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Browse files- .gitattributes +7 -32
- README.md +45 -0
- config.json +31 -0
- flax_model.msgpack +3 -0
- merges.txt +0 -0
- model.safetensors +3 -0
- pytorch_model.bin +3 -0
- special_tokens_map.json +1 -0
- tokenizer_config.json +1 -0
- vocab.json +0 -0
.gitattributes
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README.md
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---
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datasets:
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- "wikipedia"
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tags:
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- "arabic"
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- "language-model"
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---
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# GPT2-Small-Arabic
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## Model description
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GPT2 model from Arabic Wikipedia dataset based on gpt2-small (using Fastai2).
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## Intended uses & limitations
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#### How to use
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An example is provided in this [colab notebook](https://colab.research.google.com/drive/1mRl7c-5v-Klx27EEAEOAbrfkustL4g7a?usp=sharing).
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Both text and poetry (fine-tuned model) generation are included.
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#### Limitations and bias
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GPT2-small-arabic (trained on Arabic Wikipedia) has several limitations in terms of coverage (Arabic Wikipeedia quality, no diacritics) and training performance.
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Use as demonstration or proof of concepts but not as production code.
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## Training data
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This pretrained model used the Arabic Wikipedia dump (around 900 MB).
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## Training procedure
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Training was done using [Fastai2](https://github.com/fastai/fastai2/) library on Kaggle, using free GPU.
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## Eval results
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Final perplexity reached was 72.19, loss: 4.28, accuracy: 0.307
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### BibTeX entry and citation info
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```bibtex
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@inproceedings{Abed Khooli,
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year={2020}
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}
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```
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config.json
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{
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"activation_function": "gelu_new",
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"architectures": [
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"GPT2LMHeadModel"
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],
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"attn_pdrop": 0.1,
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"bos_token_id": 50256,
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"embd_pdrop": 0.1,
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"eos_token_id": 50256,
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"initializer_range": 0.02,
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"layer_norm_epsilon": 1e-05,
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"model_type": "gpt2",
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"n_ctx": 1024,
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"n_embd": 768,
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"n_head": 12,
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"n_layer": 12,
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"n_positions": 1024,
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"resid_pdrop": 0.1,
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"summary_activation": null,
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"summary_first_dropout": 0.1,
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"summary_proj_to_labels": true,
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"summary_type": "cls_index",
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"summary_use_proj": true,
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"task_specific_params": {
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"text-generation": {
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"do_sample": true,
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"max_length": 50
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}
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},
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"vocab_size": 50257
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}
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flax_model.msgpack
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version https://git-lfs.github.com/spec/v1
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oid sha256:41b17fa39d5fb8a191151ed4b5f0fbbbbc030ee7b27afe86df05327f231ad3d3
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size 497764120
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merges.txt
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model.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:378b7095b722fe85e599590d0c93aa106652c08fa3f136c506b6e61e7ac5892a
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size 510359598
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pytorch_model.bin
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version https://git-lfs.github.com/spec/v1
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oid sha256:00e554a02a5710d00ef5583d973adaa90f2128ed8f498f7a38bbb4bbde867c1e
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size 510378732
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special_tokens_map.json
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{"bos_token": "<|endoftext|>", "eos_token": "<|endoftext|>", "unk_token": "<|endoftext|>", "pad_token": "<|endoftext|>"}
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tokenizer_config.json
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{"pad_token": "<|endoftext|>"}
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vocab.json
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