Hannes Hapke hanneshapke
hanneshapke
/ adding_of_CLS_and_SEP_tokens.py
Created
March 9, 2020 17:47
adding_of_CLS_and_SEP_tokens
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
| CLS_ID = tf.constant(101, dtype=tf.int64) | |
| SEP_ID = tf.constant(102, dtype=tf.int64) | |
| start_tokens = tf.fill([tf.shape(text)[0], 1], CLS_ID) | |
| end_tokens = tf.fill([tf.shape(text)[0], 1], SEP_ID) | |
| tokens = tokens[:, :sequence_length - 2] | |
| tokens = tf.concat([start_tokens, tokens, end_tokens], axis=1) |
hanneshapke
/ call_berttokenizer.py
Created
March 9, 2020 17:45
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
| tokens = bert_tokenizer.tokenize(text) |
hanneshapke
/ partial_setup_of_berttokenizer_part_3.py
Created
March 9, 2020 16:59
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
| bert_tokenizer = text.BertTokenizer( | |
| vocab_lookup_table=vocab_file_path, | |
| token_out_type=tf.int64, | |
| lower_case=do_lower_case | |
| ) |
hanneshapke
/ partial_setup_of_berttokenizer_part_2.py
Created
March 9, 2020 16:58
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
| do_lower_case = bert_layer.resolved_object.do_lower_case.numpy() |
hanneshapke
/ partial_setup_of_berttokenizer.py
Last active
May 19, 2020 22:44
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
| import tensorflow_hub as hub | |
| BERT_TFHUB_URL = "https://tfhub.dev/tensorflow/bert_en_uncased_L-12_H-768_A-12/2" | |
| bert_layer = hub.KerasLayer(handle=BERT_TFHUB_URL, trainable=True) | |
| vocab_file_path = bert_layer.resolved_object.vocab_file.asset_path.numpy() |
hanneshapke
/ example_dataset.csv
Created
March 9, 2020 16:56
We can make this file beautiful and searchable if this error is corrected: No commas found in this CSV file in line 0.
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
| ‘This is the best movie I have ever seen ...’ -> 1 | |
| ‘Probably the worst movie produced in 2019 ...’ -> 0 | |
| ‘Tom Hank\’s performance turns this movie into ...’ -> ? |
hanneshapke
/ use_of_berttokenizer.py
Created
March 9, 2020 16:55
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
| import tensorflow_text as text | |
| vocab_file_path = bert_layer.resolved_object.vocab_file.asset_path.numpy() | |
| do_lower_case = bert_layer.resolved_object.do_lower_case.numpy() | |
| bert_tokenizer = text.BertTokenizer( | |
| vocab_lookup_table=vocab_file_path, | |
| token_out_type=tf.int64, | |
| lower_case=do_lower_case | |
| ) |
hanneshapke
/ after_tokenization_with_berttokenizer.py
Created
March 9, 2020 16:50
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
| [ | |
| [[b'clara'], [b'is'], [b'playing'], [b'the'], [b'piano'], [b'.']], | |
| [[b'maria'], [b'likes'], [b'to'], [b'play'], [b'soccer'], [b'.']], | |
| [[b'hi'], [b'tom'], [b'!']] | |
| ] |
hanneshapke
/ before_tokenization_with_berttokenizer.py
Created
March 9, 2020 16:47
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
| [ | |
| "Clara is playing the piano." | |
| "Maria likes to play soccer.", | |
| "Hi Tom!" | |
| ] |
hanneshapke
/ tfx-pipeline-for-bert-preprocessing.ipynb
Last active
August 21, 2021 06:18
TFX Pipeline for Bert Preprocessing.ipynb
Loading
Sorry, something went wrong. Reload?
Sorry, we cannot display this file.
Sorry, this file is invalid so it cannot be displayed.