block14_sepconv1_bn (BatchNorma (None, 10, 10, 1536) 6144 block14_sepconv1[0][0] \n", + "__________________________________________________________________________________________________\n", + "block14_sepconv1_act (Activatio (None, 10, 10, 1536) 0 block14_sepconv1_bn[0][0] \n", + "__________________________________________________________________________________________________\n", + "block14_sepconv2 (SeparableConv (None, 10, 10, 2048) 3159552 block14_sepconv1_act[0][0] \n", + "__________________________________________________________________________________________________\n", + "block14_sepconv2_bn (BatchNorma (None, 10, 10, 2048) 8192 block14_sepconv2[0][0] \n", + "__________________________________________________________________________________________________\n", + "block14_sepconv2_act (Activatio (None, 10, 10, 2048) 0 block14_sepconv2_bn[0][0] \n", + "__________________________________________________________________________________________________\n", + "avg_pool (GlobalAveragePooling2 (None, 2048) 0 block14_sepconv2_act[0][0] \n", + "__________________________________________________________________________________________________\n", + "predictions (Dense) (None, 1000) 2049000 avg_pool[0][0] \n", + "__________________________________________________________________________________________________\n", + "dense_5 (Dense) (None, 7) 7007 predictions[0][0] \n", "==================================================================================================\n", - "Total params: 20,875,823\n", - "Trainable params: 20,821,295\n", + "Total params: 22,917,487\n", + "Trainable params: 22,862,959\n", "Non-trainable params: 54,528\n", "__________________________________________________________________________________________________\n" ] } ], "source": [ - "for layer in base_model.layers:\n", - " layer.trainable = True\n", - " \n", - "output = Dense(7, activation='softmax')(base_model.output)\n", - "model = tf.keras.Model(base_model.input, output)\n", + "with mirrored_strategy.scope(): # for training on dual gpus\n", + "# physical_devices = tf.config.list_physical_devices('GPU')\n", + "# tf.config.experimental.set_memory_growth(physical_devices[0], True)\n", + " base_model = tf.keras.applications.xception.Xception(include_top=True, pooling='avg')\n", + " for layer in base_model.layers:\n", + " layer.trainable = True\n", + " output = Dense(7, activation='softmax')(base_model.output)\n", + " model = tf.keras.Model(base_model.input, output)\n", + " model.compile(optimizer=Adam(learning_rate=.001), loss='categorical_crossentropy',\n", + " metrics=['accuracy'])\n", + "# sparse_categorical_crossentropy\n", "#model = add_regularization(model)\n", "model.summary()\n" ] }, { "cell_type": "code", - "execution_count": 16, - "id": "fd5d1246", - "metadata": {}, - "outputs": [], - "source": [ - "model.compile(optimizer=Adam(learning_rate=.0001), loss='categorical_crossentropy',\n", - " metrics=['accuracy'])\n", - "# sparse_categorical_crossentropy" - ] - }, - { - "cell_type": "code", - "execution_count": 17, + "execution_count": 87, "id": "9cd2ba27", "metadata": { "scrolled": false }, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2022-08-01 23:37:26.275294: W tensorflow/core/grappler/optimizers/data/auto_shard.cc:656] In AUTO-mode, and switching to DATA-based sharding, instead of FILE-based sharding as we cannot find appropriate reader dataset op(s) to shard. Error: Did not find a shardable source, walked to a node which is not a dataset: name: \"FlatMapDataset/_2\"\n", + "op: \"FlatMapDataset\"\n", + "input: \"TensorDataset/_1\"\n", + "attr {\n", + " key: \"Targuments\"\n", + " value {\n", + " list {\n", + " }\n", + " }\n", + "}\n", + "attr {\n", + " key: \"f\"\n", + " value {\n", + " func {\n", + " name: \"__inference_Dataset_flat_map_flat_map_fn_93447\"\n", + " }\n", + " }\n", + "}\n", + "attr {\n", + " key: \"output_shapes\"\n", + " value {\n", + " list {\n", + " shape {\n", + " dim {\n", + " size: -1\n", + " }\n", + " dim {\n", + " size: -1\n", + " }\n", + " dim {\n", + " size: -1\n", + " }\n", + " dim {\n", + " size: -1\n", + " }\n", + " }\n", + " shape {\n", + " dim {\n", + " size: -1\n", + " }\n", + " dim {\n", + " size: -1\n", + " }\n", + " }\n", + " }\n", + " }\n", + "}\n", + "attr {\n", + " key: \"output_types\"\n", + " value {\n", + " list {\n", + " type: DT_FLOAT\n", + " type: DT_FLOAT\n", + " }\n", + " }\n", + "}\n", + ". Consider either turning off auto-sharding or switching the auto_shard_policy to DATA to shard this dataset. You can do this by creating a new `tf.data.Options()` object then setting `options.experimental_distribute.auto_shard_policy = AutoShardPolicy.DATA` before applying the options object to the dataset via `dataset.with_options(options)`.\n" + ] + }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/6\n", - "1538/1538 [==============================] - 665s 429ms/step - loss: 1.0036 - accuracy: 0.6370 - val_loss: 0.8648 - val_accuracy: 0.6866\n", - "Epoch 2/6\n", - "1538/1538 [==============================] - 685s 445ms/step - loss: 0.5250 - accuracy: 0.8150 - val_loss: 0.8666 - val_accuracy: 0.7095\n", - "Epoch 3/6\n", - "1538/1538 [==============================] - 690s 448ms/step - loss: 0.1942 - accuracy: 0.9359 - val_loss: 1.0513 - val_accuracy: 0.7043\n", - "Epoch 4/6\n", - " 899/1538 [================>.............] - ETA: 4:00 - loss: 0.0808 - accuracy: 0.9739" + "INFO:tensorflow:batch_all_reduce: 158 all-reduces with algorithm = nccl, num_packs = 1\n", + "INFO:tensorflow:batch_all_reduce: 158 all-reduces with algorithm = nccl, num_packs = 1\n", + " 17/782 [..............................] - ETA: 6:35 - loss: 1.9460 - accuracy: 0.1428" ] }, { @@ -769,26 +825,20 @@ "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m model.fit(x=train_generator,\n\u001b[0m\u001b[1;32m 2\u001b[0m \u001b[0msteps_per_epoch\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtrain_generator\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 3\u001b[0m \u001b[0mvalidation_data\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mvalidation_generator\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[0mvalidation_steps\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mvalidation_generator\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 5\u001b[0m \u001b[0mepochs\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m6\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m/usr/local/lib/python3.8/dist-packages/keras/utils/traceback_utils.py\u001b[0m in \u001b[0;36merror_handler\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m 62\u001b[0m \u001b[0mfiltered_tb\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 63\u001b[0m \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 64\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mfn\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 65\u001b[0m \u001b[0;32mexcept\u001b[0m \u001b[0mException\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0me\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;31m# pylint: disable=broad-except\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 66\u001b[0m \u001b[0mfiltered_tb\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0m_process_traceback_frames\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0me\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__traceback__\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m/usr/local/lib/python3.8/dist-packages/keras/engine/training.py\u001b[0m in \u001b[0;36mfit\u001b[0;34m(self, x, y, batch_size, epochs, verbose, callbacks, validation_split, validation_data, shuffle, class_weight, sample_weight, initial_epoch, steps_per_epoch, validation_steps, validation_batch_size, validation_freq, max_queue_size, workers, use_multiprocessing)\u001b[0m\n\u001b[1;32m 1219\u001b[0m \u001b[0mlogs\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mtmp_logs\u001b[0m \u001b[0;31m# No error, now safe to assign to logs.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1220\u001b[0m \u001b[0mend_step\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mstep\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0mdata_handler\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mstep_increment\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1221\u001b[0;31m \u001b[0mcallbacks\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mon_train_batch_end\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mend_step\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlogs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 1222\u001b[0m \u001b[0;32mif\u001b[0m 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\u001b[0;32m~/miniconda3/envs/tensorflow-cuda/lib/python3.9/site-packages/tensorflow/python/keras/engine/training.py:1100\u001b[0m, in \u001b[0;36mModel.fit\u001b[0;34m(self, x, y, batch_size, epochs, verbose, callbacks, validation_split, validation_data, shuffle, class_weight, sample_weight, initial_epoch, steps_per_epoch, validation_steps, validation_batch_size, validation_freq, max_queue_size, workers, use_multiprocessing)\u001b[0m\n\u001b[1;32m 1093\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m trace\u001b[38;5;241m.\u001b[39mTrace(\n\u001b[1;32m 1094\u001b[0m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mtrain\u001b[39m\u001b[38;5;124m'\u001b[39m,\n\u001b[1;32m 1095\u001b[0m epoch_num\u001b[38;5;241m=\u001b[39mepoch,\n\u001b[1;32m 1096\u001b[0m step_num\u001b[38;5;241m=\u001b[39mstep,\n\u001b[1;32m 1097\u001b[0m batch_size\u001b[38;5;241m=\u001b[39mbatch_size,\n\u001b[1;32m 1098\u001b[0m _r\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m1\u001b[39m):\n\u001b[1;32m 1099\u001b[0m callbacks\u001b[38;5;241m.\u001b[39mon_train_batch_begin(step)\n\u001b[0;32m-> 1100\u001b[0m tmp_logs \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mtrain_function\u001b[49m\u001b[43m(\u001b[49m\u001b[43miterator\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 1101\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m data_handler\u001b[38;5;241m.\u001b[39mshould_sync:\n\u001b[1;32m 1102\u001b[0m context\u001b[38;5;241m.\u001b[39masync_wait()\n", + "File \u001b[0;32m~/miniconda3/envs/tensorflow-cuda/lib/python3.9/site-packages/tensorflow/python/eager/def_function.py:828\u001b[0m, in \u001b[0;36mFunction.__call__\u001b[0;34m(self, *args, **kwds)\u001b[0m\n\u001b[1;32m 826\u001b[0m tracing_count \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mexperimental_get_tracing_count()\n\u001b[1;32m 827\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m trace\u001b[38;5;241m.\u001b[39mTrace(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_name) \u001b[38;5;28;01mas\u001b[39;00m tm:\n\u001b[0;32m--> 828\u001b[0m result \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_call\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwds\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 829\u001b[0m compiler \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mxla\u001b[39m\u001b[38;5;124m\"\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_experimental_compile \u001b[38;5;28;01melse\u001b[39;00m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mnonXla\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 830\u001b[0m new_tracing_count \u001b[38;5;241m=\u001b[39m 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\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwds\u001b[49m\u001b[43m)\u001b[49m \u001b[38;5;66;03m# pylint: disable=not-callable\u001b[39;00m\n\u001b[1;32m 856\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_stateful_fn \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m 857\u001b[0m \u001b[38;5;66;03m# Release the lock early so that multiple threads can perform the call\u001b[39;00m\n\u001b[1;32m 858\u001b[0m \u001b[38;5;66;03m# in parallel.\u001b[39;00m\n\u001b[1;32m 859\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_lock\u001b[38;5;241m.\u001b[39mrelease()\n", + "File \u001b[0;32m~/miniconda3/envs/tensorflow-cuda/lib/python3.9/site-packages/tensorflow/python/eager/function.py:2942\u001b[0m, in \u001b[0;36mFunction.__call__\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m 2939\u001b[0m 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\u001b[0;36mConcreteFunction._call_flat\u001b[0;34m(self, args, captured_inputs, cancellation_manager)\u001b[0m\n\u001b[1;32m 1914\u001b[0m possible_gradient_type \u001b[38;5;241m=\u001b[39m gradients_util\u001b[38;5;241m.\u001b[39mPossibleTapeGradientTypes(args)\n\u001b[1;32m 1915\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m (possible_gradient_type \u001b[38;5;241m==\u001b[39m gradients_util\u001b[38;5;241m.\u001b[39mPOSSIBLE_GRADIENT_TYPES_NONE\n\u001b[1;32m 1916\u001b[0m \u001b[38;5;129;01mand\u001b[39;00m executing_eagerly):\n\u001b[1;32m 1917\u001b[0m \u001b[38;5;66;03m# No tape is watching; skip to running the function.\u001b[39;00m\n\u001b[0;32m-> 1918\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_build_call_outputs(\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_inference_function\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcall\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 1919\u001b[0m \u001b[43m \u001b[49m\u001b[43mctx\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcancellation_manager\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcancellation_manager\u001b[49m\u001b[43m)\u001b[49m)\n\u001b[1;32m 1920\u001b[0m forward_backward \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_select_forward_and_backward_functions(\n\u001b[1;32m 1921\u001b[0m args,\n\u001b[1;32m 1922\u001b[0m possible_gradient_type,\n\u001b[1;32m 1923\u001b[0m executing_eagerly)\n\u001b[1;32m 1924\u001b[0m forward_function, args_with_tangents \u001b[38;5;241m=\u001b[39m forward_backward\u001b[38;5;241m.\u001b[39mforward()\n", + "File \u001b[0;32m~/miniconda3/envs/tensorflow-cuda/lib/python3.9/site-packages/tensorflow/python/eager/function.py:555\u001b[0m, in \u001b[0;36m_EagerDefinedFunction.call\u001b[0;34m(self, ctx, args, cancellation_manager)\u001b[0m\n\u001b[1;32m 553\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m _InterpolateFunctionError(\u001b[38;5;28mself\u001b[39m):\n\u001b[1;32m 554\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m cancellation_manager \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[0;32m--> 555\u001b[0m outputs \u001b[38;5;241m=\u001b[39m \u001b[43mexecute\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mexecute\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 556\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43mstr\u001b[39;49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msignature\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mname\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 557\u001b[0m \u001b[43m \u001b[49m\u001b[43mnum_outputs\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_num_outputs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 558\u001b[0m \u001b[43m \u001b[49m\u001b[43minputs\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 559\u001b[0m \u001b[43m \u001b[49m\u001b[43mattrs\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mattrs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 560\u001b[0m \u001b[43m \u001b[49m\u001b[43mctx\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mctx\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 561\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m 562\u001b[0m outputs \u001b[38;5;241m=\u001b[39m execute\u001b[38;5;241m.\u001b[39mexecute_with_cancellation(\n\u001b[1;32m 563\u001b[0m \u001b[38;5;28mstr\u001b[39m(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39msignature\u001b[38;5;241m.\u001b[39mname),\n\u001b[1;32m 564\u001b[0m num_outputs\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_num_outputs,\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 567\u001b[0m ctx\u001b[38;5;241m=\u001b[39mctx,\n\u001b[1;32m 568\u001b[0m cancellation_manager\u001b[38;5;241m=\u001b[39mcancellation_manager)\n", + "File \u001b[0;32m~/miniconda3/envs/tensorflow-cuda/lib/python3.9/site-packages/tensorflow/python/eager/execute.py:59\u001b[0m, in \u001b[0;36mquick_execute\u001b[0;34m(op_name, num_outputs, inputs, attrs, ctx, name)\u001b[0m\n\u001b[1;32m 57\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m 58\u001b[0m ctx\u001b[38;5;241m.\u001b[39mensure_initialized()\n\u001b[0;32m---> 59\u001b[0m tensors \u001b[38;5;241m=\u001b[39m \u001b[43mpywrap_tfe\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mTFE_Py_Execute\u001b[49m\u001b[43m(\u001b[49m\u001b[43mctx\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_handle\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mdevice_name\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mop_name\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 60\u001b[0m \u001b[43m \u001b[49m\u001b[43minputs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mattrs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mnum_outputs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 61\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m core\u001b[38;5;241m.\u001b[39m_NotOkStatusException \u001b[38;5;28;01mas\u001b[39;00m e:\n\u001b[1;32m 62\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m name \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n", "\u001b[0;31mKeyboardInterrupt\u001b[0m: " ] } ], "source": [ + "\n", "model.fit(x=train_generator,\n", " steps_per_epoch=len(train_generator),\n", " validation_data=validation_generator,\n", @@ -806,18 +856,11 @@ "source": [ "model.save(\"Model_1.h5\")" ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": { "kernelspec": { - "display_name": "Python 3", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, @@ -831,7 +874,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.10" + "version": "3.9.12" } }, "nbformat": 4, diff --git a/conf_mx_test.ipynb b/conf_mx_test.ipynb new file mode 100644 index 0000000..7b6330d --- /dev/null +++ b/conf_mx_test.ipynb @@ -0,0 +1,105 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 4, + "id": "99d6b339", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2022-08-01 21:12:17.069258: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.10.1\n" + ] + } + ], + "source": [ + "from sklearn.datasets import fetch_openml\n", + "import matplotlib as mpl\n", + "import matplotlib.pyplot as plt\n", + "from sklearn.linear_model import SGDClassifier\n", + "from sklearn.model_selection import StratifiedKFold, cross_val_predict, train_test_split, StratifiedShuffleSplit,cross_val_score\n", + "from sklearn.base import clone, BaseEstimator\n", + "from sklearn.metrics import confusion_matrix, f1_score, precision_score, recall_score, precision_recall_curve, roc_curve, roc_auc_score\n", + "from sklearn.ensemble import RandomForestClassifier\n", + "from sklearn.svm import SVC\n", + "from sklearn.multiclass import OneVsRestClassifier\n", + "from sklearn.preprocessing import StandardScaler\n", + "from sklearn.neighbors import KNeighborsClassifier\n", + "\n", + "import numpy as np\n", + "import pandas as pd\n", + "import tensorflow as tf\n", + "\n", + "import joblib" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "20c2c97e", + "metadata": {}, + "outputs": [ + { + "ename": "TypeError", + "evalue": "('Keyword argument not understood:', 'keepdims')", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mTypeError\u001b[0m Traceback (most recent call last)", + "Input \u001b[0;32mIn [7]\u001b[0m, in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0m new_model \u001b[38;5;241m=\u001b[39m \u001b[43mtf\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mkeras\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mmodels\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mload_model\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mModel_1.h5\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m)\u001b[49m\n", + "File \u001b[0;32m~/miniconda3/envs/tensorflow-cuda/lib/python3.9/site-packages/tensorflow/python/keras/saving/save.py:206\u001b[0m, in \u001b[0;36mload_model\u001b[0;34m(filepath, custom_objects, compile, options)\u001b[0m\n\u001b[1;32m 203\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m load_context\u001b[38;5;241m.\u001b[39mload_context(options):\n\u001b[1;32m 204\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m (h5py \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;129;01mand\u001b[39;00m\n\u001b[1;32m 205\u001b[0m (\u001b[38;5;28misinstance\u001b[39m(filepath, h5py\u001b[38;5;241m.\u001b[39mFile) \u001b[38;5;129;01mor\u001b[39;00m h5py\u001b[38;5;241m.\u001b[39mis_hdf5(filepath))):\n\u001b[0;32m--> 206\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mhdf5_format\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mload_model_from_hdf5\u001b[49m\u001b[43m(\u001b[49m\u001b[43mfilepath\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcustom_objects\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 207\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43mcompile\u001b[39;49m\u001b[43m)\u001b[49m\n\u001b[1;32m 209\u001b[0m filepath \u001b[38;5;241m=\u001b[39m path_to_string(filepath)\n\u001b[1;32m 210\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(filepath, six\u001b[38;5;241m.\u001b[39mstring_types):\n", + "File \u001b[0;32m~/miniconda3/envs/tensorflow-cuda/lib/python3.9/site-packages/tensorflow/python/keras/saving/hdf5_format.py:183\u001b[0m, in \u001b[0;36mload_model_from_hdf5\u001b[0;34m(filepath, custom_objects, compile)\u001b[0m\n\u001b[1;32m 181\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mNo model found in config file.\u001b[39m\u001b[38;5;124m'\u001b[39m)\n\u001b[1;32m 182\u001b[0m model_config \u001b[38;5;241m=\u001b[39m json_utils\u001b[38;5;241m.\u001b[39mdecode(model_config\u001b[38;5;241m.\u001b[39mdecode(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mutf-8\u001b[39m\u001b[38;5;124m'\u001b[39m))\n\u001b[0;32m--> 183\u001b[0m model \u001b[38;5;241m=\u001b[39m \u001b[43mmodel_config_lib\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mmodel_from_config\u001b[49m\u001b[43m(\u001b[49m\u001b[43mmodel_config\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 184\u001b[0m \u001b[43m \u001b[49m\u001b[43mcustom_objects\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcustom_objects\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 186\u001b[0m \u001b[38;5;66;03m# set weights\u001b[39;00m\n\u001b[1;32m 187\u001b[0m load_weights_from_hdf5_group(f[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mmodel_weights\u001b[39m\u001b[38;5;124m'\u001b[39m], model\u001b[38;5;241m.\u001b[39mlayers)\n", + "File \u001b[0;32m~/miniconda3/envs/tensorflow-cuda/lib/python3.9/site-packages/tensorflow/python/keras/saving/model_config.py:64\u001b[0m, in \u001b[0;36mmodel_from_config\u001b[0;34m(config, custom_objects)\u001b[0m\n\u001b[1;32m 60\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mTypeError\u001b[39;00m(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m`model_from_config` expects a dictionary, not a list. \u001b[39m\u001b[38;5;124m'\u001b[39m\n\u001b[1;32m 61\u001b[0m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mMaybe you meant to use \u001b[39m\u001b[38;5;124m'\u001b[39m\n\u001b[1;32m 62\u001b[0m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124m`Sequential.from_config(config)`?\u001b[39m\u001b[38;5;124m'\u001b[39m)\n\u001b[1;32m 63\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mtensorflow\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mpython\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mkeras\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mlayers\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m deserialize \u001b[38;5;66;03m# pylint: disable=g-import-not-at-top\u001b[39;00m\n\u001b[0;32m---> 64\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mdeserialize\u001b[49m\u001b[43m(\u001b[49m\u001b[43mconfig\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcustom_objects\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcustom_objects\u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[0;32m~/miniconda3/envs/tensorflow-cuda/lib/python3.9/site-packages/tensorflow/python/keras/layers/serialization.py:173\u001b[0m, in \u001b[0;36mdeserialize\u001b[0;34m(config, custom_objects)\u001b[0m\n\u001b[1;32m 162\u001b[0m \u001b[38;5;124;03m\"\"\"Instantiates a layer from a config dictionary.\u001b[39;00m\n\u001b[1;32m 163\u001b[0m \n\u001b[1;32m 164\u001b[0m \u001b[38;5;124;03mArguments:\u001b[39;00m\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 170\u001b[0m \u001b[38;5;124;03m Layer instance (may be Model, Sequential, Network, Layer...)\u001b[39;00m\n\u001b[1;32m 171\u001b[0m \u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m 172\u001b[0m populate_deserializable_objects()\n\u001b[0;32m--> 173\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mgeneric_utils\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdeserialize_keras_object\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 174\u001b[0m \u001b[43m \u001b[49m\u001b[43mconfig\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 175\u001b[0m \u001b[43m \u001b[49m\u001b[43mmodule_objects\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mLOCAL\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mALL_OBJECTS\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 176\u001b[0m \u001b[43m \u001b[49m\u001b[43mcustom_objects\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcustom_objects\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 177\u001b[0m \u001b[43m \u001b[49m\u001b[43mprintable_module_name\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mlayer\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m)\u001b[49m\n", + "File \u001b[0;32m~/miniconda3/envs/tensorflow-cuda/lib/python3.9/site-packages/tensorflow/python/keras/utils/generic_utils.py:354\u001b[0m, in \u001b[0;36mdeserialize_keras_object\u001b[0;34m(identifier, module_objects, custom_objects, printable_module_name)\u001b[0m\n\u001b[1;32m 351\u001b[0m custom_objects \u001b[38;5;241m=\u001b[39m custom_objects \u001b[38;5;129;01mor\u001b[39;00m {}\n\u001b[1;32m 353\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mcustom_objects\u001b[39m\u001b[38;5;124m'\u001b[39m \u001b[38;5;129;01min\u001b[39;00m arg_spec\u001b[38;5;241m.\u001b[39margs:\n\u001b[0;32m--> 354\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mcls\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mfrom_config\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 355\u001b[0m \u001b[43m \u001b[49m\u001b[43mcls_config\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 356\u001b[0m \u001b[43m \u001b[49m\u001b[43mcustom_objects\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mdict\u001b[39;49m\u001b[43m(\u001b[49m\n\u001b[1;32m 357\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43mlist\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43m_GLOBAL_CUSTOM_OBJECTS\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mitems\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m+\u001b[39;49m\n\u001b[1;32m 358\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43mlist\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43mcustom_objects\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mitems\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 359\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m CustomObjectScope(custom_objects):\n\u001b[1;32m 360\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mcls\u001b[39m\u001b[38;5;241m.\u001b[39mfrom_config(cls_config)\n", + "File \u001b[0;32m~/miniconda3/envs/tensorflow-cuda/lib/python3.9/site-packages/tensorflow/python/keras/engine/functional.py:668\u001b[0m, in \u001b[0;36mFunctional.from_config\u001b[0;34m(cls, config, custom_objects)\u001b[0m\n\u001b[1;32m 652\u001b[0m \u001b[38;5;129m@classmethod\u001b[39m\n\u001b[1;32m 653\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mfrom_config\u001b[39m(\u001b[38;5;28mcls\u001b[39m, config, custom_objects\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m):\n\u001b[1;32m 654\u001b[0m \u001b[38;5;124;03m\"\"\"Instantiates a Model from its config (output of `get_config()`).\u001b[39;00m\n\u001b[1;32m 655\u001b[0m \n\u001b[1;32m 656\u001b[0m \u001b[38;5;124;03m Arguments:\u001b[39;00m\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 666\u001b[0m \u001b[38;5;124;03m ValueError: In case of improperly formatted config dict.\u001b[39;00m\n\u001b[1;32m 667\u001b[0m \u001b[38;5;124;03m \"\"\"\u001b[39;00m\n\u001b[0;32m--> 668\u001b[0m input_tensors, output_tensors, created_layers \u001b[38;5;241m=\u001b[39m \u001b[43mreconstruct_from_config\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 669\u001b[0m \u001b[43m \u001b[49m\u001b[43mconfig\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcustom_objects\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 670\u001b[0m model \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mcls\u001b[39m(inputs\u001b[38;5;241m=\u001b[39minput_tensors, outputs\u001b[38;5;241m=\u001b[39moutput_tensors,\n\u001b[1;32m 671\u001b[0m name\u001b[38;5;241m=\u001b[39mconfig\u001b[38;5;241m.\u001b[39mget(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mname\u001b[39m\u001b[38;5;124m'\u001b[39m))\n\u001b[1;32m 672\u001b[0m connect_ancillary_layers(model, created_layers)\n", + "File \u001b[0;32m~/miniconda3/envs/tensorflow-cuda/lib/python3.9/site-packages/tensorflow/python/keras/engine/functional.py:1275\u001b[0m, in \u001b[0;36mreconstruct_from_config\u001b[0;34m(config, custom_objects, created_layers)\u001b[0m\n\u001b[1;32m 1273\u001b[0m \u001b[38;5;66;03m# First, we create all layers and enqueue nodes to be processed\u001b[39;00m\n\u001b[1;32m 1274\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m layer_data \u001b[38;5;129;01min\u001b[39;00m config[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mlayers\u001b[39m\u001b[38;5;124m'\u001b[39m]:\n\u001b[0;32m-> 1275\u001b[0m \u001b[43mprocess_layer\u001b[49m\u001b[43m(\u001b[49m\u001b[43mlayer_data\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 1276\u001b[0m \u001b[38;5;66;03m# Then we process nodes in order of layer depth.\u001b[39;00m\n\u001b[1;32m 1277\u001b[0m \u001b[38;5;66;03m# Nodes that cannot yet be processed (if the inbound node\u001b[39;00m\n\u001b[1;32m 1278\u001b[0m \u001b[38;5;66;03m# does not yet exist) are re-enqueued, and the process\u001b[39;00m\n\u001b[1;32m 1279\u001b[0m \u001b[38;5;66;03m# is repeated until all nodes are processed.\u001b[39;00m\n\u001b[1;32m 1280\u001b[0m \u001b[38;5;28;01mwhile\u001b[39;00m unprocessed_nodes:\n", + "File \u001b[0;32m~/miniconda3/envs/tensorflow-cuda/lib/python3.9/site-packages/tensorflow/python/keras/engine/functional.py:1257\u001b[0m, in \u001b[0;36mreconstruct_from_config..process_layer\u001b[0;34m(layer_data)\u001b[0m\n\u001b[1;32m 1253\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m 1254\u001b[0m \u001b[38;5;66;03m# Instantiate layer.\u001b[39;00m\n\u001b[1;32m 1255\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mtensorflow\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mpython\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mkeras\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mlayers\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m deserialize \u001b[38;5;28;01mas\u001b[39;00m deserialize_layer \u001b[38;5;66;03m# pylint: disable=g-import-not-at-top\u001b[39;00m\n\u001b[0;32m-> 1257\u001b[0m layer \u001b[38;5;241m=\u001b[39m \u001b[43mdeserialize_layer\u001b[49m\u001b[43m(\u001b[49m\u001b[43mlayer_data\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcustom_objects\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcustom_objects\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 1258\u001b[0m created_layers[layer_name] \u001b[38;5;241m=\u001b[39m layer\n\u001b[1;32m 1260\u001b[0m node_count_by_layer[layer] \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mint\u001b[39m(_should_skip_first_node(layer))\n", + "File \u001b[0;32m~/miniconda3/envs/tensorflow-cuda/lib/python3.9/site-packages/tensorflow/python/keras/layers/serialization.py:173\u001b[0m, in \u001b[0;36mdeserialize\u001b[0;34m(config, custom_objects)\u001b[0m\n\u001b[1;32m 162\u001b[0m \u001b[38;5;124;03m\"\"\"Instantiates a layer from a config dictionary.\u001b[39;00m\n\u001b[1;32m 163\u001b[0m \n\u001b[1;32m 164\u001b[0m \u001b[38;5;124;03mArguments:\u001b[39;00m\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 170\u001b[0m \u001b[38;5;124;03m Layer instance (may be Model, Sequential, Network, Layer...)\u001b[39;00m\n\u001b[1;32m 171\u001b[0m \u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m 172\u001b[0m populate_deserializable_objects()\n\u001b[0;32m--> 173\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mgeneric_utils\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdeserialize_keras_object\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 174\u001b[0m \u001b[43m \u001b[49m\u001b[43mconfig\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 175\u001b[0m \u001b[43m \u001b[49m\u001b[43mmodule_objects\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mLOCAL\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mALL_OBJECTS\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 176\u001b[0m \u001b[43m \u001b[49m\u001b[43mcustom_objects\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcustom_objects\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 177\u001b[0m \u001b[43m \u001b[49m\u001b[43mprintable_module_name\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mlayer\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m)\u001b[49m\n", + "File \u001b[0;32m~/miniconda3/envs/tensorflow-cuda/lib/python3.9/site-packages/tensorflow/python/keras/utils/generic_utils.py:360\u001b[0m, in \u001b[0;36mdeserialize_keras_object\u001b[0;34m(identifier, module_objects, custom_objects, printable_module_name)\u001b[0m\n\u001b[1;32m 354\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mcls\u001b[39m\u001b[38;5;241m.\u001b[39mfrom_config(\n\u001b[1;32m 355\u001b[0m cls_config,\n\u001b[1;32m 356\u001b[0m custom_objects\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mdict\u001b[39m(\n\u001b[1;32m 357\u001b[0m \u001b[38;5;28mlist\u001b[39m(_GLOBAL_CUSTOM_OBJECTS\u001b[38;5;241m.\u001b[39mitems()) \u001b[38;5;241m+\u001b[39m\n\u001b[1;32m 358\u001b[0m \u001b[38;5;28mlist\u001b[39m(custom_objects\u001b[38;5;241m.\u001b[39mitems())))\n\u001b[1;32m 359\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m CustomObjectScope(custom_objects):\n\u001b[0;32m--> 360\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mcls\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mfrom_config\u001b[49m\u001b[43m(\u001b[49m\u001b[43mcls_config\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 361\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m 362\u001b[0m \u001b[38;5;66;03m# Then `cls` may be a function returning a class.\u001b[39;00m\n\u001b[1;32m 363\u001b[0m \u001b[38;5;66;03m# in this case by convention `config` holds\u001b[39;00m\n\u001b[1;32m 364\u001b[0m \u001b[38;5;66;03m# the kwargs of the function.\u001b[39;00m\n\u001b[1;32m 365\u001b[0m custom_objects \u001b[38;5;241m=\u001b[39m custom_objects \u001b[38;5;129;01mor\u001b[39;00m {}\n", + "File \u001b[0;32m~/miniconda3/envs/tensorflow-cuda/lib/python3.9/site-packages/tensorflow/python/keras/engine/base_layer.py:720\u001b[0m, in \u001b[0;36mLayer.from_config\u001b[0;34m(cls, config)\u001b[0m\n\u001b[1;32m 704\u001b[0m \u001b[38;5;129m@classmethod\u001b[39m\n\u001b[1;32m 705\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mfrom_config\u001b[39m(\u001b[38;5;28mcls\u001b[39m, config):\n\u001b[1;32m 706\u001b[0m \u001b[38;5;124;03m\"\"\"Creates a layer from its config.\u001b[39;00m\n\u001b[1;32m 707\u001b[0m \n\u001b[1;32m 708\u001b[0m \u001b[38;5;124;03m This method is the reverse of `get_config`,\u001b[39;00m\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 718\u001b[0m \u001b[38;5;124;03m A layer instance.\u001b[39;00m\n\u001b[1;32m 719\u001b[0m \u001b[38;5;124;03m \"\"\"\u001b[39;00m\n\u001b[0;32m--> 720\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mcls\u001b[39;49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mconfig\u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[0;32m~/miniconda3/envs/tensorflow-cuda/lib/python3.9/site-packages/tensorflow/python/keras/layers/pooling.py:862\u001b[0m, in \u001b[0;36mGlobalPooling2D.__init__\u001b[0;34m(self, data_format, **kwargs)\u001b[0m\n\u001b[1;32m 861\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m__init__\u001b[39m(\u001b[38;5;28mself\u001b[39m, data_format\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs):\n\u001b[0;32m--> 862\u001b[0m \u001b[38;5;28;43msuper\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43mGlobalPooling2D\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m)\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[38;5;21;43m__init__\u001b[39;49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 863\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mdata_format \u001b[38;5;241m=\u001b[39m conv_utils\u001b[38;5;241m.\u001b[39mnormalize_data_format(data_format)\n\u001b[1;32m 864\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39minput_spec \u001b[38;5;241m=\u001b[39m InputSpec(ndim\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m4\u001b[39m)\n", + "File \u001b[0;32m~/miniconda3/envs/tensorflow-cuda/lib/python3.9/site-packages/tensorflow/python/training/tracking/base.py:517\u001b[0m, in \u001b[0;36mno_automatic_dependency_tracking.._method_wrapper\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m 515\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_self_setattr_tracking \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mFalse\u001b[39;00m \u001b[38;5;66;03m# pylint: disable=protected-access\u001b[39;00m\n\u001b[1;32m 516\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m--> 517\u001b[0m result \u001b[38;5;241m=\u001b[39m \u001b[43mmethod\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 518\u001b[0m \u001b[38;5;28;01mfinally\u001b[39;00m:\n\u001b[1;32m 519\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_self_setattr_tracking \u001b[38;5;241m=\u001b[39m previous_value \u001b[38;5;66;03m# pylint: disable=protected-access\u001b[39;00m\n", + "File \u001b[0;32m~/miniconda3/envs/tensorflow-cuda/lib/python3.9/site-packages/tensorflow/python/keras/engine/base_layer.py:340\u001b[0m, in \u001b[0;36mLayer.__init__\u001b[0;34m(self, trainable, name, dtype, dynamic, **kwargs)\u001b[0m\n\u001b[1;32m 329\u001b[0m allowed_kwargs \u001b[38;5;241m=\u001b[39m {\n\u001b[1;32m 330\u001b[0m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124minput_dim\u001b[39m\u001b[38;5;124m'\u001b[39m,\n\u001b[1;32m 331\u001b[0m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124minput_shape\u001b[39m\u001b[38;5;124m'\u001b[39m,\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 337\u001b[0m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mimplementation\u001b[39m\u001b[38;5;124m'\u001b[39m,\n\u001b[1;32m 338\u001b[0m }\n\u001b[1;32m 339\u001b[0m \u001b[38;5;66;03m# Validate optional keyword arguments.\u001b[39;00m\n\u001b[0;32m--> 340\u001b[0m \u001b[43mgeneric_utils\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mvalidate_kwargs\u001b[49m\u001b[43m(\u001b[49m\u001b[43mkwargs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mallowed_kwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 342\u001b[0m \u001b[38;5;66;03m# Mutable properties\u001b[39;00m\n\u001b[1;32m 343\u001b[0m \u001b[38;5;66;03m# Indicates whether the layer's weights are updated during training\u001b[39;00m\n\u001b[1;32m 344\u001b[0m \u001b[38;5;66;03m# and whether the layer's updates are run during training.\u001b[39;00m\n\u001b[1;32m 345\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_trainable \u001b[38;5;241m=\u001b[39m trainable\n", + "File \u001b[0;32m~/miniconda3/envs/tensorflow-cuda/lib/python3.9/site-packages/tensorflow/python/keras/utils/generic_utils.py:808\u001b[0m, in \u001b[0;36mvalidate_kwargs\u001b[0;34m(kwargs, allowed_kwargs, error_message)\u001b[0m\n\u001b[1;32m 806\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m kwarg \u001b[38;5;129;01min\u001b[39;00m kwargs:\n\u001b[1;32m 807\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m kwarg \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;129;01min\u001b[39;00m allowed_kwargs:\n\u001b[0;32m--> 808\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mTypeError\u001b[39;00m(error_message, kwarg)\n", + "\u001b[0;31mTypeError\u001b[0m: ('Keyword argument not understood:', 'keepdims')" + ] + } + ], + "source": [ + "new_model = tf.keras.models.load_model('Model_1.h5')\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "664cf629", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.12" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/default_15765609467096853040_0.profraw b/default_15765609467096853040_0.profraw new file mode 100644 index 0000000..d3c02ee Binary files /dev/null and b/default_15765609467096853040_0.profraw differ diff --git a/default_259270917325333120_0.profraw b/default_259270917325333120_0.profraw new file mode 100644 index 0000000..45c6376 Binary files /dev/null and b/default_259270917325333120_0.profraw differ diff --git a/default_4489034439710890542_0.profraw b/default_4489034439710890542_0.profraw new file mode 100644 index 0000000..940f4e8 Binary files /dev/null and b/default_4489034439710890542_0.profraw differ diff --git a/default_5732779131552943720_0.profraw b/default_5732779131552943720_0.profraw new file mode 100644 index 0000000..f19ca15 Binary files /dev/null and b/default_5732779131552943720_0.profraw differ diff --git a/default_7427944849449234093_0.profraw 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Successfully opened dynamic library libcudart.so.10.1\n" - ] - }, { "name": "stdout", "output_type": "stream", "text": [ - "Num GPUs Available: 1\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "2021-12-24 22:16:11.102972: I tensorflow/compiler/jit/xla_cpu_device.cc:41] Not creating XLA devices, tf_xla_enable_xla_devices not set\n", - "2021-12-24 22:16:11.103554: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcuda.so.1\n", - "2021-12-24 22:16:11.157717: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:941] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", - "2021-12-24 22:16:11.157972: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: \n", - "pciBusID: 0000:01:00.0 name: NVIDIA GeForce RTX 2060 computeCapability: 7.5\n", - "coreClock: 1.2GHz coreCount: 30 deviceMemorySize: 5.79GiB deviceMemoryBandwidth: 312.97GiB/s\n", - "2021-12-24 22:16:11.157995: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.10.1\n", - "2021-12-24 22:16:11.191221: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.10\n", - "2021-12-24 22:16:11.191428: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.10\n", - "2021-12-24 22:16:11.222375: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10\n", - "2021-12-24 22:16:11.226481: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10\n", - "2021-12-24 22:16:11.258066: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10\n", - "2021-12-24 22:16:11.264224: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.10\n", - "2021-12-24 22:16:11.324727: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.7\n", - "2021-12-24 22:16:11.325101: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:941] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", - "2021-12-24 22:16:11.325903: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:941] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", - "2021-12-24 22:16:11.326485: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0\n" + "Num GPUs Available: 2\n" ] } ], @@ -51,48 +21,44 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 6, "id": "33d18ebd", "metadata": {}, "outputs": [ { - "name": "stderr", + "name": "stdout", "output_type": "stream", "text": [ - "2021-12-24 22:16:11.339696: 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: SSE4.1 SSE4.2 AVX AVX2 FMA\n", - "To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.\n", - "2021-12-24 22:16:11.340741: I tensorflow/compiler/jit/xla_gpu_device.cc:99] Not creating XLA devices, tf_xla_enable_xla_devices not set\n", - "2021-12-24 22:16:11.340920: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:941] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", - "2021-12-24 22:16:11.341179: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: \n", - "pciBusID: 0000:01:00.0 name: NVIDIA GeForce RTX 2060 computeCapability: 7.5\n", - "coreClock: 1.2GHz coreCount: 30 deviceMemorySize: 5.79GiB deviceMemoryBandwidth: 312.97GiB/s\n", - "2021-12-24 22:16:11.341221: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.10.1\n", - "2021-12-24 22:16:11.341261: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.10\n", - "2021-12-24 22:16:11.341281: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.10\n", - "2021-12-24 22:16:11.341293: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10\n", - "2021-12-24 22:16:11.341304: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10\n", - "2021-12-24 22:16:11.341315: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10\n", - "2021-12-24 22:16:11.341326: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.10\n", - "2021-12-24 22:16:11.341336: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.7\n", - "2021-12-24 22:16:11.341433: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:941] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", - "2021-12-24 22:16:11.341629: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:941] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", - "2021-12-24 22:16:11.341750: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0\n", - "2021-12-24 22:16:11.342051: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.10.1\n", - "2021-12-24 22:16:12.482371: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1261] Device interconnect StreamExecutor with strength 1 edge matrix:\n", - "2021-12-24 22:16:12.482394: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1267] 0 \n", - "2021-12-24 22:16:12.482399: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1280] 0: N \n", - "2021-12-24 22:16:12.482832: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:941] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", - "2021-12-24 22:16:12.483044: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:941] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", - "2021-12-24 22:16:12.483236: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:941] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", - "2021-12-24 22:16:12.483356: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1406] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 5358 MB memory) -> physical GPU (device: 0, name: NVIDIA GeForce RTX 2060, pci bus id: 0000:01:00.0, compute capability: 7.5)\n", - "2021-12-24 22:16:12.487174: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.10\n" + "2 Physical GPU, 3 Logical GPUs\n" ] - }, + } + ], + "source": [ + "gpus = tf.config.list_physical_devices('GPU')\n", + "if gpus:\n", + " # Create 2 virtual GPUs with 1GB memory each\n", + " try:\n", + " tf.config.set_logical_device_configuration(\n", + " gpus[0],\n", + " [tf.config.LogicalDeviceConfiguration(memory_limit=1024),\n", + " tf.config.LogicalDeviceConfiguration(memory_limit=1024)])\n", + " logical_gpus = tf.config.list_logical_devices('GPU')\n", + " print(len(gpus), \"Physical GPU,\", len(logical_gpus), \"Logical GPUs\")\n", + " except RuntimeError as e:\n", + " # Virtual devices must be set before GPUs have been initialized\n", + " print(e)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "2b9ca96e", + "metadata": {}, + "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Executing op MatMul in device /job:localhost/replica:0/task:0/device:GPU:0\n", "tf.Tensor(\n", "[[22. 28.]\n", " [49. 64.]], shape=(2, 2), dtype=float32)\n" @@ -113,16 +79,30 @@ }, { "cell_type": "code", - "execution_count": null, - "id": "2b9ca96e", + "execution_count": 8, "metadata": {}, "outputs": [], - "source": [] + "source": [ + "from keras.models import load_model\n", + "\n", + "# returns a compiled model\n", + "# identical to the previous one\n", + "model = load_model('Model_1.h5')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "model.predict_generator()" + ] } ], "metadata": { "kernelspec": { - "display_name": "Python 3 (ipykernel)", + "display_name": "Python 3", "language": "python", "name": "python3" }, @@ -136,7 +116,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.7" + "version": "3.8.10" } }, "nbformat": 4, diff --git a/torch_training_version.ipynb b/torch_training_version.ipynb new file mode 100644 index 0000000..0700e3d --- /dev/null +++ b/torch_training_version.ipynb @@ -0,0 +1,209 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 9, + "id": "a43c3ccb", + "metadata": {}, + "outputs": [], + "source": [ + "import torch\n", + "import torchvision.models as models\n", + "import pandas as pd\n", + "from torch.utils.data import Dataset, DataLoader\n", + "from torchvision import transforms, utils\n", + "from matplotlib import pyplot as plt\n", + "from matplotlib.image import imread\n", + "import pandas as pd\n", + "from collections import Counter\n", + "import json\n", + "import os\n", + "import re\n", + "import tempfile\n", + "from os.path import exists\n", + "from PIL import ImageFile\n", + "import sklearn as sk\n", + "from sklearn.model_selection import train_test_split, StratifiedShuffleSplit\n", + "import image_faults" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "6c7577a6", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "2" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "torch.cuda.device_count()" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "c7e9b947", + "metadata": {}, + "outputs": [], + "source": [ + "resnet18 = models.resnet18(pretrained=True)\n", + "vgg16 = models.vgg16(pretrained=True)\n", + "inception = models.inception_v3(pretrained=True)\n", + "resnext50_32x4d = models.resnext50_32x4d(pretrained=True)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "eabc61b2", + "metadata": {}, + "outputs": [], + "source": [ + "class Shoes(Dataset):\n", + " def __init__(self, csvfile, root_dir, transform=None):\n", + " self.shoes_df = pd.read_csv(csvfile)\n", + " self.root_dir = root_dir\n", + " self.transform = transform\n", + " \n", + " def __getitem__(self, index):\n", + " self.shoes_df.iloc[index]\n", + " \n", + " \n", + " def __getitem__(self, idx):\n", + " if torch.is_tensor(idx):\n", + " idx = idx.tolist()\n", + "\n", + " img_name = os.path.join(self.root_dir,\n", + " self.data.iloc[idx, 0])\n", + " image = io.imread(img_name)\n", + " data = self.data.iloc[idx, 1:]\n", + " data = np.array([data])\n", + " data = data.astype('float').reshape(-1, 2)\n", + " sample = {'image': image, 'landmarks': data}\n", + "\n", + " if self.transform:\n", + " sample = self.transform(sample)\n", + "\n", + " return sample\n", + " \n", + " def __len__(self):\n", + " return len(self.data)\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "a0fc66b0", + "metadata": {}, + "outputs": [], + "source": [ + "something = pd.read_csv('expanded_class.csv')" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "ed2aceeb", + "metadata": {}, + "outputs": [], + "source": [ + "def dict_pics_jup():\n", + " '''\n", + " {source:target} dict used to replace source urls with image location as input\n", + " '''\n", + " target_dir = os.getcwd() + os.sep + \"training_images\"\n", + " with open('temp_pics_source_list.txt') as f:\n", + " temp_pics_source_list = json.load(f)\n", + " \n", + " dict_pics = {}\n", + " for k in temp_pics_source_list:\n", + " try: \n", + " patt_1 = re.search(r'[^/]+(?=/\\$_|.(\\.jpg|\\.jpeg|\\.png))', k, re.IGNORECASE)\n", + " patt_2 = re.search(r'(\\.jpg|\\.jpeg|\\.png)', k, re.IGNORECASE)\n", + " if patt_1 and patt_2 is not None:\n", + " tag = patt_1.group() + patt_2.group().lower()\n", + " file_name = target_dir + os.sep + tag\n", + " dict_pics.update({k:file_name})\n", + " except TypeError:\n", + " print(k)\n", + " print(\"{source:target} dictionary created @ \" + target_dir)\n", + " return dict_pics" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "0095fa33", + "metadata": {}, + "outputs": [], + "source": [ + "def cleanup():\n", + " with open('women_cat_list.txt') as f:\n", + " women_cats = json.load(f)\n", + " with open('men_cat_list.txt') as f:\n", + " men_cats = json.load(f)\n", + "\n", + " with open('temp_pics_source_list.txt') as f:\n", + " tempics = json.load(f)\n", + " # list of image urls that did not get named properly which will be removed from the dataframe\n", + " drop_row_vals = []\n", + " for pic in tempics:\n", + " try:\n", + " dict_pics[pic]\n", + " except KeyError:\n", + " drop_row_vals.append(pic)\n", + "\n", + " df['PrimaryCategoryID'] = df['PrimaryCategoryID'].astype(str) # pandas thinks ids are ints\n", + " df = df[df.PictureURL.isin(drop_row_vals)==False] # remove improperly named image files\n", + " df = df[df.PrimaryCategoryID.isin(men_cats)==False] # removes rows of womens categories\n", + "\n", + " blah = pd.Series(df.PictureURL)\n", + " df = df.drop(labels=['PictureURL'], axis=1)\n", + "\n", + " blah = blah.apply(lambda x: dict_pics[x])\n", + " df = pd.concat([blah, df],axis=1)\n", + " df = df.groupby('PrimaryCategoryID').filter(lambda x: len(x)>25) # removes cat outliers\n", + " return df" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "edd196dc", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.5" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}