...
| Code Block |
|---|
{
"version": "v1.1",
"data": [
{
"title": "your_title",
"paragraphs": [
{
"qas": [
{
"question": "Who is current CEO?",
"id": "56ddde6b9a695914005b9628",
"is_impossible": ""
},
{
"question": "Who founded google?",
"id": "56ddde6b9a695914005b9629",
"is_impossible": ""
},
{
"question": "when did IPO take place?",
"id": "56ddde6b9a695914005b962a",
"is_impossible": ""
}
],
"context": "Google was founded in 1998 by Larry Page and Sergey Brin while they were Ph.D. students at Stanford University in California. Together they own about 14 percent of its shares and control 56 percent of the stockholder voting power through supervoting stock. They incorporated Google as a privately held company on September 4, 1998. An initial public offering (IPO) took place on August 19, 2004, and Google moved to its headquarters in Mountain View, California, nicknamed the Googleplex. In August 2015, Google announced plans to reorganize its various interests as a conglomerate called Alphabet Inc. Google is Alphabet's leading subsidiary and will continue to be the umbrella company for Alphabet's Internet interests. Sundar Pichai was appointed CEO of Google, replacing Larry Page who became the CEO of Alphabet."
}
]
}
]
}
|
1.2.10 Run run_squad.py
Run run_squad.py as do-predict=true using fine-tuned model checkpoint :
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|---|
root@tessa002:/workspace/bert# python3 run_squad.py --vocab_file=/workspace/nvidia-examples/bert/data/download/google_pretrained_weights/uncased_L-12_H-768_A-12/vocab.txt --bert_config_file=/workspace/nvidia-examples/bert/data/download/google_pretrained_weights/uncased_L-12_H-768_A-12/bert_config.json --init_checkpoint=/results/tf_bert_finetuning_squad_base_fp16_gbs40_200326010711/model.ckpt-2408 --do_train=False --max_query_length=30 --do_predict=True --predict_file=test_input.json --predict_batch_size=16 --max_seq_length=384 --doc_stride=128 --output_dir=/results/squad1/squad_test/ |
...
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|---|
root@tessa002:/workspace/lambdal/bert# python3 run_squad.py --vocab_file=/workspace/nvidia-examples/bert/data/download/google_pretrained_weights/uncased_L-12_H-768_A-12/vocab.txt --bert_config_file=/workspace/nvidia-examples/bert/data/download/google_pretrained_weights/uncased_L-12_H-768_A-12/bert_config.json --init_checkpoint=/results/lambdal/squad1/squad_base/model.ckpt-3649 --do_train=False --max_query_length=30 --do_predict=True --predict_file=test_input.json --predict_batch_size=16 --max_seq_length=384 --doc_stride=128 --output_dir=/results/lambdal/squad1/squad_test/ |
...
You should see similar output below
...
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|---|
I0326 02:11:40.096473 140685488179008 run_squad.py:1259] Processing example: 0 INFO:tensorflow:prediction_loop marked as finished I0326 02:11:40.165820 140685488179008 error_handling.py:101] prediction_loop marked as finished INFO:tensorflow:prediction_loop marked as finished I0326 02:11:40.166095 140685488179008 error_handling.py:101] prediction_loop marked as finished INFO:tensorflow:Writing predictions to: /results/squad1/squad_test/predictions.json I0326 02:11:40.166555 140685488179008 run_squad.py:745] Writing predictions to: /results/squad1/squad_test/predictions.json INFO:tensorflow:Writing nbest to: /results/squad1/squad_test/nbest_predictions.json I0326 02:11:40.166669 140685488179008 run_squad.py:746] Writing nbest to: /results/squad1/squad_test/nbest_predictions.json |
...