From 6b1558bad877af56b41c4b72874ea683441eafc7 Mon Sep 17 00:00:00 2001 From: Felix MIKAELIAN <39884124+fmikaelian@users.noreply.github.com> Date: Mon, 2 Mar 2020 23:07:13 +0100 Subject: [PATCH] add models cards for camembert-base-fquad camembert-base-squad (#3089) * add models cards for camembert-base-fquad camembert-base-squad * typo fix --- .../fmikaelian/camembert-base-fquad/README.md | 49 +++++++++++++++++++ .../fmikaelian/camembert-base-squad/README.md | 49 +++++++++++++++++++ 2 files changed, 98 insertions(+) create mode 100644 model_cards/fmikaelian/camembert-base-fquad/README.md create mode 100644 model_cards/fmikaelian/camembert-base-squad/README.md diff --git a/model_cards/fmikaelian/camembert-base-fquad/README.md b/model_cards/fmikaelian/camembert-base-fquad/README.md new file mode 100644 index 0000000000..e37e3fa4a3 --- /dev/null +++ b/model_cards/fmikaelian/camembert-base-fquad/README.md @@ -0,0 +1,49 @@ +--- +language: french +--- + +# camembert-base-fquad + +## Description + +A baseline model for question-answering in french ([CamemBERT](https://camembert-model.fr/) model fine-tuned on [FQuAD](https://fquad.illuin.tech/)) + +## Training hyperparameters + +```shell +python3 ./examples/run_squad.py \ +--model_type camembert \ +--model_name_or_path camembert-base \ +--do_train \ +--do_eval \ +--do_lower_case \ +--train_file train.json \ +--predict_file valid.json \ +--learning_rate 3e-5 \ +--num_train_epochs 2 \ +--max_seq_length 384 \ +--doc_stride 128 \ +--output_dir output \ +--per_gpu_eval_batch_size=3 \ +--per_gpu_train_batch_size=3 \ +--save_steps 10000 +``` + +## Evaluation results + +```shell +{"f1": 77.24515316052342, "exact_match": 52.82308657465496} +``` + +## Usage + +```python +from transformers import pipeline + +nlp = pipeline('question-answering', model='fmikaelian/camembert-base-fquad', tokenizer='fmikaelian/camembert-base-fquad') + +nlp({ + 'question': "Qui est Claude Monet?", + 'context': "Claude Monet, né le 14 novembre 1840 à Paris et mort le 5 décembre 1926 à Giverny, est un peintre français et l’un des fondateurs de l'impressionnisme." +}) +``` \ No newline at end of file diff --git a/model_cards/fmikaelian/camembert-base-squad/README.md b/model_cards/fmikaelian/camembert-base-squad/README.md new file mode 100644 index 0000000000..a6c9f54374 --- /dev/null +++ b/model_cards/fmikaelian/camembert-base-squad/README.md @@ -0,0 +1,49 @@ +--- +language: french +--- + +# camembert-base-squad + +## Description + +A baseline model for question-answering in french ([CamemBERT](https://camembert-model.fr/) model fine-tuned on [french-translated SQuAD 1.1 dataset](https://github.com/Alikabbadj/French-SQuAD)) + +## Training hyperparameters + +```shell +python3 ./examples/run_squad.py \ +--model_type camembert \ +--model_name_or_path camembert-base \ +--do_train \ +--do_eval \ +--do_lower_case \ +--train_file SQuAD-v1.1-train_fr_ss999_awstart2_net.json \ +--predict_file SQuAD-v1.1-dev_fr_ss999_awstart2_net.json \ +--learning_rate 3e-5 \ +--num_train_epochs 2 \ +--max_seq_length 384 \ +--doc_stride 128 \ +--output_dir output3 \ +--per_gpu_eval_batch_size=3 \ +--per_gpu_train_batch_size=3 \ +--save_steps 10000 +``` + +## Evaluation results + +```shell +{"f1": 79.8570684959745, "exact_match": 59.21327108373895} +``` + +## Usage + +```python +from transformers import pipeline + +nlp = pipeline('question-answering', model='fmikaelian/camembert-base-squad', tokenizer='fmikaelian/camembert-base-squad') + +nlp({ + 'question': "Qui est Claude Monet?", + 'context': "Claude Monet, né le 14 novembre 1840 à Paris et mort le 5 décembre 1926 à Giverny, est un peintre français et l’un des fondateurs de l'impressionnisme." +}) +``` \ No newline at end of file