Overview

This is a checkpoint for the BERT Base Uncased for Question Answering finetuned in NeMo https://github.com/NVIDIA/NeMo on the uncased question answering dataset SQuADv1.1 https://rajpurkar.github.io/SQuAD-explorer/. The model is trained for 2 epochs on a DGX1 with 8 V100 GPUs using Apex/Amp optimization level O2. On the development data this model achieves an exact match (EM) score of 82.74 and F1 score of 89.79. The pretrained BERT model checkpoint was also trained with NeMo, on uncased English Wikipedia and BookCorpus.

Please be sure to download the latest version in order to ensure compatibility with the latest NeMo release.

BERT-STEP-7388.pt - finetuned BERT encoder weights
TokenClassifier-STEP-7388.pt - finetuned BERT question answering head weights
bert-config.json - the config file used to initialize BERT network architecture in NeMo

More Details

BERT, or Bidirectional Encoder Representations from Transformers, is a neural approach to pre-train language representations which obtains near state-of-the-art results on a wide array of Natural Language Processing (NLP) tasks, including SQuAD Question Answering dataset. Stanford Question Answering Dataset (SQuAD) is a reading comprehension dataset, consisting of questions posed by crowdworkers on a set of Wikipedia articles, where the answer to every question is a segment of text, or span, from the corresponding reading passage. Unlike SQuADv1.1, SQuADv2.0 can contain questions that are unanswerable.

Apart from the BERT architecture this model also includes a question answering model head, which is stacked on top of BERT. This question answering head is a token classifier and is, more specifically, a single fully connected layer.

Training works as follows:\nThe user provides training and evaluation data in text form in JSON format. This data is parsed by scripts in NeMo and converted into model input. The input sequence is a concatenatenation of a tokenized query and its according reading passage. The question answering head predicts for each token in the reading passage or context if it is the start or end of the answer span. The model is trained using cross entropy loss.

Documentation

Source code and developer guide is available at https://github.com/NVIDIA/NeMo\nRefer to documentation at https://docs.nvidia.com/deeplearning/nemo/neural-modules-release-notes/index.html\nCode to pretrain and reproduce this model checkpoint are available at https://github.com/NVIDIA/NeMo.

This model checkpoint can be used for either inference or finetuning on custom question answering datasets, as long as they are in the required format. More details at https://github.com/NVIDIA/NeMo.

In the following we show examples for how to finetune BERT on SQuAD v1.1, how to do evaluation and inference.

Before you start, please download SQuADv1.1 dataset either directly from https://rajpurkar.github.io/SQuAD-explorer/ or using https://github.com/NVIDIA/NeMo/blob/master/examples/nlp/scripts/get_squad.py.

Usage example 1: Training

\n
Download the pretrained BERT encoder checkpoint BERT-STEP-2285714.pt and bert-config.json from https://ngc.nvidia.com/catalog/models/nvidia:bertbaseuncasedfornemo
\n

Run BERT Base Uncased on e.g. DGX1 with 8 V100 GPUs

 cd examples/nlp/question_answering;\n\n python -m torch.distributed.launch --nproc_per_node=8 question_answering_squad.py --mode train_eval --amp_opt_level O2 --num_gpus 8 --train_file=/path_to/squad/v1.1/train-v1.1.json --eval_file /path_to/squad/v1.1/dev-v1.1.json --bert_checkpoint /path_to/BERT-STEP-2285714.pt --bert_config /path_to/bert-config.json --pretrained_model_name bert-base-uncased --batch_size 3 --num_epochs 2 --lr_policy SquareRootAnnealing --optimizer fused_adam --lr 3e-5 --do_lower_case --no_data_cache\n

Checkpoints will be store at --work_dir folder.

Usage example 2: Evaluation

\n
Download finetuned checkpoints BERT-STEP-7388.pt, TokenClassifier-STEP-7388.pt, put them into /path_to/checkpoints_dir. Download bert-config.json.
\n

Run evaluation:

 cd examples/nlp/question_answering;\n\n python question_answering_squad.py --mode eval --amp_opt_level O2 --eval_file /path_to/squad/v1.1/dev-v1.1.json --checkpoint_dir /path_to/checkpoints_dir --bert_config /path_to/bert-config.json --pretrained_model_name bert-base-uncased --do_lower_case --no_data_cache\n

Usage example 3: Inference

\n
Download finetuned checkpoints BERT-STEP-7388.pt, TokenClassifier-STEP-7388.pt, put them into /path_to/checkpoints_dir. Download bert-config.json.
\n

Run inference on custom test_file.json:

 cd examples/nlp/question_answering;\n\n python question_answering_squad.py --mode test --amp_opt_level O2 --test_file test_file.json --checkpoint_dir /path_to/checkpoints_dir --bert_config /path_to/bert-config.json --pretrained_model_name bert-base-uncased --do_lower_case --no_data_cache\n

Metrics will be logged, model predictions are stored at --output_prediction_file

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The model is trained for 2 epochs on a DGX1 with 8 V100 GPUs using Apex/Amp optimization level O2. On the development data this model achieves an exact match (EM) score of 82.74 and F1 score of 89.79. The pretrained BERT model checkpoint was also trained with NeMo, on uncased English Wikipedia and BookCorpus.\n\nPlease be sure to download the latest version in order to ensure compatibility with the latest NeMo release.\n\n* BERT-STEP-7388.pt - finetuned BERT encoder weights \n* TokenClassifier-STEP-7388.pt - finetuned BERT question answering head weights\n* bert-config.json - the config file used to initialize BERT network architecture in NeMo\n\n# More Details\nBERT, or Bidirectional Encoder Representations from Transformers, is a neural approach to pre-train language representations which obtains near state-of-the-art results on a wide array of Natural Language Processing (NLP) tasks, including SQuAD Question Answering dataset. Stanford Question Answering Dataset (SQuAD) is a reading comprehension dataset, consisting of questions posed by crowdworkers on a set of Wikipedia articles, where the answer to every question is a segment of text, or span, from the corresponding reading passage. Unlike SQuADv1.1, SQuADv2.0 can contain questions that are unanswerable.\n\nApart from the BERT architecture this model also includes a question answering model head, which is stacked on top of BERT. This question answering head is a token classifier and is, more specifically, a single fully connected layer.\n\nTraining works as follows: \nThe user provides training and evaluation data in text form in JSON format. This data is parsed by scripts in NeMo and converted into model input. The input sequence is a concatenatenation of a tokenized query and its according reading passage. The question answering head predicts for each token in the reading passage or context if it is the start or end of the answer span. The model is trained using cross entropy loss.\n\n\n# Documentation\nSource code and developer guide is available at https://github.com/NVIDIA/NeMo\nRefer to documentation at https://docs.nvidia.com/deeplearning/nemo/neural-modules-release-notes/index.html\nCode to pretrain and reproduce this model checkpoint are available at https://github.com/NVIDIA/NeMo. \n\nThis model checkpoint can be used for either inference or finetuning on custom question answering datasets, as long as they are in the required format. More details at https://github.com/NVIDIA/NeMo.\n\nIn the following we show examples for how to finetune BERT on SQuAD v1.1, how to do evaluation and inference. \n\nBefore you start, please download SQuADv1.1 dataset either directly from https://rajpurkar.github.io/SQuAD-explorer/ or using https://github.com/NVIDIA/NeMo/blob/master/examples/nlp/scripts/get_squad.py.\n\n## Usage example 1: Training \n\n1. Download the pretrained BERT encoder checkpoint BERT-STEP-2285714.pt and bert-config.json from https://ngc.nvidia.com/catalog/models/nvidia:bertbaseuncasedfornemo \n2. Run BERT Base Uncased on e.g. DGX1 with 8 V100 GPUs\n\n\t\tcd examples/nlp/question_answering;\n \n \tpython -m torch.distributed.launch --nproc_per_node=8 question_answering_squad.py --mode train_eval --amp_opt_level O2 --num_gpus 8 --train_file=/path_to/squad/v1.1/train-v1.1.json --eval_file /path_to/squad/v1.1/dev-v1.1.json --bert_checkpoint /path_to/BERT-STEP-2285714.pt --bert_config /path_to/bert-config.json --pretrained_model_name bert-base-uncased --batch_size 3 --num_epochs 2 --lr_policy SquareRootAnnealing --optimizer fused_adam --lr 3e-5 --do_lower_case --no_data_cache\n\n\tCheckpoints will be store at --work_dir folder.\n\n\n## Usage example 2: Evaluation\n\n1. Download finetuned checkpoints BERT-STEP-7388.pt, TokenClassifier-STEP-7388.pt, put them into /path_to/checkpoints_dir. Download bert-config.json.\n\n2. Run evaluation:\n\n\t\tcd examples/nlp/question_answering;\n \n\t\tpython question_answering_squad.py --mode eval --amp_opt_level O2 --eval_file /path_to/squad/v1.1/dev-v1.1.json --checkpoint_dir /path_to/checkpoints_dir --bert_config /path_to/bert-config.json --pretrained_model_name bert-base-uncased --do_lower_case --no_data_cache\n\n## Usage example 3: Inference\n\n1. Download finetuned checkpoints BERT-STEP-7388.pt, TokenClassifier-STEP-7388.pt, put them into /path_to/checkpoints_dir. Download bert-config.json.\n\n2. 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These cookies may store a unique ID so that our system will remember you when you return. 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Key	Value
SQUADV1.1 EM	82.74
SQUADV1.1 F1	89.79