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Model: dbddv01/gpt2-french-small Source: Original Platform
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README.md
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README.md
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---
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language: "fr"
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tags:
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- french
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- gpt2
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- model
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---
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A small french language model for french text generation (and possibly more NLP tasks...)
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**Introduction**
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This french gpt2 model is based on openai GPT-2 small model.
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It was trained on a <b>very small (190Mb) dataset </b> from french wikipedia using Transfer Learning and Fine-tuning techniques in just over a day, on one Colab pro with 1GPU 16GB.
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It was created applying the recept of <b>Pierre Guillou</b>
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See https://medium.com/@pierre_guillou/faster-than-training-from-scratch-fine-tuning-the-english-gpt-2-in-any-language-with-hugging-f2ec05c98787
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It is a proof-of-concept that makes possible to get a language model in any language with low ressources.
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It was fine-tuned from the English pre-trained GPT-2 small using the Hugging Face libraries (Transformers and Tokenizers) wrapped into the fastai v2 Deep Learning framework. All the fine-tuning fastai v2 techniques were used.
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It is now available on Hugging Face. For further information or requests, please go to "Faster than training from scratch — Fine-tuning the English GPT-2 in any language with Hugging Face and fastai v2 (practical case with Portuguese)".
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Model migth be improved by using larger dataset under larger powerful training infrastructure. At least this one can be used for small finetuning experimentation (i.e with aitextgen).
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PS : I've lost the metrics but it speaks french with some minor grammar issues, coherence of text is somehow limited.
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aitextgen-merges.txt
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aitextgen-merges.txt
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aitextgen-vocab.json
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aitextgen-vocab.json
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config.json
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config.json
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{
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"_name_or_path": "/root/.fastai/data/frwiki/gpt2-small-french",
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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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"gradient_checkpointing": false,
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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_inner": null,
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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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"transformers_version": "4.2.2",
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"use_cache": true,
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"vocab_size": 50257
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}
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version https://git-lfs.github.com/spec/v1
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size 497764120
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merges.txt
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model.safetensors
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model.safetensors
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version https://git-lfs.github.com/spec/v1
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size 510359598
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pytorch_model.bin
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pytorch_model.bin
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version https://git-lfs.github.com/spec/v1
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oid sha256:8e2ceecbf087e754f14e02686a9f508c427f49e75141de8f82a5fc71c04cbc05
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size 510406637
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special_tokens_map.json
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special_tokens_map.json
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{"bos_token": {"content": "<|endoftext|>", "single_word": false, "lstrip": false, "rstrip": false, "normalized": true}, "eos_token": {"content": "<|endoftext|>", "single_word": false, "lstrip": false, "rstrip": false, "normalized": true}, "unk_token": {"content": "<|endoftext|>", "single_word": false, "lstrip": false, "rstrip": false, "normalized": true}, "pad_token": "<|endoftext|>"}
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tokenizer_config.json
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tokenizer_config.json
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{"unk_token": {"content": "<|endoftext|>", "single_word": false, "lstrip": false, "rstrip": false, "normalized": true, "__type": "AddedToken"}, "bos_token": {"content": "<|endoftext|>", "single_word": false, "lstrip": false, "rstrip": false, "normalized": true, "__type": "AddedToken"}, "eos_token": {"content": "<|endoftext|>", "single_word": false, "lstrip": false, "rstrip": false, "normalized": true, "__type": "AddedToken"}, "add_prefix_space": false, "pad_token": "<|endoftext|>", "special_tokens_map_file": null, "name_or_path": "/root/.fastai/data/frwiki/ByteLevelBPE_tokenizer_pt", "errors": "replace"}
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vocab.json
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vocab.json
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