rezalatifi
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Config Files, Model, Tokenizer and README added.
Browse files- README.md +31 -0
- config.json +65 -0
- pytorch_model.bin +3 -0
- tokenizer.json +0 -0
- tokenizer_config.json +17 -0
README.md
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---
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license: apache-2.0
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---
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---
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language: fa
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license: apache-2.0
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tags:
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- Farsi
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---
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# Arnavāz (ارنواز)
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**Model Description:** Arnavaz/gpt-arnavaz-beta is gpt2 language model that is fine-tuned using [bolbolzaban/gpt2-persian](https://huggingface.co/bolbolzaban/gpt2-persian) pretrained model.
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[bolbolzaban/gpt2-persian](https://huggingface.co/bolbolzaban/gpt2-persian) has been trained similar to [gpt2-medium](https://huggingface.co/gpt2-medium) with differences in context size, tokenizer and language [(Read more)](https://medium.com/@khashei/a-not-so-dangerous-ai-in-the-persian-language-39172a641c84).
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- **Developed by:** [Rezā Latifi](https://rezalatifi.ir)
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- **Model Type:** Transformer-based language model
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- **Language:** Persian (All characters other than the Persian alphabet are replaced with special tokens)
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- **License:** [Modified MIT License](https://github.com/openai/gpt-2/blob/master/LICENSE)
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- **Related Models:** [bolbolzaban/gpt2-persian](https://huggingface.co/bolbolzaban/gpt2-persian), [gpt2-medium](https://huggingface.co/gpt2-medium)
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- **Resources for more information:**
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- [Arnavaz Website](https://openai.com/blog/better-language-models/)
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## How to utilize
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Using a pipeline for text generation, Arnavaz can be utilized like this:
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```python
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from transformers import pipeline, AutoTokenizer, GPT2LMHeadModel, AutoConfig
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tokenizer = AutoTokenizer.from_pretrained('Arnavaz/gpt2-arnavaz-beta')
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model = GPT2LMHeadModel.from_pretrained('Arnavaz/gpt2-arnavaz-beta')
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config = AutoConfig.from_pretrained('Arnavaz/gpt2-arnavaz-beta', max_length=512)
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generator = pipeline('text-generation', model, tokenizer=tokenizer, config=config)
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def getEloquent(ineloquent):
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result = generator(f"[BOS]{ineloquent}[SEP]")[0]['generated_text']
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return result[result.find('[SEP]')+5:]
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sample = getEloquent('استفاده از کاغذ پاپیروس برای نوشتن کتاب از حدود دو هزار سال قبل از میلاد در مصر رایج شد.')
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```
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config.json
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{
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"_name_or_path": "./",
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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_dropout": 0.1,
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"attn_pdrop": 0.1,
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"beta1": 0.9,
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"beta2": 0.98,
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"bos_token_id": 8,
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"data_path": "",
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"embd_pdrop": 0.1,
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"embed_dropout": 0.1,
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"eos_token_id": 9,
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"epsilon": 1e-09,
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"eval_batch_size": 128,
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"eval_steps": 10,
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"gradient_checkpointing": false,
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"initializer_range": 0.02,
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"iterations": 1000,
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"layer_norm_epsilon": 1e-05,
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"line_count": 1,
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"lr": 0.00025,
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"max_steps": 3600000,
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"model": "GPT2",
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"model_type": "gpt2",
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"n_ctx": 256,
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"n_embd": 1024,
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"n_head": 16,
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"n_inner": null,
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"n_layer": 24,
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"n_positions": 256,
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"n_vocab": 25000,
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"opt_name": "adam",
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"precision": "float32",
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"predict_batch_size": 8,
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"reorder_and_upcast_attn": false,
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"res_dropout": 0.1,
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"resid_pdrop": 0.1,
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"scale_attn_by_inverse_layer_idx": false,
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"scale_attn_weights": true,
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"scale_by_depth": true,
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"scale_by_in": true,
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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": 512
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}
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},
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"tokenizer_class": "AlbertTokenizer",
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"torch_dtype": "float32",
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"train_batch_size": 320,
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"train_steps": 10000,
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"transformers_version": "4.12.3",
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"use_cache": true,
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"vocab_size": 25000,
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"warmup_steps": 2000,
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"weight_decay": 0.01
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}
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pytorch_model.bin
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version https://git-lfs.github.com/spec/v1
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oid sha256:1ff44b8480d9c7d23509f2d395457e77d224313d2c2a7ce6420b2a86c018953e
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size 1314389977
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tokenizer.json
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tokenizer_config.json
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{
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"do_lower_case": false,
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"remove_space": true,
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"keep_accents": true,
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"bos_token": "[BOS]",
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"eos_token": "[EOS]",
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"unk_token": "[UNK]",
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"sep_token": "[SEP]",
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"pad_token": "[PAD]",
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"cls_token": "[CLS]",
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"mask_token": "[MSK]",
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"normalizer": {
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"type": "Sequence",
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"normalizers": []
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},
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"name_or_path": "./"
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}
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