DeepCell_tn_cyto.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "330e05e3",
   "metadata": {},
   "source": [
    "**Train DeepCell Model with Cyto Images and Make Predictions**<br>\n",
    "It trains a model with three heads: inner distance, outer distance, and fgbg. It works on tensorflow 2.7.1.<br>\n",
    "Tissuenet V1.0 dataset is used, which has images of size 512x512 in the \"Intro to DeepCell\" are 256x256. In contrast, the pretrained model in NuclearApplication was trained on images of 512x512. There are 811165 training instances and 200770 validation instances.<br>\n",
    "Training can also be done via deepcell.training.train_model_sample, which allows arbitrary size images and uses window_size to control patch size."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "05468ce3",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2.7.1\n"
     ]
    }
   ],
   "source": [
    "import syotil\n",
    "\n",
    "import numpy as np\n",
    "from skimage import io\n",
    "from matplotlib import pyplot as plt\n",
    "%matplotlib inline \n",
    "from timeit import default_timer\n",
    "\n",
    "import tensorflow as tf\n",
    "from tensorflow.keras.optimizers import SGD, Adam\n",
    "from tensorflow.keras.losses import MSE\n",
    "\n",
    "import deepcell\n",
    "from deepcell.utils.train_utils import rate_scheduler, get_callbacks, count_gpus\n",
    "from deepcell.losses import weighted_categorical_crossentropy\n",
    "from deepcell.model_zoo.panopticnet import PanopticNet\n",
    "from deepcell_toolbox.deep_watershed import deep_watershed\n",
    "from deepcell import image_generators\n",
    "\n",
    "print(tf.__version__)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "94583b51",
   "metadata": {},
   "outputs": [],
   "source": [
    "label=\"cyto\"\n",
    "model_name = 'tn1.0_'+label; idx_X=1; idx_y=0\n",
    "model_path = '{}.h5'.format(model_name)\n",
    "epochs=60 # about 6 epochs/hr"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "262be798",
   "metadata": {},
   "outputs": [],
   "source": [
    "train_dict = np.load('/fh/fast/fong_y/tissuenet_v1.0/tissuenet_v1.0_train.npz')\n",
    "train_X, train_y = train_dict['X'], train_dict['y']\n",
    "\n",
    "# # val is 256x256, thus not used\n",
    "# val_dict = np.load('/fh/fast/fong_y/tissuenet_v1.0/tissuenet_v1.0_val.npz')\n",
    "# X_val, y_val = val_dict['X'], val_dict['y']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "73d0c5d8",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "X_train.shape: (2081, 512, 512, 1)\n",
      "X_val.shape: (520, 512, 512, 1)\n"
     ]
    }
   ],
   "source": [
    "seed = 0 \n",
    "n=train_X.shape[0]\n",
    "\n",
    "min_objects = 2\n",
    "\n",
    "val_size = 0.2 # fraction of data saved as validation\n",
    "\n",
    "import random\n",
    "tmp = random.sample(range(n), int(val_size*n))\n",
    "\n",
    "X_val = np.expand_dims(train_X[tmp,:,:,idx_X], axis=-1)\n",
    "y_val = np.expand_dims(train_y[tmp,:,:,idx_y], axis=-1)\n",
    "\n",
    "tmp1 = list(set(range(n)).difference (set(tmp)))\n",
    "X_train = np.expand_dims(train_X[tmp1,:,:,idx_X], axis=-1)\n",
    "y_train = np.expand_dims(train_y[tmp1,:,:,idx_y], axis=-1)\n",
    "\n",
    "print('X_train.shape: {}\\nX_val.shape: {}'.format(\n",
    "    X_train.shape, X_val.shape))\n",
    "transforms = ['inner-distance', 'outer-distance', 'fgbg']\n",
    "transforms_kwargs = {'outer-distance': {'erosion_width': 0}}\n",
    "\n",
    "# use augmentation for training but not validation\n",
    "datagen = image_generators.SemanticDataGenerator(\n",
    "    rotation_range=180,\n",
    "    fill_mode='reflect',\n",
    "    zoom_range=(0.75, 1.25),\n",
    "    horizontal_flip=True,\n",
    "    vertical_flip=True)\n",
    "\n",
    "datagen_val = image_generators.SemanticDataGenerator()\n",
    "\n",
    "batch_size = 4 # 8 causes memory outage\n",
    "\n",
    "train_data = datagen.flow(\n",
    "    {'X': X_train, 'y': y_train},\n",
    "    seed=seed,\n",
    "    transforms=transforms,\n",
    "    transforms_kwargs=transforms_kwargs,\n",
    "    min_objects=min_objects,\n",
    "    batch_size=batch_size)\n",
    "\n",
    "val_data = datagen_val.flow(\n",
    "    {'X': X_val, 'y': y_val},\n",
    "    seed=seed,\n",
    "    transforms=transforms,\n",
    "    transforms_kwargs=transforms_kwargs,\n",
    "    min_objects=min_objects,\n",
    "    batch_size=batch_size)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "0b79383a",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/app/software/scikit-image/0.19.1-foss-2021b/lib/python3.9/site-packages/skimage/io/_plugins/matplotlib_plugin.py:150: UserWarning: Low image data range; displaying image with stretched contrast.\n",
      "  lo, hi, cmap = _get_display_range(image)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "i=5\n",
    "plt.subplot(1, 2, 1) # row 1, col 2 index 1\n",
    "io.imshow(X_train[i,:,:,0])\n",
    "plt.subplot(1, 2, 2) # row 1, col 2 index 1\n",
    "# tmp = syotil.masks_to_outlines(y_train[i,:,:,0]); io.imshow(tmp)\n",
    "io.imshow(y_train[i,:,:,0])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2075297b",
   "metadata": {},
   "source": [
    "**Get Statistics on Training Data**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "786aa5bc",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "807330\n",
      "204605\n"
     ]
    }
   ],
   "source": [
    "cnts_train = [np.max(y_train[i,...]) for i in range(y_train.shape[0])]\n",
    "print(np.sum(cnts_train)) # total number of training instances\n",
    "\n",
    "cnts_val = [np.max(y_val[i,...]) for i in range(y_val.shape[0])]\n",
    "print(np.sum(cnts_val)) # total number of validation instance"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9591736f",
   "metadata": {},
   "source": [
    "**The two cells below train the model and can be skipped if trained model will be loaded.**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "7ebc07f0",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2022-11-01 12:20:15.108591: W tensorflow/python/util/util.cc:368] Sets are not currently considered sequences, but this may change in the future, so consider avoiding using them.\n",
      "2022-11-01 12:20:18.589419: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1525] Created device /job:localhost/replica:0/task:0/device:GPU:0 with 14657 MB memory:  -> device: 0, name: Tesla V100-PCIE-16GB, pci bus id: 0000:04:00.0, compute capability: 7.0\n",
      "2022-11-01 12:20:18.590737: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1525] Created device /job:localhost/replica:0/task:0/device:GPU:1 with 14657 MB memory:  -> device: 1, name: Tesla V100-PCIE-16GB, pci bus id: 0000:06:00.0, compute capability: 7.0\n",
      "2022-11-01 12:20:18.591896: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1525] Created device /job:localhost/replica:0/task:0/device:GPU:2 with 14657 MB memory:  -> device: 2, name: Tesla V100-PCIE-16GB, pci bus id: 0000:08:00.0, compute capability: 7.0\n",
      "/app/software/TensorFlow/2.7.1-foss-2021b-CUDA-11.4.1/lib/python3.9/site-packages/keras/optimizer_v2/adam.py:105: UserWarning: The `lr` argument is deprecated, use `learning_rate` instead.\n",
      "  super(Adam, self).__init__(name, **kwargs)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "[('semantic_0', (None, 512, 512, 1)),\n",
       " ('semantic_1', (None, 512, 512, 1)),\n",
       " ('semantic_2', (None, 512, 512, 2))]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "semantic_classes = [1, 1, 2] # inner distance, outer distance, fgbg\n",
    "\n",
    "model = PanopticNet(\n",
    "    backbone='resnet50',\n",
    "    input_shape=X_train.shape[1:],\n",
    "    norm_method='whole_image',\n",
    "    num_semantic_classes=semantic_classes)\n",
    "\n",
    "lr = 1e-4\n",
    "optimizer = Adam(lr=lr, clipnorm=0.001)\n",
    "lr_sched = rate_scheduler(lr=lr, decay=0.99)\n",
    "\n",
    "# Create a dictionary of losses for each semantic head\n",
    "\n",
    "def semantic_loss(n_classes):\n",
    "    def _semantic_loss(y_pred, y_true):\n",
    "        if n_classes > 1:\n",
    "            return 0.01 * weighted_categorical_crossentropy(\n",
    "                y_pred, y_true, n_classes=n_classes)\n",
    "        return MSE(y_pred, y_true)\n",
    "    return _semantic_loss\n",
    "\n",
    "loss = {}\n",
    "\n",
    "# Give losses for all of the semantic heads\n",
    "for layer in model.layers:\n",
    "    if layer.name.startswith('semantic_'):\n",
    "        n_classes = layer.output_shape[-1]\n",
    "        loss[layer.name] = semantic_loss(n_classes)\n",
    "        \n",
    "model.compile(loss=loss, optimizer=optimizer)\n",
    "\n",
    "[(layer.name, layer.output_shape) for layer in filter(lambda x: x.name.startswith('semantic_'), model.layers)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "b1fab4f5",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2022-11-01 12:20:24.854852: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1525] Created device /device:GPU:0 with 14657 MB memory:  -> device: 0, name: Tesla V100-PCIE-16GB, pci bus id: 0000:04:00.0, compute capability: 7.0\n",
      "2022-11-01 12:20:24.855763: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1525] Created device /device:GPU:1 with 14657 MB memory:  -> device: 1, name: Tesla V100-PCIE-16GB, pci bus id: 0000:06:00.0, compute capability: 7.0\n",
      "2022-11-01 12:20:24.856666: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1525] Created device /device:GPU:2 with 14657 MB memory:  -> device: 2, name: Tesla V100-PCIE-16GB, pci bus id: 0000:08:00.0, compute capability: 7.0\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Training on 3 GPUs.\n",
      "Epoch 1/2\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2022-11-01 12:20:41.194298: I tensorflow/stream_executor/cuda/cuda_dnn.cc:366] Loaded cuDNN version 8202\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "520/520 [==============================] - ETA: 0s - loss: 0.1196 - semantic_0_loss: 0.0339 - semantic_1_loss: 0.0807 - semantic_2_loss: 0.0049\n",
      "Epoch 00001: val_loss improved from inf to 0.14319, saving model to tn1.0_cyto.h5\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/app/software/TensorFlow/2.7.1-foss-2021b-CUDA-11.4.1/lib/python3.9/site-packages/keras/engine/functional.py:1410: CustomMaskWarning: Custom mask layers require a config and must override get_config. When loading, the custom mask layer must be passed to the custom_objects argument.\n",
      "  layer_config = serialize_layer_fn(layer)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "520/520 [==============================] - 681s 1s/step - loss: 0.1196 - semantic_0_loss: 0.0339 - semantic_1_loss: 0.0807 - semantic_2_loss: 0.0049 - val_loss: 0.1432 - val_semantic_0_loss: 0.0267 - val_semantic_1_loss: 0.1055 - val_semantic_2_loss: 0.0109 - lr: 1.0000e-04\n",
      "Epoch 2/2\n",
      "520/520 [==============================] - ETA: 0s - loss: 0.0889 - semantic_0_loss: 0.0218 - semantic_1_loss: 0.0626 - semantic_2_loss: 0.0045\n",
      "Epoch 00002: val_loss improved from 0.14319 to 0.08987, saving model to tn1.0_cyto.h5\n",
      "520/520 [==============================] - 654s 1s/step - loss: 0.0889 - semantic_0_loss: 0.0218 - semantic_1_loss: 0.0626 - semantic_2_loss: 0.0045 - val_loss: 0.0899 - val_semantic_0_loss: 0.0224 - val_semantic_1_loss: 0.0625 - val_semantic_2_loss: 0.0049 - lr: 9.9000e-05\n"
     ]
    }
   ],
   "source": [
    "# fit the model\n",
    "print('Training on', count_gpus(), 'GPUs.')\n",
    "\n",
    "train_callbacks = get_callbacks(\n",
    "    model_path,\n",
    "    lr_sched=lr_sched,\n",
    "    monitor='val_loss',\n",
    "    verbose=1)\n",
    "\n",
    "loss_history = model.fit(\n",
    "    train_data,\n",
    "    steps_per_epoch=train_data.y.shape[0] // batch_size,\n",
    "    epochs=epochs, \n",
    "    validation_data=val_data,\n",
    "    validation_steps=val_data.y.shape[0] // batch_size,\n",
    "    callbacks=train_callbacks)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "71f3f44b",
   "metadata": {},
   "source": [
    "<B>Make Predictions on Validation Dataset</B> "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "dbf36df1",
   "metadata": {},
   "outputs": [],
   "source": [
    "prediction_model = PanopticNet(\n",
    "    backbone='resnet50',\n",
    "    norm_method='whole_image',\n",
    "    num_semantic_classes=[1, 1], # inner distance, outer distance\n",
    "    input_shape= X_val.shape[1:]\n",
    ")\n",
    "\n",
    "prediction_model.load_weights(model_path, by_name=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "41bdf527",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2022-11-01 12:42:49.753514: W tensorflow/core/common_runtime/bfc_allocator.cc:275] Allocator (GPU_0_bfc) ran out of memory trying to allocate 4.02GiB with freed_by_count=0. The caller indicates that this is not a failure, but may mean that there could be performance gains if more memory were available.\n",
      "2022-11-01 12:42:49.753562: W tensorflow/core/kernels/gpu_utils.cc:49] Failed to allocate memory for convolution redzone checking; skipping this check. This is benign and only means that we won't check cudnn for out-of-bounds reads and writes. This message will only be printed once.\n",
      "2022-11-01 12:42:59.935485: W tensorflow/core/common_runtime/bfc_allocator.cc:462] Allocator (GPU_0_bfc) ran out of memory trying to allocate 4.00GiB (rounded to 4294967296)requested by op panopticnet/batch_normalization_0_semantic_1/FusedBatchNormV3\n",
      "If the cause is memory fragmentation maybe the environment variable 'TF_GPU_ALLOCATOR=cuda_malloc_async' will improve the situation. \n",
      "Current allocation summary follows.\n",
      "Current allocation summary follows.\n",
      "2022-11-01 12:42:59.935670: I tensorflow/core/common_runtime/bfc_allocator.cc:1010] BFCAllocator dump for GPU_0_bfc\n",
      "2022-11-01 12:42:59.935720: I tensorflow/core/common_runtime/bfc_allocator.cc:1017] Bin (256): \tTotal Chunks: 283, Chunks in use: 283. 70.8KiB allocated for chunks. 70.8KiB in use in bin. 45.6KiB client-requested in use in bin.\n",
      "2022-11-01 12:42:59.935749: I tensorflow/core/common_runtime/bfc_allocator.cc:1017] Bin (512): \tTotal Chunks: 220, Chunks in use: 219. 110.5KiB allocated for chunks. 110.0KiB in use in bin. 109.5KiB client-requested in use in bin.\n",
      "2022-11-01 12:42:59.935774: I tensorflow/core/common_runtime/bfc_allocator.cc:1017] Bin (1024): \tTotal Chunks: 364, Chunks in use: 364. 368.8KiB allocated for chunks. 368.8KiB in use in bin. 364.0KiB client-requested in use in bin.\n",
      "2022-11-01 12:42:59.935799: I tensorflow/core/common_runtime/bfc_allocator.cc:1017] Bin (2048): \tTotal Chunks: 231, Chunks in use: 231. 478.5KiB allocated for chunks. 478.5KiB in use in bin. 462.0KiB client-requested in use in bin.\n",
      "2022-11-01 12:42:59.935823: I tensorflow/core/common_runtime/bfc_allocator.cc:1017] Bin (4096): \tTotal Chunks: 147, Chunks in use: 147. 616.0KiB allocated for chunks. 616.0KiB in use in bin. 588.0KiB client-requested in use in bin.\n",
      "2022-11-01 12:42:59.935848: I tensorflow/core/common_runtime/bfc_allocator.cc:1017] Bin (8192): \tTotal Chunks: 85, Chunks in use: 85. 722.2KiB allocated for chunks. 722.2KiB in use in bin. 686.5KiB client-requested in use in bin.\n",
      "2022-11-01 12:42:59.935874: I tensorflow/core/common_runtime/bfc_allocator.cc:1017] Bin (16384): \tTotal Chunks: 7, Chunks in use: 6. 122.8KiB allocated for chunks. 103.8KiB in use in bin. 94.5KiB client-requested in use in bin.\n",
      "2022-11-01 12:42:59.935899: I tensorflow/core/common_runtime/bfc_allocator.cc:1017] Bin (32768): \tTotal Chunks: 16, Chunks in use: 16. 587.2KiB allocated for chunks. 587.2KiB in use in bin. 535.8KiB client-requested in use in bin.\n",
      "2022-11-01 12:42:59.935922: I tensorflow/core/common_runtime/bfc_allocator.cc:1017] Bin (65536): \tTotal Chunks: 32, Chunks in use: 30. 2.10MiB allocated for chunks. 1.95MiB in use in bin. 1.88MiB client-requested in use in bin.\n",
      "2022-11-01 12:42:59.935945: I tensorflow/core/common_runtime/bfc_allocator.cc:1017] Bin (131072): \tTotal Chunks: 39, Chunks in use: 39. 5.64MiB allocated for chunks. 5.64MiB in use in bin. 5.41MiB client-requested in use in bin.\n",
      "2022-11-01 12:42:59.935969: I tensorflow/core/common_runtime/bfc_allocator.cc:1017] Bin (262144): \tTotal Chunks: 39, Chunks in use: 38. 10.63MiB allocated for chunks. 10.37MiB in use in bin. 9.17MiB client-requested in use in bin.\n",
      "2022-11-01 12:42:59.935994: I tensorflow/core/common_runtime/bfc_allocator.cc:1017] Bin (524288): \tTotal Chunks: 41, Chunks in use: 40. 23.77MiB allocated for chunks. 23.27MiB in use in bin. 21.62MiB client-requested in use in bin.\n",
      "2022-11-01 12:42:59.936019: I tensorflow/core/common_runtime/bfc_allocator.cc:1017] Bin (1048576): \tTotal Chunks: 65, Chunks in use: 64. 67.62MiB allocated for chunks. 66.19MiB in use in bin. 61.81MiB client-requested in use in bin.\n",
      "2022-11-01 12:42:59.936044: I tensorflow/core/common_runtime/bfc_allocator.cc:1017] Bin (2097152): \tTotal Chunks: 51, Chunks in use: 50. 124.69MiB allocated for chunks. 122.44MiB in use in bin. 109.00MiB client-requested in use in bin.\n",
      "2022-11-01 12:42:59.936069: I tensorflow/core/common_runtime/bfc_allocator.cc:1017] Bin (4194304): \tTotal Chunks: 30, Chunks in use: 29. 139.29MiB allocated for chunks. 131.79MiB in use in bin. 109.00MiB client-requested in use in bin.\n",
      "2022-11-01 12:42:59.936095: I tensorflow/core/common_runtime/bfc_allocator.cc:1017] Bin (8388608): \tTotal Chunks: 22, Chunks in use: 20. 217.88MiB allocated for chunks. 192.00MiB in use in bin. 175.00MiB client-requested in use in bin.\n",
      "2022-11-01 12:42:59.936119: I tensorflow/core/common_runtime/bfc_allocator.cc:1017] Bin (16777216): \tTotal Chunks: 2, Chunks in use: 2. 36.00MiB allocated for chunks. 36.00MiB in use in bin. 36.00MiB client-requested in use in bin.\n",
      "2022-11-01 12:42:59.936143: I tensorflow/core/common_runtime/bfc_allocator.cc:1017] 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",
      "2022-11-01 12:42:59.936167: I tensorflow/core/common_runtime/bfc_allocator.cc:1017] 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",
      "2022-11-01 12:42:59.936188: I tensorflow/core/common_runtime/bfc_allocator.cc:1017] 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",
      "2022-11-01 12:42:59.936211: I tensorflow/core/common_runtime/bfc_allocator.cc:1017] Bin (268435456): \tTotal Chunks: 6, Chunks in use: 3. 13.70GiB allocated for chunks. 8.51GiB in use in bin. 8.51GiB client-requested in use in bin.\n",
      "2022-11-01 12:42:59.936242: I tensorflow/core/common_runtime/bfc_allocator.cc:1033] Bin for 4.00GiB was 256.00MiB, Chunk State: \n",
      "2022-11-01 12:42:59.936277: I tensorflow/core/common_runtime/bfc_allocator.cc:1039]   Size: 1.00GiB | Requested Size: 2.00GiB | in_use: 0 | bin_num: 20, prev:   Size: 4.00GiB | Requested Size: 4.00GiB | in_use: 1 | bin_num: -1, next:   Size: 4.00GiB | Requested Size: 4.00GiB | in_use: 1 | bin_num: -1\n",
      "2022-11-01 12:42:59.936307: I tensorflow/core/common_runtime/bfc_allocator.cc:1039]   Size: 2.00GiB | Requested Size: 2.00GiB | in_use: 0 | bin_num: 20, prev:   Size: 520.00MiB | Requested Size: 520.00MiB | in_use: 1 | bin_num: -1, next:   Size: 4.00GiB | Requested Size: 4.00GiB | in_use: 1 | bin_num: -1\n",
      "2022-11-01 12:42:59.936331: I tensorflow/core/common_runtime/bfc_allocator.cc:1039]   Size: 2.19GiB | Requested Size: 2.02GiB | in_use: 0 | bin_num: 20, prev:   Size: 4.00GiB | Requested Size: 4.00GiB | in_use: 1 | bin_num: -1\n",
      "2022-11-01 12:42:59.936351: I tensorflow/core/common_runtime/bfc_allocator.cc:1046] Next region of size 15369502720\n",
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      "2022-11-01 12:42:59.937289: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02008500 of size 1024 next 184\n",
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      "2022-11-01 12:42:59.937362: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02008c00 of size 256 next 191\n",
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      "2022-11-01 12:42:59.937399: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02009100 of size 256 next 193\n",
      "2022-11-01 12:42:59.937418: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02009200 of size 256 next 194\n",
      "2022-11-01 12:42:59.937436: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02009300 of size 1024 next 197\n",
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      "2022-11-01 12:42:59.937474: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02009b00 of size 2048 next 200\n",
      "2022-11-01 12:42:59.937494: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0200a300 of size 1024 next 201\n",
      "2022-11-01 12:42:59.937512: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0200a700 of size 256 next 202\n",
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      "2022-11-01 12:42:59.939784: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0202d000 of size 512 next 1295\n",
      "2022-11-01 12:42:59.939803: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0202d200 of size 512 next 290\n",
      "2022-11-01 12:42:59.939821: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0202d400 of size 512 next 405\n",
      "2022-11-01 12:42:59.939839: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0202d600 of size 512 next 1422\n",
      "2022-11-01 12:42:59.939858: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0202d800 of size 512 next 112\n",
      "2022-11-01 12:42:59.939876: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0202da00 of size 512 next 419\n",
      "2022-11-01 12:42:59.939895: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0202dc00 of size 2560 next 576\n",
      "2022-11-01 12:42:59.939913: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0202e600 of size 1536 next 245\n",
      "2022-11-01 12:42:59.939932: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0202ec00 of size 1024 next 236\n",
      "2022-11-01 12:42:59.939951: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0202f000 of size 1024 next 1284\n",
      "2022-11-01 12:42:59.939969: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0202f400 of size 512 next 526\n",
      "2022-11-01 12:42:59.939987: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0202f600 of size 256 next 398\n",
      "2022-11-01 12:42:59.940006: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0202f700 of size 256 next 249\n",
      "2022-11-01 12:42:59.940024: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0202f800 of size 1024 next 250\n",
      "2022-11-01 12:42:59.940043: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0202fc00 of size 1024 next 251\n",
      "2022-11-01 12:42:59.940063: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02030000 of size 1024 next 254\n",
      "2022-11-01 12:42:59.940081: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02030400 of size 1024 next 616\n",
      "2022-11-01 12:42:59.940100: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02030800 of size 256 next 652\n",
      "2022-11-01 12:42:59.940118: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02030900 of size 256 next 226\n",
      "2022-11-01 12:42:59.940136: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02030a00 of size 512 next 256\n",
      "2022-11-01 12:42:59.940155: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02030c00 of size 4096 next 257\n",
      "2022-11-01 12:42:59.940173: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02031c00 of size 6656 next 22\n",
      "2022-11-01 12:42:59.940192: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02033600 of size 65536 next 21\n",
      "2022-11-01 12:42:59.940211: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02043600 of size 512 next 133\n",
      "2022-11-01 12:42:59.940230: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02043800 of size 2560 next 135\n",
      "2022-11-01 12:42:59.940248: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02044200 of size 2048 next 137\n",
      "2022-11-01 12:42:59.940267: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02044a00 of size 2048 next 434\n",
      "2022-11-01 12:42:59.940285: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02045200 of size 1024 next 607\n",
      "2022-11-01 12:42:59.940304: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02045600 of size 1024 next 139\n",
      "2022-11-01 12:42:59.940322: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02045a00 of size 512 next 134\n",
      "2022-11-01 12:42:59.940341: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02045c00 of size 512 next 140\n",
      "2022-11-01 12:42:59.940359: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02045e00 of size 512 next 142\n",
      "2022-11-01 12:42:59.940378: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02046000 of size 256 next 633\n",
      "2022-11-01 12:42:59.940396: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02046100 of size 256 next 143\n",
      "2022-11-01 12:42:59.940415: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02046200 of size 512 next 144\n",
      "2022-11-01 12:42:59.940433: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02046400 of size 512 next 145\n",
      "2022-11-01 12:42:59.940451: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02046600 of size 512 next 146\n",
      "2022-11-01 12:42:59.940470: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02046800 of size 512 next 149\n",
      "2022-11-01 12:42:59.940489: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02046a00 of size 1024 next 151\n",
      "2022-11-01 12:42:59.940507: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02046e00 of size 2048 next 153\n",
      "2022-11-01 12:42:59.940525: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02047600 of size 2048 next 155\n",
      "2022-11-01 12:42:59.940544: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02047e00 of size 2048 next 156\n",
      "2022-11-01 12:42:59.940562: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02048600 of size 512 next 584\n",
      "2022-11-01 12:42:59.940580: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02048800 of size 1536 next 433\n",
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      "2022-11-01 12:42:59.940618: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02049600 of size 512 next 148\n",
      "2022-11-01 12:42:59.940636: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02049800 of size 512 next 159\n",
      "2022-11-01 12:42:59.940654: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02049a00 of size 512 next 160\n",
      "2022-11-01 12:42:59.940673: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02049c00 of size 1024 next 162\n",
      "2022-11-01 12:42:59.940691: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0204a000 of size 512 next 166\n",
      "2022-11-01 12:42:59.940710: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0204a200 of size 512 next 164\n",
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      "2022-11-01 12:42:59.940746: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0204a600 of size 1024 next 169\n",
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      "2022-11-01 12:42:59.940857: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0204ca00 of size 2048 next 176\n",
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      "2022-11-01 12:42:59.940894: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0204d600 of size 1024 next 177\n",
      "2022-11-01 12:42:59.940913: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0204da00 of size 256 next 178\n",
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      "2022-11-01 12:42:59.940950: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0204dc00 of size 4096 next 180\n",
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      "2022-11-01 12:42:59.940998: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0204fc00 of size 3072 next 572\n",
      "2022-11-01 12:42:59.941018: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02050800 of size 1024 next 452\n",
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      "2022-11-01 12:42:59.941893: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a020d2e00 of size 2048 next 361\n",
      "2022-11-01 12:42:59.941911: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a020d3600 of size 8192 next 363\n",
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      "2022-11-01 12:42:59.942004: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a020da600 of size 3072 next 510\n",
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      "2022-11-01 12:42:59.942059: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a020dbe00 of size 1024 next 619\n",
      "2022-11-01 12:42:59.942078: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a020dc200 of size 1024 next 485\n",
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      "2022-11-01 12:42:59.942115: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a020dca00 of size 512 next 565\n",
      "2022-11-01 12:42:59.942133: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a020dcc00 of size 512 next 534\n",
      "2022-11-01 12:42:59.942152: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a020dce00 of size 2048 next 368\n",
      "2022-11-01 12:42:59.942170: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a020dd600 of size 1024 next 246\n",
      "2022-11-01 12:42:59.942189: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a020dda00 of size 1024 next 240\n",
      "2022-11-01 12:42:59.942207: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a020dde00 of size 1024 next 186\n",
      "2022-11-01 12:42:59.942225: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a020de200 of size 1024 next 513\n",
      "2022-11-01 12:42:59.942244: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a020de600 of size 1024 next 691\n",
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      "2022-11-01 12:42:59.942281: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a020dee00 of size 256 next 695\n",
      "2022-11-01 12:42:59.942300: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a020def00 of size 256 next 696\n",
      "2022-11-01 12:42:59.942319: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a020df000 of size 1536 next 369\n",
      "2022-11-01 12:42:59.942337: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a020df600 of size 256 next 370\n",
      "2022-11-01 12:42:59.942356: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a020df700 of size 4096 next 296\n",
      "2022-11-01 12:42:59.942374: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a020e0700 of size 1024 next 507\n",
      "2022-11-01 12:42:59.942393: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a020e0b00 of size 1024 next 378\n",
      "2022-11-01 12:42:59.942411: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a020e0f00 of size 1024 next 688\n",
      "2022-11-01 12:42:59.942429: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a020e1300 of size 1024 next 603\n",
      "2022-11-01 12:42:59.942448: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a020e1700 of size 1024 next 418\n",
      "2022-11-01 12:42:59.942466: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a020e1b00 of size 1024 next 386\n",
      "2022-11-01 12:42:59.942485: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a020e1f00 of size 1024 next 500\n",
      "2022-11-01 12:42:59.942503: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a020e2300 of size 1024 next 491\n",
      "2022-11-01 12:42:59.942521: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a020e2700 of size 1024 next 551\n",
      "2022-11-01 12:42:59.942540: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a020e2b00 of size 1024 next 649\n",
      "2022-11-01 12:42:59.942558: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a020e2f00 of size 1024 next 383\n",
      "2022-11-01 12:42:59.942577: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a020e3300 of size 1024 next 494\n",
      "2022-11-01 12:42:59.942595: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a020e3700 of size 4096 next 522\n",
      "2022-11-01 12:42:59.942614: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a020e4700 of size 2048 next 604\n",
      "2022-11-01 12:42:59.942632: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a020e4f00 of size 2048 next 422\n",
      "2022-11-01 12:42:59.942651: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a020e5700 of size 4096 next 715\n",
      "2022-11-01 12:42:59.942669: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a020e6700 of size 2048 next 495\n",
      "2022-11-01 12:42:59.942688: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a020e6f00 of size 2048 next 606\n",
      "2022-11-01 12:42:59.942706: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a020e7700 of size 12288 next 667\n",
      "2022-11-01 12:42:59.942725: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a020ea700 of size 3072 next 569\n",
      "2022-11-01 12:42:59.942744: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a020eb300 of size 2048 next 751\n",
      "2022-11-01 12:42:59.942763: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a020ebb00 of size 3072 next 1305\n",
      "2022-11-01 12:42:59.942781: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a020ec700 of size 8192 next 150\n",
      "2022-11-01 12:42:59.942800: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a020ee700 of size 1024 next 406\n",
      "2022-11-01 12:42:59.942819: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a020eeb00 of size 1024 next 417\n",
      "2022-11-01 12:42:59.942838: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a020eef00 of size 1024 next 561\n",
      "2022-11-01 12:42:59.942856: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a020ef300 of size 1024 next 609\n",
      "2022-11-01 12:42:59.942874: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a020ef700 of size 1024 next 517\n",
      "2022-11-01 12:42:59.942893: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a020efb00 of size 1024 next 645\n",
      "2022-11-01 12:42:59.942911: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a020eff00 of size 1024 next 421\n",
      "2022-11-01 12:42:59.942930: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a020f0300 of size 1024 next 402\n",
      "2022-11-01 12:42:59.942949: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a020f0700 of size 1024 next 599\n",
      "2022-11-01 12:42:59.942967: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a020f0b00 of size 1024 next 612\n",
      "2022-11-01 12:42:59.942986: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a020f0f00 of size 4096 next 588\n",
      "2022-11-01 12:42:59.943005: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a020f1f00 of size 4096 next 493\n",
      "2022-11-01 12:42:59.943024: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a020f2f00 of size 1024 next 466\n",
      "2022-11-01 12:42:59.943043: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a020f3300 of size 1024 next 523\n",
      "2022-11-01 12:42:59.943061: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a020f3700 of size 2048 next 550\n",
      "2022-11-01 12:42:59.943080: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a020f3f00 of size 2048 next 440\n",
      "2022-11-01 12:42:59.943099: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a020f4700 of size 5120 next 472\n",
      "2022-11-01 12:42:59.943118: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a020f5b00 of size 6912 next 60\n",
      "2022-11-01 12:42:59.943137: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a020f7600 of size 147456 next 59\n",
      "2022-11-01 12:42:59.943156: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0211b600 of size 4096 next 260\n",
      "2022-11-01 12:42:59.943175: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0211c600 of size 1024 next 456\n",
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      "2022-11-01 12:42:59.943231: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0211e600 of size 1024 next 253\n",
      "2022-11-01 12:42:59.943250: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0211ea00 of size 1024 next 264\n",
      "2022-11-01 12:42:59.943268: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0211ee00 of size 1024 next 265\n",
      "2022-11-01 12:42:59.943286: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0211f200 of size 256 next 512\n",
      "2022-11-01 12:42:59.943305: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0211f300 of size 1536 next 480\n",
      "2022-11-01 12:42:59.943323: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0211f900 of size 256 next 267\n",
      "2022-11-01 12:42:59.943342: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0211fa00 of size 1024 next 268\n",
      "2022-11-01 12:42:59.943360: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0211fe00 of size 1024 next 269\n",
      "2022-11-01 12:42:59.943379: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02120200 of size 1024 next 272\n",
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      "2022-11-01 12:42:59.943416: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02120800 of size 512 next 399\n",
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      "2022-11-01 12:42:59.943453: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02120c00 of size 512 next 274\n",
      "2022-11-01 12:42:59.943472: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02120e00 of size 4096 next 263\n",
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      "2022-11-01 12:42:59.943509: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02122e00 of size 4096 next 278\n",
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      "2022-11-01 12:42:59.943565: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02124c00 of size 512 next 428\n",
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      "2022-11-01 12:42:59.943620: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02126200 of size 1024 next 76\n",
      "2022-11-01 12:42:59.943638: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02126600 of size 1024 next 282\n",
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      "2022-11-01 12:42:59.943694: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02127600 of size 1024 next 286\n",
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      "2022-11-01 12:42:59.943990: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0212d400 of size 512 next 297\n",
      "2022-11-01 12:42:59.944008: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0212d600 of size 2048 next 298\n",
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      "2022-11-01 12:42:59.944064: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02130200 of size 256 next 700\n",
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      "2022-11-01 12:42:59.944249: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02171000 of size 8192 next 307\n",
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      "2022-11-01 12:42:59.944381: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02177800 of size 256 next 316\n",
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      "2022-11-01 12:42:59.944418: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02177a00 of size 2048 next 320\n",
      "2022-11-01 12:42:59.944436: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02178200 of size 2048 next 321\n",
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      "2022-11-01 12:42:59.944510: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0217a200 of size 256 next 325\n",
      "2022-11-01 12:42:59.944529: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0217a300 of size 256 next 326\n",
      "2022-11-01 12:42:59.944547: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0217a400 of size 8192 next 327\n",
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      "2022-11-01 12:42:59.944584: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0217e400 of size 512 next 567\n",
      "2022-11-01 12:42:59.944602: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0217e600 of size 512 next 557\n",
      "2022-11-01 12:42:59.944621: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0217e800 of size 512 next 157\n",
      "2022-11-01 12:42:59.944639: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0217ea00 of size 512 next 475\n",
      "2022-11-01 12:42:59.944658: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0217ec00 of size 512 next 394\n",
      "2022-11-01 12:42:59.944676: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0217ee00 of size 512 next 605\n",
      "2022-11-01 12:42:59.944694: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0217f000 of size 512 next 555\n",
      "2022-11-01 12:42:59.944713: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0217f200 of size 512 next 1283\n",
      "2022-11-01 12:42:59.944731: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0217f400 of size 2048 next 732\n",
      "2022-11-01 12:42:59.944749: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0217fc00 of size 2048 next 556\n",
      "2022-11-01 12:42:59.944768: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02180400 of size 4096 next 444\n",
      "2022-11-01 12:42:59.944787: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02181400 of size 1024 next 499\n",
      "2022-11-01 12:42:59.944805: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02181800 of size 1024 next 446\n",
      "2022-11-01 12:42:59.944824: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02181c00 of size 1024 next 66\n",
      "2022-11-01 12:42:59.944842: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02182000 of size 1024 next 571\n",
      "2022-11-01 12:42:59.944860: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02182400 of size 1024 next 602\n",
      "2022-11-01 12:42:59.944879: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02182800 of size 1024 next 425\n",
      "2022-11-01 12:42:59.944898: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02182c00 of size 1024 next 747\n",
      "2022-11-01 12:42:59.944916: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02183000 of size 1536 next 100\n",
      "2022-11-01 12:42:59.944935: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02183600 of size 393216 next 118\n",
      "2022-11-01 12:42:59.944953: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a021e3600 of size 2048 next 313\n",
      "2022-11-01 12:42:59.944981: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a021e3e00 of size 2048 next 424\n",
      "2022-11-01 12:42:59.945002: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a021e4600 of size 2048 next 589\n",
      "2022-11-01 12:42:59.945021: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a021e4e00 of size 2048 next 1281\n",
      "2022-11-01 12:42:59.945039: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a021e5600 of size 2048 next 426\n",
      "2022-11-01 12:42:59.945058: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a021e5e00 of size 2048 next 416\n",
      "2022-11-01 12:42:59.945076: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a021e6600 of size 2048 next 168\n",
      "2022-11-01 12:42:59.945094: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a021e6e00 of size 2048 next 546\n",
      "2022-11-01 12:42:59.945113: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a021e7600 of size 8192 next 623\n",
      "2022-11-01 12:42:59.945131: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a021e9600 of size 8192 next 640\n",
      "2022-11-01 12:42:59.945150: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a021eb600 of size 2048 next 593\n",
      "2022-11-01 12:42:59.945168: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a021ebe00 of size 2048 next 390\n",
      "2022-11-01 12:42:59.945187: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a021ec600 of size 2048 next 379\n",
      "2022-11-01 12:42:59.945205: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a021ece00 of size 2048 next 1287\n",
      "2022-11-01 12:42:59.945223: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a021ed600 of size 2048 next 481\n",
      "2022-11-01 12:42:59.945242: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a021ede00 of size 2048 next 322\n",
      "2022-11-01 12:42:59.945260: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a021ee600 of size 2048 next 238\n",
      "2022-11-01 12:42:59.945279: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a021eee00 of size 2048 next 482\n",
      "2022-11-01 12:42:59.945297: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a021ef600 of size 2048 next 521\n",
      "2022-11-01 12:42:59.945315: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a021efe00 of size 2048 next 371\n",
      "2022-11-01 12:42:59.945334: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a021f0600 of size 8192 next 506\n",
      "2022-11-01 12:42:59.945352: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a021f2600 of size 8192 next 1308\n",
      "2022-11-01 12:42:59.945371: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a021f4600 of size 8192 next 451\n",
      "2022-11-01 12:42:59.945389: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a021f6600 of size 8192 next 1310\n",
      "2022-11-01 12:42:59.945408: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a021f8600 of size 8192 next 1311\n",
      "2022-11-01 12:42:59.945426: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a021fa600 of size 1024 next 1312\n",
      "2022-11-01 12:42:59.945444: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a021faa00 of size 1024 next 1313\n",
      "2022-11-01 12:42:59.945463: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] Free  at 7f6a021fae00 of size 19456 next 25\n",
      "2022-11-01 12:42:59.945481: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a021ffa00 of size 1024 next 1634\n",
      "2022-11-01 12:42:59.945500: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a021ffe00 of size 1024 next 1638\n",
      "2022-11-01 12:42:59.945518: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02200200 of size 1024 next 1640\n",
      "2022-11-01 12:42:59.945536: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02200600 of size 1024 next 1642\n",
      "2022-11-01 12:42:59.945555: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02200a00 of size 512 next 637\n",
      "2022-11-01 12:42:59.945574: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02200c00 of size 512 next 1644\n",
      "2022-11-01 12:42:59.945592: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02200e00 of size 1024 next 1645\n",
      "2022-11-01 12:42:59.945610: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02201200 of size 1024 next 1314\n",
      "2022-11-01 12:42:59.945629: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02201600 of size 256 next 1315\n",
      "2022-11-01 12:42:59.945648: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02201700 of size 256 next 1317\n",
      "2022-11-01 12:42:59.945666: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02201800 of size 256 next 1318\n",
      "2022-11-01 12:42:59.945684: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02201900 of size 256 next 1319\n",
      "2022-11-01 12:42:59.945703: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02201a00 of size 1024 next 1322\n",
      "2022-11-01 12:42:59.945721: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02201e00 of size 1024 next 1323\n",
      "2022-11-01 12:42:59.945740: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02202200 of size 1024 next 1324\n",
      "2022-11-01 12:42:59.945758: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02202600 of size 1024 next 1325\n",
      "2022-11-01 12:42:59.945776: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02202a00 of size 1024 next 1326\n",
      "2022-11-01 12:42:59.945794: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02202e00 of size 256 next 1327\n",
      "2022-11-01 12:42:59.945813: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02202f00 of size 256 next 1330\n",
      "2022-11-01 12:42:59.945831: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02203000 of size 256 next 1331\n",
      "2022-11-01 12:42:59.945849: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02203100 of size 256 next 1332\n",
      "2022-11-01 12:42:59.945868: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02203200 of size 256 next 1333\n",
      "2022-11-01 12:42:59.945886: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02203300 of size 256 next 1336\n",
      "2022-11-01 12:42:59.945904: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02203400 of size 256 next 1337\n",
      "2022-11-01 12:42:59.945923: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02203500 of size 256 next 79\n",
      "2022-11-01 12:42:59.945941: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02203600 of size 65536 next 1678\n",
      "2022-11-01 12:42:59.945965: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02213600 of size 65536 next 136\n",
      "2022-11-01 12:42:59.945984: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02223600 of size 1048576 next 124\n",
      "2022-11-01 12:42:59.946003: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02323600 of size 65536 next 1276\n",
      "2022-11-01 12:42:59.946021: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02333600 of size 65536 next 1306\n",
      "2022-11-01 12:42:59.946039: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] Free  at 7f6a02343600 of size 86016 next 685\n",
      "2022-11-01 12:42:59.946058: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02358600 of size 256 next 662\n",
      "2022-11-01 12:42:59.946076: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02358700 of size 1024 next 583\n",
      "2022-11-01 12:42:59.946094: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02358b00 of size 1024 next 31\n",
      "2022-11-01 12:42:59.946113: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02358f00 of size 256 next 50\n",
      "2022-11-01 12:42:59.946131: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02359000 of size 256 next 51\n",
      "2022-11-01 12:42:59.946149: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02359100 of size 256 next 53\n",
      "2022-11-01 12:42:59.946168: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02359200 of size 256 next 447\n",
      "2022-11-01 12:42:59.946186: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02359300 of size 256 next 55\n",
      "2022-11-01 12:42:59.946204: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02359400 of size 256 next 56\n",
      "2022-11-01 12:42:59.946223: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02359500 of size 256 next 57\n",
      "2022-11-01 12:42:59.946241: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02359600 of size 256 next 58\n",
      "2022-11-01 12:42:59.946259: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02359700 of size 512 next 62\n",
      "2022-11-01 12:42:59.946278: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02359900 of size 1024 next 63\n",
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      "2022-11-01 12:42:59.946314: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0235a100 of size 1280 next 686\n",
      "2022-11-01 12:42:59.946333: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0235a600 of size 256 next 677\n",
      "2022-11-01 12:42:59.946351: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0235a700 of size 256 next 678\n",
      "2022-11-01 12:42:59.946369: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0235a800 of size 256 next 676\n",
      "2022-11-01 12:42:59.946388: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0235a900 of size 256 next 673\n",
      "2022-11-01 12:42:59.946406: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0235aa00 of size 256 next 672\n",
      "2022-11-01 12:42:59.946424: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0235ab00 of size 256 next 671\n",
      "2022-11-01 12:42:59.946443: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0235ac00 of size 256 next 664\n",
      "2022-11-01 12:42:59.946461: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0235ad00 of size 256 next 680\n",
      "2022-11-01 12:42:59.946479: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0235ae00 of size 256 next 627\n",
      "2022-11-01 12:42:59.946497: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0235af00 of size 256 next 670\n",
      "2022-11-01 12:42:59.946516: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0235b000 of size 256 next 669\n",
      "2022-11-01 12:42:59.946534: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0235b100 of size 256 next 668\n",
      "2022-11-01 12:42:59.946553: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0235b200 of size 256 next 658\n",
      "2022-11-01 12:42:59.946571: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0235b300 of size 256 next 684\n",
      "2022-11-01 12:42:59.946589: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0235b400 of size 2048 next 661\n",
      "2022-11-01 12:42:59.946607: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0235bc00 of size 256 next 642\n",
      "2022-11-01 12:42:59.946626: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0235bd00 of size 21504 next 445\n",
      "2022-11-01 12:42:59.946645: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02361100 of size 2048 next 514\n",
      "2022-11-01 12:42:59.946664: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02361900 of size 1024 next 543\n",
      "2022-11-01 12:42:59.946682: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02361d00 of size 1024 next 636\n",
      "2022-11-01 12:42:59.946701: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02362100 of size 4096 next 409\n",
      "2022-11-01 12:42:59.946720: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02363100 of size 4096 next 1282\n",
      "2022-11-01 12:42:59.946738: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02364100 of size 512 next 625\n",
      "2022-11-01 12:42:59.946757: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02364300 of size 512 next 497\n",
      "2022-11-01 12:42:59.946775: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02364500 of size 5120 next 443\n",
      "2022-11-01 12:42:59.946794: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02365900 of size 56576 next 109\n",
      "2022-11-01 12:42:59.946813: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02373600 of size 589824 next 108\n",
      "2022-11-01 12:42:59.946832: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02403600 of size 262144 next 141\n",
      "2022-11-01 12:42:59.946850: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02443600 of size 262144 next 461\n",
      "2022-11-01 12:42:59.946869: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02483600 of size 262144 next 508\n",
      "2022-11-01 12:42:59.946887: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a024c3600 of size 1024 next 1461\n",
      "2022-11-01 12:42:59.946906: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a024c3a00 of size 1024 next 1463\n",
      "2022-11-01 12:42:59.946924: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a024c3e00 of size 1024 next 1464\n",
      "2022-11-01 12:42:59.946942: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a024c4200 of size 1024 next 1465\n",
      "2022-11-01 12:42:59.946961: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a024c4600 of size 1024 next 1466\n",
      "2022-11-01 12:42:59.946979: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a024c4a00 of size 1024 next 1467\n",
      "2022-11-01 12:42:59.946997: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a024c4e00 of size 1024 next 1469\n",
      "2022-11-01 12:42:59.947016: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a024c5200 of size 1024 next 1470\n",
      "2022-11-01 12:42:59.947034: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a024c5600 of size 1024 next 1471\n",
      "2022-11-01 12:42:59.947053: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a024c5a00 of size 5120 next 1474\n",
      "2022-11-01 12:42:59.947071: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a024c6e00 of size 4096 next 1475\n",
      "2022-11-01 12:42:59.947090: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a024c7e00 of size 4096 next 1476\n",
      "2022-11-01 12:42:59.947109: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a024c8e00 of size 4096 next 1477\n",
      "2022-11-01 12:42:59.947127: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a024c9e00 of size 1024 next 1472\n",
      "2022-11-01 12:42:59.947145: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a024ca200 of size 1024 next 1478\n",
      "2022-11-01 12:42:59.947164: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a024ca600 of size 1024 next 1479\n",
      "2022-11-01 12:42:59.947182: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a024caa00 of size 1024 next 1480\n",
      "2022-11-01 12:42:59.947200: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a024cae00 of size 1024 next 1481\n",
      "2022-11-01 12:42:59.947218: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a024cb200 of size 1024 next 1482\n",
      "2022-11-01 12:42:59.947237: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a024cb600 of size 1024 next 1483\n",
      "2022-11-01 12:42:59.947255: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a024cba00 of size 1024 next 1485\n",
      "2022-11-01 12:42:59.947273: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a024cbe00 of size 1024 next 1486\n",
      "2022-11-01 12:42:59.947292: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a024cc200 of size 1024 next 1487\n",
      "2022-11-01 12:42:59.947310: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a024cc600 of size 4096 next 1489\n",
      "2022-11-01 12:42:59.947329: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a024cd600 of size 4096 next 1491\n",
      "2022-11-01 12:42:59.947347: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a024ce600 of size 4096 next 1492\n",
      "2022-11-01 12:42:59.947365: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a024cf600 of size 4096 next 1493\n",
      "2022-11-01 12:42:59.947384: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a024d0600 of size 4096 next 1494\n",
      "2022-11-01 12:42:59.947402: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a024d1600 of size 1024 next 1488\n",
      "2022-11-01 12:42:59.947420: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a024d1a00 of size 1024 next 1495\n",
      "2022-11-01 12:42:59.947439: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a024d1e00 of size 1024 next 1496\n",
      "2022-11-01 12:42:59.947457: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a024d2200 of size 1024 next 1497\n",
      "2022-11-01 12:42:59.947476: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a024d2600 of size 1024 next 1498\n",
      "2022-11-01 12:42:59.947494: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a024d2a00 of size 1024 next 1499\n",
      "2022-11-01 12:42:59.947515: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a024d2e00 of size 1024 next 1500\n",
      "2022-11-01 12:42:59.947534: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a024d3200 of size 1024 next 1503\n",
      "2022-11-01 12:42:59.947552: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a024d3600 of size 1024 next 1504\n",
      "2022-11-01 12:42:59.947571: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a024d3a00 of size 1024 next 1505\n",
      "2022-11-01 12:42:59.947590: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a024d3e00 of size 4096 next 1507\n",
      "2022-11-01 12:42:59.947608: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a024d4e00 of size 1024 next 1514\n",
      "2022-11-01 12:42:59.947627: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a024d5200 of size 1024 next 1515\n",
      "2022-11-01 12:42:59.947645: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a024d5600 of size 1536 next 1316\n",
      "2022-11-01 12:42:59.947664: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a024d5c00 of size 256 next 1628\n",
      "2022-11-01 12:42:59.947683: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a024d5d00 of size 16384 next 1629\n",
      "2022-11-01 12:42:59.947701: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a024d9d00 of size 8192 next 1583\n",
      "2022-11-01 12:42:59.947720: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a024dbd00 of size 8192 next 1388\n",
      "2022-11-01 12:42:59.947739: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a024ddd00 of size 8192 next 1584\n",
      "2022-11-01 12:42:59.947757: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a024dfd00 of size 8192 next 643\n",
      "2022-11-01 12:42:59.947776: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] Free  at 7f6a024e1d00 of size 268544 next 131\n",
      "2022-11-01 12:42:59.947795: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02523600 of size 262144 next 32\n",
      "2022-11-01 12:42:59.947813: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02563600 of size 327680 next 130\n",
      "2022-11-01 12:42:59.947833: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a025b3600 of size 262144 next 154\n",
      "2022-11-01 12:42:59.947851: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a025f3600 of size 917504 next 147\n",
      "2022-11-01 12:42:59.947872: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a026d3600 of size 262144 next 172\n",
      "2022-11-01 12:42:59.947891: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02713600 of size 6144 next 384\n",
      "2022-11-01 12:42:59.947910: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02714e00 of size 4096 next 547\n",
      "2022-11-01 12:42:59.947928: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02715e00 of size 4096 next 1303\n",
      "2022-11-01 12:42:59.947947: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02716e00 of size 4096 next 458\n",
      "2022-11-01 12:42:59.947966: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02717e00 of size 1024 next 646\n",
      "2022-11-01 12:42:59.947984: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02718200 of size 1024 next 1294\n",
      "2022-11-01 12:42:59.948003: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02718600 of size 1024 next 374\n",
      "2022-11-01 12:42:59.948021: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02718a00 of size 1024 next 552\n",
      "2022-11-01 12:42:59.948040: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02718e00 of size 1024 next 476\n",
      "2022-11-01 12:42:59.948059: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02719200 of size 1024 next 410\n",
      "2022-11-01 12:42:59.948077: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02719600 of size 1024 next 457\n",
      "2022-11-01 12:42:59.948097: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02719a00 of size 1024 next 360\n",
      "2022-11-01 12:42:59.948116: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02719e00 of size 4096 next 439\n",
      "2022-11-01 12:42:59.948135: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0271ae00 of size 4096 next 85\n",
      "2022-11-01 12:42:59.948153: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0271be00 of size 4096 next 1297\n",
      "2022-11-01 12:42:59.948172: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0271ce00 of size 8192 next 429\n",
      "2022-11-01 12:42:59.948190: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0271ee00 of size 256 next 1650\n",
      "2022-11-01 12:42:59.948209: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0271ef00 of size 256 next 1653\n",
      "2022-11-01 12:42:59.948227: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0271f000 of size 512 next 1654\n",
      "2022-11-01 12:42:59.948246: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0271f200 of size 512 next 1656\n",
      "2022-11-01 12:42:59.948265: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0271f400 of size 512 next 1657\n",
      "2022-11-01 12:42:59.948283: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0271f600 of size 512 next 1658\n",
      "2022-11-01 12:42:59.948302: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0271f800 of size 512 next 1659\n",
      "2022-11-01 12:42:59.948320: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0271fa00 of size 256 next 1660\n",
      "2022-11-01 12:42:59.948339: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0271fb00 of size 256 next 1664\n",
      "2022-11-01 12:42:59.948358: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0271fc00 of size 256 next 1666\n",
      "2022-11-01 12:42:59.948377: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0271fd00 of size 256 next 1667\n",
      "2022-11-01 12:42:59.948395: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0271fe00 of size 256 next 1662\n",
      "2022-11-01 12:42:59.948414: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0271ff00 of size 512 next 1663\n",
      "2022-11-01 12:42:59.948432: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02720100 of size 512 next 1669\n",
      "2022-11-01 12:42:59.948451: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02720300 of size 512 next 1670\n",
      "2022-11-01 12:42:59.948469: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02720500 of size 512 next 1671\n",
      "2022-11-01 12:42:59.948488: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02720700 of size 512 next 1672\n",
      "2022-11-01 12:42:59.948506: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02720900 of size 256 next 1649\n",
      "2022-11-01 12:42:59.948525: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02720a00 of size 256 next 1673\n",
      "2022-11-01 12:42:59.948543: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02720b00 of size 256 next 1674\n",
      "2022-11-01 12:42:59.948562: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02720c00 of size 768 next 1675\n",
      "2022-11-01 12:42:59.948581: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] Free  at 7f6a02720f00 of size 512 next 1676\n",
      "2022-11-01 12:42:59.948600: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02721100 of size 1024 next 1679\n",
      "2022-11-01 12:42:59.948619: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02721500 of size 73984 next 1279\n",
      "2022-11-01 12:42:59.948637: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02733600 of size 8192 next 465\n",
      "2022-11-01 12:42:59.948656: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02735600 of size 8192 next 570\n",
      "2022-11-01 12:42:59.948675: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02737600 of size 2048 next 1286\n",
      "2022-11-01 12:42:59.948694: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02737e00 of size 2048 next 1289\n",
      "2022-11-01 12:42:59.948712: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02738600 of size 2048 next 401\n",
      "2022-11-01 12:42:59.948731: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02738e00 of size 2048 next 389\n",
      "2022-11-01 12:42:59.948749: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02739600 of size 2048 next 591\n",
      "2022-11-01 12:42:59.948768: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02739e00 of size 2048 next 651\n",
      "2022-11-01 12:42:59.948787: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0273a600 of size 2048 next 1278\n",
      "2022-11-01 12:42:59.948805: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0273ae00 of size 2048 next 689\n",
      "2022-11-01 12:42:59.948824: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0273b600 of size 12288 next 400\n",
      "2022-11-01 12:42:59.948843: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0273e600 of size 8192 next 590\n",
      "2022-11-01 12:42:59.948861: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02740600 of size 8192 next 502\n",
      "2022-11-01 12:42:59.948880: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02742600 of size 2048 next 255\n",
      "2022-11-01 12:42:59.948898: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02742e00 of size 2048 next 470\n",
      "2022-11-01 12:42:59.948917: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02743600 of size 8192 next 437\n",
      "2022-11-01 12:42:59.948935: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02745600 of size 8192 next 396\n",
      "2022-11-01 12:42:59.948954: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02747600 of size 262144 next 170\n",
      "2022-11-01 12:42:59.948983: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02787600 of size 147456 next 705\n",
      "2022-11-01 12:42:59.949003: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a027ab600 of size 147456 next 707\n",
      "2022-11-01 12:42:59.949022: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a027cf600 of size 256 next 706\n",
      "2022-11-01 12:42:59.949040: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a027cf700 of size 256 next 708\n",
      "2022-11-01 12:42:59.949059: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a027cf800 of size 256 next 709\n",
      "2022-11-01 12:42:59.949078: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a027cf900 of size 512 next 729\n",
      "2022-11-01 12:42:59.949097: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a027cfb00 of size 512 next 730\n",
      "2022-11-01 12:42:59.949115: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a027cfd00 of size 512 next 731\n",
      "2022-11-01 12:42:59.949134: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a027cff00 of size 256 next 1288\n",
      "2022-11-01 12:42:59.949152: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a027d0000 of size 256 next 635\n",
      "2022-11-01 12:42:59.949171: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a027d0100 of size 512 next 733\n",
      "2022-11-01 12:42:59.949189: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a027d0300 of size 256 next 738\n",
      "2022-11-01 12:42:59.949214: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a027d0400 of size 256 next 740\n",
      "2022-11-01 12:42:59.949223: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a027d0500 of size 256 next 741\n",
      "2022-11-01 12:42:59.949231: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a027d0600 of size 256 next 735\n",
      "2022-11-01 12:42:59.949240: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a027d0700 of size 512 next 736\n",
      "2022-11-01 12:42:59.949250: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a027d0900 of size 512 next 744\n",
      "2022-11-01 12:42:59.949259: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a027d0b00 of size 512 next 745\n",
      "2022-11-01 12:42:59.949267: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a027d0d00 of size 512 next 746\n",
      "2022-11-01 12:42:59.949276: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a027d0f00 of size 1024 next 748\n",
      "2022-11-01 12:42:59.949284: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a027d1300 of size 256 next 749\n",
      "2022-11-01 12:42:59.949293: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a027d1400 of size 256 next 750\n",
      "2022-11-01 12:42:59.949301: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a027d1500 of size 512 next 754\n",
      "2022-11-01 12:42:59.949310: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a027d1700 of size 256 next 755\n",
      "2022-11-01 12:42:59.949318: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a027d1800 of size 256 next 756\n",
      "2022-11-01 12:42:59.949327: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a027d1900 of size 256 next 757\n",
      "2022-11-01 12:42:59.949335: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a027d1a00 of size 256 next 758\n",
      "2022-11-01 12:42:59.949344: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a027d1b00 of size 256 next 759\n",
      "2022-11-01 12:42:59.949352: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a027d1c00 of size 256 next 752\n",
      "2022-11-01 12:42:59.949361: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a027d1d00 of size 1024 next 753\n",
      "2022-11-01 12:42:59.949369: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a027d2100 of size 1536 next 765\n",
      "2022-11-01 12:42:59.949378: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a027d2700 of size 256 next 766\n",
      "2022-11-01 12:42:59.949386: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a027d2800 of size 256 next 767\n",
      "2022-11-01 12:42:59.949395: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a027d2900 of size 256 next 768\n",
      "2022-11-01 12:42:59.949403: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a027d2a00 of size 256 next 769\n",
      "2022-11-01 12:42:59.949412: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a027d2b00 of size 256 next 770\n",
      "2022-11-01 12:42:59.949420: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a027d2c00 of size 256 next 771\n",
      "2022-11-01 12:42:59.949429: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a027d2d00 of size 256 next 772\n",
      "2022-11-01 12:42:59.949438: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a027d2e00 of size 19200 next 728\n",
      "2022-11-01 12:42:59.949446: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a027d7900 of size 33024 next 712\n",
      "2022-11-01 12:42:59.949455: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a027dfa00 of size 32768 next 713\n",
      "2022-11-01 12:42:59.949464: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a027e7a00 of size 512 next 710\n",
      "2022-11-01 12:42:59.949472: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a027e7c00 of size 512 next 711\n",
      "2022-11-01 12:42:59.949481: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a027e7e00 of size 512 next 714\n",
      "2022-11-01 12:42:59.949489: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a027e8000 of size 1024 next 716\n",
      "2022-11-01 12:42:59.949498: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a027e8400 of size 256 next 717\n",
      "2022-11-01 12:42:59.949506: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a027e8500 of size 256 next 718\n",
      "2022-11-01 12:42:59.949515: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a027e8600 of size 256 next 719\n",
      "2022-11-01 12:42:59.949524: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a027e8700 of size 256 next 720\n",
      "2022-11-01 12:42:59.949533: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a027e8800 of size 256 next 725\n",
      "2022-11-01 12:42:59.949542: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a027e8900 of size 256 next 727\n",
      "2022-11-01 12:42:59.949550: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a027e8a00 of size 256 next 721\n",
      "2022-11-01 12:42:59.949558: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a027e8b00 of size 512 next 722\n",
      "2022-11-01 12:42:59.949567: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a027e8d00 of size 43264 next 165\n",
      "2022-11-01 12:42:59.949576: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a027f3600 of size 4096 next 638\n",
      "2022-11-01 12:42:59.949584: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a027f4600 of size 4096 next 391\n",
      "2022-11-01 12:42:59.949593: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a027f5600 of size 1024 next 341\n",
      "2022-11-01 12:42:59.949602: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a027f5a00 of size 1024 next 581\n",
      "2022-11-01 12:42:59.949610: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a027f5e00 of size 1024 next 585\n",
      "2022-11-01 12:42:59.949618: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a027f6200 of size 1024 next 385\n",
      "2022-11-01 12:42:59.949627: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a027f6600 of size 1024 next 190\n",
      "2022-11-01 12:42:59.949635: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a027f6a00 of size 1024 next 403\n",
      "2022-11-01 12:42:59.949644: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a027f6e00 of size 1024 next 474\n",
      "2022-11-01 12:42:59.949652: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a027f7200 of size 1024 next 632\n",
      "2022-11-01 12:42:59.949661: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a027f7600 of size 1024 next 545\n",
      "2022-11-01 12:42:59.949669: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a027f7a00 of size 1024 next 420\n",
      "2022-11-01 12:42:59.949678: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a027f7e00 of size 4096 next 273\n",
      "2022-11-01 12:42:59.949687: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a027f8e00 of size 4096 next 1302\n",
      "2022-11-01 12:42:59.949695: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a027f9e00 of size 4096 next 430\n",
      "2022-11-01 12:42:59.949704: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a027fae00 of size 4096 next 1300\n",
      "2022-11-01 12:42:59.949713: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a027fbe00 of size 4096 next 161\n",
      "2022-11-01 12:42:59.949721: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a027fce00 of size 2048 next 682\n",
      "2022-11-01 12:42:59.949730: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a027fd600 of size 2048 next 578\n",
      "2022-11-01 12:42:59.949739: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a027fde00 of size 12288 next 261\n",
      "2022-11-01 12:42:59.949747: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02800e00 of size 8192 next 624\n",
      "2022-11-01 12:42:59.949756: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02802e00 of size 11776 next 367\n",
      "2022-11-01 12:42:59.949765: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02805c00 of size 72192 next 408\n",
      "2022-11-01 12:42:59.949773: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02817600 of size 67584 next 441\n",
      "2022-11-01 12:42:59.949783: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] Free  at 7f6a02827e00 of size 65536 next 592\n",
      "2022-11-01 12:42:59.949793: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02837e00 of size 16384 next 1677\n",
      "2022-11-01 12:42:59.949801: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0283be00 of size 2048 next 564\n",
      "2022-11-01 12:42:59.949810: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0283c600 of size 4096 next 438\n",
      "2022-11-01 12:42:59.949818: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0283d600 of size 10240 next 1655\n",
      "2022-11-01 12:42:59.949827: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0283fe00 of size 49152 next 639\n",
      "2022-11-01 12:42:59.949836: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0284be00 of size 161792 next 187\n",
      "2022-11-01 12:42:59.949845: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02873600 of size 1572864 next 205\n",
      "2022-11-01 12:42:59.949854: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a029f3600 of size 4096 next 563\n",
      "2022-11-01 12:42:59.949862: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a029f4600 of size 2048 next 615\n",
      "2022-11-01 12:42:59.949871: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a029f4e00 of size 2048 next 1298\n",
      "2022-11-01 12:42:59.949879: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a029f5600 of size 8192 next 432\n",
      "2022-11-01 12:42:59.949888: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a029f7600 of size 4096 next 647\n",
      "2022-11-01 12:42:59.949897: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a029f8600 of size 4096 next 554\n",
      "2022-11-01 12:42:59.949905: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a029f9600 of size 4096 next 622\n",
      "2022-11-01 12:42:59.949914: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a029fa600 of size 2048 next 594\n",
      "2022-11-01 12:42:59.949922: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a029fae00 of size 2048 next 587\n",
      "2022-11-01 12:42:59.949931: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a029fb600 of size 4096 next 539\n",
      "2022-11-01 12:42:59.949940: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a029fc600 of size 4096 next 531\n",
      "2022-11-01 12:42:59.949948: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a029fd600 of size 4096 next 666\n",
      "2022-11-01 12:42:59.949957: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a029fe600 of size 4096 next 598\n",
      "2022-11-01 12:42:59.949965: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a029ff600 of size 8192 next 120\n",
      "2022-11-01 12:42:59.949974: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02a01600 of size 12288 next 435\n",
      "2022-11-01 12:42:59.949983: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02a04600 of size 4096 next 538\n",
      "2022-11-01 12:42:59.949991: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02a05600 of size 4096 next 450\n",
      "2022-11-01 12:42:59.950000: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02a06600 of size 2048 next 460\n",
      "2022-11-01 12:42:59.950008: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02a06e00 of size 2048 next 1290\n",
      "2022-11-01 12:42:59.950016: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02a07600 of size 2048 next 469\n",
      "2022-11-01 12:42:59.950025: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02a07e00 of size 2048 next 582\n",
      "2022-11-01 12:42:59.950034: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02a08600 of size 8192 next 459\n",
      "2022-11-01 12:42:59.950042: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02a0a600 of size 1024 next 449\n",
      "2022-11-01 12:42:59.950051: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02a0aa00 of size 1024 next 477\n",
      "2022-11-01 12:42:59.950060: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02a0ae00 of size 1024 next 488\n",
      "2022-11-01 12:42:59.950069: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02a0b200 of size 1024 next 375\n",
      "2022-11-01 12:42:59.950077: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02a0b600 of size 1024 next 1296\n",
      "2022-11-01 12:42:59.950086: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02a0ba00 of size 1024 next 244\n",
      "2022-11-01 12:42:59.950094: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02a0be00 of size 4096 next 372\n",
      "2022-11-01 12:42:59.950103: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02a0ce00 of size 4096 next 397\n",
      "2022-11-01 12:42:59.950111: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02a0de00 of size 4096 next 404\n",
      "2022-11-01 12:42:59.950120: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02a0ee00 of size 4096 next 617\n",
      "2022-11-01 12:42:59.950128: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02a0fe00 of size 6144 next 663\n",
      "2022-11-01 12:42:59.950137: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02a11600 of size 139264 next 442\n",
      "2022-11-01 12:42:59.950146: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02a33600 of size 262144 next 455\n",
      "2022-11-01 12:42:59.950155: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02a73600 of size 262144 next 573\n",
      "2022-11-01 12:42:59.950163: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02ab3600 of size 1024 next 1376\n",
      "2022-11-01 12:42:59.950172: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02ab3a00 of size 1024 next 1377\n",
      "2022-11-01 12:42:59.950181: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02ab3e00 of size 1024 next 1378\n",
      "2022-11-01 12:42:59.950189: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02ab4200 of size 1024 next 1379\n",
      "2022-11-01 12:42:59.950197: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02ab4600 of size 512 next 1632\n",
      "2022-11-01 12:42:59.950206: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02ab4800 of size 512 next 1380\n",
      "2022-11-01 12:42:59.950214: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02ab4a00 of size 2048 next 1381\n",
      "2022-11-01 12:42:59.950223: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02ab5200 of size 2048 next 1383\n",
      "2022-11-01 12:42:59.950232: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02ab5a00 of size 2048 next 1384\n",
      "2022-11-01 12:42:59.950241: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02ab6200 of size 2048 next 1385\n",
      "2022-11-01 12:42:59.950249: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02ab6a00 of size 2048 next 1386\n",
      "2022-11-01 12:42:59.950257: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02ab7200 of size 512 next 1387\n",
      "2022-11-01 12:42:59.950266: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02ab7400 of size 512 next 1389\n",
      "2022-11-01 12:42:59.950274: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02ab7600 of size 512 next 1390\n",
      "2022-11-01 12:42:59.950283: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02ab7800 of size 512 next 1391\n",
      "2022-11-01 12:42:59.950291: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02ab7a00 of size 512 next 1392\n",
      "2022-11-01 12:42:59.950300: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02ab7c00 of size 512 next 1394\n",
      "2022-11-01 12:42:59.950309: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02ab7e00 of size 512 next 1395\n",
      "2022-11-01 12:42:59.950317: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02ab8000 of size 512 next 1396\n",
      "2022-11-01 12:42:59.950327: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02ab8200 of size 2560 next 1398\n",
      "2022-11-01 12:42:59.950336: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02ab8c00 of size 2048 next 1400\n",
      "2022-11-01 12:42:59.950344: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02ab9400 of size 2048 next 1401\n",
      "2022-11-01 12:42:59.950353: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02ab9c00 of size 2048 next 1402\n",
      "2022-11-01 12:42:59.950361: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02aba400 of size 512 next 1397\n",
      "2022-11-01 12:42:59.950370: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02aba600 of size 512 next 1403\n",
      "2022-11-01 12:42:59.950378: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02aba800 of size 512 next 1405\n",
      "2022-11-01 12:42:59.950386: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02abaa00 of size 512 next 1406\n",
      "2022-11-01 12:42:59.950395: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02abac00 of size 512 next 1407\n",
      "2022-11-01 12:42:59.950403: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02abae00 of size 512 next 1408\n",
      "2022-11-01 12:42:59.950412: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02abb000 of size 512 next 1415\n",
      "2022-11-01 12:42:59.950421: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02abb200 of size 512 next 1420\n",
      "2022-11-01 12:42:59.950429: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02abb400 of size 512 next 1329\n",
      "2022-11-01 12:42:59.950438: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02abb600 of size 256 next 1328\n",
      "2022-11-01 12:42:59.950446: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02abb700 of size 1024 next 1630\n",
      "2022-11-01 12:42:59.950455: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02abbb00 of size 1024 next 1339\n",
      "2022-11-01 12:42:59.950464: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02abbf00 of size 1024 next 1340\n",
      "2022-11-01 12:42:59.950472: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02abc300 of size 1024 next 1342\n",
      "2022-11-01 12:42:59.950481: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02abc700 of size 1024 next 1343\n",
      "2022-11-01 12:42:59.950489: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02abcb00 of size 256 next 1344\n",
      "2022-11-01 12:42:59.950498: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02abcc00 of size 256 next 1345\n",
      "2022-11-01 12:42:59.950506: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02abcd00 of size 256 next 1347\n",
      "2022-11-01 12:42:59.950515: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02abce00 of size 256 next 1348\n",
      "2022-11-01 12:42:59.950523: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02abcf00 of size 256 next 1349\n",
      "2022-11-01 12:42:59.950532: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02abd000 of size 256 next 1631\n",
      "2022-11-01 12:42:59.950541: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02abd100 of size 256 next 1351\n",
      "2022-11-01 12:42:59.950549: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02abd200 of size 256 next 1352\n",
      "2022-11-01 12:42:59.950558: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02abd300 of size 256 next 1354\n",
      "2022-11-01 12:42:59.950567: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02abd400 of size 256 next 1355\n",
      "2022-11-01 12:42:59.950575: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02abd500 of size 1024 next 1356\n",
      "2022-11-01 12:42:59.950584: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02abd900 of size 1024 next 1357\n",
      "2022-11-01 12:42:59.950593: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02abdd00 of size 1024 next 1358\n",
      "2022-11-01 12:42:59.950601: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02abe100 of size 1024 next 1359\n",
      "2022-11-01 12:42:59.950610: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02abe500 of size 1024 next 1360\n",
      "2022-11-01 12:42:59.950618: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02abe900 of size 256 next 1334\n",
      "2022-11-01 12:42:59.950627: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02abea00 of size 256 next 1362\n",
      "2022-11-01 12:42:59.950635: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02abeb00 of size 256 next 1364\n",
      "2022-11-01 12:42:59.950644: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02abec00 of size 256 next 1365\n",
      "2022-11-01 12:42:59.950652: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02abed00 of size 256 next 1366\n",
      "2022-11-01 12:42:59.950661: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02abee00 of size 256 next 1367\n",
      "2022-11-01 12:42:59.950670: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02abef00 of size 256 next 1368\n",
      "2022-11-01 12:42:59.950678: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02abf000 of size 256 next 1371\n",
      "2022-11-01 12:42:59.950687: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02abf100 of size 256 next 1372\n",
      "2022-11-01 12:42:59.950695: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02abf200 of size 256 next 1373\n",
      "2022-11-01 12:42:59.950704: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02abf300 of size 1024 next 1361\n",
      "2022-11-01 12:42:59.950712: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02abf700 of size 2048 next 1375\n",
      "2022-11-01 12:42:59.950720: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02abff00 of size 2048 next 1633\n",
      "2022-11-01 12:42:59.950729: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02ac0700 of size 4096 next 1448\n",
      "2022-11-01 12:42:59.950738: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02ac1700 of size 2048 next 1573\n",
      "2022-11-01 12:42:59.950746: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02ac1f00 of size 2048 next 1590\n",
      "2022-11-01 12:42:59.950755: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02ac2700 of size 3840 next 1321\n",
      "2022-11-01 12:42:59.950764: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02ac3600 of size 65536 next 1320\n",
      "2022-11-01 12:42:59.950772: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02ad3600 of size 512 next 1411\n",
      "2022-11-01 12:42:59.950781: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02ad3800 of size 512 next 1412\n",
      "2022-11-01 12:42:59.950790: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02ad3a00 of size 512 next 1413\n",
      "2022-11-01 12:42:59.950798: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02ad3c00 of size 512 next 1414\n",
      "2022-11-01 12:42:59.950807: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02ad3e00 of size 2560 next 1416\n",
      "2022-11-01 12:42:59.950815: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02ad4800 of size 2048 next 1417\n",
      "2022-11-01 12:42:59.950824: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02ad5000 of size 2048 next 1418\n",
      "2022-11-01 12:42:59.950832: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02ad5800 of size 2048 next 1419\n",
      "2022-11-01 12:42:59.950841: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02ad6000 of size 512 next 1423\n",
      "2022-11-01 12:42:59.950850: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02ad6200 of size 512 next 1424\n",
      "2022-11-01 12:42:59.950859: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02ad6400 of size 512 next 1425\n",
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      "2022-11-01 12:42:59.950876: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02ad6800 of size 512 next 1428\n",
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      "2022-11-01 12:42:59.950893: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02ad6c00 of size 512 next 1430\n",
      "2022-11-01 12:42:59.950902: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02ad6e00 of size 3584 next 1432\n",
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      "2022-11-01 12:42:59.950953: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02ad9e00 of size 512 next 1437\n",
      "2022-11-01 12:42:59.950962: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02ada000 of size 512 next 1439\n",
      "2022-11-01 12:42:59.950970: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02ada200 of size 512 next 1440\n",
      "2022-11-01 12:42:59.950979: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02ada400 of size 512 next 1441\n",
      "2022-11-01 12:42:59.950987: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02ada600 of size 512 next 1442\n",
      "2022-11-01 12:42:59.950996: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02ada800 of size 512 next 1443\n",
      "2022-11-01 12:42:59.951004: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02adaa00 of size 512 next 1445\n",
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      "2022-11-01 12:42:59.951038: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02adb800 of size 2048 next 1451\n",
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      "2022-11-01 12:42:59.951080: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02addc00 of size 5120 next 1456\n",
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      "2022-11-01 12:42:59.951115: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02ae2000 of size 5632 next 1341\n",
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      "2022-11-01 12:42:59.951134: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02af3600 of size 1048576 next 182\n",
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      "2022-11-01 12:42:59.951159: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02df3600 of size 1048576 next 211\n",
      "2022-11-01 12:42:59.951167: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02ef3600 of size 851968 next 577\n",
      "2022-11-01 12:42:59.951176: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a02fc3600 of size 147456 next 1652\n",
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      "2022-11-01 12:42:59.951193: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0300b600 of size 163840 next 196\n",
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      "2022-11-01 12:42:59.951211: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a03273600 of size 1048576 next 229\n",
      "2022-11-01 12:42:59.951220: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a03373600 of size 3670016 next 218\n",
      "2022-11-01 12:42:59.951228: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a036f3600 of size 2359296 next 217\n",
      "2022-11-01 12:42:59.951237: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a03933600 of size 1048576 next 242\n",
      "2022-11-01 12:42:59.951245: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a03a33600 of size 3670016 next 235\n",
      "2022-11-01 12:42:59.951254: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a03db3600 of size 1048576 next 259\n",
      "2022-11-01 12:42:59.951263: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a03eb3600 of size 3670016 next 252\n",
      "2022-11-01 12:42:59.951271: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a04233600 of size 1048576 next 277\n",
      "2022-11-01 12:42:59.951280: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a04333600 of size 1310720 next 271\n",
      "2022-11-01 12:42:59.951289: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a04473600 of size 1048576 next 275\n",
      "2022-11-01 12:42:59.951298: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a04573600 of size 2359296 next 294\n",
      "2022-11-01 12:42:59.951306: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a047b3600 of size 1310720 next 288\n",
      "2022-11-01 12:42:59.951315: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a048f3600 of size 1048576 next 99\n",
      "2022-11-01 12:42:59.951323: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a049f3600 of size 147456 next 724\n",
      "2022-11-01 12:42:59.951332: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a04a17600 of size 147456 next 726\n",
      "2022-11-01 12:42:59.951341: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a04a3b600 of size 147456 next 739\n",
      "2022-11-01 12:42:59.951349: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a04a5f600 of size 256 next 773\n",
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      "2022-11-01 12:42:59.951443: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a04a61000 of size 1024 next 785\n",
      "2022-11-01 12:42:59.951452: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a04a61400 of size 256 next 787\n",
      "2022-11-01 12:42:59.951460: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a04a61500 of size 256 next 788\n",
      "2022-11-01 12:42:59.951469: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a04a61600 of size 256 next 789\n",
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      "2022-11-01 12:42:59.951502: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a04a61a00 of size 1024 next 795\n",
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      "2022-11-01 12:42:59.951519: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a04a62200 of size 1024 next 797\n",
      "2022-11-01 12:42:59.951528: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a04a62600 of size 256 next 799\n",
      "2022-11-01 12:42:59.951536: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a04a62700 of size 256 next 800\n",
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      "2022-11-01 12:42:59.951578: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a04a62c00 of size 1024 next 806\n",
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      "2022-11-01 12:42:59.951595: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a04a63400 of size 1024 next 808\n",
      "2022-11-01 12:42:59.951603: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a04a63800 of size 512 next 810\n",
      "2022-11-01 12:42:59.951611: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a04a63a00 of size 512 next 811\n",
      "2022-11-01 12:42:59.951620: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a04a63c00 of size 512 next 812\n",
      "2022-11-01 12:42:59.951628: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a04a63e00 of size 512 next 813\n",
      "2022-11-01 12:42:59.951637: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a04a64000 of size 512 next 814\n",
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      "2022-11-01 12:42:59.951654: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a04a64400 of size 2048 next 817\n",
      "2022-11-01 12:42:59.951663: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a04a64c00 of size 2048 next 819\n",
      "2022-11-01 12:42:59.951671: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a04a65400 of size 2048 next 820\n",
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      "2022-11-01 12:42:59.951688: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a04a66400 of size 2048 next 822\n",
      "2022-11-01 12:42:59.951697: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a04a66c00 of size 2560 next 742\n",
      "2022-11-01 12:42:59.951705: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a04a67600 of size 32768 next 743\n",
      "2022-11-01 12:42:59.951714: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a04a6f600 of size 81920 next 723\n",
      "2022-11-01 12:42:59.951723: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a04a83600 of size 720896 next 287\n",
      "2022-11-01 12:42:59.951731: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a04b33600 of size 262144 next 212\n",
      "2022-11-01 12:42:59.951740: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a04b73600 of size 589824 next 489\n",
      "2022-11-01 12:42:59.951749: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a04c03600 of size 327680 next 484\n",
      "2022-11-01 12:42:59.951757: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a04c53600 of size 917504 next 310\n",
      "2022-11-01 12:42:59.951766: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a04d33600 of size 6291456 next 328\n",
      "2022-11-01 12:42:59.951775: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a05333600 of size 4096 next 1509\n",
      "2022-11-01 12:42:59.951784: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a05334600 of size 4096 next 1510\n",
      "2022-11-01 12:42:59.951792: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a05335600 of size 4096 next 1511\n",
      "2022-11-01 12:42:59.951801: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a05336600 of size 4096 next 1512\n",
      "2022-11-01 12:42:59.951809: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a05337600 of size 1024 next 1502\n",
      "2022-11-01 12:42:59.951818: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a05337a00 of size 1024 next 1513\n",
      "2022-11-01 12:42:59.951826: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a05337e00 of size 1024 next 1516\n",
      "2022-11-01 12:42:59.951835: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a05338200 of size 1024 next 1517\n",
      "2022-11-01 12:42:59.951843: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a05338600 of size 1024 next 1520\n",
      "2022-11-01 12:42:59.951852: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a05338a00 of size 1024 next 1521\n",
      "2022-11-01 12:42:59.951860: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a05338e00 of size 1024 next 1522\n",
      "2022-11-01 12:42:59.951869: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a05339200 of size 4096 next 1524\n",
      "2022-11-01 12:42:59.951877: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0533a200 of size 4096 next 1526\n",
      "2022-11-01 12:42:59.951886: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0533b200 of size 4096 next 1527\n",
      "2022-11-01 12:42:59.951894: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0533c200 of size 4096 next 1528\n",
      "2022-11-01 12:42:59.951903: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0533d200 of size 4096 next 1529\n",
      "2022-11-01 12:42:59.951912: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0533e200 of size 1024 next 1506\n",
      "2022-11-01 12:42:59.951920: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0533e600 of size 1024 next 1530\n",
      "2022-11-01 12:42:59.951930: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0533ea00 of size 1024 next 1531\n",
      "2022-11-01 12:42:59.951938: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0533ee00 of size 1024 next 1532\n",
      "2022-11-01 12:42:59.951946: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0533f200 of size 1024 next 1533\n",
      "2022-11-01 12:42:59.951955: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0533f600 of size 1024 next 1534\n",
      "2022-11-01 12:42:59.951963: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0533fa00 of size 1024 next 1535\n",
      "2022-11-01 12:42:59.951972: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0533fe00 of size 1024 next 1537\n",
      "2022-11-01 12:42:59.951980: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a05340200 of size 1024 next 1538\n",
      "2022-11-01 12:42:59.951989: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a05340600 of size 1024 next 1539\n",
      "2022-11-01 12:42:59.951997: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a05340a00 of size 4096 next 1541\n",
      "2022-11-01 12:42:59.952006: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a05341a00 of size 4096 next 1543\n",
      "2022-11-01 12:42:59.952015: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a05342a00 of size 4096 next 1544\n",
      "2022-11-01 12:42:59.952024: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a05343a00 of size 4096 next 1545\n",
      "2022-11-01 12:42:59.952032: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a05344a00 of size 4096 next 1546\n",
      "2022-11-01 12:42:59.952041: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a05345a00 of size 1024 next 1542\n",
      "2022-11-01 12:42:59.952050: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a05345e00 of size 1024 next 1547\n",
      "2022-11-01 12:42:59.952058: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a05346200 of size 1024 next 1548\n",
      "2022-11-01 12:42:59.952067: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a05346600 of size 1024 next 1549\n",
      "2022-11-01 12:42:59.952075: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a05346a00 of size 1024 next 1550\n",
      "2022-11-01 12:42:59.952084: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a05346e00 of size 1024 next 1551\n",
      "2022-11-01 12:42:59.952092: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a05347200 of size 1024 next 1552\n",
      "2022-11-01 12:42:59.952101: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a05347600 of size 1024 next 1555\n",
      "2022-11-01 12:42:59.952109: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a05347a00 of size 1024 next 1556\n",
      "2022-11-01 12:42:59.952117: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a05347e00 of size 1024 next 1557\n",
      "2022-11-01 12:42:59.952126: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a05348200 of size 4096 next 1559\n",
      "2022-11-01 12:42:59.952135: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a05349200 of size 4096 next 1561\n",
      "2022-11-01 12:42:59.952143: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0534a200 of size 4096 next 1562\n",
      "2022-11-01 12:42:59.952152: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0534b200 of size 4096 next 1563\n",
      "2022-11-01 12:42:59.952160: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0534c200 of size 4096 next 1564\n",
      "2022-11-01 12:42:59.952169: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0534d200 of size 2048 next 1553\n",
      "2022-11-01 12:42:59.952178: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0534da00 of size 2048 next 1565\n",
      "2022-11-01 12:42:59.952186: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0534e200 of size 8192 next 1566\n",
      "2022-11-01 12:42:59.952196: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a05350200 of size 406528 next 520\n",
      "2022-11-01 12:42:59.952205: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a053b3600 of size 524288 next 519\n",
      "2022-11-01 12:42:59.952214: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a05433600 of size 1048576 next 330\n",
      "2022-11-01 12:42:59.952222: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a05533600 of size 1048576 next 690\n",
      "2022-11-01 12:42:59.952231: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a05633600 of size 1048576 next 346\n",
      "2022-11-01 12:42:59.952239: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a05733600 of size 4194304 next 304\n",
      "2022-11-01 12:42:59.952248: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a05b33600 of size 12582912 next 333\n",
      "2022-11-01 12:42:59.952257: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a06733600 of size 1048576 next 412\n",
      "2022-11-01 12:42:59.952265: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a06833600 of size 1048576 next 462\n",
      "2022-11-01 12:42:59.952274: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a06933600 of size 1048576 next 601\n",
      "2022-11-01 12:42:59.952282: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a06a33600 of size 1048576 next 629\n",
      "2022-11-01 12:42:59.952291: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a06b33600 of size 524288 next 1382\n",
      "2022-11-01 12:42:59.952299: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a06bb3600 of size 2048 next 1609\n",
      "2022-11-01 12:42:59.952308: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a06bb3e00 of size 2048 next 1610\n",
      "2022-11-01 12:42:59.952317: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a06bb4600 of size 2048 next 1611\n",
      "2022-11-01 12:42:59.952325: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a06bb4e00 of size 2048 next 1612\n",
      "2022-11-01 12:42:59.952334: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a06bb5600 of size 2048 next 1613\n",
      "2022-11-01 12:42:59.952342: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a06bb5e00 of size 2048 next 1616\n",
      "2022-11-01 12:42:59.952350: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a06bb6600 of size 2048 next 1617\n",
      "2022-11-01 12:42:59.952359: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a06bb6e00 of size 2048 next 1618\n",
      "2022-11-01 12:42:59.952367: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a06bb7600 of size 2048 next 1619\n",
      "2022-11-01 12:42:59.952376: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a06bb7e00 of size 10240 next 1622\n",
      "2022-11-01 12:42:59.952385: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a06bba600 of size 8192 next 1623\n",
      "2022-11-01 12:42:59.952393: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a06bbc600 of size 8192 next 1624\n",
      "2022-11-01 12:42:59.952401: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a06bbe600 of size 8192 next 1625\n",
      "2022-11-01 12:42:59.952410: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a06bc0600 of size 4096 next 464\n",
      "2022-11-01 12:42:59.952419: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a06bc1600 of size 4096 next 1626\n",
      "2022-11-01 12:42:59.952428: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a06bc2600 of size 37632 next 1627\n",
      "2022-11-01 12:42:59.952437: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a06bcb900 of size 163072 next 1399\n",
      "2022-11-01 12:42:59.952445: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a06bf3600 of size 262144 next 319\n",
      "2022-11-01 12:42:59.952454: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a06c33600 of size 9437184 next 318\n",
      "2022-11-01 12:42:59.970857: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a07533600 of size 4194304 next 351\n",
      "2022-11-01 12:42:59.970886: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a07933600 of size 524288 next 1641\n",
      "2022-11-01 12:42:59.970898: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] Free  at 7f6a079b3600 of size 524288 next 574\n",
      "2022-11-01 12:42:59.970907: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a07a33600 of size 262144 next 1404\n",
      "2022-11-01 12:42:59.970915: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a07a73600 of size 327680 next 1393\n",
      "2022-11-01 12:42:59.970924: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a07ac3600 of size 720896 next 373\n",
      "2022-11-01 12:42:59.970933: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a07b73600 of size 6553600 next 659\n",
      "2022-11-01 12:42:59.970942: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a081b3600 of size 5767168 next 340\n",
      "2022-11-01 12:42:59.970951: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a08733600 of size 4194304 next 343\n",
      "2022-11-01 12:42:59.970959: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a08b33600 of size 524288 next 692\n",
      "2022-11-01 12:42:59.970968: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a08bb3600 of size 589824 next 703\n",
      "2022-11-01 12:42:59.970976: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a08c43600 of size 65536 next 805\n",
      "2022-11-01 12:42:59.970985: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a08c53600 of size 131072 next 809\n",
      "2022-11-01 12:42:59.970995: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a08c73600 of size 786432 next 362\n",
      "2022-11-01 12:42:59.971003: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a08d33600 of size 2097152 next 339\n",
      "2022-11-01 12:42:59.971012: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a08f33600 of size 65536 next 780\n",
      "2022-11-01 12:42:59.971021: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a08f43600 of size 65536 next 786\n",
      "2022-11-01 12:42:59.971029: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a08f53600 of size 147456 next 790\n",
      "2022-11-01 12:42:59.971038: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a08f77600 of size 65536 next 794\n",
      "2022-11-01 12:42:59.971046: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a08f87600 of size 65536 next 798\n",
      "2022-11-01 12:42:59.971055: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a08f97600 of size 180224 next 737\n",
      "2022-11-01 12:42:59.971064: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a08fc3600 of size 589824 next 734\n",
      "2022-11-01 12:42:59.971072: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a09053600 of size 524288 next 816\n",
      "2022-11-01 12:42:59.971081: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a090d3600 of size 262144 next 818\n",
      "2022-11-01 12:42:59.971089: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a09113600 of size 393216 next 209\n",
      "2022-11-01 12:42:59.971098: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a09173600 of size 2883584 next 364\n",
      "2022-11-01 12:42:59.971106: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a09433600 of size 2359296 next 103\n",
      "2022-11-01 12:42:59.971115: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a09673600 of size 2883584 next 358\n",
      "2022-11-01 12:42:59.971124: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a09933600 of size 512 next 823\n",
      "2022-11-01 12:42:59.971132: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a09933800 of size 512 next 824\n",
      "2022-11-01 12:42:59.971140: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a09933a00 of size 512 next 825\n",
      "2022-11-01 12:42:59.971233: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a09933c00 of size 589824 next 826\n",
      "2022-11-01 12:42:59.971249: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a099c3c00 of size 512 next 827\n",
      "2022-11-01 12:42:59.971261: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a099c3e00 of size 512 next 828\n",
      "2022-11-01 12:42:59.971272: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a099c4000 of size 512 next 829\n",
      "2022-11-01 12:42:59.971284: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a099c4200 of size 262144 next 830\n",
      "2022-11-01 12:42:59.971296: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a09a04200 of size 2048 next 831\n",
      "2022-11-01 12:42:59.971307: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a09a04a00 of size 2048 next 832\n",
      "2022-11-01 12:42:59.971319: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a09a05200 of size 2048 next 833\n",
      "2022-11-01 12:42:59.971330: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a09a05a00 of size 262144 next 834\n",
      "2022-11-01 12:42:59.971342: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a09a45a00 of size 512 next 835\n",
      "2022-11-01 12:42:59.971354: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a09a45c00 of size 512 next 836\n",
      "2022-11-01 12:42:59.971365: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a09a45e00 of size 512 next 837\n",
      "2022-11-01 12:42:59.971377: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a09a46000 of size 589824 next 838\n",
      "2022-11-01 12:42:59.971388: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a09ad6000 of size 512 next 839\n",
      "2022-11-01 12:42:59.971400: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a09ad6200 of size 512 next 840\n",
      "2022-11-01 12:42:59.971412: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a09ad6400 of size 512 next 841\n",
      "2022-11-01 12:42:59.971423: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a09ad6600 of size 262144 next 842\n",
      "2022-11-01 12:42:59.971435: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a09b16600 of size 2048 next 843\n",
      "2022-11-01 12:42:59.971446: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a09b16e00 of size 2048 next 844\n",
      "2022-11-01 12:42:59.971458: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a09b17600 of size 2048 next 845\n",
      "2022-11-01 12:42:59.971470: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a09b17e00 of size 374784 next 566\n",
      "2022-11-01 12:42:59.971482: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a09b73600 of size 2359296 next 45\n",
      "2022-11-01 12:42:59.971493: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a09db3600 of size 2359296 next 693\n",
      "2022-11-01 12:42:59.971505: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a09ff3600 of size 2359296 next 357\n",
      "2022-11-01 12:42:59.971517: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0a233600 of size 262144 next 471\n",
      "2022-11-01 12:42:59.971528: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0a273600 of size 147456 next 1651\n",
      "2022-11-01 12:42:59.971540: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0a297600 of size 180224 next 478\n",
      "2022-11-01 12:42:59.971552: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0a2c3600 of size 65536 next 1346\n",
      "2022-11-01 12:42:59.971563: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0a2d3600 of size 81920 next 1335\n",
      "2022-11-01 12:42:59.971575: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0a2e7600 of size 65536 next 1338\n",
      "2022-11-01 12:42:59.971586: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0a2f7600 of size 147456 next 1363\n",
      "2022-11-01 12:42:59.971683: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0a31b600 of size 37632 next 1620\n",
      "2022-11-01 12:42:59.971697: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0a324900 of size 44288 next 1353\n",
      "2022-11-01 12:42:59.971710: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0a32f600 of size 65536 next 1374\n",
      "2022-11-01 12:42:59.971723: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0a33f600 of size 671744 next 388\n",
      "2022-11-01 12:42:59.971735: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0a3e3600 of size 8192 next 1569\n",
      "2022-11-01 12:42:59.971747: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0a3e5600 of size 8192 next 1570\n",
      "2022-11-01 12:42:59.971759: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0a3e7600 of size 8192 next 1571\n",
      "2022-11-01 12:42:59.971771: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0a3e9600 of size 2048 next 1572\n",
      "2022-11-01 12:42:59.971783: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0a3e9e00 of size 2048 next 1574\n",
      "2022-11-01 12:42:59.971795: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0a3ea600 of size 2048 next 1575\n",
      "2022-11-01 12:42:59.971807: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0a3eae00 of size 2048 next 1576\n",
      "2022-11-01 12:42:59.971819: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0a3eb600 of size 2048 next 1577\n",
      "2022-11-01 12:42:59.971831: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0a3ebe00 of size 2048 next 1580\n",
      "2022-11-01 12:42:59.971843: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0a3ec600 of size 2048 next 1581\n",
      "2022-11-01 12:42:59.971855: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0a3ece00 of size 2048 next 1582\n",
      "2022-11-01 12:42:59.971867: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0a3ed600 of size 12288 next 1585\n",
      "2022-11-01 12:42:59.971879: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0a3f0600 of size 8192 next 1587\n",
      "2022-11-01 12:42:59.971891: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0a3f2600 of size 8192 next 1588\n",
      "2022-11-01 12:42:59.971903: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0a3f4600 of size 8192 next 1589\n",
      "2022-11-01 12:42:59.971915: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0a3f6600 of size 2048 next 1593\n",
      "2022-11-01 12:42:59.971927: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0a3f6e00 of size 2048 next 1594\n",
      "2022-11-01 12:42:59.971939: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0a3f7600 of size 2048 next 1592\n",
      "2022-11-01 12:42:59.971951: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0a3f7e00 of size 2048 next 1596\n",
      "2022-11-01 12:42:59.971963: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0a3f8600 of size 2048 next 1599\n",
      "2022-11-01 12:42:59.971974: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0a3f8e00 of size 2048 next 1600\n",
      "2022-11-01 12:42:59.971986: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0a3f9600 of size 2048 next 1601\n",
      "2022-11-01 12:42:59.971998: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0a3f9e00 of size 14336 next 1603\n",
      "2022-11-01 12:42:59.972011: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0a3fd600 of size 8192 next 1605\n",
      "2022-11-01 12:42:59.972024: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0a3ff600 of size 8192 next 1606\n",
      "2022-11-01 12:42:59.972036: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0a401600 of size 8192 next 1607\n",
      "2022-11-01 12:42:59.972048: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0a403600 of size 8192 next 1608\n",
      "2022-11-01 12:42:59.972248: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0a405600 of size 2048 next 1598\n",
      "2022-11-01 12:42:59.972263: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0a405e00 of size 256 next 1540\n",
      "2022-11-01 12:42:59.972275: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0a405f00 of size 1024 next 1457\n",
      "2022-11-01 12:42:59.972287: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0a406300 of size 2048 next 431\n",
      "2022-11-01 12:42:59.972300: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0a406b00 of size 2816 next 1370\n",
      "2022-11-01 12:42:59.972312: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0a407600 of size 147456 next 1369\n",
      "2022-11-01 12:42:59.972325: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0a42b600 of size 147456 next 1350\n",
      "2022-11-01 12:42:59.972337: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0a44f600 of size 147456 next 596\n",
      "2022-11-01 12:42:59.972349: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0a473600 of size 1048576 next 620\n",
      "2022-11-01 12:42:59.972361: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0a573600 of size 262144 next 1421\n",
      "2022-11-01 12:42:59.972373: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0a5b3600 of size 327680 next 1410\n",
      "2022-11-01 12:42:59.972385: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0a603600 of size 589824 next 1409\n",
      "2022-11-01 12:42:59.972397: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0a693600 of size 262144 next 1438\n",
      "2022-11-01 12:42:59.972409: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0a6d3600 of size 262144 next 1450\n",
      "2022-11-01 12:42:59.972421: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0a713600 of size 393216 next 454\n",
      "2022-11-01 12:42:59.972433: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0a773600 of size 1048576 next 1637\n",
      "2022-11-01 12:42:59.972445: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0a873600 of size 1048576 next 266\n",
      "2022-11-01 12:42:59.972457: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0a973600 of size 4194304 next 544\n",
      "2022-11-01 12:42:59.972470: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0ad73600 of size 4194304 next 61\n",
      "2022-11-01 12:42:59.972482: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0b173600 of size 4194304 next 608\n",
      "2022-11-01 12:42:59.972494: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] Free  at 7f6a0b573600 of size 7864320 next 679\n",
      "2022-11-01 12:42:59.972506: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0bcf3600 of size 524288 next 163\n",
      "2022-11-01 12:42:59.972518: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0bd73600 of size 3670016 next 626\n",
      "2022-11-01 12:42:59.972530: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0c0f3600 of size 3145728 next 1473\n",
      "2022-11-01 12:42:59.972542: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0c3f3600 of size 1048576 next 1280\n",
      "2022-11-01 12:42:59.972554: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0c4f3600 of size 14680064 next 650\n",
      "2022-11-01 12:42:59.972567: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0d2f3600 of size 4194304 next 621\n",
      "2022-11-01 12:42:59.972579: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0d6f3600 of size 2359296 next 1484\n",
      "2022-11-01 12:42:59.972591: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0d933600 of size 1048576 next 1508\n",
      "2022-11-01 12:42:59.972603: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0da33600 of size 3670016 next 1501\n",
      "2022-11-01 12:42:59.972615: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0ddb3600 of size 1048576 next 1525\n",
      "2022-11-01 12:42:59.972692: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0deb3600 of size 1310720 next 1519\n",
      "2022-11-01 12:42:59.972706: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0dff3600 of size 1048576 next 1523\n",
      "2022-11-01 12:42:59.972719: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0e0f3600 of size 1048576 next 1518\n",
      "2022-11-01 12:42:59.972730: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0e1f3600 of size 3145728 next 657\n",
      "2022-11-01 12:42:59.972743: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0e4f3600 of size 4194304 next 681\n",
      "2022-11-01 12:42:59.972754: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0e8f3600 of size 2359296 next 411\n",
      "2022-11-01 12:42:59.972766: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0eb33600 of size 589824 next 1427\n",
      "2022-11-01 12:42:59.972779: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0ebc3600 of size 1114112 next 1462\n",
      "2022-11-01 12:42:59.972791: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0ecd3600 of size 1179648 next 675\n",
      "2022-11-01 12:42:59.972803: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0edf3600 of size 2359296 next 285\n",
      "2022-11-01 12:42:59.972816: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0f033600 of size 7077888 next 674\n",
      "2022-11-01 12:42:59.972828: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0f6f3600 of size 1048576 next 687\n",
      "2022-11-01 12:42:59.972840: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0f7f3600 of size 1310720 next 630\n",
      "2022-11-01 12:42:59.972853: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0f933600 of size 1048576 next 580\n",
      "2022-11-01 12:42:59.972865: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0fa33600 of size 3407872 next 505\n",
      "2022-11-01 12:42:59.972877: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0fd73600 of size 2621440 next 655\n",
      "2022-11-01 12:42:59.972891: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a0fff3600 of size 9437184 next 292\n",
      "2022-11-01 12:42:59.972903: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a108f3600 of size 9437184 next 355\n",
      "2022-11-01 12:42:59.972915: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a111f3600 of size 512 next 846\n",
      "2022-11-01 12:42:59.972927: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a111f3800 of size 512 next 847\n",
      "2022-11-01 12:42:59.972939: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a111f3a00 of size 512 next 848\n",
      "2022-11-01 12:42:59.972951: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a111f3c00 of size 589824 next 849\n",
      "2022-11-01 12:42:59.972963: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a11283c00 of size 512 next 850\n",
      "2022-11-01 12:42:59.972990: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a11283e00 of size 512 next 851\n",
      "2022-11-01 12:42:59.973003: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a11284000 of size 512 next 852\n",
      "2022-11-01 12:42:59.973016: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a11284200 of size 262144 next 853\n",
      "2022-11-01 12:42:59.973028: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a112c4200 of size 2048 next 854\n",
      "2022-11-01 12:42:59.973040: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a112c4a00 of size 2048 next 855\n",
      "2022-11-01 12:42:59.973051: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a112c5200 of size 2048 next 856\n",
      "2022-11-01 12:42:59.973063: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a112c5a00 of size 524288 next 857\n",
      "2022-11-01 12:42:59.973075: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a11345a00 of size 1024 next 858\n",
      "2022-11-01 12:42:59.973164: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a11345e00 of size 1024 next 859\n",
      "2022-11-01 12:42:59.973180: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a11346200 of size 1024 next 860\n",
      "2022-11-01 12:42:59.973193: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a11346600 of size 2359296 next 861\n",
      "2022-11-01 12:42:59.973205: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a11586600 of size 1024 next 862\n",
      "2022-11-01 12:42:59.973216: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a11586a00 of size 1024 next 863\n",
      "2022-11-01 12:42:59.973228: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a11586e00 of size 1024 next 864\n",
      "2022-11-01 12:42:59.973240: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a11587200 of size 2097152 next 865\n",
      "2022-11-01 12:42:59.973252: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a11787200 of size 4096 next 866\n",
      "2022-11-01 12:42:59.973265: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a11788200 of size 1048576 next 867\n",
      "2022-11-01 12:42:59.973277: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a11888200 of size 4096 next 868\n",
      "2022-11-01 12:42:59.973289: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a11889200 of size 4096 next 869\n",
      "2022-11-01 12:42:59.973301: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1188a200 of size 4096 next 870\n",
      "2022-11-01 12:42:59.973313: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1188b200 of size 4096 next 871\n",
      "2022-11-01 12:42:59.973325: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1188c200 of size 4096 next 872\n",
      "2022-11-01 12:42:59.973337: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1188d200 of size 1048576 next 873\n",
      "2022-11-01 12:42:59.973349: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1198d200 of size 1024 next 874\n",
      "2022-11-01 12:42:59.973361: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1198d600 of size 1024 next 875\n",
      "2022-11-01 12:42:59.973373: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1198da00 of size 1024 next 876\n",
      "2022-11-01 12:42:59.973385: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1198de00 of size 2359296 next 877\n",
      "2022-11-01 12:42:59.973397: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a11bcde00 of size 1024 next 878\n",
      "2022-11-01 12:42:59.973409: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a11bce200 of size 1024 next 879\n",
      "2022-11-01 12:42:59.973421: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a11bce600 of size 1024 next 880\n",
      "2022-11-01 12:42:59.973433: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a11bcea00 of size 1048576 next 881\n",
      "2022-11-01 12:42:59.973445: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a11ccea00 of size 4096 next 882\n",
      "2022-11-01 12:42:59.973457: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a11ccfa00 of size 4096 next 883\n",
      "2022-11-01 12:42:59.973469: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a11cd0a00 of size 4096 next 884\n",
      "2022-11-01 12:42:59.973481: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a11cd1a00 of size 1048576 next 885\n",
      "2022-11-01 12:42:59.973494: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a11dd1a00 of size 1024 next 886\n",
      "2022-11-01 12:42:59.973506: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a11dd1e00 of size 1024 next 887\n",
      "2022-11-01 12:42:59.973518: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a11dd2200 of size 1024 next 888\n",
      "2022-11-01 12:42:59.973529: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a11dd2600 of size 2359296 next 889\n",
      "2022-11-01 12:42:59.973611: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a12012600 of size 1024 next 890\n",
      "2022-11-01 12:42:59.973625: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a12012a00 of size 1024 next 891\n",
      "2022-11-01 12:42:59.973638: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a12012e00 of size 1024 next 892\n",
      "2022-11-01 12:42:59.973650: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a12013200 of size 1048576 next 893\n",
      "2022-11-01 12:42:59.973661: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a12113200 of size 4096 next 894\n",
      "2022-11-01 12:42:59.973673: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a12114200 of size 4096 next 895\n",
      "2022-11-01 12:42:59.973685: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a12115200 of size 4096 next 896\n",
      "2022-11-01 12:42:59.973697: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a12116200 of size 1048576 next 897\n",
      "2022-11-01 12:42:59.973710: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a12216200 of size 1024 next 898\n",
      "2022-11-01 12:42:59.973721: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a12216600 of size 1024 next 899\n",
      "2022-11-01 12:42:59.973733: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a12216a00 of size 1024 next 900\n",
      "2022-11-01 12:42:59.973745: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a12216e00 of size 2359296 next 901\n",
      "2022-11-01 12:42:59.973757: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a12456e00 of size 1024 next 902\n",
      "2022-11-01 12:42:59.973769: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a12457200 of size 1024 next 903\n",
      "2022-11-01 12:42:59.973780: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a12457600 of size 1024 next 904\n",
      "2022-11-01 12:42:59.973792: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a12457a00 of size 1048576 next 905\n",
      "2022-11-01 12:42:59.973804: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a12557a00 of size 4096 next 906\n",
      "2022-11-01 12:42:59.973816: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a12558a00 of size 4096 next 907\n",
      "2022-11-01 12:42:59.973828: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a12559a00 of size 4096 next 908\n",
      "2022-11-01 12:42:59.973840: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1255aa00 of size 1048576 next 909\n",
      "2022-11-01 12:42:59.973852: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1265aa00 of size 1024 next 910\n",
      "2022-11-01 12:42:59.973864: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1265ae00 of size 1024 next 911\n",
      "2022-11-01 12:42:59.973875: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1265b200 of size 1024 next 912\n",
      "2022-11-01 12:42:59.973887: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1265b600 of size 2359296 next 913\n",
      "2022-11-01 12:42:59.973899: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1289b600 of size 1024 next 914\n",
      "2022-11-01 12:42:59.973911: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1289ba00 of size 1024 next 915\n",
      "2022-11-01 12:42:59.973923: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1289be00 of size 1024 next 916\n",
      "2022-11-01 12:42:59.973934: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1289c200 of size 1048576 next 917\n",
      "2022-11-01 12:42:59.973947: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1299c200 of size 4096 next 918\n",
      "2022-11-01 12:42:59.973958: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1299d200 of size 4096 next 919\n",
      "2022-11-01 12:42:59.973971: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1299e200 of size 4096 next 920\n",
      "2022-11-01 12:42:59.974060: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1299f200 of size 1048576 next 921\n",
      "2022-11-01 12:42:59.974074: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a12a9f200 of size 1024 next 922\n",
      "2022-11-01 12:42:59.974087: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a12a9f600 of size 1024 next 923\n",
      "2022-11-01 12:42:59.974098: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a12a9fa00 of size 1024 next 924\n",
      "2022-11-01 12:42:59.974110: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a12a9fe00 of size 2359296 next 925\n",
      "2022-11-01 12:42:59.974122: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a12cdfe00 of size 1024 next 926\n",
      "2022-11-01 12:42:59.974134: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a12ce0200 of size 1024 next 927\n",
      "2022-11-01 12:42:59.974145: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a12ce0600 of size 1024 next 928\n",
      "2022-11-01 12:42:59.974157: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a12ce0a00 of size 1048576 next 929\n",
      "2022-11-01 12:42:59.974170: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a12de0a00 of size 4096 next 930\n",
      "2022-11-01 12:42:59.974182: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a12de1a00 of size 4096 next 931\n",
      "2022-11-01 12:42:59.974194: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a12de2a00 of size 4096 next 932\n",
      "2022-11-01 12:42:59.974206: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a12de3a00 of size 2097152 next 933\n",
      "2022-11-01 12:42:59.974218: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a12fe3a00 of size 2048 next 934\n",
      "2022-11-01 12:42:59.974230: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a12fe4200 of size 2048 next 935\n",
      "2022-11-01 12:42:59.974242: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a12fe4a00 of size 2048 next 936\n",
      "2022-11-01 12:42:59.974254: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a12fe5200 of size 2048 next 938\n",
      "2022-11-01 12:42:59.974266: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a12fe5a00 of size 2048 next 939\n",
      "2022-11-01 12:42:59.974278: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a12fe6200 of size 2048 next 940\n",
      "2022-11-01 12:42:59.974289: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a12fe6a00 of size 8192 next 942\n",
      "2022-11-01 12:42:59.974302: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a12fe8a00 of size 6335488 next 699\n",
      "2022-11-01 12:42:59.974314: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a135f3600 of size 18874368 next 698\n",
      "2022-11-01 12:42:59.974326: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a147f3600 of size 9437184 next 937\n",
      "2022-11-01 12:42:59.974339: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a150f3600 of size 8388608 next 941\n",
      "2022-11-01 12:42:59.974351: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a158f3600 of size 8192 next 943\n",
      "2022-11-01 12:42:59.974363: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a158f5600 of size 8192 next 944\n",
      "2022-11-01 12:42:59.974375: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a158f7600 of size 8192 next 945\n",
      "2022-11-01 12:42:59.974387: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a158f9600 of size 8192 next 946\n",
      "2022-11-01 12:42:59.974399: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a158fb600 of size 8192 next 947\n",
      "2022-11-01 12:42:59.974411: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a158fd600 of size 4194304 next 948\n",
      "2022-11-01 12:42:59.974423: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a15cfd600 of size 2048 next 949\n",
      "2022-11-01 12:42:59.974507: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a15cfde00 of size 2048 next 950\n",
      "2022-11-01 12:42:59.974522: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a15cfe600 of size 2048 next 951\n",
      "2022-11-01 12:42:59.974534: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a15cfee00 of size 9437184 next 952\n",
      "2022-11-01 12:42:59.974546: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a165fee00 of size 2048 next 953\n",
      "2022-11-01 12:42:59.974558: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a165ff600 of size 2048 next 954\n",
      "2022-11-01 12:42:59.974570: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a165ffe00 of size 2048 next 955\n",
      "2022-11-01 12:42:59.974581: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a16600600 of size 4194304 next 956\n",
      "2022-11-01 12:42:59.974593: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a16a00600 of size 8192 next 957\n",
      "2022-11-01 12:42:59.974605: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a16a02600 of size 8192 next 958\n",
      "2022-11-01 12:42:59.974617: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a16a04600 of size 8192 next 959\n",
      "2022-11-01 12:42:59.974629: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a16a06600 of size 4194304 next 960\n",
      "2022-11-01 12:42:59.974641: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a16e06600 of size 2048 next 961\n",
      "2022-11-01 12:42:59.974652: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a16e06e00 of size 2048 next 962\n",
      "2022-11-01 12:42:59.974664: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a16e07600 of size 2048 next 963\n",
      "2022-11-01 12:42:59.974676: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a16e07e00 of size 9437184 next 964\n",
      "2022-11-01 12:42:59.974688: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a17707e00 of size 2048 next 965\n",
      "2022-11-01 12:42:59.974700: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a17708600 of size 2048 next 966\n",
      "2022-11-01 12:42:59.974712: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a17708e00 of size 2048 next 967\n",
      "2022-11-01 12:42:59.974724: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a17709600 of size 4194304 next 968\n",
      "2022-11-01 12:42:59.974736: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a17b09600 of size 8192 next 969\n",
      "2022-11-01 12:42:59.974747: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a17b0b600 of size 8192 next 970\n",
      "2022-11-01 12:42:59.974759: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a17b0d600 of size 8192 next 971\n",
      "2022-11-01 12:42:59.974771: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a17b0f600 of size 2097152 next 972\n",
      "2022-11-01 12:42:59.974783: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a17d0f600 of size 1024 next 973\n",
      "2022-11-01 12:42:59.974795: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a17d0fa00 of size 1048576 next 974\n",
      "2022-11-01 12:42:59.974807: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a17e0fa00 of size 1024 next 975\n",
      "2022-11-01 12:42:59.974819: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a17e0fe00 of size 524288 next 976\n",
      "2022-11-01 12:42:59.974831: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a17e8fe00 of size 1024 next 977\n",
      "2022-11-01 12:42:59.974843: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a17e90200 of size 2359296 next 978\n",
      "2022-11-01 12:42:59.974855: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a180d0200 of size 1024 next 979\n",
      "2022-11-01 12:42:59.974867: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a180d0600 of size 589824 next 980\n",
      "2022-11-01 12:42:59.974959: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a18160600 of size 256 next 981\n",
      "2022-11-01 12:42:59.974973: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a18160700 of size 589824 next 982\n",
      "2022-11-01 12:42:59.974986: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a181f0700 of size 256 next 983\n",
      "2022-11-01 12:42:59.974998: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a181f0800 of size 589824 next 984\n",
      "2022-11-01 12:42:59.975010: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a18280800 of size 256 next 985\n",
      "2022-11-01 12:42:59.975022: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a18280900 of size 147456 next 986\n",
      "2022-11-01 12:42:59.975034: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a182a4900 of size 256 next 987\n",
      "2022-11-01 12:42:59.975046: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a182a4a00 of size 147456 next 988\n",
      "2022-11-01 12:42:59.975058: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a182c8a00 of size 256 next 989\n",
      "2022-11-01 12:42:59.975070: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a182c8b00 of size 147456 next 990\n",
      "2022-11-01 12:42:59.975082: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a182ecb00 of size 256 next 991\n",
      "2022-11-01 12:42:59.975094: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a182ecc00 of size 147456 next 992\n",
      "2022-11-01 12:42:59.975106: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a18310c00 of size 256 next 993\n",
      "2022-11-01 12:42:59.975117: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a18310d00 of size 147456 next 994\n",
      "2022-11-01 12:42:59.975129: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a18334d00 of size 256 next 995\n",
      "2022-11-01 12:42:59.975142: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a18334e00 of size 147456 next 996\n",
      "2022-11-01 12:42:59.975153: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a18358e00 of size 256 next 997\n",
      "2022-11-01 12:42:59.975165: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a18358f00 of size 32768 next 998\n",
      "2022-11-01 12:42:59.975177: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a18360f00 of size 512 next 999\n",
      "2022-11-01 12:42:59.975189: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a18361100 of size 32768 next 1000\n",
      "2022-11-01 12:42:59.975201: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a18369100 of size 512 next 1001\n",
      "2022-11-01 12:42:59.975213: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a18369300 of size 32768 next 1002\n",
      "2022-11-01 12:42:59.975225: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a18371300 of size 512 next 1003\n",
      "2022-11-01 12:42:59.975237: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a18371500 of size 512 next 1004\n",
      "2022-11-01 12:42:59.975248: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a18371700 of size 512 next 1005\n",
      "2022-11-01 12:42:59.975260: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a18371900 of size 512 next 1006\n",
      "2022-11-01 12:42:59.975272: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a18371b00 of size 512 next 1007\n",
      "2022-11-01 12:42:59.975284: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a18371d00 of size 512 next 1008\n",
      "2022-11-01 12:42:59.975295: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a18371f00 of size 512 next 1009\n",
      "2022-11-01 12:42:59.975307: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a18372100 of size 512 next 1010\n",
      "2022-11-01 12:42:59.975319: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a18372300 of size 256 next 1011\n",
      "2022-11-01 12:42:59.975404: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a18372400 of size 512 next 1012\n",
      "2022-11-01 12:42:59.975419: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a18372600 of size 256 next 1013\n",
      "2022-11-01 12:42:59.975431: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a18372700 of size 1024 next 1014\n",
      "2022-11-01 12:42:59.975443: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a18372b00 of size 256 next 1015\n",
      "2022-11-01 12:42:59.975455: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a18372c00 of size 256 next 1016\n",
      "2022-11-01 12:42:59.975467: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a18372d00 of size 256 next 1017\n",
      "2022-11-01 12:42:59.975479: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a18372e00 of size 37632 next 1018\n",
      "2022-11-01 12:42:59.975490: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1837c100 of size 256 next 1019\n",
      "2022-11-01 12:42:59.975502: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1837c200 of size 256 next 1020\n",
      "2022-11-01 12:42:59.975514: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1837c300 of size 256 next 1021\n",
      "2022-11-01 12:42:59.975526: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1837c400 of size 16384 next 1022\n",
      "2022-11-01 12:42:59.975538: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a18380400 of size 256 next 1023\n",
      "2022-11-01 12:42:59.975550: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a18380500 of size 256 next 1024\n",
      "2022-11-01 12:42:59.975562: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a18380600 of size 256 next 1025\n",
      "2022-11-01 12:42:59.975574: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a18380700 of size 147456 next 1026\n",
      "2022-11-01 12:42:59.975586: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a183a4700 of size 256 next 1027\n",
      "2022-11-01 12:42:59.975597: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a183a4800 of size 256 next 1028\n",
      "2022-11-01 12:42:59.975609: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a183a4900 of size 256 next 1029\n",
      "2022-11-01 12:42:59.975621: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a183a4a00 of size 65536 next 1030\n",
      "2022-11-01 12:42:59.975633: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a183b4a00 of size 1024 next 1031\n",
      "2022-11-01 12:42:59.975645: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a183b4e00 of size 65536 next 1032\n",
      "2022-11-01 12:42:59.975657: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a183c4e00 of size 1024 next 1033\n",
      "2022-11-01 12:42:59.975669: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a183c5200 of size 1024 next 1034\n",
      "2022-11-01 12:42:59.975680: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a183c5600 of size 1024 next 1035\n",
      "2022-11-01 12:42:59.975692: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a183c5a00 of size 1024 next 1036\n",
      "2022-11-01 12:42:59.975704: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a183c5e00 of size 1024 next 1037\n",
      "2022-11-01 12:42:59.975716: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a183c6200 of size 65536 next 1038\n",
      "2022-11-01 12:42:59.975728: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a183d6200 of size 256 next 1039\n",
      "2022-11-01 12:42:59.975740: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a183d6300 of size 256 next 1040\n",
      "2022-11-01 12:42:59.975752: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a183d6400 of size 256 next 1041\n",
      "2022-11-01 12:42:59.975764: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a183d6500 of size 147456 next 1042\n",
      "2022-11-01 12:42:59.975848: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a183fa500 of size 256 next 1043\n",
      "2022-11-01 12:42:59.975863: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a183fa600 of size 256 next 1044\n",
      "2022-11-01 12:42:59.975876: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a183fa700 of size 256 next 1045\n",
      "2022-11-01 12:42:59.975887: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a183fa800 of size 65536 next 1046\n",
      "2022-11-01 12:42:59.975899: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1840a800 of size 1024 next 1047\n",
      "2022-11-01 12:42:59.975911: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1840ac00 of size 1024 next 1048\n",
      "2022-11-01 12:42:59.975923: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1840b000 of size 1024 next 1049\n",
      "2022-11-01 12:42:59.975935: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1840b400 of size 65536 next 1050\n",
      "2022-11-01 12:42:59.975946: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1841b400 of size 256 next 1051\n",
      "2022-11-01 12:42:59.975958: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1841b500 of size 256 next 1052\n",
      "2022-11-01 12:42:59.975970: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1841b600 of size 256 next 1053\n",
      "2022-11-01 12:42:59.975982: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1841b700 of size 147456 next 1054\n",
      "2022-11-01 12:42:59.975994: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1843f700 of size 256 next 1055\n",
      "2022-11-01 12:42:59.976006: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1843f800 of size 256 next 1056\n",
      "2022-11-01 12:42:59.976017: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1843f900 of size 256 next 1057\n",
      "2022-11-01 12:42:59.976029: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1843fa00 of size 65536 next 1058\n",
      "2022-11-01 12:42:59.976041: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1844fa00 of size 1024 next 1059\n",
      "2022-11-01 12:42:59.976053: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1844fe00 of size 1024 next 1060\n",
      "2022-11-01 12:42:59.976065: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a18450200 of size 1024 next 1061\n",
      "2022-11-01 12:42:59.976077: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a18450600 of size 131072 next 1062\n",
      "2022-11-01 12:42:59.976089: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a18470600 of size 512 next 1063\n",
      "2022-11-01 12:42:59.976100: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a18470800 of size 512 next 1064\n",
      "2022-11-01 12:42:59.976112: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a18470a00 of size 512 next 1065\n",
      "2022-11-01 12:42:59.976124: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a18470c00 of size 589824 next 1066\n",
      "2022-11-01 12:42:59.976136: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a18500c00 of size 512 next 1067\n",
      "2022-11-01 12:42:59.976148: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a18500e00 of size 512 next 1068\n",
      "2022-11-01 12:42:59.976160: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a18501000 of size 512 next 1069\n",
      "2022-11-01 12:42:59.976172: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a18501200 of size 524288 next 1070\n",
      "2022-11-01 12:42:59.976183: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a18581200 of size 2048 next 1071\n",
      "2022-11-01 12:42:59.976196: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a18581a00 of size 262144 next 1072\n",
      "2022-11-01 12:42:59.976207: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a185c1a00 of size 2048 next 1073\n",
      "2022-11-01 12:43:00.031059: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a185c2200 of size 2048 next 1074\n",
      "2022-11-01 12:43:00.031074: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a185c2a00 of size 2048 next 1075\n",
      "2022-11-01 12:43:00.031086: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a185c3200 of size 2048 next 1076\n",
      "2022-11-01 12:43:00.031098: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a185c3a00 of size 2048 next 1077\n",
      "2022-11-01 12:43:00.031110: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a185c4200 of size 262144 next 1078\n",
      "2022-11-01 12:43:00.031122: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a18604200 of size 512 next 1079\n",
      "2022-11-01 12:43:00.031135: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a18604400 of size 512 next 1080\n",
      "2022-11-01 12:43:00.031147: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a18604600 of size 512 next 1081\n",
      "2022-11-01 12:43:00.031159: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a18604800 of size 589824 next 1082\n",
      "2022-11-01 12:43:00.031171: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a18694800 of size 512 next 1083\n",
      "2022-11-01 12:43:00.031183: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a18694a00 of size 512 next 1084\n",
      "2022-11-01 12:43:00.031196: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a18694c00 of size 512 next 1085\n",
      "2022-11-01 12:43:00.031208: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a18694e00 of size 262144 next 1086\n",
      "2022-11-01 12:43:00.031220: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a186d4e00 of size 2048 next 1087\n",
      "2022-11-01 12:43:00.031232: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a186d5600 of size 2048 next 1088\n",
      "2022-11-01 12:43:00.031244: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a186d5e00 of size 2048 next 1089\n",
      "2022-11-01 12:43:00.031256: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a186d6600 of size 262144 next 1090\n",
      "2022-11-01 12:43:00.031268: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a18716600 of size 512 next 1091\n",
      "2022-11-01 12:43:00.031280: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a18716800 of size 512 next 1092\n",
      "2022-11-01 12:43:00.031292: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a18716a00 of size 512 next 1093\n",
      "2022-11-01 12:43:00.031305: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a18716c00 of size 589824 next 1094\n",
      "2022-11-01 12:43:00.031317: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a187a6c00 of size 512 next 1095\n",
      "2022-11-01 12:43:00.031329: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a187a6e00 of size 512 next 1096\n",
      "2022-11-01 12:43:00.031341: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a187a7000 of size 512 next 1097\n",
      "2022-11-01 12:43:00.031353: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a187a7200 of size 262144 next 1098\n",
      "2022-11-01 12:43:00.031365: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a187e7200 of size 2048 next 1099\n",
      "2022-11-01 12:43:00.031377: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a187e7a00 of size 2048 next 1100\n",
      "2022-11-01 12:43:00.031389: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a187e8200 of size 2048 next 1101\n",
      "2022-11-01 12:43:00.031402: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a187e8a00 of size 262144 next 1102\n",
      "2022-11-01 12:43:00.031415: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a18828a00 of size 512 next 1103\n",
      "2022-11-01 12:43:00.031427: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a18828c00 of size 512 next 1104\n",
      "2022-11-01 12:43:00.031535: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a18828e00 of size 512 next 1105\n",
      "2022-11-01 12:43:00.031549: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a18829000 of size 589824 next 1106\n",
      "2022-11-01 12:43:00.031562: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a188b9000 of size 512 next 1107\n",
      "2022-11-01 12:43:00.031573: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a188b9200 of size 512 next 1108\n",
      "2022-11-01 12:43:00.031585: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a188b9400 of size 512 next 1109\n",
      "2022-11-01 12:43:00.031597: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a188b9600 of size 262144 next 1110\n",
      "2022-11-01 12:43:00.031609: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a188f9600 of size 2048 next 1111\n",
      "2022-11-01 12:43:00.031621: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a188f9e00 of size 2048 next 1112\n",
      "2022-11-01 12:43:00.031633: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a188fa600 of size 2048 next 1113\n",
      "2022-11-01 12:43:00.031645: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a188fae00 of size 524288 next 1114\n",
      "2022-11-01 12:43:00.031657: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1897ae00 of size 1024 next 1115\n",
      "2022-11-01 12:43:00.031669: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1897b200 of size 1024 next 1116\n",
      "2022-11-01 12:43:00.031681: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1897b600 of size 1024 next 1117\n",
      "2022-11-01 12:43:00.031694: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1897ba00 of size 2359296 next 1118\n",
      "2022-11-01 12:43:00.031706: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a18bbba00 of size 1024 next 1119\n",
      "2022-11-01 12:43:00.031718: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a18bbbe00 of size 1024 next 1120\n",
      "2022-11-01 12:43:00.031730: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a18bbc200 of size 1024 next 1121\n",
      "2022-11-01 12:43:00.031742: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a18bbc600 of size 2097152 next 1122\n",
      "2022-11-01 12:43:00.031754: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a18dbc600 of size 4096 next 1123\n",
      "2022-11-01 12:43:00.031766: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a18dbd600 of size 1048576 next 1124\n",
      "2022-11-01 12:43:00.031778: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a18ebd600 of size 4096 next 1125\n",
      "2022-11-01 12:43:00.031791: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a18ebe600 of size 4096 next 1126\n",
      "2022-11-01 12:43:00.031803: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a18ebf600 of size 4096 next 1127\n",
      "2022-11-01 12:43:00.031815: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a18ec0600 of size 4096 next 1128\n",
      "2022-11-01 12:43:00.031827: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a18ec1600 of size 4096 next 1129\n",
      "2022-11-01 12:43:00.031839: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a18ec2600 of size 1048576 next 1130\n",
      "2022-11-01 12:43:00.031851: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a18fc2600 of size 1024 next 1131\n",
      "2022-11-01 12:43:00.031863: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a18fc2a00 of size 1024 next 1132\n",
      "2022-11-01 12:43:00.031875: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a18fc2e00 of size 1024 next 1133\n",
      "2022-11-01 12:43:00.031887: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a18fc3200 of size 2359296 next 1134\n",
      "2022-11-01 12:43:00.031899: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a19203200 of size 1024 next 1135\n",
      "2022-11-01 12:43:00.032007: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a19203600 of size 1024 next 1136\n",
      "2022-11-01 12:43:00.032022: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a19203a00 of size 1024 next 1137\n",
      "2022-11-01 12:43:00.032034: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a19203e00 of size 1048576 next 1138\n",
      "2022-11-01 12:43:00.032046: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a19303e00 of size 4096 next 1139\n",
      "2022-11-01 12:43:00.032059: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a19304e00 of size 4096 next 1140\n",
      "2022-11-01 12:43:00.032071: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a19305e00 of size 4096 next 1141\n",
      "2022-11-01 12:43:00.032101: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a19306e00 of size 1048576 next 1142\n",
      "2022-11-01 12:43:00.032116: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a19406e00 of size 1024 next 1143\n",
      "2022-11-01 12:43:00.032130: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a19407200 of size 1024 next 1144\n",
      "2022-11-01 12:43:00.032144: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a19407600 of size 1024 next 1145\n",
      "2022-11-01 12:43:00.032159: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a19407a00 of size 2359296 next 1146\n",
      "2022-11-01 12:43:00.032173: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a19647a00 of size 1024 next 1147\n",
      "2022-11-01 12:43:00.032187: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a19647e00 of size 1024 next 1148\n",
      "2022-11-01 12:43:00.032202: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a19648200 of size 1024 next 1149\n",
      "2022-11-01 12:43:00.032216: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a19648600 of size 1048576 next 1150\n",
      "2022-11-01 12:43:00.032230: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a19748600 of size 4096 next 1151\n",
      "2022-11-01 12:43:00.032245: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a19749600 of size 4096 next 1152\n",
      "2022-11-01 12:43:00.032260: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1974a600 of size 4096 next 1153\n",
      "2022-11-01 12:43:00.032274: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1974b600 of size 1048576 next 1154\n",
      "2022-11-01 12:43:00.032289: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1984b600 of size 1024 next 1155\n",
      "2022-11-01 12:43:00.032303: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1984ba00 of size 1024 next 1156\n",
      "2022-11-01 12:43:00.032317: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1984be00 of size 1024 next 1157\n",
      "2022-11-01 12:43:00.032332: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1984c200 of size 2359296 next 1158\n",
      "2022-11-01 12:43:00.032346: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a19a8c200 of size 1024 next 1159\n",
      "2022-11-01 12:43:00.032360: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a19a8c600 of size 1024 next 1160\n",
      "2022-11-01 12:43:00.032375: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a19a8ca00 of size 1024 next 1161\n",
      "2022-11-01 12:43:00.032389: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a19a8ce00 of size 1048576 next 1162\n",
      "2022-11-01 12:43:00.032404: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a19b8ce00 of size 4096 next 1163\n",
      "2022-11-01 12:43:00.032418: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a19b8de00 of size 4096 next 1164\n",
      "2022-11-01 12:43:00.032433: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a19b8ee00 of size 4096 next 1165\n",
      "2022-11-01 12:43:00.032447: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a19b8fe00 of size 1048576 next 1166\n",
      "2022-11-01 12:43:00.032535: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a19c8fe00 of size 1024 next 1167\n",
      "2022-11-01 12:43:00.032552: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a19c90200 of size 1024 next 1168\n",
      "2022-11-01 12:43:00.032567: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a19c90600 of size 1024 next 1169\n",
      "2022-11-01 12:43:00.032582: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a19c90a00 of size 2359296 next 1170\n",
      "2022-11-01 12:43:00.032597: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a19ed0a00 of size 1024 next 1171\n",
      "2022-11-01 12:43:00.032612: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a19ed0e00 of size 1024 next 1172\n",
      "2022-11-01 12:43:00.032627: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a19ed1200 of size 1024 next 1173\n",
      "2022-11-01 12:43:00.032642: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a19ed1600 of size 1048576 next 1174\n",
      "2022-11-01 12:43:00.032657: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a19fd1600 of size 4096 next 1175\n",
      "2022-11-01 12:43:00.032673: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a19fd2600 of size 4096 next 1176\n",
      "2022-11-01 12:43:00.032688: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a19fd3600 of size 4096 next 1177\n",
      "2022-11-01 12:43:00.032703: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a19fd4600 of size 1048576 next 1178\n",
      "2022-11-01 12:43:00.032718: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1a0d4600 of size 1024 next 1179\n",
      "2022-11-01 12:43:00.032733: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1a0d4a00 of size 1024 next 1180\n",
      "2022-11-01 12:43:00.032748: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1a0d4e00 of size 1024 next 1181\n",
      "2022-11-01 12:43:00.032764: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1a0d5200 of size 2359296 next 1182\n",
      "2022-11-01 12:43:00.032779: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1a315200 of size 1024 next 1183\n",
      "2022-11-01 12:43:00.032794: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1a315600 of size 1024 next 1184\n",
      "2022-11-01 12:43:00.032809: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1a315a00 of size 1024 next 1185\n",
      "2022-11-01 12:43:00.032824: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1a315e00 of size 1048576 next 1186\n",
      "2022-11-01 12:43:00.032839: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1a415e00 of size 4096 next 1187\n",
      "2022-11-01 12:43:00.032854: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1a416e00 of size 4096 next 1188\n",
      "2022-11-01 12:43:00.032870: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1a417e00 of size 4096 next 1189\n",
      "2022-11-01 12:43:00.032885: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1a418e00 of size 2097152 next 1190\n",
      "2022-11-01 12:43:00.032900: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1a618e00 of size 2048 next 1191\n",
      "2022-11-01 12:43:00.032915: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1a619600 of size 2048 next 1192\n",
      "2022-11-01 12:43:00.032930: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1a619e00 of size 2048 next 1193\n",
      "2022-11-01 12:43:00.032945: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1a61a600 of size 9437184 next 1194\n",
      "2022-11-01 12:43:00.032960: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1af1a600 of size 2048 next 1195\n",
      "2022-11-01 12:43:00.032985: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1af1ae00 of size 2048 next 1196\n",
      "2022-11-01 12:43:00.033001: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1af1b600 of size 2048 next 1197\n",
      "2022-11-01 12:43:00.033096: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1af1be00 of size 8388608 next 1198\n",
      "2022-11-01 12:43:00.033122: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1b71be00 of size 8192 next 1199\n",
      "2022-11-01 12:43:00.033138: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1b71de00 of size 4194304 next 1200\n",
      "2022-11-01 12:43:00.033152: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1bb1de00 of size 8192 next 1201\n",
      "2022-11-01 12:43:00.033167: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1bb1fe00 of size 8192 next 1202\n",
      "2022-11-01 12:43:00.033182: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1bb21e00 of size 8192 next 1203\n",
      "2022-11-01 12:43:00.033197: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1bb23e00 of size 8192 next 1204\n",
      "2022-11-01 12:43:00.033212: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1bb25e00 of size 8192 next 1205\n",
      "2022-11-01 12:43:00.033227: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1bb27e00 of size 4194304 next 1206\n",
      "2022-11-01 12:43:00.033242: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1bf27e00 of size 2048 next 1207\n",
      "2022-11-01 12:43:00.033258: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1bf28600 of size 2048 next 1208\n",
      "2022-11-01 12:43:00.033273: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1bf28e00 of size 2048 next 1209\n",
      "2022-11-01 12:43:00.033288: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1bf29600 of size 9437184 next 1210\n",
      "2022-11-01 12:43:00.033302: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1c829600 of size 2048 next 1211\n",
      "2022-11-01 12:43:00.033317: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1c829e00 of size 2048 next 1212\n",
      "2022-11-01 12:43:00.033333: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1c82a600 of size 2048 next 1213\n",
      "2022-11-01 12:43:00.033348: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1c82ae00 of size 4194304 next 1214\n",
      "2022-11-01 12:43:00.033362: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1cc2ae00 of size 8192 next 1215\n",
      "2022-11-01 12:43:00.033377: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1cc2ce00 of size 8192 next 1216\n",
      "2022-11-01 12:43:00.033392: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1cc2ee00 of size 8192 next 1217\n",
      "2022-11-01 12:43:00.033407: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1cc30e00 of size 4194304 next 1218\n",
      "2022-11-01 12:43:00.033423: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1d030e00 of size 2048 next 1219\n",
      "2022-11-01 12:43:00.033438: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1d031600 of size 2048 next 1220\n",
      "2022-11-01 12:43:00.033453: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1d031e00 of size 2048 next 1221\n",
      "2022-11-01 12:43:00.033468: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1d032600 of size 9437184 next 1222\n",
      "2022-11-01 12:43:00.033483: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1d932600 of size 2048 next 1223\n",
      "2022-11-01 12:43:00.033498: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1d932e00 of size 2048 next 1224\n",
      "2022-11-01 12:43:00.033513: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1d933600 of size 2048 next 1225\n",
      "2022-11-01 12:43:00.033529: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1d933e00 of size 4194304 next 1226\n",
      "2022-11-01 12:43:00.033544: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1dd33e00 of size 8192 next 1227\n",
      "2022-11-01 12:43:00.033559: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1dd35e00 of size 8192 next 1228\n",
      "2022-11-01 12:43:00.033574: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1dd37e00 of size 8192 next 1229\n",
      "2022-11-01 12:43:00.033589: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1dd39e00 of size 2097152 next 1230\n",
      "2022-11-01 12:43:00.033604: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1df39e00 of size 1024 next 1231\n",
      "2022-11-01 12:43:00.033619: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1df3a200 of size 1048576 next 1232\n",
      "2022-11-01 12:43:00.033634: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1e03a200 of size 1024 next 1233\n",
      "2022-11-01 12:43:00.033649: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1e03a600 of size 524288 next 1234\n",
      "2022-11-01 12:43:00.033664: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1e0ba600 of size 1024 next 1235\n",
      "2022-11-01 12:43:00.033679: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1e0baa00 of size 2359296 next 1236\n",
      "2022-11-01 12:43:00.033694: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1e2faa00 of size 1024 next 1237\n",
      "2022-11-01 12:43:00.033709: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1e2fae00 of size 589824 next 1238\n",
      "2022-11-01 12:43:00.033724: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1e38ae00 of size 256 next 1239\n",
      "2022-11-01 12:43:00.033739: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1e38af00 of size 589824 next 1240\n",
      "2022-11-01 12:43:00.033754: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1e41af00 of size 256 next 1241\n",
      "2022-11-01 12:43:00.033769: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1e41b000 of size 589824 next 1242\n",
      "2022-11-01 12:43:00.033784: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1e4ab000 of size 256 next 1243\n",
      "2022-11-01 12:43:00.033800: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1e4ab100 of size 147456 next 1244\n",
      "2022-11-01 12:43:00.033815: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1e4cf100 of size 256 next 1245\n",
      "2022-11-01 12:43:00.033830: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1e4cf200 of size 147456 next 1246\n",
      "2022-11-01 12:43:00.033845: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1e4f3200 of size 256 next 1247\n",
      "2022-11-01 12:43:00.033860: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1e4f3300 of size 147456 next 1248\n",
      "2022-11-01 12:43:00.033875: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1e517300 of size 256 next 1249\n",
      "2022-11-01 12:43:00.033890: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1e517400 of size 147456 next 1250\n",
      "2022-11-01 12:43:00.033905: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1e53b400 of size 256 next 1251\n",
      "2022-11-01 12:43:00.033920: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1e53b500 of size 147456 next 1252\n",
      "2022-11-01 12:43:00.033935: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1e55f500 of size 256 next 1253\n",
      "2022-11-01 12:43:00.033950: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1e55f600 of size 147456 next 1254\n",
      "2022-11-01 12:43:00.033965: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1e583600 of size 256 next 1255\n",
      "2022-11-01 12:43:00.033980: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1e583700 of size 32768 next 1256\n",
      "2022-11-01 12:43:00.033995: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1e58b700 of size 512 next 1257\n",
      "2022-11-01 12:43:00.034010: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1e58b900 of size 32768 next 1258\n",
      "2022-11-01 12:43:00.034025: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1e593900 of size 512 next 1259\n",
      "2022-11-01 12:43:00.034040: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1e593b00 of size 32768 next 1260\n",
      "2022-11-01 12:43:00.034055: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1e59bb00 of size 512 next 1261\n",
      "2022-11-01 12:43:00.034070: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1e59bd00 of size 512 next 1262\n",
      "2022-11-01 12:43:00.034085: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1e59bf00 of size 512 next 1263\n",
      "2022-11-01 12:43:00.034100: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1e59c100 of size 512 next 1264\n",
      "2022-11-01 12:43:00.034115: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1e59c300 of size 512 next 1265\n",
      "2022-11-01 12:43:00.034130: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1e59c500 of size 512 next 1266\n",
      "2022-11-01 12:43:00.034145: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1e59c700 of size 512 next 1267\n",
      "2022-11-01 12:43:00.034160: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1e59c900 of size 512 next 1268\n",
      "2022-11-01 12:43:00.034175: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1e59cb00 of size 256 next 1269\n",
      "2022-11-01 12:43:00.034190: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1e59cc00 of size 512 next 1270\n",
      "2022-11-01 12:43:00.034205: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1e59ce00 of size 256 next 1271\n",
      "2022-11-01 12:43:00.034220: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1e59cf00 of size 1024 next 1272\n",
      "2022-11-01 12:43:00.034235: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1e59d300 of size 256 next 1273\n",
      "2022-11-01 12:43:00.034250: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] Free  at 7f6a1e59d400 of size 10616832 next 1661\n",
      "2022-11-01 12:43:00.034265: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1efbd400 of size 262144 next 648\n",
      "2022-11-01 12:43:00.034281: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1effd400 of size 655360 next 393\n",
      "2022-11-01 12:43:00.034297: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1f09d400 of size 589824 next 560\n",
      "2022-11-01 12:43:00.034312: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] Free  at 7f6a1f12d400 of size 1507328 next 1309\n",
      "2022-11-01 12:43:00.034327: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1f29d400 of size 1048576 next 1490\n",
      "2022-11-01 12:43:00.034342: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1f39d400 of size 1310720 next 1468\n",
      "2022-11-01 12:43:00.034358: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1f4dd400 of size 2883584 next 524\n",
      "2022-11-01 12:43:00.034373: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1f79d400 of size 2359296 next 1639\n",
      "2022-11-01 12:43:00.034388: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1f9dd400 of size 2359296 next 1635\n",
      "2022-11-01 12:43:00.034403: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1fc1d400 of size 2359296 next 1636\n",
      "2022-11-01 12:43:00.034418: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a1fe5d400 of size 2359296 next 575\n",
      "2022-11-01 12:43:00.034433: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a2009d400 of size 2359296 next 1536\n",
      "2022-11-01 12:43:00.034448: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a202dd400 of size 1048576 next 1560\n",
      "2022-11-01 12:43:00.034463: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a203dd400 of size 1310720 next 1554\n",
      "2022-11-01 12:43:00.034478: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a2051d400 of size 1048576 next 1558\n",
      "2022-11-01 12:43:00.034493: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a2061d400 of size 7602176 next 1591\n",
      "2022-11-01 12:43:00.034509: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a20d5d400 of size 10485760 next 1568\n",
      "2022-11-01 12:43:00.034525: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a2175d400 of size 4194304 next 1602\n",
      "2022-11-01 12:43:00.034540: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a21b5d400 of size 589824 next 516\n",
      "2022-11-01 12:43:00.034556: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a21bed400 of size 3604480 next 1567\n",
      "2022-11-01 12:43:00.034571: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a21f5d400 of size 4194304 next 1586\n",
      "2022-11-01 12:43:00.034586: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a2235d400 of size 5242880 next 1579\n",
      "2022-11-01 12:43:00.034603: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a2285d400 of size 9437184 next 1578\n",
      "2022-11-01 12:43:00.034619: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a2315d400 of size 4194304 next 1604\n",
      "2022-11-01 12:43:00.034634: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a2355d400 of size 14680064 next 1597\n",
      "2022-11-01 12:43:00.034649: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a2435d400 of size 4194304 next 1621\n",
      "2022-11-01 12:43:00.034664: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a2475d400 of size 5242880 next 1615\n",
      "2022-11-01 12:43:00.034679: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a24c5d400 of size 9437184 next 1614\n",
      "2022-11-01 12:43:00.034695: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a2555d400 of size 9437184 next 1595\n",
      "2022-11-01 12:43:00.034710: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] Free  at 7f6a25e5d400 of size 2359296 next 1643\n",
      "2022-11-01 12:43:00.034725: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a2609d400 of size 2359296 next 1648\n",
      "2022-11-01 12:43:00.034740: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a262dd400 of size 9437184 next 498\n",
      "2022-11-01 12:43:00.034756: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a26bdd400 of size 9437184 next 532\n",
      "2022-11-01 12:43:00.034771: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] Free  at 7f6a274dd400 of size 16515072 next 1646\n",
      "2022-11-01 12:43:00.034786: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a2849d400 of size 18874368 next 1647\n",
      "2022-11-01 12:43:00.034802: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6a2969d400 of size 545259520 next 1668\n",
      "2022-11-01 12:43:00.034817: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] Free  at 7f6a49e9d400 of size 2147483648 next 1684\n",
      "2022-11-01 12:43:00.034832: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6ac9e9d400 of size 4294967296 next 1685\n",
      "2022-11-01 12:43:00.034848: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] Free  at 7f6bc9e9d400 of size 1073741824 next 1682\n",
      "2022-11-01 12:43:00.034863: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f6c09e9d400 of size 4294967296 next 515\n",
      "2022-11-01 12:43:00.034879: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] Free  at 7f6d09e9d400 of size 2351836160 next 18446744073709551615\n",
      "2022-11-01 12:43:00.034894: I tensorflow/core/common_runtime/bfc_allocator.cc:1071]      Summary of in-use Chunks by size: \n",
      "2022-11-01 12:43:00.034916: I tensorflow/core/common_runtime/bfc_allocator.cc:1074] 283 Chunks of size 256 totalling 70.8KiB\n",
      "2022-11-01 12:43:00.034935: I tensorflow/core/common_runtime/bfc_allocator.cc:1074] 217 Chunks of size 512 totalling 108.5KiB\n",
      "2022-11-01 12:43:00.034952: I tensorflow/core/common_runtime/bfc_allocator.cc:1074] 2 Chunks of size 768 totalling 1.5KiB\n",
      "2022-11-01 12:43:00.034970: I tensorflow/core/common_runtime/bfc_allocator.cc:1074] 353 Chunks of size 1024 totalling 353.0KiB\n",
      "2022-11-01 12:43:00.034986: I tensorflow/core/common_runtime/bfc_allocator.cc:1074] 3 Chunks of size 1280 totalling 3.8KiB\n",
      "2022-11-01 12:43:00.035003: I tensorflow/core/common_runtime/bfc_allocator.cc:1074] 8 Chunks of size 1536 totalling 12.0KiB\n",
      "2022-11-01 12:43:00.035020: I tensorflow/core/common_runtime/bfc_allocator.cc:1074] 213 Chunks of size 2048 totalling 426.0KiB\n",
      "2022-11-01 12:43:00.035037: I tensorflow/core/common_runtime/bfc_allocator.cc:1074] 6 Chunks of size 2560 totalling 15.0KiB\n",
      "2022-11-01 12:43:00.035053: I tensorflow/core/common_runtime/bfc_allocator.cc:1074] 1 Chunks of size 2816 totalling 2.8KiB\n",
      "2022-11-01 12:43:00.035070: I tensorflow/core/common_runtime/bfc_allocator.cc:1074] 8 Chunks of size 3072 totalling 24.0KiB\n",
      "2022-11-01 12:43:00.035087: I tensorflow/core/common_runtime/bfc_allocator.cc:1074] 2 Chunks of size 3584 totalling 7.0KiB\n",
      "2022-11-01 12:43:00.035103: I tensorflow/core/common_runtime/bfc_allocator.cc:1074] 1 Chunks of size 3840 totalling 3.8KiB\n",
      "2022-11-01 12:43:00.035120: I tensorflow/core/common_runtime/bfc_allocator.cc:1074] 132 Chunks of size 4096 totalling 528.0KiB\n",
      "2022-11-01 12:43:00.035136: I tensorflow/core/common_runtime/bfc_allocator.cc:1074] 1 Chunks of size 4608 totalling 4.5KiB\n",
      "2022-11-01 12:43:00.035153: I tensorflow/core/common_runtime/bfc_allocator.cc:1074] 4 Chunks of size 5120 totalling 20.0KiB\n",
      "2022-11-01 12:43:00.035169: I tensorflow/core/common_runtime/bfc_allocator.cc:1074] 1 Chunks of size 5632 totalling 5.5KiB\n",
      "2022-11-01 12:43:00.035186: I tensorflow/core/common_runtime/bfc_allocator.cc:1074] 4 Chunks of size 6144 totalling 24.0KiB\n",
      "2022-11-01 12:43:00.035203: I tensorflow/core/common_runtime/bfc_allocator.cc:1074] 2 Chunks of size 6656 totalling 13.0KiB\n",
      "2022-11-01 12:43:00.035219: I tensorflow/core/common_runtime/bfc_allocator.cc:1074] 1 Chunks of size 6912 totalling 6.8KiB\n",
      "2022-11-01 12:43:00.035236: I tensorflow/core/common_runtime/bfc_allocator.cc:1074] 1 Chunks of size 7168 totalling 7.0KiB\n",
      "2022-11-01 12:43:00.035252: I tensorflow/core/common_runtime/bfc_allocator.cc:1074] 1 Chunks of size 7424 totalling 7.2KiB\n",
      "2022-11-01 12:43:00.035269: I tensorflow/core/common_runtime/bfc_allocator.cc:1074] 74 Chunks of size 8192 totalling 592.0KiB\n",
      "2022-11-01 12:43:00.035286: I tensorflow/core/common_runtime/bfc_allocator.cc:1074] 3 Chunks of size 10240 totalling 30.0KiB\n",
      "2022-11-01 12:43:00.035303: I tensorflow/core/common_runtime/bfc_allocator.cc:1074] 1 Chunks of size 11776 totalling 11.5KiB\n",
      "2022-11-01 12:43:00.035320: I tensorflow/core/common_runtime/bfc_allocator.cc:1074] 5 Chunks of size 12288 totalling 60.0KiB\n",
      "2022-11-01 12:43:00.035337: I tensorflow/core/common_runtime/bfc_allocator.cc:1074] 1 Chunks of size 14336 totalling 14.0KiB\n",
      "2022-11-01 12:43:00.035354: I tensorflow/core/common_runtime/bfc_allocator.cc:1074] 1 Chunks of size 15104 totalling 14.8KiB\n",
      "2022-11-01 12:43:00.035371: I tensorflow/core/common_runtime/bfc_allocator.cc:1074] 4 Chunks of size 16384 totalling 64.0KiB\n",
      "2022-11-01 12:43:00.035388: I tensorflow/core/common_runtime/bfc_allocator.cc:1074] 1 Chunks of size 19200 totalling 18.8KiB\n",
      "2022-11-01 12:43:00.035406: I tensorflow/core/common_runtime/bfc_allocator.cc:1074] 1 Chunks of size 21504 totalling 21.0KiB\n",
      "2022-11-01 12:43:00.035423: I tensorflow/core/common_runtime/bfc_allocator.cc:1074] 8 Chunks of size 32768 totalling 256.0KiB\n",
      "2022-11-01 12:43:00.035440: I tensorflow/core/common_runtime/bfc_allocator.cc:1074] 1 Chunks of size 33024 totalling 32.2KiB\n",
      "2022-11-01 12:43:00.035457: I tensorflow/core/common_runtime/bfc_allocator.cc:1074] 3 Chunks of size 37632 totalling 110.2KiB\n",
      "2022-11-01 12:43:00.035474: I tensorflow/core/common_runtime/bfc_allocator.cc:1074] 1 Chunks of size 43264 totalling 42.2KiB\n",
      "2022-11-01 12:43:00.035492: I tensorflow/core/common_runtime/bfc_allocator.cc:1074] 1 Chunks of size 44288 totalling 43.2KiB\n",
      "2022-11-01 12:43:00.035509: I tensorflow/core/common_runtime/bfc_allocator.cc:1074] 1 Chunks of size 49152 totalling 48.0KiB\n",
      "2022-11-01 12:43:00.035526: I tensorflow/core/common_runtime/bfc_allocator.cc:1074] 1 Chunks of size 56576 totalling 55.2KiB\n",
      "2022-11-01 12:43:00.035543: I tensorflow/core/common_runtime/bfc_allocator.cc:1074] 24 Chunks of size 65536 totalling 1.50MiB\n",
      "2022-11-01 12:43:00.035560: I tensorflow/core/common_runtime/bfc_allocator.cc:1074] 1 Chunks of size 67584 totalling 66.0KiB\n",
      "2022-11-01 12:43:00.035577: I tensorflow/core/common_runtime/bfc_allocator.cc:1074] 1 Chunks of size 72192 totalling 70.5KiB\n",
      "2022-11-01 12:43:00.035594: I tensorflow/core/common_runtime/bfc_allocator.cc:1074] 1 Chunks of size 73984 totalling 72.2KiB\n",
      "2022-11-01 12:43:00.035612: I tensorflow/core/common_runtime/bfc_allocator.cc:1074] 2 Chunks of size 81920 totalling 160.0KiB\n",
      "2022-11-01 12:43:00.035629: I tensorflow/core/common_runtime/bfc_allocator.cc:1074] 1 Chunks of size 98304 totalling 96.0KiB\n",
      "2022-11-01 12:43:00.035646: I tensorflow/core/common_runtime/bfc_allocator.cc:1074] 2 Chunks of size 131072 totalling 256.0KiB\n",
      "2022-11-01 12:43:00.035663: I tensorflow/core/common_runtime/bfc_allocator.cc:1074] 1 Chunks of size 139264 totalling 136.0KiB\n",
      "2022-11-01 12:43:00.035680: I tensorflow/core/common_runtime/bfc_allocator.cc:1074] 30 Chunks of size 147456 totalling 4.22MiB\n",
      "2022-11-01 12:43:00.035697: I tensorflow/core/common_runtime/bfc_allocator.cc:1074] 1 Chunks of size 161792 totalling 158.0KiB\n",
      "2022-11-01 12:43:00.035715: I tensorflow/core/common_runtime/bfc_allocator.cc:1074] 1 Chunks of size 163072 totalling 159.2KiB\n",
      "2022-11-01 12:43:00.035732: I tensorflow/core/common_runtime/bfc_allocator.cc:1074] 1 Chunks of size 163840 totalling 160.0KiB\n",
      "2022-11-01 12:43:00.035749: I tensorflow/core/common_runtime/bfc_allocator.cc:1074] 2 Chunks of size 180224 totalling 352.0KiB\n",
      "2022-11-01 12:43:00.035766: I tensorflow/core/common_runtime/bfc_allocator.cc:1074] 1 Chunks of size 239616 totalling 234.0KiB\n",
      "2022-11-01 12:43:00.035783: I tensorflow/core/common_runtime/bfc_allocator.cc:1074] 29 Chunks of size 262144 totalling 7.25MiB\n",
      "2022-11-01 12:43:00.035800: I tensorflow/core/common_runtime/bfc_allocator.cc:1074] 4 Chunks of size 327680 totalling 1.25MiB\n",
      "2022-11-01 12:43:00.035817: I tensorflow/core/common_runtime/bfc_allocator.cc:1074] 1 Chunks of size 374784 totalling 366.0KiB\n",
      "2022-11-01 12:43:00.035833: I tensorflow/core/common_runtime/bfc_allocator.cc:1074] 3 Chunks of size 393216 totalling 1.12MiB\n",
      "2022-11-01 12:43:00.035850: I tensorflow/core/common_runtime/bfc_allocator.cc:1074] 1 Chunks of size 406528 totalling 397.0KiB\n",
      "2022-11-01 12:43:00.035867: I tensorflow/core/common_runtime/bfc_allocator.cc:1074] 11 Chunks of size 524288 totalling 5.50MiB\n",
      "2022-11-01 12:43:00.035884: I tensorflow/core/common_runtime/bfc_allocator.cc:1074] 21 Chunks of size 589824 totalling 11.81MiB\n",
      "2022-11-01 12:43:00.035901: I tensorflow/core/common_runtime/bfc_allocator.cc:1074] 1 Chunks of size 655360 totalling 640.0KiB\n",
      "2022-11-01 12:43:00.035918: I tensorflow/core/common_runtime/bfc_allocator.cc:1074] 1 Chunks of size 671744 totalling 656.0KiB\n",
      "2022-11-01 12:43:00.035934: I tensorflow/core/common_runtime/bfc_allocator.cc:1074] 2 Chunks of size 720896 totalling 1.38MiB\n",
      "2022-11-01 12:43:00.035951: I tensorflow/core/common_runtime/bfc_allocator.cc:1074] 1 Chunks of size 786432 totalling 768.0KiB\n",
      "2022-11-01 12:43:00.035969: I tensorflow/core/common_runtime/bfc_allocator.cc:1074] 1 Chunks of size 851968 totalling 832.0KiB\n",
      "2022-11-01 12:43:00.035985: I tensorflow/core/common_runtime/bfc_allocator.cc:1074] 2 Chunks of size 917504 totalling 1.75MiB\n",
      "2022-11-01 12:43:00.036002: I tensorflow/core/common_runtime/bfc_allocator.cc:1074] 55 Chunks of size 1048576 totalling 55.00MiB\n",
      "2022-11-01 12:43:00.036019: I tensorflow/core/common_runtime/bfc_allocator.cc:1074] 1 Chunks of size 1114112 totalling 1.06MiB\n",
      "2022-11-01 12:43:00.036036: I tensorflow/core/common_runtime/bfc_allocator.cc:1074] 1 Chunks of size 1179648 totalling 1.12MiB\n",
      "2022-11-01 12:43:00.036052: I tensorflow/core/common_runtime/bfc_allocator.cc:1074] 6 Chunks of size 1310720 totalling 7.50MiB\n",
      "2022-11-01 12:43:00.036069: I tensorflow/core/common_runtime/bfc_allocator.cc:1074] 1 Chunks of size 1572864 totalling 1.50MiB\n",
      "2022-11-01 12:43:00.036086: I tensorflow/core/common_runtime/bfc_allocator.cc:1074] 7 Chunks of size 2097152 totalling 14.00MiB\n",
      "2022-11-01 12:43:00.036103: I tensorflow/core/common_runtime/bfc_allocator.cc:1074] 30 Chunks of size 2359296 totalling 67.50MiB\n",
      "2022-11-01 12:43:00.036120: I tensorflow/core/common_runtime/bfc_allocator.cc:1074] 1 Chunks of size 2621440 totalling 2.50MiB\n",
      "2022-11-01 12:43:00.036137: I tensorflow/core/common_runtime/bfc_allocator.cc:1074] 3 Chunks of size 2883584 totalling 8.25MiB\n",
      "2022-11-01 12:43:00.036153: I tensorflow/core/common_runtime/bfc_allocator.cc:1074] 2 Chunks of size 3145728 totalling 6.00MiB\n",
      "2022-11-01 12:43:00.036169: I tensorflow/core/common_runtime/bfc_allocator.cc:1074] 1 Chunks of size 3407872 totalling 3.25MiB\n",
      "2022-11-01 12:43:00.036186: I tensorflow/core/common_runtime/bfc_allocator.cc:1074] 1 Chunks of size 3604480 totalling 3.44MiB\n",
      "2022-11-01 12:43:00.036203: I tensorflow/core/common_runtime/bfc_allocator.cc:1074] 5 Chunks of size 3670016 totalling 17.50MiB\n",
      "2022-11-01 12:43:00.036220: I tensorflow/core/common_runtime/bfc_allocator.cc:1074] 21 Chunks of size 4194304 totalling 84.00MiB\n",
      "2022-11-01 12:43:00.036237: I tensorflow/core/common_runtime/bfc_allocator.cc:1074] 2 Chunks of size 5242880 totalling 10.00MiB\n",
      "2022-11-01 12:43:00.036254: I tensorflow/core/common_runtime/bfc_allocator.cc:1074] 1 Chunks of size 5767168 totalling 5.50MiB\n",
      "2022-11-01 12:43:00.036270: I tensorflow/core/common_runtime/bfc_allocator.cc:1074] 1 Chunks of size 6291456 totalling 6.00MiB\n",
      "2022-11-01 12:43:00.036287: I tensorflow/core/common_runtime/bfc_allocator.cc:1074] 1 Chunks of size 6335488 totalling 6.04MiB\n",
      "2022-11-01 12:43:00.036303: I tensorflow/core/common_runtime/bfc_allocator.cc:1074] 1 Chunks of size 6553600 totalling 6.25MiB\n",
      "2022-11-01 12:43:00.036320: I tensorflow/core/common_runtime/bfc_allocator.cc:1074] 1 Chunks of size 7077888 totalling 6.75MiB\n",
      "2022-11-01 12:43:00.036336: I tensorflow/core/common_runtime/bfc_allocator.cc:1074] 1 Chunks of size 7602176 totalling 7.25MiB\n",
      "2022-11-01 12:43:00.036353: I tensorflow/core/common_runtime/bfc_allocator.cc:1074] 2 Chunks of size 8388608 totalling 16.00MiB\n",
      "2022-11-01 12:43:00.036371: I tensorflow/core/common_runtime/bfc_allocator.cc:1074] 14 Chunks of size 9437184 totalling 126.00MiB\n",
      "2022-11-01 12:43:00.036388: I tensorflow/core/common_runtime/bfc_allocator.cc:1074] 1 Chunks of size 10485760 totalling 10.00MiB\n",
      "2022-11-01 12:43:00.036405: I tensorflow/core/common_runtime/bfc_allocator.cc:1074] 1 Chunks of size 12582912 totalling 12.00MiB\n",
      "2022-11-01 12:43:00.036422: I tensorflow/core/common_runtime/bfc_allocator.cc:1074] 2 Chunks of size 14680064 totalling 28.00MiB\n",
      "2022-11-01 12:43:00.036439: I tensorflow/core/common_runtime/bfc_allocator.cc:1074] 2 Chunks of size 18874368 totalling 36.00MiB\n",
      "2022-11-01 12:43:00.036457: I tensorflow/core/common_runtime/bfc_allocator.cc:1074] 1 Chunks of size 545259520 totalling 520.00MiB\n",
      "2022-11-01 12:43:00.036474: I tensorflow/core/common_runtime/bfc_allocator.cc:1074] 2 Chunks of size 4294967296 totalling 8.00GiB\n",
      "2022-11-01 12:43:00.036491: I tensorflow/core/common_runtime/bfc_allocator.cc:1078] Sum Total of in-use chunks: 9.09GiB\n",
      "2022-11-01 12:43:00.036507: I tensorflow/core/common_runtime/bfc_allocator.cc:1080] total_region_allocated_bytes_: 15369502720 memory_limit_: 15369502720 available bytes: 0 curr_region_allocation_bytes_: 30739005440\n",
      "2022-11-01 12:43:00.036529: I tensorflow/core/common_runtime/bfc_allocator.cc:1086] Stats: \n",
      "Limit:                     15369502720\n",
      "InUse:                      9756613888\n",
      "MaxInUse:                  12743501568\n",
      "NumAllocs:                     2770103\n",
      "MaxAllocSize:               4294967296\n",
      "Reserved:                            0\n",
      "PeakReserved:                        0\n",
      "LargestFreeBlock:                    0\n",
      "\n",
      "2022-11-01 12:43:00.036655: W tensorflow/core/common_runtime/bfc_allocator.cc:474] ********_____________*****************************______*****************************_______________\n",
      "2022-11-01 12:43:00.036738: W tensorflow/core/framework/op_kernel.cc:1745] OP_REQUIRES failed at fused_batch_norm_op.cc:1379 : RESOURCE_EXHAUSTED: OOM when allocating tensor with shape[32,128,512,512] and type float on /job:localhost/replica:0/task:0/device:GPU:0 by allocator GPU_0_bfc\n"
     ]
    },
    {
     "ename": "ResourceExhaustedError",
     "evalue": " OOM when allocating tensor with shape[32,128,512,512] and type float on /job:localhost/replica:0/task:0/device:GPU:0 by allocator GPU_0_bfc\n\t [[node panopticnet/batch_normalization_0_semantic_1/FusedBatchNormV3\n (defined at /app/software/TensorFlow/2.7.1-foss-2021b-CUDA-11.4.1/lib/python3.9/site-packages/keras/layers/normalization/batch_normalization.py:605)\n]]\nHint: If you want to see a list of allocated tensors when OOM happens, add report_tensor_allocations_upon_oom to RunOptions for current allocation info. This isn't available when running in Eager mode.\n [Op:__inference_predict_function_52740]\n\nErrors may have originated from an input operation.\nInput Source operations connected to node panopticnet/batch_normalization_0_semantic_1/FusedBatchNormV3:\nIn[0] panopticnet/conv_0_semantic_1/BiasAdd (defined at /app/software/TensorFlow/2.7.1-foss-2021b-CUDA-11.4.1/lib/python3.9/site-packages/keras/layers/convolutional.py:264)\t\nIn[1] panopticnet/batch_normalization_0_semantic_1/ReadVariableOp:\t\nIn[2] panopticnet/batch_normalization_0_semantic_1/ReadVariableOp_1:\t\nIn[3] panopticnet/batch_normalization_0_semantic_1/FusedBatchNormV3/ReadVariableOp:\t\nIn[4] panopticnet/batch_normalization_0_semantic_1/FusedBatchNormV3/ReadVariableOp_1:\n\nOperation defined at: (most recent call last)\n>>>   File \"/app/software/Python/3.9.6-GCCcore-11.2.0/lib/python3.9/runpy.py\", line 197, in _run_module_as_main\n>>>     return _run_code(code, main_globals, None,\n>>> \n>>>   File \"/app/software/Python/3.9.6-GCCcore-11.2.0/lib/python3.9/runpy.py\", line 87, in _run_code\n>>>     exec(code, run_globals)\n>>> \n>>>   File \"/app/software/IPython/7.26.0-GCCcore-11.2.0/lib/python3.9/site-packages/ipykernel_launcher.py\", line 16, in <module>\n>>>     app.launch_new_instance()\n>>> \n>>>   File \"/app/software/IPython/7.26.0-GCCcore-11.2.0/lib/python3.9/site-packages/traitlets/config/application.py\", line 845, in launch_instance\n>>>     app.start()\n>>> \n>>>   File \"/app/software/IPython/7.26.0-GCCcore-11.2.0/lib/python3.9/site-packages/ipykernel/kernelapp.py\", line 667, in start\n>>>     self.io_loop.start()\n>>> \n>>>   File \"/app/software/bokeh/2.4.2-foss-2021b/lib/python3.9/site-packages/tornado/platform/asyncio.py\", line 199, in start\n>>>     self.asyncio_loop.run_forever()\n>>> \n>>>   File \"/app/software/Python/3.9.6-GCCcore-11.2.0/lib/python3.9/asyncio/base_events.py\", line 596, in run_forever\n>>>     self._run_once()\n>>> \n>>>   File \"/app/software/Python/3.9.6-GCCcore-11.2.0/lib/python3.9/asyncio/base_events.py\", line 1890, in _run_once\n>>>     handle._run()\n>>> \n>>>   File \"/app/software/Python/3.9.6-GCCcore-11.2.0/lib/python3.9/asyncio/events.py\", line 80, in _run\n>>>     self._context.run(self._callback, *self._args)\n>>> \n>>>   File \"/app/software/IPython/7.26.0-GCCcore-11.2.0/lib/python3.9/site-packages/ipykernel/kernelbase.py\", line 456, in dispatch_queue\n>>>     await self.process_one()\n>>> \n>>>   File \"/app/software/IPython/7.26.0-GCCcore-11.2.0/lib/python3.9/site-packages/ipykernel/kernelbase.py\", line 445, in process_one\n>>>     await dispatch(*args)\n>>> \n>>>   File \"/app/software/IPython/7.26.0-GCCcore-11.2.0/lib/python3.9/site-packages/ipykernel/kernelbase.py\", line 352, in dispatch_shell\n>>>     await result\n>>> \n>>>   File \"/app/software/IPython/7.26.0-GCCcore-11.2.0/lib/python3.9/site-packages/ipykernel/kernelbase.py\", line 647, in execute_request\n>>>     reply_content = await reply_content\n>>> \n>>>   File \"/app/software/IPython/7.26.0-GCCcore-11.2.0/lib/python3.9/site-packages/ipykernel/ipkernel.py\", line 345, in do_execute\n>>>     res = shell.run_cell(code, store_history=store_history, silent=silent)\n>>> \n>>>   File \"/app/software/IPython/7.26.0-GCCcore-11.2.0/lib/python3.9/site-packages/ipykernel/zmqshell.py\", line 532, in run_cell\n>>>     return super(ZMQInteractiveShell, self).run_cell(*args, **kwargs)\n>>> \n>>>   File \"/app/software/IPython/7.26.0-GCCcore-11.2.0/lib/python3.9/site-packages/IPython/core/interactiveshell.py\", line 2898, in run_cell\n>>>     result = self._run_cell(\n>>> \n>>>   File \"/app/software/IPython/7.26.0-GCCcore-11.2.0/lib/python3.9/site-packages/IPython/core/interactiveshell.py\", line 2944, in _run_cell\n>>>     return runner(coro)\n>>> \n>>>   File \"/app/software/IPython/7.26.0-GCCcore-11.2.0/lib/python3.9/site-packages/IPython/core/async_helpers.py\", line 68, in _pseudo_sync_runner\n>>>     coro.send(None)\n>>> \n>>>   File \"/app/software/IPython/7.26.0-GCCcore-11.2.0/lib/python3.9/site-packages/IPython/core/interactiveshell.py\", line 3169, in run_cell_async\n>>>     has_raised = await self.run_ast_nodes(code_ast.body, cell_name,\n>>> \n>>>   File \"/app/software/IPython/7.26.0-GCCcore-11.2.0/lib/python3.9/site-packages/IPython/core/interactiveshell.py\", line 3361, in run_ast_nodes\n>>>     if (await self.run_code(code, result,  async_=asy)):\n>>> \n>>>   File \"/app/software/IPython/7.26.0-GCCcore-11.2.0/lib/python3.9/site-packages/IPython/core/interactiveshell.py\", line 3441, in run_code\n>>>     exec(code_obj, self.user_global_ns, self.user_ns)\n>>> \n>>>   File \"/tmp/ipykernel_5326/1693405542.py\", line 6, in <module>\n>>>     test_images = prediction_model.predict(X_val)\n>>> \n>>>   File \"/app/software/TensorFlow/2.7.1-foss-2021b-CUDA-11.4.1/lib/python3.9/site-packages/keras/utils/traceback_utils.py\", line 64, in error_handler\n>>>     return fn(*args, **kwargs)\n>>> \n>>>   File \"/app/software/TensorFlow/2.7.1-foss-2021b-CUDA-11.4.1/lib/python3.9/site-packages/keras/engine/training.py\", line 1789, in predict\n>>>     tmp_batch_outputs = self.predict_function(iterator)\n>>> \n>>>   File \"/app/software/TensorFlow/2.7.1-foss-2021b-CUDA-11.4.1/lib/python3.9/site-packages/keras/engine/training.py\", line 1621, in predict_function\n>>>     return step_function(self, iterator)\n>>> \n>>>   File \"/app/software/TensorFlow/2.7.1-foss-2021b-CUDA-11.4.1/lib/python3.9/site-packages/keras/engine/training.py\", line 1611, in step_function\n>>>     outputs = model.distribute_strategy.run(run_step, args=(data,))\n>>> \n>>>   File \"/app/software/TensorFlow/2.7.1-foss-2021b-CUDA-11.4.1/lib/python3.9/site-packages/keras/engine/training.py\", line 1604, in run_step\n>>>     outputs = model.predict_step(data)\n>>> \n>>>   File \"/app/software/TensorFlow/2.7.1-foss-2021b-CUDA-11.4.1/lib/python3.9/site-packages/keras/engine/training.py\", line 1572, in predict_step\n>>>     return self(x, training=False)\n>>> \n>>>   File \"/app/software/TensorFlow/2.7.1-foss-2021b-CUDA-11.4.1/lib/python3.9/site-packages/keras/utils/traceback_utils.py\", line 64, in error_handler\n>>>     return fn(*args, **kwargs)\n>>> \n>>>   File \"/app/software/TensorFlow/2.7.1-foss-2021b-CUDA-11.4.1/lib/python3.9/site-packages/keras/engine/base_layer.py\", line 1083, in __call__\n>>>     outputs = call_fn(inputs, *args, **kwargs)\n>>> \n>>>   File \"/app/software/TensorFlow/2.7.1-foss-2021b-CUDA-11.4.1/lib/python3.9/site-packages/keras/utils/traceback_utils.py\", line 92, in error_handler\n>>>     return fn(*args, **kwargs)\n>>> \n>>>   File \"/app/software/TensorFlow/2.7.1-foss-2021b-CUDA-11.4.1/lib/python3.9/site-packages/keras/engine/functional.py\", line 451, in call\n>>>     return self._run_internal_graph(\n>>> \n>>>   File \"/app/software/TensorFlow/2.7.1-foss-2021b-CUDA-11.4.1/lib/python3.9/site-packages/keras/engine/functional.py\", line 589, in _run_internal_graph\n>>>     outputs = node.layer(*args, **kwargs)\n>>> \n>>>   File \"/app/software/TensorFlow/2.7.1-foss-2021b-CUDA-11.4.1/lib/python3.9/site-packages/keras/utils/traceback_utils.py\", line 64, in error_handler\n>>>     return fn(*args, **kwargs)\n>>> \n>>>   File \"/app/software/TensorFlow/2.7.1-foss-2021b-CUDA-11.4.1/lib/python3.9/site-packages/keras/engine/base_layer.py\", line 1083, in __call__\n>>>     outputs = call_fn(inputs, *args, **kwargs)\n>>> \n>>>   File \"/app/software/TensorFlow/2.7.1-foss-2021b-CUDA-11.4.1/lib/python3.9/site-packages/keras/utils/traceback_utils.py\", line 92, in error_handler\n>>>     return fn(*args, **kwargs)\n>>> \n>>>   File \"/app/software/TensorFlow/2.7.1-foss-2021b-CUDA-11.4.1/lib/python3.9/site-packages/keras/layers/normalization/batch_normalization.py\", line 767, in call\n>>>     outputs = self._fused_batch_norm(inputs, training=training)\n>>> \n>>>   File \"/app/software/TensorFlow/2.7.1-foss-2021b-CUDA-11.4.1/lib/python3.9/site-packages/keras/layers/normalization/batch_normalization.py\", line 623, in _fused_batch_norm\n>>>     output, mean, variance = control_flow_util.smart_cond(\n>>> \n>>>   File \"/app/software/TensorFlow/2.7.1-foss-2021b-CUDA-11.4.1/lib/python3.9/site-packages/keras/utils/control_flow_util.py\", line 105, in smart_cond\n>>>     return tf.__internal__.smart_cond.smart_cond(\n>>> \n>>>   File \"/app/software/TensorFlow/2.7.1-foss-2021b-CUDA-11.4.1/lib/python3.9/site-packages/keras/layers/normalization/batch_normalization.py\", line 605, in _fused_batch_norm_inference\n>>>     return tf.compat.v1.nn.fused_batch_norm(\n>>> ",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mResourceExhaustedError\u001b[0m                    Traceback (most recent call last)",
      "\u001b[0;32m/tmp/ipykernel_5326/1693405542.py\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m      4\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      5\u001b[0m \u001b[0mstart\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdefault_timer\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;32m----> 6\u001b[0;31m \u001b[0mtest_images\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mprediction_model\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpredict\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mX_val\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      7\u001b[0m \u001b[0mwatershed_time\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdefault_timer\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m-\u001b[0m \u001b[0mstart\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      8\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/app/software/TensorFlow/2.7.1-foss-2021b-CUDA-11.4.1/lib/python3.9/site-packages/keras/utils/traceback_utils.py\u001b[0m in \u001b[0;36merror_handler\u001b[0;34m(*args, **kwargs)\u001b[0m\n\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---> 67\u001b[0;31m       \u001b[0;32mraise\u001b[0m \u001b[0me\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mwith_traceback\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfiltered_tb\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mfrom\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     68\u001b[0m     \u001b[0;32mfinally\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     69\u001b[0m       \u001b[0;32mdel\u001b[0m \u001b[0mfiltered_tb\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/app/software/TensorFlow/2.7.1-foss-2021b-CUDA-11.4.1/lib/python3.9/site-packages/tensorflow/python/eager/execute.py\u001b[0m in \u001b[0;36mquick_execute\u001b[0;34m(op_name, num_outputs, inputs, attrs, ctx, name)\u001b[0m\n\u001b[1;32m     56\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[1;32m     57\u001b[0m     \u001b[0mctx\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mensure_initialized\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;32m---> 58\u001b[0;31m     tensors = pywrap_tfe.TFE_Py_Execute(ctx._handle, device_name, op_name,\n\u001b[0m\u001b[1;32m     59\u001b[0m                                         inputs, attrs, num_outputs)\n\u001b[1;32m     60\u001b[0m   \u001b[0;32mexcept\u001b[0m \u001b[0mcore\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_NotOkStatusException\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0me\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mResourceExhaustedError\u001b[0m:  OOM when allocating tensor with shape[32,128,512,512] and type float on /job:localhost/replica:0/task:0/device:GPU:0 by allocator GPU_0_bfc\n\t [[node panopticnet/batch_normalization_0_semantic_1/FusedBatchNormV3\n (defined at /app/software/TensorFlow/2.7.1-foss-2021b-CUDA-11.4.1/lib/python3.9/site-packages/keras/layers/normalization/batch_normalization.py:605)\n]]\nHint: If you want to see a list of allocated tensors when OOM happens, add report_tensor_allocations_upon_oom to RunOptions for current allocation info. This isn't available when running in Eager mode.\n [Op:__inference_predict_function_52740]\n\nErrors may have originated from an input operation.\nInput Source operations connected to node panopticnet/batch_normalization_0_semantic_1/FusedBatchNormV3:\nIn[0] panopticnet/conv_0_semantic_1/BiasAdd (defined at /app/software/TensorFlow/2.7.1-foss-2021b-CUDA-11.4.1/lib/python3.9/site-packages/keras/layers/convolutional.py:264)\t\nIn[1] panopticnet/batch_normalization_0_semantic_1/ReadVariableOp:\t\nIn[2] panopticnet/batch_normalization_0_semantic_1/ReadVariableOp_1:\t\nIn[3] panopticnet/batch_normalization_0_semantic_1/FusedBatchNormV3/ReadVariableOp:\t\nIn[4] panopticnet/batch_normalization_0_semantic_1/FusedBatchNormV3/ReadVariableOp_1:\n\nOperation defined at: (most recent call last)\n>>>   File \"/app/software/Python/3.9.6-GCCcore-11.2.0/lib/python3.9/runpy.py\", line 197, in _run_module_as_main\n>>>     return _run_code(code, main_globals, None,\n>>> \n>>>   File \"/app/software/Python/3.9.6-GCCcore-11.2.0/lib/python3.9/runpy.py\", line 87, in _run_code\n>>>     exec(code, run_globals)\n>>> \n>>>   File \"/app/software/IPython/7.26.0-GCCcore-11.2.0/lib/python3.9/site-packages/ipykernel_launcher.py\", line 16, in <module>\n>>>     app.launch_new_instance()\n>>> \n>>>   File \"/app/software/IPython/7.26.0-GCCcore-11.2.0/lib/python3.9/site-packages/traitlets/config/application.py\", line 845, in launch_instance\n>>>     app.start()\n>>> \n>>>   File \"/app/software/IPython/7.26.0-GCCcore-11.2.0/lib/python3.9/site-packages/ipykernel/kernelapp.py\", line 667, in start\n>>>     self.io_loop.start()\n>>> \n>>>   File \"/app/software/bokeh/2.4.2-foss-2021b/lib/python3.9/site-packages/tornado/platform/asyncio.py\", line 199, in start\n>>>     self.asyncio_loop.run_forever()\n>>> \n>>>   File \"/app/software/Python/3.9.6-GCCcore-11.2.0/lib/python3.9/asyncio/base_events.py\", line 596, in run_forever\n>>>     self._run_once()\n>>> \n>>>   File \"/app/software/Python/3.9.6-GCCcore-11.2.0/lib/python3.9/asyncio/base_events.py\", line 1890, in _run_once\n>>>     handle._run()\n>>> \n>>>   File \"/app/software/Python/3.9.6-GCCcore-11.2.0/lib/python3.9/asyncio/events.py\", line 80, in _run\n>>>     self._context.run(self._callback, *self._args)\n>>> \n>>>   File \"/app/software/IPython/7.26.0-GCCcore-11.2.0/lib/python3.9/site-packages/ipykernel/kernelbase.py\", line 456, in dispatch_queue\n>>>     await self.process_one()\n>>> \n>>>   File \"/app/software/IPython/7.26.0-GCCcore-11.2.0/lib/python3.9/site-packages/ipykernel/kernelbase.py\", line 445, in process_one\n>>>     await dispatch(*args)\n>>> \n>>>   File \"/app/software/IPython/7.26.0-GCCcore-11.2.0/lib/python3.9/site-packages/ipykernel/kernelbase.py\", line 352, in dispatch_shell\n>>>     await result\n>>> \n>>>   File \"/app/software/IPython/7.26.0-GCCcore-11.2.0/lib/python3.9/site-packages/ipykernel/kernelbase.py\", line 647, in execute_request\n>>>     reply_content = await reply_content\n>>> \n>>>   File \"/app/software/IPython/7.26.0-GCCcore-11.2.0/lib/python3.9/site-packages/ipykernel/ipkernel.py\", line 345, in do_execute\n>>>     res = shell.run_cell(code, store_history=store_history, silent=silent)\n>>> \n>>>   File \"/app/software/IPython/7.26.0-GCCcore-11.2.0/lib/python3.9/site-packages/ipykernel/zmqshell.py\", line 532, in run_cell\n>>>     return super(ZMQInteractiveShell, self).run_cell(*args, **kwargs)\n>>> \n>>>   File \"/app/software/IPython/7.26.0-GCCcore-11.2.0/lib/python3.9/site-packages/IPython/core/interactiveshell.py\", line 2898, in run_cell\n>>>     result = self._run_cell(\n>>> \n>>>   File \"/app/software/IPython/7.26.0-GCCcore-11.2.0/lib/python3.9/site-packages/IPython/core/interactiveshell.py\", line 2944, in _run_cell\n>>>     return runner(coro)\n>>> \n>>>   File \"/app/software/IPython/7.26.0-GCCcore-11.2.0/lib/python3.9/site-packages/IPython/core/async_helpers.py\", line 68, in _pseudo_sync_runner\n>>>     coro.send(None)\n>>> \n>>>   File \"/app/software/IPython/7.26.0-GCCcore-11.2.0/lib/python3.9/site-packages/IPython/core/interactiveshell.py\", line 3169, in run_cell_async\n>>>     has_raised = await self.run_ast_nodes(code_ast.body, cell_name,\n>>> \n>>>   File \"/app/software/IPython/7.26.0-GCCcore-11.2.0/lib/python3.9/site-packages/IPython/core/interactiveshell.py\", line 3361, in run_ast_nodes\n>>>     if (await self.run_code(code, result,  async_=asy)):\n>>> \n>>>   File \"/app/software/IPython/7.26.0-GCCcore-11.2.0/lib/python3.9/site-packages/IPython/core/interactiveshell.py\", line 3441, in run_code\n>>>     exec(code_obj, self.user_global_ns, self.user_ns)\n>>> \n>>>   File \"/tmp/ipykernel_5326/1693405542.py\", line 6, in <module>\n>>>     test_images = prediction_model.predict(X_val)\n>>> \n>>>   File \"/app/software/TensorFlow/2.7.1-foss-2021b-CUDA-11.4.1/lib/python3.9/site-packages/keras/utils/traceback_utils.py\", line 64, in error_handler\n>>>     return fn(*args, **kwargs)\n>>> \n>>>   File \"/app/software/TensorFlow/2.7.1-foss-2021b-CUDA-11.4.1/lib/python3.9/site-packages/keras/engine/training.py\", line 1789, in predict\n>>>     tmp_batch_outputs = self.predict_function(iterator)\n>>> \n>>>   File \"/app/software/TensorFlow/2.7.1-foss-2021b-CUDA-11.4.1/lib/python3.9/site-packages/keras/engine/training.py\", line 1621, in predict_function\n>>>     return step_function(self, iterator)\n>>> \n>>>   File \"/app/software/TensorFlow/2.7.1-foss-2021b-CUDA-11.4.1/lib/python3.9/site-packages/keras/engine/training.py\", line 1611, in step_function\n>>>     outputs = model.distribute_strategy.run(run_step, args=(data,))\n>>> \n>>>   File \"/app/software/TensorFlow/2.7.1-foss-2021b-CUDA-11.4.1/lib/python3.9/site-packages/keras/engine/training.py\", line 1604, in run_step\n>>>     outputs = model.predict_step(data)\n>>> \n>>>   File \"/app/software/TensorFlow/2.7.1-foss-2021b-CUDA-11.4.1/lib/python3.9/site-packages/keras/engine/training.py\", line 1572, in predict_step\n>>>     return self(x, training=False)\n>>> \n>>>   File \"/app/software/TensorFlow/2.7.1-foss-2021b-CUDA-11.4.1/lib/python3.9/site-packages/keras/utils/traceback_utils.py\", line 64, in error_handler\n>>>     return fn(*args, **kwargs)\n>>> \n>>>   File \"/app/software/TensorFlow/2.7.1-foss-2021b-CUDA-11.4.1/lib/python3.9/site-packages/keras/engine/base_layer.py\", line 1083, in __call__\n>>>     outputs = call_fn(inputs, *args, **kwargs)\n>>> \n>>>   File \"/app/software/TensorFlow/2.7.1-foss-2021b-CUDA-11.4.1/lib/python3.9/site-packages/keras/utils/traceback_utils.py\", line 92, in error_handler\n>>>     return fn(*args, **kwargs)\n>>> \n>>>   File \"/app/software/TensorFlow/2.7.1-foss-2021b-CUDA-11.4.1/lib/python3.9/site-packages/keras/engine/functional.py\", line 451, in call\n>>>     return self._run_internal_graph(\n>>> \n>>>   File \"/app/software/TensorFlow/2.7.1-foss-2021b-CUDA-11.4.1/lib/python3.9/site-packages/keras/engine/functional.py\", line 589, in _run_internal_graph\n>>>     outputs = node.layer(*args, **kwargs)\n>>> \n>>>   File \"/app/software/TensorFlow/2.7.1-foss-2021b-CUDA-11.4.1/lib/python3.9/site-packages/keras/utils/traceback_utils.py\", line 64, in error_handler\n>>>     return fn(*args, **kwargs)\n>>> \n>>>   File \"/app/software/TensorFlow/2.7.1-foss-2021b-CUDA-11.4.1/lib/python3.9/site-packages/keras/engine/base_layer.py\", line 1083, in __call__\n>>>     outputs = call_fn(inputs, *args, **kwargs)\n>>> \n>>>   File \"/app/software/TensorFlow/2.7.1-foss-2021b-CUDA-11.4.1/lib/python3.9/site-packages/keras/utils/traceback_utils.py\", line 92, in error_handler\n>>>     return fn(*args, **kwargs)\n>>> \n>>>   File \"/app/software/TensorFlow/2.7.1-foss-2021b-CUDA-11.4.1/lib/python3.9/site-packages/keras/layers/normalization/batch_normalization.py\", line 767, in call\n>>>     outputs = self._fused_batch_norm(inputs, training=training)\n>>> \n>>>   File \"/app/software/TensorFlow/2.7.1-foss-2021b-CUDA-11.4.1/lib/python3.9/site-packages/keras/layers/normalization/batch_normalization.py\", line 623, in _fused_batch_norm\n>>>     output, mean, variance = control_flow_util.smart_cond(\n>>> \n>>>   File \"/app/software/TensorFlow/2.7.1-foss-2021b-CUDA-11.4.1/lib/python3.9/site-packages/keras/utils/control_flow_util.py\", line 105, in smart_cond\n>>>     return tf.__internal__.smart_cond.smart_cond(\n>>> \n>>>   File \"/app/software/TensorFlow/2.7.1-foss-2021b-CUDA-11.4.1/lib/python3.9/site-packages/keras/layers/normalization/batch_normalization.py\", line 605, in _fused_batch_norm_inference\n>>>     return tf.compat.v1.nn.fused_batch_norm(\n>>> "
     ]
    }
   ],
   "source": [
    "# make predictions on validation data\n",
    "\n",
    "# insufficient memory error!\n",
    "\n",
    "start = default_timer()\n",
    "test_images = prediction_model.predict(X_val)\n",
    "watershed_time = default_timer() - start\n",
    "\n",
    "# print('Watershed segmentation of shape', test_images[0].shape, 'in', watershed_time, 'seconds.')\n",
    "\n",
    "masks = deep_watershed(\n",
    "    test_images,\n",
    "    min_distance=10,\n",
    "    detection_threshold=0.1,\n",
    "    distance_threshold=0.01,\n",
    "    exclude_border=False,\n",
    "    small_objects_threshold=0)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "6d476b36",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(520, 512, 512, 1)\n",
      "(520, 512, 512, 1)\n"
     ]
    }
   ],
   "source": [
    "io.imshow(X_val[1,:,:,0])\n",
    "plt.show()\n",
    "io.imshow(y_val[1,:,:,0])\n",
    "plt.show()\n",
    "print(X_val.shape)\n",
    "print(y_val.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d70549c9",
   "metadata": {},
   "outputs": [],
   "source": [
    "APs = [syotil.csi(y_val[i,:,:,0], masks[i,:,:,0]) for i in range(y_val.shape[0])]\n",
    "print(np.nanmean(APs))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "42277d43",
   "metadata": {},
   "source": [
    "**Make prediction on K's data.**<br>\n",
    "Using CytoplasmSegmentation allows setting image_mpp, which has a substantial influence on performance."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "37a766dc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('semantic_0', (None, 512, 512, 1)), ('semantic_1', (None, 512, 512, 1))]"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from deepcell.applications import CytoplasmSegmentation\n",
    "appc = CytoplasmSegmentation(prediction_model)\n",
    "[(layer.name, layer.output_shape) for layer in filter(lambda x: x.name.startswith('semantic_'), appc.model.layers)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "a4cec80b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/home/yfong/deeplearning/dense_cell_segmentation\n",
      "['M926910_CFL_Position7_CD3_test_img.png', 'M872956_JML_Position10_CD3_test_img.png', 'M872956_JML_Position8_CD8_test_img.png', 'M926910_CFL_Position13_CD3_test_img.png', 'M872956_JML_Position8_CD3_test_img.png', 'M872956_JML_Position8_CD4_test_img.png', 'M872956_JML_Position9_CD3_test_img.png']\n"
     ]
    }
   ],
   "source": [
    "import os\n",
    "print(os.getcwd())\n",
    "INPUT_PATH=\"images/test/\"\n",
    "FILENAMES = [f for f in os.listdir(\"images/training/testimages\")]\n",
    "print(FILENAMES)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "62778f56",
   "metadata": {},
   "source": [
    "**mAP after 60 epochs**<br>\n",
    "image_mpp=1: .08<br>\n",
    "image_mpp=2: .14<br>\n",
    "image_mpp=3: .08<br>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "c6732ceb",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "M926910_CFL_Position7_CD3_test_img.png\n",
      "M872956_JML_Position10_CD3_test_img.png\n",
      "M872956_JML_Position8_CD8_test_img.png\n",
      "M926910_CFL_Position13_CD3_test_img.png\n",
      "M872956_JML_Position8_CD3_test_img.png\n",
      "M872956_JML_Position8_CD4_test_img.png\n",
      "M872956_JML_Position9_CD3_test_img.png\n",
      "[3, 4, 3, 5, 5, 2, 4]\n",
      "[1.  1.2 1.4 1.6 1.8 2.  2.2 2.4 2.6 2.8]\n"
     ]
    }
   ],
   "source": [
    "# more detailed mapping of image_mpp parameter\n",
    "mpps=np.linspace(start=1,stop=2.8,num=10)\n",
    "AP_mat=[]\n",
    "for CURR_IM_NAME in FILENAMES:\n",
    "    print(CURR_IM_NAME)\n",
    "    im0 = io.imread(os.path.join(INPUT_PATH, CURR_IM_NAME))\n",
    "    mask_true=io.imread(os.path.join(INPUT_PATH, CURR_IM_NAME.replace(\"img\",\"masks\")))\n",
    "\n",
    "    x = np.expand_dims(im0, axis=-1)\n",
    "    x = np.expand_dims(x, axis=0)\n",
    "    y, tile_info = appc._tile_input(x)\n",
    "    AP_arr=[]\n",
    "    for mpp in mpps:\n",
    "        prd = appc._untile_output(appc.predict(y, image_mpp=mpp), tile_info)[0,:,:,0]\n",
    "        a=syotil.csi(mask_true, prd)\n",
    "        AP_arr.append(a)\n",
    "    AP_mat.append(AP_arr)\n",
    "\n",
    "print([x.index(np.max(x)) for x in AP_mat])\n",
    "print(mpps)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "521fa443",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(1, 1040, 233, 1)\n",
      "(1, 1568, 512, 1)\n",
      "{'padding': True, 'x_pad': (264, 264), 'y_pad': (139, 140)}\n",
      "(1, 1040, 233, 1)\n",
      "(1, 1568, 512, 1)\n",
      "{'padding': True, 'x_pad': (264, 264), 'y_pad': (139, 140)}\n",
      "(1, 1040, 233, 1)\n",
      "(1, 1568, 512, 1)\n",
      "{'padding': True, 'x_pad': (264, 264), 'y_pad': (139, 140)}\n",
      "(1, 1040, 233, 1)\n",
      "(1, 1568, 512, 1)\n",
      "{'padding': True, 'x_pad': (264, 264), 'y_pad': (139, 140)}\n",
      "(1, 1040, 233, 1)\n",
      "(1, 1568, 512, 1)\n",
      "{'padding': True, 'x_pad': (264, 264), 'y_pad': (139, 140)}\n",
      "(1, 1040, 233, 1)\n",
      "(1, 1568, 512, 1)\n",
      "{'padding': True, 'x_pad': (264, 264), 'y_pad': (139, 140)}\n",
      "(1, 1040, 233, 1)\n",
      "(1, 1568, 512, 1)\n",
      "{'padding': True, 'x_pad': (264, 264), 'y_pad': (139, 140)}\n",
      "{'M926910_CFL_Position7_CD3_test_img.png': 0.08102108768035517, 'M872956_JML_Position10_CD3_test_img.png': 0.09210526315789473, 'M872956_JML_Position8_CD8_test_img.png': 0.24825174825174826, 'M926910_CFL_Position13_CD3_test_img.png': 0.11490125673249552, 'M872956_JML_Position8_CD3_test_img.png': 0.1634349030470914, 'M872956_JML_Position8_CD4_test_img.png': 0.1751412429378531, 'M872956_JML_Position9_CD3_test_img.png': 0.1045531197301855, 'mAP': 0.13991551736251767}\n"
     ]
    }
   ],
   "source": [
    "select_mpp=2\n",
    "\n",
    "APs={}\n",
    "for CURR_IM_NAME in FILENAMES:\n",
    "    im0 = io.imread(os.path.join(INPUT_PATH, CURR_IM_NAME))\n",
    "    mask_true=io.imread(os.path.join(INPUT_PATH, CURR_IM_NAME.replace(\"img\",\"masks\")))\n",
    "\n",
    "    x = np.expand_dims(im0, axis=-1)\n",
    "    x = np.expand_dims(x, axis=0)\n",
    "    y, tile_info = appc._tile_input(x)\n",
    "    print(x.shape)\n",
    "    print(y.shape)\n",
    "    print(tile_info)\n",
    "    pred = appc.predict(y, image_mpp=select_mpp)\n",
    "    prd = appc._untile_output(pred, tile_info)\n",
    "    #io.imshow(prd[0,:,:,0])\n",
    "    plt.show()\n",
    "    \n",
    "    APs[CURR_IM_NAME] = syotil.csi(mask_true, prd[0,:,:,0])# masks may lose one pixel if dimension is odd pixels\n",
    "\n",
    "APs[\"mAP\"]=np.mean(list(APs.values()))\n",
    "print(APs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "810b9793",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                                         0         1\n",
      "0   M926910_CFL_Position7_CD3_test_img.png  0.081021\n",
      "1  M872956_JML_Position10_CD3_test_img.png  0.092105\n",
      "2   M872956_JML_Position8_CD8_test_img.png  0.248252\n",
      "3  M926910_CFL_Position13_CD3_test_img.png  0.114901\n",
      "4   M872956_JML_Position8_CD3_test_img.png  0.163435\n",
      "5   M872956_JML_Position8_CD4_test_img.png  0.175141\n",
      "6   M872956_JML_Position9_CD3_test_img.png  0.104553\n",
      "7                                      mAP  0.139916\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "df = pd.DataFrame([FILENAMES+[\"mAP\"], list(APs.values())])\n",
    "print(df.transpose())\n",
    "df.to_csv('APresults/csi_tn1.0_'+label+'.txt', index=False, header=False)"
   ]
  }
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