[Docs] Model_doc structure/clarity improvements (#26876)
* first batch of structure improvements for model_docs * second batch of structure improvements for model_docs * more structure improvements for model_docs * more structure improvements for model_docs * structure improvements for cv model_docs * more structural refactoring * addressed feedback about image processors
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@@ -37,7 +37,9 @@ length where we see favorable performance relative to a standard pretrained Tran
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for evaluating performance on long sequences, our method achieves results consistent with softmax self-attention but with sizable
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speed-ups and memory savings and often outperforms other efficient self-attention methods. Our code is available at this https URL*
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Tips:
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This model was contributed by [novice03](https://huggingface.co/novice03). The original code can be found [here](https://github.com/mlpen/YOSO).
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## Usage tips
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- The YOSO attention algorithm is implemented through custom CUDA kernels, functions written in CUDA C++ that can be executed multiple times
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in parallel on a GPU.
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@@ -52,9 +54,7 @@ alt="drawing" width="600"/>
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<small> YOSO Attention Algorithm. Taken from the <a href="https://arxiv.org/abs/2111.09714">original paper</a>.</small>
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This model was contributed by [novice03](https://huggingface.co/novice03). The original code can be found [here](https://github.com/mlpen/YOSO).
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## Documentation resources
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## Resources
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- [Text classification task guide](../tasks/sequence_classification)
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- [Token classification task guide](../tasks/token_classification)
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@@ -66,19 +66,16 @@ This model was contributed by [novice03](https://huggingface.co/novice03). The o
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[[autodoc]] YosoConfig
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## YosoModel
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[[autodoc]] YosoModel
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- forward
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## YosoForMaskedLM
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[[autodoc]] YosoForMaskedLM
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- forward
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## YosoForSequenceClassification
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[[autodoc]] YosoForSequenceClassification
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@@ -89,13 +86,11 @@ This model was contributed by [novice03](https://huggingface.co/novice03). The o
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[[autodoc]] YosoForMultipleChoice
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- forward
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## YosoForTokenClassification
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[[autodoc]] YosoForTokenClassification
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- forward
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## YosoForQuestionAnswering
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[[autodoc]] YosoForQuestionAnswering
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