yurakuratov
commented
4 years ago It is just a warning that in future versions of DeepPavlov LogitRanker API may change.
To get final answer just print value of answers variable after running this cell:
from deeppavlov import configs
from deeppavlov.core.commands.infer import build_model
# Download all the SQuAD models
squad = build_model(configs.squad.multi_squad_noans_infer, download = True)
# Do not download the ODQA models, we've just trained it
odqa = build_model(configs.odqa.en_odqa_infer_wiki, download = False)
answers = odqa(["what is tuberculosis?", "how should I take antibiotics?"])
Hi, I am trying to run DP_ODQA.ipynb on colab but I don’t get the final answer at the end but the warning below:
2019-10-20 04:40:26.77 INFO in 'deeppavlov.core.data.utils'['utils'] at line 64: Downloading from http://files.deeppavlov.ai/deeppavlov_data/multi_squad_model_noans_1.1.tar.gz to /root/.deeppavlov/multi_squad_model_noans_1.1.tar.gz 100%|██████████| 265M/265M [01:12<00:00, 3.63MB/s] 2019-10-20 04:41:38.894 INFO in 'deeppavlov.core.data.utils'['utils'] at line 216: Extracting /root/.deeppavlov/multi_squad_model_noans_1.1.tar.gz archive into /root/.deeppavlov/models 2019-10-20 04:41:44.319 INFO in 'deeppavlov.models.preprocessors.squad_preprocessor'['squad_preprocessor'] at line 310: SquadVocabEmbedder: loading saved tokens vocab from /root/.deeppavlov/models/multi_squad_model_noans/emb/vocab_embedder.pckl 2019-10-20 04:41:44.597 INFO in 'deeppavlov.models.preprocessors.squad_preprocessor'['squad_preprocessor'] at line 310: SquadVocabEmbedder: loading saved chars vocab from /root/.deeppavlov/models/multi_squad_model_noans/emb/char_vocab_embedder.pckl WARNING:tensorflow:From /usr/local/lib/python3.6/dist-packages/deeppavlov/core/models/tf_model.py:38: The name tf.Session is deprecated. Please use tf.compat.v1.Session instead.
WARNING:tensorflow:From /usr/local/lib/python3.6/dist-packages/deeppavlov/core/models/tf_model.py:223: The name tf.placeholder is deprecated. Please use tf.compat.v1.placeholder instead.
WARNING:tensorflow:From /usr/local/lib/python3.6/dist-packages/deeppavlov/core/models/tf_model.py:223: The name tf.train.Optimizer is deprecated. Please use tf.compat.v1.train.Optimizer instead.
WARNING:tensorflow:From /usr/local/lib/python3.6/dist-packages/deeppavlov/core/models/tf_model.py:194: The name tf.train.AdamOptimizer is deprecated. Please use tf.compat.v1.train.AdamOptimizer instead.
WARNING:tensorflow:From /usr/local/lib/python3.6/dist-packages/deeppavlov/core/common/check_gpu.py:30: The name tf.ConfigProto is deprecated. Please use tf.compat.v1.ConfigProto instead.
WARNING:tensorflow:From /usr/local/lib/python3.6/dist-packages/deeppavlov/models/squad/squad.py:223: The name tf.placeholder_with_default is deprecated. Please use tf.compat.v1.placeholder_with_default instead.
WARNING:tensorflow:From /usr/local/lib/python3.6/dist-packages/deeppavlov/models/squad/squad.py:101: The name tf.get_variable is deprecated. Please use tf.compat.v1.get_variable instead.
Using TensorFlow backend. 2019-10-20 04:41:46.705 INFO in 'deeppavlov.core.layers.tf_layers'['tf_layers'] at line 614: Warning! tf.contrib.cudnn_rnn.CudnnCompatibleGRUCell is used. It is okay for inference mode, but if you train your model with this cell it could NOT be used with tf.contrib.cudnn_rnn.CudnnGRUCell later. WARNING:tensorflow:From /usr/local/lib/python3.6/dist-packages/tensorflow/python/ops/init_ops.py:1251: calling VarianceScaling.init (from tensorflow.python.ops.init_ops) with dtype is deprecated and will be removed in a future version. Instructions for updating: Call initializer instance with the dtype argument instead of passing it to the constructor WARNING:tensorflow: The TensorFlow contrib module will not be included in TensorFlow 2.0. For more information, please see:
WARNING:tensorflow:From /usr/local/lib/python3.6/dist-packages/tensorflow/contrib/cudnn_rnn/python/ops/cudnn_rnn_ops.py:121: GRUCell.init (from tensorflow.python.ops.rnn_cell_impl) is deprecated and will be removed in a future version. Instructions for updating: This class is equivalent as tf.keras.layers.GRUCell, and will be replaced by that in Tensorflow 2.0. WARNING:tensorflow:From /usr/local/lib/python3.6/dist-packages/deeppavlov/core/layers/tf_layers.py:589: MultiRNNCell.init (from tensorflow.python.ops.rnn_cell_impl) is deprecated and will be removed in a future version. Instructions for updating: This class is equivalent as tf.keras.layers.StackedRNNCells, and will be replaced by that in Tensorflow 2.0. WARNING:tensorflow:From /usr/local/lib/python3.6/dist-packages/deeppavlov/core/layers/tf_layers.py:594: dynamic_rnn (from tensorflow.python.ops.rnn) is deprecated and will be removed in a future version. Instructions for updating: Please use
keras.layers.RNN(cell), which is equivalent to this API WARNING:tensorflow:From /usr/local/lib/python3.6/dist-packages/tensorflow/contrib/cudnn_rnn/python/ops/cudnn_rnn_ops.py:138: calling Constant.init (from tensorflow.python.ops.init_ops) with dtype is deprecated and will be removed in a future version. Instructions for updating: Call initializer instance with the dtype argument instead of passing it to the constructor WARNING:tensorflow:From /usr/local/lib/python3.6/dist-packages/tensorflow/contrib/cudnn_rnn/python/ops/cudnn_rnn_ops.py:154: calling Zeros.init (from tensorflow.python.ops.init_ops) with dtype is deprecated and will be removed in a future version. Instructions for updating: Call initializer instance with the dtype argument instead of passing it to the constructor WARNING:tensorflow:From /usr/local/lib/python3.6/dist-packages/deeppavlov/core/layers/tf_layers.py:808: calling reverse_sequence (from tensorflow.python.ops.array_ops) with seq_dim is deprecated and will be removed in a future version. Instructions for updating: seq_dim is deprecated, use seq_axis instead WARNING:tensorflow:From /usr/local/lib/python3.6/dist-packages/tensorflow/python/util/deprecation.py:507: calling reverse_sequence (from tensorflow.python.ops.array_ops) with batch_dim is deprecated and will be removed in a future version. Instructions for updating: batch_dim is deprecated, use batch_axis instead 2019-10-20 04:41:47.977 INFO in 'deeppavlov.core.layers.tf_layers'['tf_layers'] at line 614: Warning! tf.contrib.cudnn_rnn.CudnnCompatibleGRUCell is used. It is okay for inference mode, but if you train your model with this cell it could NOT be used with tf.contrib.cudnn_rnn.CudnnGRUCell later. 2019-10-20 04:41:48.126 INFO in 'deeppavlov.core.layers.tf_layers'['tf_layers'] at line 614: Warning! tf.contrib.cudnn_rnn.CudnnCompatibleGRUCell is used. It is okay for inference mode, but if you train your model with this cell it could NOT be used with tf.contrib.cudnn_rnn.CudnnGRUCell later. 2019-10-20 04:41:48.230 INFO in 'deeppavlov.core.layers.tf_layers'['tf_layers'] at line 614: Warning! tf.contrib.cudnn_rnn.CudnnCompatibleGRUCell is used. It is okay for inference mode, but if you train your model with this cell it could NOT be used with tf.contrib.cudnn_rnn.CudnnGRUCell later. WARNING:tensorflow:From /usr/local/lib/python3.6/dist-packages/deeppavlov/models/squad/utils.py:87: calling dropout (from tensorflow.python.ops.nn_ops) with keep_prob is deprecated and will be removed in a future version. Instructions for updating: Please userateinstead ofkeep_prob. Rate should be set torate = 1 - keep_prob. WARNING:tensorflow:From /usr/local/lib/python3.6/dist-packages/deeppavlov/models/squad/utils.py:171: dense (from tensorflow.python.layers.core) is deprecated and will be removed in a future version. Instructions for updating: Use keras.layers.dense instead. WARNING:tensorflow:From /usr/local/lib/python3.6/dist-packages/deeppavlov/models/squad/squad.py:211: softmax_cross_entropy_with_logits (from tensorflow.python.ops.nn_ops) is deprecated and will be removed in a future version. Instructions for updating:Future major versions of TensorFlow will allow gradients to flow into the labels input on backprop by default.
See
tf.nn.softmax_cross_entropy_with_logits_v2.WARNING:tensorflow:From /usr/local/lib/python3.6/dist-packages/deeppavlov/core/models/tf_model.py:51: 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. 2019-10-20 04:42:01.357 INFO in 'deeppavlov.core.models.tf_model'['tf_model'] at line 52: [loading model from /root/.deeppavlov/models/multi_squad_model_noans/model] WARNING:tensorflow:From /usr/local/lib/python3.6/dist-packages/deeppavlov/core/models/tf_model.py:55: The name tf.train.Saver is deprecated. Please use tf.compat.v1.train.Saver instead.
INFO:tensorflow:Restoring parameters from /root/.deeppavlov/models/multi_squad_model_noans/model 2019-10-20 04:42:02.200 INFO in 'deeppavlov.models.vectorizers.hashing_tfidf_vectorizer'['hashing_tfidf_vectorizer'] at line 264: Loading tfidf matrix from /root/.deeppavlov/models/odqa/enwiki_tfidf_matrix.npz 2019-10-20 04:42:02.734 INFO in 'deeppavlov.dataset_iterators.sqlite_iterator'['sqlite_iterator'] at line 57: Connecting to database, path: /root/.deeppavlov/downloads/odqa/enwiki.db 2019-10-20 04:42:02.736 INFO in 'deeppavlov.dataset_iterators.sqlite_iterator'['sqlite_iterator'] at line 112: SQLite iterator: The size of the database is 300 documents 2019-10-20 04:42:02.742 INFO in 'deeppavlov.models.preprocessors.squad_preprocessor'['squad_preprocessor'] at line 310: SquadVocabEmbedder: loading saved tokens vocab from /root/.deeppavlov/models/multi_squad_model_noans/emb/vocab_embedder.pckl 2019-10-20 04:42:03.65 INFO in 'deeppavlov.models.preprocessors.squad_preprocessor'['squad_preprocessor'] at line 310: SquadVocabEmbedder: loading saved chars vocab from /root/.deeppavlov/models/multi_squad_model_noans/emb/char_vocab_embedder.pckl 2019-10-20 04:42:03.984 INFO in 'deeppavlov.core.layers.tf_layers'['tf_layers'] at line 614: Warning! tf.contrib.cudnn_rnn.CudnnCompatibleGRUCell is used. It is okay for inference mode, but if you train your model with this cell it could NOT be used with tf.contrib.cudnn_rnn.CudnnGRUCell later. 2019-10-20 04:42:04.130 INFO in 'deeppavlov.core.layers.tf_layers'['tf_layers'] at line 614: Warning! tf.contrib.cudnn_rnn.CudnnCompatibleGRUCell is used. It is okay for inference mode, but if you train your model with this cell it could NOT be used with tf.contrib.cudnn_rnn.CudnnGRUCell later. 2019-10-20 04:42:04.274 INFO in 'deeppavlov.core.layers.tf_layers'['tf_layers'] at line 614: Warning! tf.contrib.cudnn_rnn.CudnnCompatibleGRUCell is used. It is okay for inference mode, but if you train your model with this cell it could NOT be used with tf.contrib.cudnn_rnn.CudnnGRUCell later. 2019-10-20 04:42:04.374 INFO in 'deeppavlov.core.layers.tf_layers'['tf_layers'] at line 614: Warning! tf.contrib.cudnn_rnn.CudnnCompatibleGRUCell is used. It is okay for inference mode, but if you train your model with this cell it could NOT be used with tf.contrib.cudnn_rnn.CudnnGRUCell later. 2019-10-20 04:42:17.382 INFO in 'deeppavlov.core.models.tf_model'['tf_model'] at line 52: [loading model from /root/.deeppavlov/models/multi_squad_model_noans/model] INFO:tensorflow:Restoring parameters from /root/.deeppavlov/models/multi_squad_model_noans/model /usr/local/lib/python3.6/dist-packages/deeppavlov/models/doc_retrieval/logit_ranker.py:65: FutureWarning: LogitRanker.call() API will be changed in the future release. Instead of returning Tuple(List[str], List[float] will return Tuple(List[List[str]], List[List[float]]). ' Tuple(List[List[str]], List[List[float]]).', FutureWarning)
Can anyone please reply on this issue?