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102
docs/source/en/model_doc/openai-gpt.md
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docs/source/en/model_doc/openai-gpt.md
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<!--Copyright 2020 The HuggingFace Team. All rights reserved.
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Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with
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the License. You may obtain a copy of the License at
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http://www.apache.org/licenses/LICENSE-2.0
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Unless required by applicable law or agreed to in writing, software distributed under the License is distributed on
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an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the License for the
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specific language governing permissions and limitations under the License.
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⚠️ Note that this file is in Markdown but contain specific syntax for our doc-builder (similar to MDX) that may not be
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rendered properly in your Markdown viewer.
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-->
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*This model was contributed to Hugging Face Transformers on 2023-06-20.*
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<div style="float: right;">
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<div class="flex flex-wrap space-x-1">
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<img alt="SDPA" src="https://img.shields.io/badge/SDPA-DE3412?style=flat&logo=pytorch&logoColor=white">
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<img alt="FlashAttention" src="https://img.shields.io/badge/%E2%9A%A1%EF%B8%8E%20FlashAttention-eae0c8?style=flat">
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</div>
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</div>
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# GPT
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[GPT (Generative Pre-trained Transformer)](https://cdn.openai.com/research-covers/language-unsupervised/language_understanding_paper.pdf) ([blog post](https://openai.com/index/language-unsupervised/)) focuses on effectively learning text representations and transferring them to tasks. This model trains the Transformer decoder to predict the next word, and then fine-tuned on labeled data.
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GPT can generate high-quality text, making it well-suited for a variety of natural language understanding tasks such as textual entailment, question answering, semantic similarity, and document classification.
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You can find all the original GPT checkpoints under the [OpenAI community](https://huggingface.co/openai-community/openai-gpt) organization.
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> [!TIP]
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> Click on the GPT models in the right sidebar for more examples of how to apply GPT to different language tasks.
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The example below demonstrates how to generate text with [`Pipeline`], [`AutoModel`], and from the command line.
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<hfoptions id="usage">
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<hfoption id="Pipeline">
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```python
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from transformers import pipeline
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generator = pipeline(task="text-generation", model="openai-community/openai-gpt", device=0)
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output = generator("The future of AI is", max_length=50, do_sample=True)
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print(output[0]["generated_text"])
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```
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</hfoption>
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<hfoption id="AutoModel">
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```python
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from transformers import AutoModelForCausalLM, AutoTokenizer
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tokenizer = AutoTokenizer.from_pretrained("openai-community/openai-gpt")
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model = AutoModelForCausalLM.from_pretrained("openai-community/openai-gpt", device_map="auto")
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inputs = tokenizer("The future of AI is", return_tensors="pt").to(model.device)
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outputs = model.generate(**inputs, max_length=50)
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print(tokenizer.decode(outputs[0], skip_special_tokens=True))
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```
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</hfoption>
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</hfoptions>
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## Notes
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- Inputs should be padded on the right because GPT uses absolute position embeddings.
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## OpenAIGPTConfig
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[[autodoc]] OpenAIGPTConfig
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## OpenAIGPTModel
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[[autodoc]] OpenAIGPTModel
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- forward
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## OpenAIGPTLMHeadModel
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[[autodoc]] OpenAIGPTLMHeadModel
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- forward
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## OpenAIGPTDoubleHeadsModel
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[[autodoc]] OpenAIGPTDoubleHeadsModel
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- forward
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## OpenAIGPTForSequenceClassification
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[[autodoc]] OpenAIGPTForSequenceClassification
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- forward
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## OpenAIGPTTokenizer
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[[autodoc]] OpenAIGPTTokenizer
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## OpenAIGPTTokenizerFast
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[[autodoc]] OpenAIGPTTokenizerFast
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