/home/erik/.miniconda3/envs/arl-tensorflow/lib/python3.7/site-packages/tensorflow/python/framework/dtypes.py:526: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.
  _np_qint8 = np.dtype([("qint8", np.int8, 1)])
/home/erik/.miniconda3/envs/arl-tensorflow/lib/python3.7/site-packages/tensorflow/python/framework/dtypes.py:527: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.
  _np_quint8 = np.dtype([("quint8", np.uint8, 1)])
/home/erik/.miniconda3/envs/arl-tensorflow/lib/python3.7/site-packages/tensorflow/python/framework/dtypes.py:528: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.
  _np_qint16 = np.dtype([("qint16", np.int16, 1)])
/home/erik/.miniconda3/envs/arl-tensorflow/lib/python3.7/site-packages/tensorflow/python/framework/dtypes.py:529: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.
  _np_quint16 = np.dtype([("quint16", np.uint16, 1)])
/home/erik/.miniconda3/envs/arl-tensorflow/lib/python3.7/site-packages/tensorflow/python/framework/dtypes.py:530: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.
  _np_qint32 = np.dtype([("qint32", np.int32, 1)])
/home/erik/.miniconda3/envs/arl-tensorflow/lib/python3.7/site-packages/tensorflow/python/framework/dtypes.py:535: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.
  np_resource = np.dtype([("resource", np.ubyte, 1)])
WARNING:tensorflow:From /home/erik/.miniconda3/envs/arl-tensorflow/lib/python3.7/site-packages/tensorflow/python/framework/op_def_library.py:263: colocate_with (from tensorflow.python.framework.ops) is deprecated and will be removed in a future version.
Instructions for updating:
Colocations handled automatically by placer.
W0129 12:05:25.902613 140650553055040 deprecation.py:323] From /home/erik/.miniconda3/envs/arl-tensorflow/lib/python3.7/site-packages/tensorflow/python/framework/op_def_library.py:263: colocate_with (from tensorflow.python.framework.ops) is deprecated and will be removed in a future version.
Instructions for updating:
Colocations handled automatically by placer.
WARNING:tensorflow:From /home/erik/Documents/university/present/fact/fact-ai/group_agnostic_fairness/data_utils/law_school_input.py:146: string_input_producer (from tensorflow.python.training.input) is deprecated and will be removed in a future version.
Instructions for updating:
Queue-based input pipelines have been replaced by `tf.data`. Use `tf.data.Dataset.from_tensor_slices(string_tensor).shuffle(tf.shape(input_tensor, out_type=tf.int64)[0]).repeat(num_epochs)`. If `shuffle=False`, omit the `.shuffle(...)`.
W0129 12:05:25.914630 140650553055040 deprecation.py:323] From /home/erik/Documents/university/present/fact/fact-ai/group_agnostic_fairness/data_utils/law_school_input.py:146: string_input_producer (from tensorflow.python.training.input) is deprecated and will be removed in a future version.
Instructions for updating:
Queue-based input pipelines have been replaced by `tf.data`. Use `tf.data.Dataset.from_tensor_slices(string_tensor).shuffle(tf.shape(input_tensor, out_type=tf.int64)[0]).repeat(num_epochs)`. If `shuffle=False`, omit the `.shuffle(...)`.
WARNING:tensorflow:From /home/erik/.miniconda3/envs/arl-tensorflow/lib/python3.7/site-packages/tensorflow/python/training/input.py:278: input_producer (from tensorflow.python.training.input) is deprecated and will be removed in a future version.
Instructions for updating:
Queue-based input pipelines have been replaced by `tf.data`. Use `tf.data.Dataset.from_tensor_slices(input_tensor).shuffle(tf.shape(input_tensor, out_type=tf.int64)[0]).repeat(num_epochs)`. If `shuffle=False`, omit the `.shuffle(...)`.
W0129 12:05:25.920947 140650553055040 deprecation.py:323] From /home/erik/.miniconda3/envs/arl-tensorflow/lib/python3.7/site-packages/tensorflow/python/training/input.py:278: input_producer (from tensorflow.python.training.input) is deprecated and will be removed in a future version.
Instructions for updating:
Queue-based input pipelines have been replaced by `tf.data`. Use `tf.data.Dataset.from_tensor_slices(input_tensor).shuffle(tf.shape(input_tensor, out_type=tf.int64)[0]).repeat(num_epochs)`. If `shuffle=False`, omit the `.shuffle(...)`.
WARNING:tensorflow:From /home/erik/.miniconda3/envs/arl-tensorflow/lib/python3.7/site-packages/tensorflow/python/training/input.py:190: limit_epochs (from tensorflow.python.training.input) is deprecated and will be removed in a future version.
Instructions for updating:
Queue-based input pipelines have been replaced by `tf.data`. Use `tf.data.Dataset.from_tensors(tensor).repeat(num_epochs)`.
W0129 12:05:25.922098 140650553055040 deprecation.py:323] From /home/erik/.miniconda3/envs/arl-tensorflow/lib/python3.7/site-packages/tensorflow/python/training/input.py:190: limit_epochs (from tensorflow.python.training.input) is deprecated and will be removed in a future version.
Instructions for updating:
Queue-based input pipelines have been replaced by `tf.data`. Use `tf.data.Dataset.from_tensors(tensor).repeat(num_epochs)`.
WARNING:tensorflow:From /home/erik/.miniconda3/envs/arl-tensorflow/lib/python3.7/site-packages/tensorflow/python/training/input.py:199: QueueRunner.__init__ (from tensorflow.python.training.queue_runner_impl) is deprecated and will be removed in a future version.
Instructions for updating:
To construct input pipelines, use the `tf.data` module.
W0129 12:05:25.925387 140650553055040 deprecation.py:323] From /home/erik/.miniconda3/envs/arl-tensorflow/lib/python3.7/site-packages/tensorflow/python/training/input.py:199: QueueRunner.__init__ (from tensorflow.python.training.queue_runner_impl) is deprecated and will be removed in a future version.
Instructions for updating:
To construct input pipelines, use the `tf.data` module.
WARNING:tensorflow:From /home/erik/.miniconda3/envs/arl-tensorflow/lib/python3.7/site-packages/tensorflow/python/training/input.py:199: add_queue_runner (from tensorflow.python.training.queue_runner_impl) is deprecated and will be removed in a future version.
Instructions for updating:
To construct input pipelines, use the `tf.data` module.
W0129 12:05:25.926900 140650553055040 deprecation.py:323] From /home/erik/.miniconda3/envs/arl-tensorflow/lib/python3.7/site-packages/tensorflow/python/training/input.py:199: add_queue_runner (from tensorflow.python.training.queue_runner_impl) is deprecated and will be removed in a future version.
Instructions for updating:
To construct input pipelines, use the `tf.data` module.
WARNING:tensorflow:From /home/erik/.miniconda3/envs/arl-tensorflow/lib/python3.7/site-packages/tensorflow/python/training/input.py:202: to_float (from tensorflow.python.ops.math_ops) is deprecated and will be removed in a future version.
Instructions for updating:
Use tf.cast instead.
W0129 12:05:25.927692 140650553055040 deprecation.py:323] From /home/erik/.miniconda3/envs/arl-tensorflow/lib/python3.7/site-packages/tensorflow/python/training/input.py:202: to_float (from tensorflow.python.ops.math_ops) is deprecated and will be removed in a future version.
Instructions for updating:
Use tf.cast instead.
WARNING:tensorflow:From /home/erik/Documents/university/present/fact/fact-ai/group_agnostic_fairness/data_utils/law_school_input.py:171: TextLineReader.__init__ (from tensorflow.python.ops.io_ops) is deprecated and will be removed in a future version.
Instructions for updating:
Queue-based input pipelines have been replaced by `tf.data`. Use `tf.data.TextLineDataset`.
W0129 12:05:25.931882 140650553055040 deprecation.py:323] From /home/erik/Documents/university/present/fact/fact-ai/group_agnostic_fairness/data_utils/law_school_input.py:171: TextLineReader.__init__ (from tensorflow.python.ops.io_ops) is deprecated and will be removed in a future version.
Instructions for updating:
Queue-based input pipelines have been replaced by `tf.data`. Use `tf.data.TextLineDataset`.
WARNING:tensorflow:From /home/erik/Documents/university/present/fact/fact-ai/group_agnostic_fairness/data_utils/law_school_input.py:178: batch (from tensorflow.python.training.input) is deprecated and will be removed in a future version.
Instructions for updating:
Queue-based input pipelines have been replaced by `tf.data`. Use `tf.data.Dataset.batch(batch_size)` (or `padded_batch(...)` if `dynamic_pad=True`).
W0129 12:05:25.947257 140650553055040 deprecation.py:323] From /home/erik/Documents/university/present/fact/fact-ai/group_agnostic_fairness/data_utils/law_school_input.py:178: batch (from tensorflow.python.training.input) is deprecated and will be removed in a future version.
Instructions for updating:
Queue-based input pipelines have been replaced by `tf.data`. Use `tf.data.Dataset.batch(batch_size)` (or `padded_batch(...)` if `dynamic_pad=True`).
WARNING:tensorflow:From /home/erik/.miniconda3/envs/arl-tensorflow/lib/python3.7/site-packages/tensorflow/python/feature_column/feature_column.py:205: NumericColumn._get_dense_tensor (from tensorflow.python.feature_column.feature_column_v2) is deprecated and will be removed after 2018-11-30.
Instructions for updating:
The old _FeatureColumn APIs are being deprecated. Please use the new FeatureColumn APIs instead.
W0129 12:05:26.262093 140650553055040 deprecation.py:323] From /home/erik/.miniconda3/envs/arl-tensorflow/lib/python3.7/site-packages/tensorflow/python/feature_column/feature_column.py:205: NumericColumn._get_dense_tensor (from tensorflow.python.feature_column.feature_column_v2) is deprecated and will be removed after 2018-11-30.
Instructions for updating:
The old _FeatureColumn APIs are being deprecated. Please use the new FeatureColumn APIs instead.
WARNING:tensorflow:From /home/erik/.miniconda3/envs/arl-tensorflow/lib/python3.7/site-packages/tensorflow/python/feature_column/feature_column.py:2121: NumericColumn._transform_feature (from tensorflow.python.feature_column.feature_column_v2) is deprecated and will be removed after 2018-11-30.
Instructions for updating:
The old _FeatureColumn APIs are being deprecated. Please use the new FeatureColumn APIs instead.
W0129 12:05:26.262367 140650553055040 deprecation.py:323] From /home/erik/.miniconda3/envs/arl-tensorflow/lib/python3.7/site-packages/tensorflow/python/feature_column/feature_column.py:2121: NumericColumn._transform_feature (from tensorflow.python.feature_column.feature_column_v2) is deprecated and will be removed after 2018-11-30.
Instructions for updating:
The old _FeatureColumn APIs are being deprecated. Please use the new FeatureColumn APIs instead.
WARNING:tensorflow:From /home/erik/.miniconda3/envs/arl-tensorflow/lib/python3.7/site-packages/tensorflow/python/feature_column/feature_column.py:206: NumericColumn._variable_shape (from tensorflow.python.feature_column.feature_column_v2) is deprecated and will be removed after 2018-11-30.
Instructions for updating:
The old _FeatureColumn APIs are being deprecated. Please use the new FeatureColumn APIs instead.
W0129 12:05:26.267436 140650553055040 deprecation.py:323] From /home/erik/.miniconda3/envs/arl-tensorflow/lib/python3.7/site-packages/tensorflow/python/feature_column/feature_column.py:206: NumericColumn._variable_shape (from tensorflow.python.feature_column.feature_column_v2) is deprecated and will be removed after 2018-11-30.
Instructions for updating:
The old _FeatureColumn APIs are being deprecated. Please use the new FeatureColumn APIs instead.
WARNING:tensorflow:From /home/erik/.miniconda3/envs/arl-tensorflow/lib/python3.7/site-packages/tensorflow/python/feature_column/feature_column.py:205: IndicatorColumn._get_dense_tensor (from tensorflow.python.feature_column.feature_column_v2) is deprecated and will be removed after 2018-11-30.
Instructions for updating:
The old _FeatureColumn APIs are being deprecated. Please use the new FeatureColumn APIs instead.
W0129 12:05:26.299019 140650553055040 deprecation.py:323] From /home/erik/.miniconda3/envs/arl-tensorflow/lib/python3.7/site-packages/tensorflow/python/feature_column/feature_column.py:205: IndicatorColumn._get_dense_tensor (from tensorflow.python.feature_column.feature_column_v2) is deprecated and will be removed after 2018-11-30.
Instructions for updating:
The old _FeatureColumn APIs are being deprecated. Please use the new FeatureColumn APIs instead.
WARNING:tensorflow:From /home/erik/.miniconda3/envs/arl-tensorflow/lib/python3.7/site-packages/tensorflow/python/feature_column/feature_column.py:2121: IndicatorColumn._transform_feature (from tensorflow.python.feature_column.feature_column_v2) is deprecated and will be removed after 2018-11-30.
Instructions for updating:
The old _FeatureColumn APIs are being deprecated. Please use the new FeatureColumn APIs instead.
W0129 12:05:26.299451 140650553055040 deprecation.py:323] From /home/erik/.miniconda3/envs/arl-tensorflow/lib/python3.7/site-packages/tensorflow/python/feature_column/feature_column.py:2121: IndicatorColumn._transform_feature (from tensorflow.python.feature_column.feature_column_v2) is deprecated and will be removed after 2018-11-30.
Instructions for updating:
The old _FeatureColumn APIs are being deprecated. Please use the new FeatureColumn APIs instead.
WARNING:tensorflow:From /home/erik/.miniconda3/envs/arl-tensorflow/lib/python3.7/site-packages/tensorflow/python/feature_column/feature_column_v2.py:4295: VocabularyListCategoricalColumn._get_sparse_tensors (from tensorflow.python.feature_column.feature_column_v2) is deprecated and will be removed after 2018-11-30.
Instructions for updating:
The old _FeatureColumn APIs are being deprecated. Please use the new FeatureColumn APIs instead.
W0129 12:05:26.299600 140650553055040 deprecation.py:323] From /home/erik/.miniconda3/envs/arl-tensorflow/lib/python3.7/site-packages/tensorflow/python/feature_column/feature_column_v2.py:4295: VocabularyListCategoricalColumn._get_sparse_tensors (from tensorflow.python.feature_column.feature_column_v2) is deprecated and will be removed after 2018-11-30.
Instructions for updating:
The old _FeatureColumn APIs are being deprecated. Please use the new FeatureColumn APIs instead.
WARNING:tensorflow:From /home/erik/.miniconda3/envs/arl-tensorflow/lib/python3.7/site-packages/tensorflow/python/feature_column/feature_column.py:2121: VocabularyListCategoricalColumn._transform_feature (from tensorflow.python.feature_column.feature_column_v2) is deprecated and will be removed after 2018-11-30.
Instructions for updating:
The old _FeatureColumn APIs are being deprecated. Please use the new FeatureColumn APIs instead.
W0129 12:05:26.299835 140650553055040 deprecation.py:323] From /home/erik/.miniconda3/envs/arl-tensorflow/lib/python3.7/site-packages/tensorflow/python/feature_column/feature_column.py:2121: VocabularyListCategoricalColumn._transform_feature (from tensorflow.python.feature_column.feature_column_v2) is deprecated and will be removed after 2018-11-30.
Instructions for updating:
The old _FeatureColumn APIs are being deprecated. Please use the new FeatureColumn APIs instead.
WARNING:tensorflow:From /home/erik/.miniconda3/envs/arl-tensorflow/lib/python3.7/site-packages/tensorflow/python/ops/lookup_ops.py:1137: to_int64 (from tensorflow.python.ops.math_ops) is deprecated and will be removed in a future version.
Instructions for updating:
Use tf.cast instead.
W0129 12:05:26.309786 140650553055040 deprecation.py:323] From /home/erik/.miniconda3/envs/arl-tensorflow/lib/python3.7/site-packages/tensorflow/python/ops/lookup_ops.py:1137: to_int64 (from tensorflow.python.ops.math_ops) is deprecated and will be removed in a future version.
Instructions for updating:
Use tf.cast instead.
WARNING:tensorflow:From /home/erik/.miniconda3/envs/arl-tensorflow/lib/python3.7/site-packages/tensorflow/python/feature_column/feature_column_v2.py:4266: IndicatorColumn._variable_shape (from tensorflow.python.feature_column.feature_column_v2) is deprecated and will be removed after 2018-11-30.
Instructions for updating:
The old _FeatureColumn APIs are being deprecated. Please use the new FeatureColumn APIs instead.
W0129 12:05:26.316199 140650553055040 deprecation.py:323] From /home/erik/.miniconda3/envs/arl-tensorflow/lib/python3.7/site-packages/tensorflow/python/feature_column/feature_column_v2.py:4266: IndicatorColumn._variable_shape (from tensorflow.python.feature_column.feature_column_v2) is deprecated and will be removed after 2018-11-30.
Instructions for updating:
The old _FeatureColumn APIs are being deprecated. Please use the new FeatureColumn APIs instead.
WARNING:tensorflow:From /home/erik/.miniconda3/envs/arl-tensorflow/lib/python3.7/site-packages/tensorflow/python/feature_column/feature_column_v2.py:4321: VocabularyListCategoricalColumn._num_buckets (from tensorflow.python.feature_column.feature_column_v2) is deprecated and will be removed after 2018-11-30.
Instructions for updating:
The old _FeatureColumn APIs are being deprecated. Please use the new FeatureColumn APIs instead.
W0129 12:05:26.316434 140650553055040 deprecation.py:323] From /home/erik/.miniconda3/envs/arl-tensorflow/lib/python3.7/site-packages/tensorflow/python/feature_column/feature_column_v2.py:4321: VocabularyListCategoricalColumn._num_buckets (from tensorflow.python.feature_column.feature_column_v2) is deprecated and will be removed after 2018-11-30.
Instructions for updating:
The old _FeatureColumn APIs are being deprecated. Please use the new FeatureColumn APIs instead.
WARNING:tensorflow:From /home/erik/Documents/university/present/fact/fact-ai/group_agnostic_fairness/robust_learning_model.py:373: get_global_step (from tensorflow.contrib.framework.python.ops.variables) is deprecated and will be removed in a future version.
Instructions for updating:
Please switch to tf.train.get_global_step
W0129 12:05:26.684925 140650553055040 deprecation.py:323] From /home/erik/Documents/university/present/fact/fact-ai/group_agnostic_fairness/robust_learning_model.py:373: get_global_step (from tensorflow.contrib.framework.python.ops.variables) is deprecated and will be removed in a future version.
Instructions for updating:
Please switch to tf.train.get_global_step
2021-01-29 12:05:27.306889: I tensorflow/core/platform/cpu_feature_guard.cc:141] Your CPU supports instructions that this TensorFlow binary was not compiled to use: AVX2 FMA
2021-01-29 12:05:27.311034: I tensorflow/core/platform/profile_utils/cpu_utils.cc:94] CPU Frequency: 1800500000 Hz
2021-01-29 12:05:27.311476: I tensorflow/compiler/xla/service/service.cc:150] XLA service 0x555e74b54e00 executing computations on platform Host. Devices:
2021-01-29 12:05:27.311503: I tensorflow/compiler/xla/service/service.cc:158]   StreamExecutor device (0): <undefined>, <undefined>
WARNING:tensorflow:From /home/erik/.miniconda3/envs/arl-tensorflow/lib/python3.7/site-packages/tensorflow/python/training/monitored_session.py:809: start_queue_runners (from tensorflow.python.training.queue_runner_impl) is deprecated and will be removed in a future version.
Instructions for updating:
To construct input pipelines, use the `tf.data` module.
W0129 12:05:27.466520 140650553055040 deprecation.py:323] From /home/erik/.miniconda3/envs/arl-tensorflow/lib/python3.7/site-packages/tensorflow/python/training/monitored_session.py:809: start_queue_runners (from tensorflow.python.training.queue_runner_impl) is deprecated and will be removed in a future version.
Instructions for updating:
To construct input pipelines, use the `tf.data` module.
WARNING:tensorflow:From /home/erik/.miniconda3/envs/arl-tensorflow/lib/python3.7/site-packages/tensorflow/python/ops/metrics_impl.py:2002: div (from tensorflow.python.ops.math_ops) is deprecated and will be removed in a future version.
Instructions for updating:
Deprecated in favor of operator or tf.math.divide.
W0129 12:05:31.508633 140650553055040 deprecation.py:323] From /home/erik/.miniconda3/envs/arl-tensorflow/lib/python3.7/site-packages/tensorflow/python/ops/metrics_impl.py:2002: div (from tensorflow.python.ops.math_ops) is deprecated and will be removed in a future version.
Instructions for updating:
Deprecated in favor of operator or tf.math.divide.
WARNING:tensorflow:Trapezoidal rule is known to produce incorrect PR-AUCs; please switch to "careful_interpolation" instead.
W0129 12:05:31.951092 140650553055040 metrics_impl.py:783] Trapezoidal rule is known to produce incorrect PR-AUCs; please switch to "careful_interpolation" instead.
WARNING:tensorflow:Trapezoidal rule is known to produce incorrect PR-AUCs; please switch to "careful_interpolation" instead.
W0129 12:05:31.980888 140650553055040 metrics_impl.py:783] Trapezoidal rule is known to produce incorrect PR-AUCs; please switch to "careful_interpolation" instead.
WARNING:tensorflow:From /home/erik/.miniconda3/envs/arl-tensorflow/lib/python3.7/site-packages/tensorflow/python/training/saver.py:1266: checkpoint_exists (from tensorflow.python.training.checkpoint_management) is deprecated and will be removed in a future version.
Instructions for updating:
Use standard file APIs to check for files with this prefix.
W0129 12:05:39.501708 140650553055040 deprecation.py:323] From /home/erik/.miniconda3/envs/arl-tensorflow/lib/python3.7/site-packages/tensorflow/python/training/saver.py:1266: checkpoint_exists (from tensorflow.python.training.checkpoint_management) is deprecated and will be removed in a future version.
Instructions for updating:
Use standard file APIs to check for files with this prefix.
WARNING:tensorflow:Trapezoidal rule is known to produce incorrect PR-AUCs; please switch to "careful_interpolation" instead.
W0129 12:05:51.508848 140650553055040 metrics_impl.py:783] Trapezoidal rule is known to produce incorrect PR-AUCs; please switch to "careful_interpolation" instead.
WARNING:tensorflow:Trapezoidal rule is known to produce incorrect PR-AUCs; please switch to "careful_interpolation" instead.
W0129 12:05:51.554977 140650553055040 metrics_impl.py:783] Trapezoidal rule is known to produce incorrect PR-AUCs; please switch to "careful_interpolation" instead.
writing output to:group_agnostic_fairness/results/ARL_LSAC/5.json
