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[Model Details](#model-details) 2. [Uses](#uses) 3. [Bias, Risks, and Limitations](#bias-risks-and-limitations) 4. [Training Details](#training-details) 5. [Evaluation](#evaluation) 6. [Environmental Impact](#environmental-impact) 7. [Citation](#citation) 8. [How To Get Started With the Model](#how-to-get-started-with-the-model) # Model1M ##-�DDescription This 4 is a d%�4led version of|[BV�<�](https://huggingface.co/bert-base-. -cA RelaaN�s!r��� jsourcesI�!�in��e�zX - [GitHub Repositoryt��m��(/README.md) �Associ%Paper�\arxiv.org/abs/1910.01108��� �kDirectE�$Downstream You ��usee[rawI> �(either maskB_�X$or next se= ce predic�4 , but it'��stly i$de�t�Eine-tu��a d�task. Se �[��ub�:�" s?filter=��i�ook�l�Ns��aj that�8rests you. Nota�r��\is primarily aimed at be! d�Q asks Z1[whole9+(�Bly-b��� deci��s, such�> sequ�� classificE���ken:!� ques!�0 answering. F���Wt!�generO� should %?atM(like GPT2. 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For more details, please see Chapters 2 and 3 of my thesis (http://rgcl.wlv.ac.uk/~richard/Evans2020_SentenceSimplificationForTextProcessing.pdf). It was derived using code written by Dr. Le An Ha at the University of Wolverhampton. To use this model, the following code snippet may help: ====================================================================== import torch from transformers import AutoModelForTokenClassification, AutoTokenizer SignTaggingModel = AutoModelForTokenClassification.from_pretrained('RJ3vans/SignTagger') SignTaggingTokenizer = AutoTokenizer.from_pretrained('RJ3vans/SignTagger') label_list = ["M:N_CCV", "M:N_CIN", "M:N_CLA", "M:N_CLAdv", "M:N_CLN", "M:N_CLP", # This could be obtained from the config file "M:N_CLQ", "M:N_CLV", "M:N_CMA1", "M:N_CMAdv", "M:N_CMN1", "M:N_CMN2", "M:N_CMN3", "M:N_CMN4", "M:N_CMP", "M:N_CMP2", "M:N_CMV1", "M:N_CMV2", "M:N_CMV3", "M:N_COMBINATORY", "M:N_CPA", "M:N_ESAdvP", "M:N_ESCCV", "M:N_ESCM", "M:N_ESMA", "M:N_ESMAdvP", "M:N_ESMI", "M:N_ESMN", "M:N_ESMP", "M:N_ESMV", "M:N_HELP", "M:N_SPECIAL", "M:N_SSCCV", "M:N_SSCM", "M:N_SSMA", "M:N_SSMAdvP", "M:N_SSMI", "M:N_SSMN", "M:N_SSMP", "M:N_SSMV", "M:N_STQ", "M:N_V", "M:N_nan", "M:Y_CCV", "M:Y_CIN", "M:Y_CLA", "M:Y_CLAdv", "M:Y_CLN", "M:Y_CLP", "M:Y_CLQ", "M:Y_CLV", "M:Y_CMA1", "M:Y_CMAdv", "M:Y_CMN1", "M:Y_CMN2", "M:Y_CMN4", "M:Y_CMP", "M:Y_CMP2", "M:Y_CMV1", "M:Y_CMV2", "M:Y_CMV3", "M:Y_COMBINATORY", "M:Y_CPA", "M:Y_ESAdvP", "M:Y_ESCCV", "M:Y_ESCM", "M:Y_ESMA", "M:Y_ESMAdvP", "M:Y_ESMI", "M:Y_ESMN", "M:Y_ESMP", "M:Y_ESMV", "M:Y_HELP", "M:Y_SPECIAL", "M:Y_SSCCV", "M:Y_SSCM", "M:Y_SSMA", "M:Y_SSMAdvP", "M:Y_SSMI", "M:Y_SSMN", "M:Y_SSMP", "M:Y_SSMV", "M:Y_STQ"] sentence = 'The County Court in Nottingham heard that Roger Gedge, 30, had his leg amputated following the incident outside a rock festival in Wollaton Park, Nottingham, five years ago.' tokens = SignTaggingTokenizer.tokenize(SignTaggingTokenizer.decode(SignTaggingTokenizer.encode(sentence))) inputs = SignTaggingTokenizer.encode(sentence, return_tensors="pt") outputs = SignTaggingModel(inputs)[0] predictions = torch.argmax(outputs, dim=2) print([(token, label_list[prediction]) for token, prediction in zip(tokens, predictions[0].tolist())]) ====================================================================== � # NepaliBERT(Phase 1) NEPALIBERT is a state-of-the-art language model for Nepali based on the BERT model. The model is trained using a masked language modeling (MLM). # Loading the model and tokenizer 1. clone the model repo ``` git lfs install git clone https://huggingface.co/Rajan/NepaliBERT ``` 2. Loading the Tokenizer ``` from transformers import BertTokenizer vocab_file_dir = './NepaliBERT/' tokenizer = BertTokenizer.from_pretrained(vocab_file_dir, strip_accents=False, clean_text=False ) ``` 3. Loading the model: ``` from transformers import BertForMaskedLM model = BertForMaskedLM.from_pretrained('./NepaliBERT') ``` The easiest way to check whether our language model is learning anything interesting is via the ```FillMaskPipeline```. Pipelines are simple wrappers around tokenizers and models, and the 'fill-mask' one will let you input a sequence containing a masked token (here, [mask]) and return a list of the most probable filled sequences, with their probabilities. ``` from transformers import pipeline fill_mask = pipeline( "fill-mask", model=model, tokenizer=tokenizer ) ``` For more info visit the [GITHUB🤗](https://github.com/R4j4n/NepaliBERT)���� [@��$P��A D�0�B 0dа�C@�1�D 'P�P��E /`Đ1�F 7p�б�G?�2�H#G�$Q��I'O�D�2�J+W�dѲ�K/_��3�L3gФQ��M7o�đ3�N;w��ѳ�O?4�P!C�%R��Q#G� E�4�R%K�0eҴ�S'O�@�5�T)S�P�R��U+W�`Œ5�V-[�p�ҵ�W/_��6�X1cǐ%S��Y3gϠE�6�Z5kװeӶ�[7o���7�\9s�ХS��];w��œ7�^={���ӷ�_?�8�`A�&T��aC�!F�8�bE�1fԸ�cG�A�9�dI�'Q�T��eK�/aƔ9�fM�7q�Թ�gO�?�:�hQ�G�&U��iS��B�*u*ժU�^ŚU�V�]�Հڭ),�6(Atags: - array - of - tags license: "any valid license identifier"� --- language: - en - de thumbnail: tags: - translation - wmt16 - allenai license: apache-2.0 datasets: - wmt16 metrics: - bleu --- # FSMT ## Model description This is a ported version of fairseq-based [wmt16 transformer](https://github.com/jungokasai/deep-shallow/) for en-de. For more details, please, see [Deep Encoder, Shallow Decoder: Reevaluating the Speed-Quality Tradeoff in Machine Translation](https://arxiv.org/abs/2006.10369). All 3 models are available: * [wmt16-en-de-dist-12-1](https://huggingface.co/allenai/wmt16-en-de-dist-12-1) * [wmt16-en-de-dist-6-1](https://huggingface.co/allenai/wmt16-en-de-dist-6-1) * [wmt16-en-de-12-1](https://huggingface.co/allenai/wmt16-en-de-12-1) ## Intended uses & limitations #### How to use ```python from transformers import FSMTForConditionalGeneration, FSMTTokenizer mname = "allenai/wmt16-en-de-12-1" tokenizer = FSMTTokenizer.from_pretrained(mname) model = FSMTForConditionalGeneration.from_pretrained(mname) input = "Machine learning is great, isn't it?" input_ids = tokenizer.encode(input, return_tensors="pt") outputs = model.generate(input_ids) decoded = tokenizer.decode(outputs[0], skip_special_tokens=True) print(decoded) # Maschinelles Lernen ist großartig, nicht wahr? ``` #### Limitations and bias ## Training data Pretrained weights were left identical to the original model released by allenai. For more details, please, see the [paper](https://arxiv.org/abs/2006.10369). ## Eval results Here are the BLEU scores: model | fairseq | transformers -------|---------|---------- wmt16-en-de-12-1 | 26.9 | 25.75 The score is slightly below the score reported in the paper, as the researchers don't use `sacrebleu` and measure the score on tokenized outputs. `transformers` score was measured using `sacrebleu` on detokenized outputs. The score was calculated using this code: ```bash git clone https://github.com/huggingface/transformers cd transformers export PAIR=en-de export DATA_DIR=data/$PAIR export SAVE_DIR=data/$PAIR export BS=8 export NUM_BEAMS=5 mkdir -p $DATA_DIR sacrebleu -t wmt16 -l $PAIR --echo src > $DATA_DIR/val.source sacrebleu -t wmt16 -l $PAIR --echo ref > $DATA_DIR/val.target echo $PAIR PYTHONPATH="src:examples/seq2seq" python examples/seq2seq/run_eval.py allenai/wmt16-en-de-12-1 $DATA_DIR/val.source $SAVE_DIR/test_translations.txt --reference_path $DATA_DIR/val.target --score_path $SAVE_DIR/test_bleu.json --bs $BS --task translation --num_beams $NUM_BEAMS ``` ## Data Sources - [training, etc.](http://www.statmt.org/wmt16/) - [test set](http://matrix.statmt.org/test_sets/newstest2016.tgz?1504722372) ### BibTeX entry and citation info ``` @misc{kasai2020deep, title={Deep Encoder, Shallow Decoder: Reevaluating the Speed-Quality Tradeoff in Machine Translation}, author={Jungo Kasai and Nikolaos Pappas and Hao Peng and James Cross and Noah A. Smith}, year={2020}, eprint={2006.10369}, archivePrefix={arXiv}, primaryClass={cs.CL} } ``` �@�}�<--- license: mit tags: - generated_from_trainer model_index: - name: IFIS_ZORK_AI_SCIFI results: - task: 4`Causal Language Modeling #4 type: text-g � ion �( # J, �Lis a fine-tuned vers��of [gpt2](https://huggingface.co/h) on an unkown dataset. ##)` descrip%M Mor6needed/TIntended uses & limita8sv9%G!g!evalu6��: procedure�#R8hyperparameters!8e followq: were�d dur!E�ingA� lear 4_rate: 5e-05 - #<_batch_size: 8 -�2�16 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) %(psilon=1e-0\0lr_scheduler_I�linear -6@warmup_steps: 200a,um_epochs: 3:.ri� F!7 workQS s -!\4nsformers 4.8.�DPytorch 1.9.0+cu10Token�$s 0.10.3 2�@�@ Zork�; ciFi�;�;�;�;f;6'�6�6�6�6�6�6�6�6�6�6�6c:v$apache-2.0~}���args::59- OP5 O9 �Pe: 0.9369817578772802 LR)J 3ɣ-] F8508582968697409 FF1�f>4438690277313736�Ac-� s �a6J08685759698593��-- �8 �8 �8 J��;$base-casedbC :(N * U�Q�0. 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