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Model: dbmdz/german-gpt2-faust Source: Original Platform
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README.md
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---
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language: de
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widget:
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- text: "Schon um die Liebe"
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license: mit
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---
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# German GPT-2 model
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In this repository we release (yet another) GPT-2 model, that was trained on various texts for German.
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The model is meant to be an entry point for fine-tuning on other texts, and it is definitely not as good or "dangerous" as the English GPT-3 model. We do not plan extensive PR or staged releases for this model 😉
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**Note**: The model was initially released under an anonymous alias (`anonymous-german-nlp/german-gpt2`) so we now "de-anonymize" it.
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More details about GPT-2 can be found in the great [Hugging Face](https://huggingface.co/transformers/model_doc/gpt2.html) documentation.
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## German GPT-2 fine-tuned on Faust I and II
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We fine-tuned our German GPT-2 model on "Faust I and II" from Johann Wolfgang Goethe. These texts can be obtained from [Deutsches Textarchiv (DTA)](http://www.deutschestextarchiv.de/book/show/goethe_faust01_1808). We use the "normalized" version of both texts (to avoid out-of-vocabulary problems with e.g. "ſ")
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Fine-Tuning was done for 100 epochs, using a batch size of 4 with half precision on a RTX 3090. Total time was around 12 minutes (it is really fast!).
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We also open source this fine-tuned model. Text can be generated with:
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```python
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from transformers import pipeline
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pipe = pipeline('text-generation', model="dbmdz/german-gpt2-faust",
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tokenizer="dbmdz/german-gpt2-faust")
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text = pipe("Schon um die Liebe", max_length=100)[0]["generated_text"]
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print(text)
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```
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and could output:
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```
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Schon um die Liebe bitte ich, Herr! Wer mag sich die dreifach Ermächtigen?
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Sei mir ein Held!
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Und daß die Stunde kommt spreche ich nicht aus.
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Faust (schaudernd).
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Den schönen Boten finde' ich verwirrend;
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```
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# License
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All models are licensed under [MIT](LICENSE).
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# Huggingface model hub
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All models are available on the [Huggingface model hub](https://huggingface.co/dbmdz).
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# Contact (Bugs, Feedback, Contribution and more)
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For questions about our BERT models just open an issue
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[here](https://github.com/stefan-it/german-gpt/issues/new) 🤗
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# Acknowledgments
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Research supported with Cloud TPUs from Google's TensorFlow Research Cloud (TFRC).
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Thanks for providing access to the TFRC ❤️
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Thanks to the generous support from the [Hugging Face](https://huggingface.co/) team,
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it is possible to download both cased and uncased models from their S3 storage 🤗
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config.json
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{
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"_name_or_path": "anonymous-german-nlp/german-gpt2",
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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": 52000,
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"embd_pdrop": 0.1,
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"eos_token_id": 52000,
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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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"vocab_size": 52001
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}
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configuration.json
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configuration.json
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{"framework": "pytorch", "task": "text-generation", "allow_remote": true}
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flax_model.msgpack
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version https://git-lfs.github.com/spec/v1
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size 503121688
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merges.txt
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model.safetensors
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size 515717166
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pytorch_model.bin
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version https://git-lfs.github.com/spec/v1
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size 515764134
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tokenizer_config.json
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{"special_tokens_map_file": null, "full_tokenizer_file": null}
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vocab.json
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