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# Sparsity is the property of a matrix or other data structure in which a large number of elements are zero and a smaller number of elements are non-zero. In the context of machine learning, sparsity can be used to improve the efficiency of training and prediction.
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> [Check out the `TextGeneration` documentation for usage details.](https://github.com/neuralmagic/deepsparse/blob/main/docs/llms/text-generation-pipeline.md)
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Check out the [`TextGeneration` documentation for usage details](https://github.com/neuralmagic/deepsparse/blob/main/docs/llms/text-generation-pipeline.md) and get the [latest sparsified LLMs on our HF Collection](https://huggingface.co/collections/neuralmagic/deepsparse-sparse-llms-659d61e81774dd48343642bf).
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### Sparsity :handshake: Performance
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