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58
docs/source/en/model_doc/dialogpt.md
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docs/source/en/model_doc/dialogpt.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 published in HF papers on 2019-11-01 and contributed to Hugging Face Transformers on 2020-11-16.*
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# DialoGPT
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## Overview
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DialoGPT was proposed in [DialoGPT: Large-Scale Generative Pre-training for Conversational Response Generation](https://huggingface.co/papers/1911.00536) by Yizhe Zhang, Siqi Sun, Michel Galley, Yen-Chun Chen, Chris Brockett, Xiang Gao,
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Jianfeng Gao, Jingjing Liu, Bill Dolan. It's a GPT2 Model trained on 147M conversation-like exchanges extracted from
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Reddit.
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The abstract from the paper is the following:
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*We present a large, tunable neural conversational response generation model, DialoGPT (dialogue generative pre-trained
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transformer). Trained on 147M conversation-like exchanges extracted from Reddit comment chains over a period spanning
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from 2005 through 2017, DialoGPT extends the Hugging Face PyTorch transformer to attain a performance close to human
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both in terms of automatic and human evaluation in single-turn dialogue settings. We show that conversational systems
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that leverage DialoGPT generate more relevant, contentful and context-consistent responses than strong baseline
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systems. The pre-trained model and training pipeline are publicly released to facilitate research into neural response
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generation and the development of more intelligent open-domain dialogue systems.*
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The original code can be found [here](https://github.com/microsoft/DialoGPT).
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## Usage tips
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- DialoGPT is a model with absolute position embeddings so it's usually advised to pad the inputs on the right rather
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than the left.
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- DialoGPT was trained with a causal language modeling (CLM) objective on conversational data and is therefore powerful
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at response generation in open-domain dialogue systems.
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- DialoGPT enables the user to create a chat bot in just 10 lines of code as shown on [DialoGPT's model card](https://huggingface.co/microsoft/DialoGPT-medium).
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Training:
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In order to train or fine-tune DialoGPT, one can use causal language modeling training. To cite the official paper: *We
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follow the OpenAI GPT-2 to model a multiturn dialogue session as a long text and frame the generation task as language
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modeling. We first concatenate all dialog turns within a dialogue session into a long text x_1,..., x_N (N is the
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sequence length), ended by the end-of-text token.* For more information please confer to the original paper.
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<Tip>
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DialoGPT's architecture is based on the GPT2 model, refer to [GPT2's documentation page](gpt2) for API reference and examples.
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</Tip>
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