root@25fc232d8ac1:/workspace# detectnet_v2 train -e tao-experiments/detectnet_v2/specs/detectnet_v2_train_resnet18_kitti.txt \ > -r tao-experiments/detectnet_v2/experiment_dir_unpruned_new \ > -k tlt_encode \ > -n resnet18_detector \ > --gpus 1 Using TensorFlow backend. WARNING:tensorflow:Deprecation warnings have been disabled. Set TF_ENABLE_DEPRECATION_WARNINGS=1 to re-enable them. Using TensorFlow backend. WARNING:tensorflow:From /opt/tlt/.cache/dazel/_dazel_tlt/75913d2aee35770fa76c4a63d877f3aa/execroot/ai_infra/bazel-out/k8-fastbuild/bin/magnet/packages/iva/build_wheel.runfiles/ai_infra/iva/detectnet_v2/cost_function/cost_auto_weight_hook.py:43: The name tf.train.SessionRunHook is deprecated. Please use tf.estimator.SessionRunHook instead. 2022-06-21 10:17:33,447 [WARNING] tensorflow: From /opt/tlt/.cache/dazel/_dazel_tlt/75913d2aee35770fa76c4a63d877f3aa/execroot/ai_infra/bazel-out/k8-fastbuild/bin/magnet/packages/iva/build_wheel.runfiles/ai_infra/iva/detectnet_v2/cost_function/cost_auto_weight_hook.py:43: The name tf.train.SessionRunHook is deprecated. Please use tf.estimator.SessionRunHook instead. WARNING:tensorflow:From /opt/tlt/.cache/dazel/_dazel_tlt/75913d2aee35770fa76c4a63d877f3aa/execroot/ai_infra/bazel-out/k8-fastbuild/bin/magnet/packages/iva/build_wheel.runfiles/ai_infra/iva/detectnet_v2/tfhooks/checkpoint_saver_hook.py:25: The name tf.train.CheckpointSaverHook is deprecated. Please use tf.estimator.CheckpointSaverHook instead. 2022-06-21 10:17:33,563 [WARNING] tensorflow: From /opt/tlt/.cache/dazel/_dazel_tlt/75913d2aee35770fa76c4a63d877f3aa/execroot/ai_infra/bazel-out/k8-fastbuild/bin/magnet/packages/iva/build_wheel.runfiles/ai_infra/iva/detectnet_v2/tfhooks/checkpoint_saver_hook.py:25: The name tf.train.CheckpointSaverHook is deprecated. Please use tf.estimator.CheckpointSaverHook instead. WARNING:tensorflow:From /opt/tlt/.cache/dazel/_dazel_tlt/75913d2aee35770fa76c4a63d877f3aa/execroot/ai_infra/bazel-out/k8-fastbuild/bin/magnet/packages/iva/build_wheel.runfiles/ai_infra/iva/detectnet_v2/scripts/train.py:69: The name tf.logging.set_verbosity is deprecated. Please use tf.compat.v1.logging.set_verbosity instead. 2022-06-21 10:17:33,564 [WARNING] tensorflow: From /opt/tlt/.cache/dazel/_dazel_tlt/75913d2aee35770fa76c4a63d877f3aa/execroot/ai_infra/bazel-out/k8-fastbuild/bin/magnet/packages/iva/build_wheel.runfiles/ai_infra/iva/detectnet_v2/scripts/train.py:69: The name tf.logging.set_verbosity is deprecated. Please use tf.compat.v1.logging.set_verbosity instead. WARNING:tensorflow:From /opt/tlt/.cache/dazel/_dazel_tlt/75913d2aee35770fa76c4a63d877f3aa/execroot/ai_infra/bazel-out/k8-fastbuild/bin/magnet/packages/iva/build_wheel.runfiles/ai_infra/iva/detectnet_v2/scripts/train.py:69: The name tf.logging.INFO is deprecated. Please use tf.compat.v1.logging.INFO instead. 2022-06-21 10:17:33,564 [WARNING] tensorflow: From /opt/tlt/.cache/dazel/_dazel_tlt/75913d2aee35770fa76c4a63d877f3aa/execroot/ai_infra/bazel-out/k8-fastbuild/bin/magnet/packages/iva/build_wheel.runfiles/ai_infra/iva/detectnet_v2/scripts/train.py:69: The name tf.logging.INFO is deprecated. Please use tf.compat.v1.logging.INFO instead. WARNING:tensorflow:From /usr/local/lib/python3.6/dist-packages/horovod/tensorflow/__init__.py:117: The name tf.global_variables is deprecated. Please use tf.compat.v1.global_variables instead. 2022-06-21 10:17:33,571 [WARNING] tensorflow: From /usr/local/lib/python3.6/dist-packages/horovod/tensorflow/__init__.py:117: The name tf.global_variables is deprecated. Please use tf.compat.v1.global_variables instead. WARNING:tensorflow:From /usr/local/lib/python3.6/dist-packages/horovod/tensorflow/__init__.py:143: The name tf.get_default_graph is deprecated. Please use tf.compat.v1.get_default_graph instead. 2022-06-21 10:17:33,571 [WARNING] tensorflow: From /usr/local/lib/python3.6/dist-packages/horovod/tensorflow/__init__.py:143: The name tf.get_default_graph is deprecated. Please use tf.compat.v1.get_default_graph instead. 2022-06-21 10:17:33,925 [INFO] __main__: Loading experiment spec at tao-experiments/detectnet_v2/specs/detectnet_v2_train_resnet18_kitti.txt. 2022-06-21 10:17:33,926 [INFO] iva.detectnet_v2.spec_handler.spec_loader: Merging specification from tao-experiments/detectnet_v2/specs/detectnet_v2_train_resnet18_kitti.txt 2022-06-21 10:17:34,386 [INFO] __main__: Cannot iterate over exactly 6434 samples with a batch size of 4; each epoch will therefore take one extra step. WARNING:tensorflow:From /opt/tlt/.cache/dazel/_dazel_tlt/75913d2aee35770fa76c4a63d877f3aa/execroot/ai_infra/bazel-out/k8-fastbuild/bin/magnet/packages/iva/build_wheel.runfiles/ai_infra/iva/detectnet_v2/cost_function/cost_auto_weight_hook.py:107: The name tf.variable_scope is deprecated. Please use tf.compat.v1.variable_scope instead. 2022-06-21 10:17:34,388 [WARNING] tensorflow: From /opt/tlt/.cache/dazel/_dazel_tlt/75913d2aee35770fa76c4a63d877f3aa/execroot/ai_infra/bazel-out/k8-fastbuild/bin/magnet/packages/iva/build_wheel.runfiles/ai_infra/iva/detectnet_v2/cost_function/cost_auto_weight_hook.py:107: The name tf.variable_scope is deprecated. Please use tf.compat.v1.variable_scope instead. WARNING:tensorflow:From /opt/tlt/.cache/dazel/_dazel_tlt/75913d2aee35770fa76c4a63d877f3aa/execroot/ai_infra/bazel-out/k8-fastbuild/bin/magnet/packages/iva/build_wheel.runfiles/ai_infra/iva/detectnet_v2/cost_function/cost_auto_weight_hook.py:110: The name tf.get_variable is deprecated. Please use tf.compat.v1.get_variable instead. 2022-06-21 10:17:34,389 [WARNING] tensorflow: From /opt/tlt/.cache/dazel/_dazel_tlt/75913d2aee35770fa76c4a63d877f3aa/execroot/ai_infra/bazel-out/k8-fastbuild/bin/magnet/packages/iva/build_wheel.runfiles/ai_infra/iva/detectnet_v2/cost_function/cost_auto_weight_hook.py:110: The name tf.get_variable is deprecated. Please use tf.compat.v1.get_variable instead. WARNING:tensorflow:From /opt/tlt/.cache/dazel/_dazel_tlt/75913d2aee35770fa76c4a63d877f3aa/execroot/ai_infra/bazel-out/k8-fastbuild/bin/magnet/packages/iva/build_wheel.runfiles/ai_infra/iva/detectnet_v2/cost_function/cost_auto_weight_hook.py:113: The name tf.assign is deprecated. Please use tf.compat.v1.assign instead. 2022-06-21 10:17:34,391 [WARNING] tensorflow: From /opt/tlt/.cache/dazel/_dazel_tlt/75913d2aee35770fa76c4a63d877f3aa/execroot/ai_infra/bazel-out/k8-fastbuild/bin/magnet/packages/iva/build_wheel.runfiles/ai_infra/iva/detectnet_v2/cost_function/cost_auto_weight_hook.py:113: The name tf.assign is deprecated. Please use tf.compat.v1.assign instead. WARNING:tensorflow:From /usr/local/lib/python3.6/dist-packages/keras/backend/tensorflow_backend.py:517: The name tf.placeholder is deprecated. Please use tf.compat.v1.placeholder instead. 2022-06-21 10:17:34,458 [WARNING] tensorflow: From /usr/local/lib/python3.6/dist-packages/keras/backend/tensorflow_backend.py:517: The name tf.placeholder is deprecated. Please use tf.compat.v1.placeholder instead. WARNING:tensorflow:From /usr/local/lib/python3.6/dist-packages/keras/backend/tensorflow_backend.py:4138: The name tf.random_uniform is deprecated. Please use tf.random.uniform instead. 2022-06-21 10:17:34,459 [WARNING] tensorflow: From /usr/local/lib/python3.6/dist-packages/keras/backend/tensorflow_backend.py:4138: The name tf.random_uniform is deprecated. Please use tf.random.uniform instead. WARNING:tensorflow:From /usr/local/lib/python3.6/dist-packages/keras/backend/tensorflow_backend.py:1834: The name tf.nn.fused_batch_norm is deprecated. Please use tf.compat.v1.nn.fused_batch_norm instead. 2022-06-21 10:17:34,478 [WARNING] tensorflow: From /usr/local/lib/python3.6/dist-packages/keras/backend/tensorflow_backend.py:1834: The name tf.nn.fused_batch_norm is deprecated. Please use tf.compat.v1.nn.fused_batch_norm instead. WARNING:tensorflow:From /opt/nvidia/third_party/keras/tensorflow_backend.py:187: The name tf.nn.avg_pool is deprecated. Please use tf.nn.avg_pool2d instead. 2022-06-21 10:17:35,495 [WARNING] tensorflow: From /opt/nvidia/third_party/keras/tensorflow_backend.py:187: The name tf.nn.avg_pool is deprecated. Please use tf.nn.avg_pool2d instead. WARNING:tensorflow:From /usr/local/lib/python3.6/dist-packages/keras/backend/tensorflow_backend.py:174: The name tf.get_default_session is deprecated. Please use tf.compat.v1.get_default_session instead. 2022-06-21 10:17:35,694 [WARNING] tensorflow: From /usr/local/lib/python3.6/dist-packages/keras/backend/tensorflow_backend.py:174: The name tf.get_default_session is deprecated. Please use tf.compat.v1.get_default_session instead. WARNING:tensorflow:From /usr/local/lib/python3.6/dist-packages/keras/backend/tensorflow_backend.py:199: The name tf.is_variable_initialized is deprecated. Please use tf.compat.v1.is_variable_initialized instead. 2022-06-21 10:17:35,694 [WARNING] tensorflow: From /usr/local/lib/python3.6/dist-packages/keras/backend/tensorflow_backend.py:199: The name tf.is_variable_initialized is deprecated. Please use tf.compat.v1.is_variable_initialized instead. WARNING:tensorflow:From /usr/local/lib/python3.6/dist-packages/keras/backend/tensorflow_backend.py:206: The name tf.variables_initializer is deprecated. Please use tf.compat.v1.variables_initializer instead. 2022-06-21 10:17:35,969 [WARNING] tensorflow: From /usr/local/lib/python3.6/dist-packages/keras/backend/tensorflow_backend.py:206: The name tf.variables_initializer is deprecated. Please use tf.compat.v1.variables_initializer instead. 2022-06-21 10:17:41,848 [INFO] iva.detectnet_v2.objectives.bbox_objective: Default L1 loss function will be used. __________________________________________________________________________________________________ Layer (type) Output Shape Param # Connected to ================================================================================================== input_1 (InputLayer) (None, 3, 384, 1248) 0 __________________________________________________________________________________________________ conv1 (Conv2D) (None, 64, 192, 624) 9472 input_1[0][0] __________________________________________________________________________________________________ bn_conv1 (BatchNormalization) (None, 64, 192, 624) 256 conv1[0][0] __________________________________________________________________________________________________ activation_1 (Activation) (None, 64, 192, 624) 0 bn_conv1[0][0] __________________________________________________________________________________________________ block_1a_conv_1 (Conv2D) (None, 64, 96, 312) 36928 activation_1[0][0] __________________________________________________________________________________________________ block_1a_bn_1 (BatchNormalizati (None, 64, 96, 312) 256 block_1a_conv_1[0][0] __________________________________________________________________________________________________ block_1a_relu_1 (Activation) (None, 64, 96, 312) 0 block_1a_bn_1[0][0] __________________________________________________________________________________________________ block_1a_conv_2 (Conv2D) (None, 64, 96, 312) 36928 block_1a_relu_1[0][0] __________________________________________________________________________________________________ block_1a_conv_shortcut (Conv2D) (None, 64, 96, 312) 4160 activation_1[0][0] __________________________________________________________________________________________________ block_1a_bn_2 (BatchNormalizati (None, 64, 96, 312) 256 block_1a_conv_2[0][0] __________________________________________________________________________________________________ block_1a_bn_shortcut (BatchNorm (None, 64, 96, 312) 256 block_1a_conv_shortcut[0][0] __________________________________________________________________________________________________ add_1 (Add) (None, 64, 96, 312) 0 block_1a_bn_2[0][0] block_1a_bn_shortcut[0][0] __________________________________________________________________________________________________ block_1a_relu (Activation) (None, 64, 96, 312) 0 add_1[0][0] __________________________________________________________________________________________________ block_1b_conv_1 (Conv2D) (None, 64, 96, 312) 36928 block_1a_relu[0][0] __________________________________________________________________________________________________ block_1b_bn_1 (BatchNormalizati (None, 64, 96, 312) 256 block_1b_conv_1[0][0] __________________________________________________________________________________________________ block_1b_relu_1 (Activation) (None, 64, 96, 312) 0 block_1b_bn_1[0][0] __________________________________________________________________________________________________ block_1b_conv_2 (Conv2D) (None, 64, 96, 312) 36928 block_1b_relu_1[0][0] __________________________________________________________________________________________________ block_1b_bn_2 (BatchNormalizati (None, 64, 96, 312) 256 block_1b_conv_2[0][0] __________________________________________________________________________________________________ add_2 (Add) (None, 64, 96, 312) 0 block_1b_bn_2[0][0] block_1a_relu[0][0] __________________________________________________________________________________________________ block_1b_relu (Activation) (None, 64, 96, 312) 0 add_2[0][0] __________________________________________________________________________________________________ block_2a_conv_1 (Conv2D) (None, 128, 48, 156) 73856 block_1b_relu[0][0] __________________________________________________________________________________________________ block_2a_bn_1 (BatchNormalizati (None, 128, 48, 156) 512 block_2a_conv_1[0][0] __________________________________________________________________________________________________ block_2a_relu_1 (Activation) (None, 128, 48, 156) 0 block_2a_bn_1[0][0] __________________________________________________________________________________________________ block_2a_conv_2 (Conv2D) (None, 128, 48, 156) 147584 block_2a_relu_1[0][0] __________________________________________________________________________________________________ block_2a_conv_shortcut (Conv2D) (None, 128, 48, 156) 8320 block_1b_relu[0][0] __________________________________________________________________________________________________ block_2a_bn_2 (BatchNormalizati (None, 128, 48, 156) 512 block_2a_conv_2[0][0] __________________________________________________________________________________________________ block_2a_bn_shortcut (BatchNorm (None, 128, 48, 156) 512 block_2a_conv_shortcut[0][0] __________________________________________________________________________________________________ add_3 (Add) (None, 128, 48, 156) 0 block_2a_bn_2[0][0] block_2a_bn_shortcut[0][0] __________________________________________________________________________________________________ block_2a_relu (Activation) (None, 128, 48, 156) 0 add_3[0][0] __________________________________________________________________________________________________ block_2b_conv_1 (Conv2D) (None, 128, 48, 156) 147584 block_2a_relu[0][0] __________________________________________________________________________________________________ block_2b_bn_1 (BatchNormalizati (None, 128, 48, 156) 512 block_2b_conv_1[0][0] __________________________________________________________________________________________________ block_2b_relu_1 (Activation) (None, 128, 48, 156) 0 block_2b_bn_1[0][0] __________________________________________________________________________________________________ block_2b_conv_2 (Conv2D) (None, 128, 48, 156) 147584 block_2b_relu_1[0][0] __________________________________________________________________________________________________ block_2b_bn_2 (BatchNormalizati (None, 128, 48, 156) 512 block_2b_conv_2[0][0] __________________________________________________________________________________________________ add_4 (Add) (None, 128, 48, 156) 0 block_2b_bn_2[0][0] block_2a_relu[0][0] __________________________________________________________________________________________________ block_2b_relu (Activation) (None, 128, 48, 156) 0 add_4[0][0] __________________________________________________________________________________________________ block_3a_conv_1 (Conv2D) (None, 256, 24, 78) 295168 block_2b_relu[0][0] __________________________________________________________________________________________________ block_3a_bn_1 (BatchNormalizati (None, 256, 24, 78) 1024 block_3a_conv_1[0][0] __________________________________________________________________________________________________ block_3a_relu_1 (Activation) (None, 256, 24, 78) 0 block_3a_bn_1[0][0] __________________________________________________________________________________________________ block_3a_conv_2 (Conv2D) (None, 256, 24, 78) 590080 block_3a_relu_1[0][0] __________________________________________________________________________________________________ block_3a_conv_shortcut (Conv2D) (None, 256, 24, 78) 33024 block_2b_relu[0][0] __________________________________________________________________________________________________ block_3a_bn_2 (BatchNormalizati (None, 256, 24, 78) 1024 block_3a_conv_2[0][0] __________________________________________________________________________________________________ block_3a_bn_shortcut (BatchNorm (None, 256, 24, 78) 1024 block_3a_conv_shortcut[0][0] __________________________________________________________________________________________________ add_5 (Add) (None, 256, 24, 78) 0 block_3a_bn_2[0][0] block_3a_bn_shortcut[0][0] __________________________________________________________________________________________________ block_3a_relu (Activation) (None, 256, 24, 78) 0 add_5[0][0] __________________________________________________________________________________________________ block_3b_conv_1 (Conv2D) (None, 256, 24, 78) 590080 block_3a_relu[0][0] __________________________________________________________________________________________________ block_3b_bn_1 (BatchNormalizati (None, 256, 24, 78) 1024 block_3b_conv_1[0][0] __________________________________________________________________________________________________ block_3b_relu_1 (Activation) (None, 256, 24, 78) 0 block_3b_bn_1[0][0] __________________________________________________________________________________________________ block_3b_conv_2 (Conv2D) (None, 256, 24, 78) 590080 block_3b_relu_1[0][0] __________________________________________________________________________________________________ block_3b_bn_2 (BatchNormalizati (None, 256, 24, 78) 1024 block_3b_conv_2[0][0] __________________________________________________________________________________________________ add_6 (Add) (None, 256, 24, 78) 0 block_3b_bn_2[0][0] block_3a_relu[0][0] __________________________________________________________________________________________________ block_3b_relu (Activation) (None, 256, 24, 78) 0 add_6[0][0] __________________________________________________________________________________________________ block_4a_conv_1 (Conv2D) (None, 512, 24, 78) 1180160 block_3b_relu[0][0] __________________________________________________________________________________________________ block_4a_bn_1 (BatchNormalizati (None, 512, 24, 78) 2048 block_4a_conv_1[0][0] __________________________________________________________________________________________________ block_4a_relu_1 (Activation) (None, 512, 24, 78) 0 block_4a_bn_1[0][0] __________________________________________________________________________________________________ block_4a_conv_2 (Conv2D) (None, 512, 24, 78) 2359808 block_4a_relu_1[0][0] __________________________________________________________________________________________________ block_4a_conv_shortcut (Conv2D) (None, 512, 24, 78) 131584 block_3b_relu[0][0] __________________________________________________________________________________________________ block_4a_bn_2 (BatchNormalizati (None, 512, 24, 78) 2048 block_4a_conv_2[0][0] __________________________________________________________________________________________________ block_4a_bn_shortcut (BatchNorm (None, 512, 24, 78) 2048 block_4a_conv_shortcut[0][0] __________________________________________________________________________________________________ add_7 (Add) (None, 512, 24, 78) 0 block_4a_bn_2[0][0] block_4a_bn_shortcut[0][0] __________________________________________________________________________________________________ block_4a_relu (Activation) (None, 512, 24, 78) 0 add_7[0][0] __________________________________________________________________________________________________ block_4b_conv_1 (Conv2D) (None, 512, 24, 78) 2359808 block_4a_relu[0][0] __________________________________________________________________________________________________ block_4b_bn_1 (BatchNormalizati (None, 512, 24, 78) 2048 block_4b_conv_1[0][0] __________________________________________________________________________________________________ block_4b_relu_1 (Activation) (None, 512, 24, 78) 0 block_4b_bn_1[0][0] __________________________________________________________________________________________________ block_4b_conv_2 (Conv2D) (None, 512, 24, 78) 2359808 block_4b_relu_1[0][0] __________________________________________________________________________________________________ block_4b_bn_2 (BatchNormalizati (None, 512, 24, 78) 2048 block_4b_conv_2[0][0] __________________________________________________________________________________________________ add_8 (Add) (None, 512, 24, 78) 0 block_4b_bn_2[0][0] block_4a_relu[0][0] __________________________________________________________________________________________________ block_4b_relu (Activation) (None, 512, 24, 78) 0 add_8[0][0] __________________________________________________________________________________________________ output_bbox (Conv2D) (None, 12, 24, 78) 6156 block_4b_relu[0][0] __________________________________________________________________________________________________ output_cov (Conv2D) (None, 3, 24, 78) 1539 block_4b_relu[0][0] ================================================================================================== Total params: 11,203,023 Trainable params: 11,193,295 Non-trainable params: 9,728 __________________________________________________________________________________________________ 2022-06-21 10:17:41,882 [INFO] modulus.blocks.data_loaders.multi_source_loader.data_loader: Serial augmentation enabled = False 2022-06-21 10:17:41,882 [INFO] modulus.blocks.data_loaders.multi_source_loader.data_loader: Pseudo sharding enabled = False 2022-06-21 10:17:41,882 [INFO] modulus.blocks.data_loaders.multi_source_loader.data_loader: Max Image Dimensions (all sources): (0, 0) 2022-06-21 10:17:41,882 [INFO] modulus.blocks.data_loaders.multi_source_loader.data_loader: number of cpus: 16, io threads: 32, compute threads: 16, buffered batches: 4 2022-06-21 10:17:41,882 [INFO] modulus.blocks.data_loaders.multi_source_loader.data_loader: total dataset size 6434, number of sources: 1, batch size per gpu: 4, steps: 1609 WARNING:tensorflow:From /usr/local/lib/python3.6/dist-packages/tensorflow_core/python/autograph/converters/directives.py:119: The name tf.set_random_seed is deprecated. Please use tf.compat.v1.set_random_seed instead. 2022-06-21 10:17:41,919 [WARNING] tensorflow: From /usr/local/lib/python3.6/dist-packages/tensorflow_core/python/autograph/converters/directives.py:119: The name tf.set_random_seed is deprecated. Please use tf.compat.v1.set_random_seed instead. WARNING:tensorflow:Entity > could not be transformed and will be executed as-is. Please report this to the AutoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: Unable to locate the source code of >. Note that functions defined in certain environments, like the interactive Python shell do not expose their source code. If that is the case, you should to define them in a .py source file. If you are certain the code is graph-compatible, wrap the call using @tf.autograph.do_not_convert. Original error: could not get source code 2022-06-21 10:17:41,958 [WARNING] tensorflow: Entity > could not be transformed and will be executed as-is. Please report this to the AutoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: Unable to locate the source code of >. Note that functions defined in certain environments, like the interactive Python shell do not expose their source code. If that is the case, you should to define them in a .py source file. If you are certain the code is graph-compatible, wrap the call using @tf.autograph.do_not_convert. Original error: could not get source code 2022-06-21 10:17:41,975 [INFO] iva.detectnet_v2.dataloader.default_dataloader: Bounding box coordinates were detected in the input specification! Bboxes will be automatically converted to polygon coordinates. 2022-06-21 10:17:42,215 [INFO] modulus.blocks.data_loaders.multi_source_loader.data_loader: shuffle: True - shard 0 of 1 2022-06-21 10:17:42,221 [INFO] modulus.blocks.data_loaders.multi_source_loader.data_loader: sampling 1 datasets with weights: 2022-06-21 10:17:42,221 [INFO] modulus.blocks.data_loaders.multi_source_loader.data_loader: source: 0 weight: 1.000000 WARNING:tensorflow:Entity > could not be transformed and will be executed as-is. Please report this to the AutoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: Unable to locate the source code of >. Note that functions defined in certain environments, like the interactive Python shell do not expose their source code. If that is the case, you should to define them in a .py source file. If you are certain the code is graph-compatible, wrap the call using @tf.autograph.do_not_convert. Original error: could not get source code 2022-06-21 10:17:42,234 [WARNING] tensorflow: Entity > could not be transformed and will be executed as-is. Please report this to the AutoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: Unable to locate the source code of >. Note that functions defined in certain environments, like the interactive Python shell do not expose their source code. If that is the case, you should to define them in a .py source file. If you are certain the code is graph-compatible, wrap the call using @tf.autograph.do_not_convert. Original error: could not get source code 2022-06-21 10:17:42,592 [INFO] __main__: Found 6434 samples in training set WARNING:tensorflow:From /opt/tlt/.cache/dazel/_dazel_tlt/75913d2aee35770fa76c4a63d877f3aa/execroot/ai_infra/bazel-out/k8-fastbuild/bin/magnet/packages/iva/build_wheel.runfiles/ai_infra/iva/detectnet_v2/rasterizers/bbox_rasterizer.py:347: The name tf.bincount is deprecated. Please use tf.math.bincount instead. 2022-06-21 10:17:42,695 [WARNING] tensorflow: From /opt/tlt/.cache/dazel/_dazel_tlt/75913d2aee35770fa76c4a63d877f3aa/execroot/ai_infra/bazel-out/k8-fastbuild/bin/magnet/packages/iva/build_wheel.runfiles/ai_infra/iva/detectnet_v2/rasterizers/bbox_rasterizer.py:347: The name tf.bincount is deprecated. Please use tf.math.bincount instead. WARNING:tensorflow:From /opt/tlt/.cache/dazel/_dazel_tlt/75913d2aee35770fa76c4a63d877f3aa/execroot/ai_infra/bazel-out/k8-fastbuild/bin/magnet/packages/iva/build_wheel.runfiles/ai_infra/iva/detectnet_v2/training/training_proto_utilities.py:89: The name tf.train.get_or_create_global_step is deprecated. Please use tf.compat.v1.train.get_or_create_global_step instead. 2022-06-21 10:17:42,819 [WARNING] tensorflow: From /opt/tlt/.cache/dazel/_dazel_tlt/75913d2aee35770fa76c4a63d877f3aa/execroot/ai_infra/bazel-out/k8-fastbuild/bin/magnet/packages/iva/build_wheel.runfiles/ai_infra/iva/detectnet_v2/training/training_proto_utilities.py:89: The name tf.train.get_or_create_global_step is deprecated. Please use tf.compat.v1.train.get_or_create_global_step instead. WARNING:tensorflow:From /opt/tlt/.cache/dazel/_dazel_tlt/75913d2aee35770fa76c4a63d877f3aa/execroot/ai_infra/bazel-out/k8-fastbuild/bin/magnet/packages/iva/build_wheel.runfiles/ai_infra/iva/detectnet_v2/training/training_proto_utilities.py:36: The name tf.train.AdamOptimizer is deprecated. Please use tf.compat.v1.train.AdamOptimizer instead. 2022-06-21 10:17:42,835 [WARNING] tensorflow: From /opt/tlt/.cache/dazel/_dazel_tlt/75913d2aee35770fa76c4a63d877f3aa/execroot/ai_infra/bazel-out/k8-fastbuild/bin/magnet/packages/iva/build_wheel.runfiles/ai_infra/iva/detectnet_v2/training/training_proto_utilities.py:36: The name tf.train.AdamOptimizer is deprecated. Please use tf.compat.v1.train.AdamOptimizer instead. WARNING:tensorflow:From /opt/tlt/.cache/dazel/_dazel_tlt/75913d2aee35770fa76c4a63d877f3aa/execroot/ai_infra/bazel-out/k8-fastbuild/bin/magnet/packages/iva/build_wheel.runfiles/ai_infra/iva/detectnet_v2/cost_function/cost_functions.py:17: The name tf.log is deprecated. Please use tf.math.log instead. 2022-06-21 10:17:42,991 [WARNING] tensorflow: From /opt/tlt/.cache/dazel/_dazel_tlt/75913d2aee35770fa76c4a63d877f3aa/execroot/ai_infra/bazel-out/k8-fastbuild/bin/magnet/packages/iva/build_wheel.runfiles/ai_infra/iva/detectnet_v2/cost_function/cost_functions.py:17: The name tf.log is deprecated. Please use tf.math.log instead. WARNING:tensorflow:From /opt/tlt/.cache/dazel/_dazel_tlt/75913d2aee35770fa76c4a63d877f3aa/execroot/ai_infra/bazel-out/k8-fastbuild/bin/magnet/packages/iva/build_wheel.runfiles/ai_infra/iva/detectnet_v2/cost_function/cost_auto_weight_hook.py:235: The name tf.assign_add is deprecated. Please use tf.compat.v1.assign_add instead. 2022-06-21 10:17:43,033 [WARNING] tensorflow: From /opt/tlt/.cache/dazel/_dazel_tlt/75913d2aee35770fa76c4a63d877f3aa/execroot/ai_infra/bazel-out/k8-fastbuild/bin/magnet/packages/iva/build_wheel.runfiles/ai_infra/iva/detectnet_v2/cost_function/cost_auto_weight_hook.py:235: The name tf.assign_add is deprecated. Please use tf.compat.v1.assign_add instead. WARNING:tensorflow:From /opt/tlt/.cache/dazel/_dazel_tlt/75913d2aee35770fa76c4a63d877f3aa/execroot/ai_infra/bazel-out/k8-fastbuild/bin/magnet/packages/iva/build_wheel.runfiles/ai_infra/iva/detectnet_v2/model/detectnet_model.py:591: The name tf.summary.scalar is deprecated. Please use tf.compat.v1.summary.scalar instead. 2022-06-21 10:17:43,042 [WARNING] tensorflow: From /opt/tlt/.cache/dazel/_dazel_tlt/75913d2aee35770fa76c4a63d877f3aa/execroot/ai_infra/bazel-out/k8-fastbuild/bin/magnet/packages/iva/build_wheel.runfiles/ai_infra/iva/detectnet_v2/model/detectnet_model.py:591: The name tf.summary.scalar is deprecated. Please use tf.compat.v1.summary.scalar instead. 2022-06-21 10:17:44,596 [INFO] modulus.blocks.data_loaders.multi_source_loader.data_loader: Serial augmentation enabled = False 2022-06-21 10:17:44,596 [INFO] modulus.blocks.data_loaders.multi_source_loader.data_loader: Pseudo sharding enabled = False 2022-06-21 10:17:44,596 [INFO] modulus.blocks.data_loaders.multi_source_loader.data_loader: Max Image Dimensions (all sources): (0, 0) 2022-06-21 10:17:44,596 [INFO] modulus.blocks.data_loaders.multi_source_loader.data_loader: number of cpus: 16, io threads: 32, compute threads: 16, buffered batches: 4 2022-06-21 10:17:44,596 [INFO] modulus.blocks.data_loaders.multi_source_loader.data_loader: total dataset size 1047, number of sources: 1, batch size per gpu: 4, steps: 262 WARNING:tensorflow:Entity > could not be transformed and will be executed as-is. Please report this to the AutoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: Unable to locate the source code of >. Note that functions defined in certain environments, like the interactive Python shell do not expose their source code. If that is the case, you should to define them in a .py source file. If you are certain the code is graph-compatible, wrap the call using @tf.autograph.do_not_convert. Original error: could not get source code 2022-06-21 10:17:44,605 [WARNING] tensorflow: Entity > could not be transformed and will be executed as-is. Please report this to the AutoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: Unable to locate the source code of >. Note that functions defined in certain environments, like the interactive Python shell do not expose their source code. If that is the case, you should to define them in a .py source file. If you are certain the code is graph-compatible, wrap the call using @tf.autograph.do_not_convert. Original error: could not get source code 2022-06-21 10:17:44,623 [INFO] iva.detectnet_v2.dataloader.default_dataloader: Bounding box coordinates were detected in the input specification! Bboxes will be automatically converted to polygon coordinates. 2022-06-21 10:17:44,854 [INFO] modulus.blocks.data_loaders.multi_source_loader.data_loader: shuffle: False - shard 0 of 1 2022-06-21 10:17:44,859 [INFO] modulus.blocks.data_loaders.multi_source_loader.data_loader: sampling 1 datasets with weights: 2022-06-21 10:17:44,859 [INFO] modulus.blocks.data_loaders.multi_source_loader.data_loader: source: 0 weight: 1.000000 WARNING:tensorflow:Entity > could not be transformed and will be executed as-is. Please report this to the AutoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: Unable to locate the source code of >. Note that functions defined in certain environments, like the interactive Python shell do not expose their source code. If that is the case, you should to define them in a .py source file. If you are certain the code is graph-compatible, wrap the call using @tf.autograph.do_not_convert. Original error: could not get source code 2022-06-21 10:17:44,873 [WARNING] tensorflow: Entity > could not be transformed and will be executed as-is. Please report this to the AutoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: Unable to locate the source code of >. Note that functions defined in certain environments, like the interactive Python shell do not expose their source code. If that is the case, you should to define them in a .py source file. If you are certain the code is graph-compatible, wrap the call using @tf.autograph.do_not_convert. Original error: could not get source code 2022-06-21 10:17:45,107 [INFO] __main__: Found 1047 samples in validation set WARNING:tensorflow:From /opt/tlt/.cache/dazel/_dazel_tlt/75913d2aee35770fa76c4a63d877f3aa/execroot/ai_infra/bazel-out/k8-fastbuild/bin/magnet/packages/iva/build_wheel.runfiles/ai_infra/iva/detectnet_v2/tfhooks/validation_hook.py:40: The name tf.summary.FileWriterCache is deprecated. Please use tf.compat.v1.summary.FileWriterCache instead. 2022-06-21 10:17:45,667 [WARNING] tensorflow: From /opt/tlt/.cache/dazel/_dazel_tlt/75913d2aee35770fa76c4a63d877f3aa/execroot/ai_infra/bazel-out/k8-fastbuild/bin/magnet/packages/iva/build_wheel.runfiles/ai_infra/iva/detectnet_v2/tfhooks/validation_hook.py:40: The name tf.summary.FileWriterCache is deprecated. Please use tf.compat.v1.summary.FileWriterCache instead. 2022-06-21 10:17:46,644 [INFO] __main__: Checkpoint interval: 10 WARNING:tensorflow:From /opt/tlt/.cache/dazel/_dazel_tlt/75913d2aee35770fa76c4a63d877f3aa/execroot/ai_infra/bazel-out/k8-fastbuild/bin/magnet/packages/iva/build_wheel.runfiles/ai_infra/iva/detectnet_v2/scripts/train.py:109: The name tf.train.Scaffold is deprecated. Please use tf.compat.v1.train.Scaffold instead. 2022-06-21 10:17:46,644 [WARNING] tensorflow: From /opt/tlt/.cache/dazel/_dazel_tlt/75913d2aee35770fa76c4a63d877f3aa/execroot/ai_infra/bazel-out/k8-fastbuild/bin/magnet/packages/iva/build_wheel.runfiles/ai_infra/iva/detectnet_v2/scripts/train.py:109: The name tf.train.Scaffold is deprecated. Please use tf.compat.v1.train.Scaffold instead. WARNING:tensorflow:From /opt/tlt/.cache/dazel/_dazel_tlt/75913d2aee35770fa76c4a63d877f3aa/execroot/ai_infra/bazel-out/k8-fastbuild/bin/magnet/packages/iva/build_wheel.runfiles/ai_infra/iva/detectnet_v2/common/graph/initializers.py:14: The name tf.local_variables_initializer is deprecated. Please use tf.compat.v1.local_variables_initializer instead. 2022-06-21 10:17:46,644 [WARNING] tensorflow: From /opt/tlt/.cache/dazel/_dazel_tlt/75913d2aee35770fa76c4a63d877f3aa/execroot/ai_infra/bazel-out/k8-fastbuild/bin/magnet/packages/iva/build_wheel.runfiles/ai_infra/iva/detectnet_v2/common/graph/initializers.py:14: The name tf.local_variables_initializer is deprecated. Please use tf.compat.v1.local_variables_initializer instead. WARNING:tensorflow:From /opt/tlt/.cache/dazel/_dazel_tlt/75913d2aee35770fa76c4a63d877f3aa/execroot/ai_infra/bazel-out/k8-fastbuild/bin/magnet/packages/iva/build_wheel.runfiles/ai_infra/iva/detectnet_v2/common/graph/initializers.py:15: The name tf.tables_initializer is deprecated. Please use tf.compat.v1.tables_initializer instead. 2022-06-21 10:17:46,644 [WARNING] tensorflow: From /opt/tlt/.cache/dazel/_dazel_tlt/75913d2aee35770fa76c4a63d877f3aa/execroot/ai_infra/bazel-out/k8-fastbuild/bin/magnet/packages/iva/build_wheel.runfiles/ai_infra/iva/detectnet_v2/common/graph/initializers.py:15: The name tf.tables_initializer is deprecated. Please use tf.compat.v1.tables_initializer instead. WARNING:tensorflow:From /opt/tlt/.cache/dazel/_dazel_tlt/75913d2aee35770fa76c4a63d877f3aa/execroot/ai_infra/bazel-out/k8-fastbuild/bin/magnet/packages/iva/build_wheel.runfiles/ai_infra/iva/detectnet_v2/common/graph/initializers.py:16: The name tf.get_collection is deprecated. Please use tf.compat.v1.get_collection instead. 2022-06-21 10:17:46,645 [WARNING] tensorflow: From /opt/tlt/.cache/dazel/_dazel_tlt/75913d2aee35770fa76c4a63d877f3aa/execroot/ai_infra/bazel-out/k8-fastbuild/bin/magnet/packages/iva/build_wheel.runfiles/ai_infra/iva/detectnet_v2/common/graph/initializers.py:16: The name tf.get_collection is deprecated. Please use tf.compat.v1.get_collection instead. WARNING:tensorflow:From /opt/tlt/.cache/dazel/_dazel_tlt/75913d2aee35770fa76c4a63d877f3aa/execroot/ai_infra/bazel-out/k8-fastbuild/bin/magnet/packages/iva/build_wheel.runfiles/ai_infra/iva/detectnet_v2/tfhooks/utils.py:59: The name tf.train.LoggingTensorHook is deprecated. Please use tf.estimator.LoggingTensorHook instead. 2022-06-21 10:17:46,647 [WARNING] tensorflow: From /opt/tlt/.cache/dazel/_dazel_tlt/75913d2aee35770fa76c4a63d877f3aa/execroot/ai_infra/bazel-out/k8-fastbuild/bin/magnet/packages/iva/build_wheel.runfiles/ai_infra/iva/detectnet_v2/tfhooks/utils.py:59: The name tf.train.LoggingTensorHook is deprecated. Please use tf.estimator.LoggingTensorHook instead. WARNING:tensorflow:From /opt/tlt/.cache/dazel/_dazel_tlt/75913d2aee35770fa76c4a63d877f3aa/execroot/ai_infra/bazel-out/k8-fastbuild/bin/magnet/packages/iva/build_wheel.runfiles/ai_infra/iva/detectnet_v2/tfhooks/utils.py:60: The name tf.train.StopAtStepHook is deprecated. Please use tf.estimator.StopAtStepHook instead. 2022-06-21 10:17:46,647 [WARNING] tensorflow: From /opt/tlt/.cache/dazel/_dazel_tlt/75913d2aee35770fa76c4a63d877f3aa/execroot/ai_infra/bazel-out/k8-fastbuild/bin/magnet/packages/iva/build_wheel.runfiles/ai_infra/iva/detectnet_v2/tfhooks/utils.py:60: The name tf.train.StopAtStepHook is deprecated. Please use tf.estimator.StopAtStepHook instead. WARNING:tensorflow:From /opt/tlt/.cache/dazel/_dazel_tlt/75913d2aee35770fa76c4a63d877f3aa/execroot/ai_infra/bazel-out/k8-fastbuild/bin/magnet/packages/iva/build_wheel.runfiles/ai_infra/iva/detectnet_v2/tfhooks/utils.py:73: The name tf.train.StepCounterHook is deprecated. Please use tf.estimator.StepCounterHook instead. 2022-06-21 10:17:46,647 [WARNING] tensorflow: From /opt/tlt/.cache/dazel/_dazel_tlt/75913d2aee35770fa76c4a63d877f3aa/execroot/ai_infra/bazel-out/k8-fastbuild/bin/magnet/packages/iva/build_wheel.runfiles/ai_infra/iva/detectnet_v2/tfhooks/utils.py:73: The name tf.train.StepCounterHook is deprecated. Please use tf.estimator.StepCounterHook instead. INFO:tensorflow:Create CheckpointSaverHook. 2022-06-21 10:17:46,647 [INFO] tensorflow: Create CheckpointSaverHook. WARNING:tensorflow:From /opt/tlt/.cache/dazel/_dazel_tlt/75913d2aee35770fa76c4a63d877f3aa/execroot/ai_infra/bazel-out/k8-fastbuild/bin/magnet/packages/iva/build_wheel.runfiles/ai_infra/iva/detectnet_v2/tfhooks/utils.py:99: The name tf.train.SummarySaverHook is deprecated. Please use tf.estimator.SummarySaverHook instead. 2022-06-21 10:17:46,647 [WARNING] tensorflow: From /opt/tlt/.cache/dazel/_dazel_tlt/75913d2aee35770fa76c4a63d877f3aa/execroot/ai_infra/bazel-out/k8-fastbuild/bin/magnet/packages/iva/build_wheel.runfiles/ai_infra/iva/detectnet_v2/tfhooks/utils.py:99: The name tf.train.SummarySaverHook is deprecated. Please use tf.estimator.SummarySaverHook instead. WARNING:tensorflow:From /opt/tlt/.cache/dazel/_dazel_tlt/75913d2aee35770fa76c4a63d877f3aa/execroot/ai_infra/bazel-out/k8-fastbuild/bin/magnet/packages/iva/build_wheel.runfiles/ai_infra/iva/detectnet_v2/training/utilities.py:140: The name tf.train.SingularMonitoredSession is deprecated. Please use tf.compat.v1.train.SingularMonitoredSession instead. 2022-06-21 10:17:46,648 [WARNING] tensorflow: From /opt/tlt/.cache/dazel/_dazel_tlt/75913d2aee35770fa76c4a63d877f3aa/execroot/ai_infra/bazel-out/k8-fastbuild/bin/magnet/packages/iva/build_wheel.runfiles/ai_infra/iva/detectnet_v2/training/utilities.py:140: The name tf.train.SingularMonitoredSession is deprecated. Please use tf.compat.v1.train.SingularMonitoredSession instead. INFO:tensorflow:Graph was finalized. 2022-06-21 10:17:47,548 [INFO] tensorflow: Graph was finalized. INFO:tensorflow:Running local_init_op. 2022-06-21 10:17:49,118 [INFO] tensorflow: Running local_init_op. INFO:tensorflow:Done running local_init_op. 2022-06-21 10:17:49,674 [INFO] tensorflow: Done running local_init_op. INFO:tensorflow:Saving checkpoints for step-0. 2022-06-21 10:17:55,220 [INFO] tensorflow: Saving checkpoints for step-0. INFO:tensorflow:epoch = 0.0, learning_rate = 4.9999994e-06, loss = 0.11375654, step = 0 2022-06-21 10:18:12,820 [INFO] tensorflow: epoch = 0.0, learning_rate = 4.9999994e-06, loss = 0.11375654, step = 0 2022-06-21 10:18:12,821 [INFO] iva.detectnet_v2.tfhooks.task_progress_monitor_hook: Epoch 0/120: loss: 0.11376 learning rate: 0.00000 Time taken: 0:00:00 ETA: 0:00:00 2022-06-21 10:18:12,821 [INFO] modulus.hooks.sample_counter_hook: Train Samples / sec: 0.815 2022-06-21 10:18:15,587 [INFO] modulus.hooks.sample_counter_hook: Train Samples / sec: 13.034 2022-06-21 10:18:16,944 [INFO] modulus.hooks.sample_counter_hook: Train Samples / sec: 73.709 INFO:tensorflow:epoch = 0.04164077066500932, learning_rate = 5.0805397e-06, loss = 0.09232973, step = 67 (5.109 sec) 2022-06-21 10:18:17,929 [INFO] tensorflow: epoch = 0.04164077066500932, learning_rate = 5.0805397e-06, loss = 0.09232973, step = 67 (5.109 sec) 2022-06-21 10:18:18,310 [INFO] modulus.hooks.sample_counter_hook: Train Samples / sec: 73.201 2022-06-21 10:18:19,672 [INFO] modulus.hooks.sample_counter_hook: Train Samples / sec: 73.481 2022-06-21 10:18:21,029 [INFO] modulus.hooks.sample_counter_hook: Train Samples / sec: 73.684 2022-06-21 10:18:22,399 [INFO] modulus.hooks.sample_counter_hook: Train Samples / sec: 73.023 INFO:tensorflow:epoch = 0.09944064636420136, learning_rate = 5.194498e-06, loss = 0.03196608, step = 160 (5.066 sec) 2022-06-21 10:18:22,995 [INFO] tensorflow: epoch = 0.09944064636420136, learning_rate = 5.194498e-06, loss = 0.03196608, step = 160 (5.066 sec) INFO:tensorflow:global_step/sec: 15.7254 2022-06-21 10:18:22,995 [INFO] tensorflow: global_step/sec: 15.7254 2022-06-21 10:18:23,764 [INFO] modulus.hooks.sample_counter_hook: Train Samples / sec: 73.244 2022-06-21 10:18:25,126 [INFO] modulus.hooks.sample_counter_hook: Train Samples / sec: 73.436 2022-06-21 10:18:26,480 [INFO] modulus.hooks.sample_counter_hook: Train Samples / sec: 73.867 2022-06-21 10:18:27,852 [INFO] modulus.hooks.sample_counter_hook: Train Samples / sec: 72.896 INFO:tensorflow:epoch = 0.1572405220633934, learning_rate = 5.311007e-06, loss = 0.020182727, step = 253 (5.072 sec) 2022-06-21 10:18:28,067 [INFO] tensorflow: epoch = 0.1572405220633934, learning_rate = 5.311007e-06, loss = 0.020182727, step = 253 (5.072 sec) 2022-06-21 10:18:29,188 [INFO] modulus.hooks.sample_counter_hook: Train Samples / sec: 74.859 2022-06-21 10:18:30,559 [INFO] modulus.hooks.sample_counter_hook: Train Samples / sec: 72.949 INFO:tensorflow:global_step/sec: 18.3434 2022-06-21 10:18:31,718 [INFO] tensorflow: global_step/sec: 18.3434 2022-06-21 10:18:31,938 [INFO] modulus.hooks.sample_counter_hook: Train Samples / sec: 72.563 INFO:tensorflow:epoch = 0.21504039776258543, learning_rate = 5.4301295e-06, loss = 0.012230516, step = 346 (5.094 sec) 2022-06-21 10:18:33,161 [INFO] tensorflow: epoch = 0.21504039776258543, learning_rate = 5.4301295e-06, loss = 0.012230516, step = 346 (5.094 sec) 2022-06-21 10:18:33,322 [INFO] modulus.hooks.sample_counter_hook: Train Samples / sec: 72.263 2022-06-21 10:18:34,671 [INFO] modulus.hooks.sample_counter_hook: Train Samples / sec: 74.156 2022-06-21 10:18:36,062 [INFO] modulus.hooks.sample_counter_hook: Train Samples / sec: 71.900 2022-06-21 10:18:37,436 [INFO] modulus.hooks.sample_counter_hook: Train Samples / sec: 72.764 INFO:tensorflow:epoch = 0.27284027346177747, learning_rate = 5.551924e-06, loss = 0.009397181, step = 439 (5.100 sec) 2022-06-21 10:18:38,261 [INFO] tensorflow: epoch = 0.27284027346177747, learning_rate = 5.551924e-06, loss = 0.009397181, step = 439 (5.100 sec) 2022-06-21 10:18:38,802 [INFO] modulus.hooks.sample_counter_hook: Train Samples / sec: 73.234 2022-06-21 18:18:39,545 [INFO] tlt.components.docker_handler.docker_handler: Stopping container.