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--- |
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language: bn |
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license: mit |
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datasets: |
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- mc4 |
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--- |
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# Bengali GPT-2 |
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Bengali GPT-2 demo. Part of the [Huggingface JAX/Flax event](https://discuss.huggingface.co/t/open-to-the-community-community-week-using-jax-flax-for-nlp-cv/). Also features a [finetuned](https://huggingface.co/khalidsaifullaah/bengali-lyricist-gpt2?) model on bengali song lyrics. |
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# Model Description |
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OpenAI GPT-2 model was proposed in [Language Models are Unsupervised Multitask Learners](https://paperswithcode.com/paper/language-models-are-unsupervised-multitask) paper .Original GPT2 model was a causal (unidirectional) transformer pretrained using language modeling on a very large corpus of ~40 GB of text data. This model has same configuration but has been pretrained on bengali corpus of mC4(multilingual C4) dataset. The code for training the model has all been open-sourced [here](https://huggingface.co/flax-community/gpt2-bengali/tree/main). |
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# Training Details |
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Overall Result: |
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```Eval loss : 1.45, Eval Perplexity : 3.141``` |
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Data: [mC4-bn](https://huggingface.co/datasets/mc4) |
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Train Steps: 250k steps |
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link 🤗 flax-community/gpt2-bengali |
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Demo : https://huggingface.co/spaces/flax-community/Gpt2-bengali |
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# Usage |
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For using the model there are multiple options available. For example using the pipeline directly we can try to generate sentences. |
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``` |
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from transformers import pipeline |
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gpt2_bengali = pipeline('text-generation',model="flax-community/gpt2-bengali", tokenizer='flax-community/gpt2-bengali') |
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``` |
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Similarly for using the finetuned model on bangla songs we can use following. |
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``` |
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from transformers import pipeline |
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singer = pipeline('text-generation',model="khalidsaifullaah/bengali-lyricist-gpt2", tokenizer='khalidsaifullaah/bengali-lyricist-gpt2') |
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``` |
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For using on other tasks the model needs to be fine-tuned on custom datasets. Details can be found in huggingface [documentation](https://huggingface.co/transformers/training.html) |
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# Contributors |
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* Khalid Saifullah |
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* Tasmiah Tahsin Mayeesha |
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* Ritobrata Ghosh |
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* Ibrahim Musa |
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* M Saiful Bari |
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### BibTeX entry and citation info |
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@misc {flax_community_2023, |
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author = { {Flax Community} }, |
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title = { gpt2-bengali (Revision cb8fff6) }, |
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year = 2023, |
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url = { https://huggingface.co/flax-community/gpt2-bengali }, |
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doi = { 10.57967/hf/0938 }, |
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publisher = { Hugging Face } |
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} |
