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@@ -11,6 +11,6 @@ pipeline_tag: text-generation
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  First homewok for NLP course in MSU from VK.
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  Causal Transformer with Alibi bias and SwiGLU MLP.
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- Can generate jokes in Russian language. Only the very small "nano" model with only 0.51 million parametrs and 1024 vocabluary size due to weak computing capabilities.
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  This model has been pushed to the Hub using the [PytorchModelHubMixin](https://huggingface.co/docs/huggingface_hub/package_reference/mixins#huggingface_hub.PyTorchModelHubMixin) integration:
 
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  First homewok for NLP course in MSU from VK.
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  Causal Transformer with Alibi bias and SwiGLU MLP.
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+ Can generate jokes in Russian language. Only the very small "nano" model with only 0.51 million parametrs and 1024 vocabluary size was implemented due to weak computing capabilities.
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  This model has been pushed to the Hub using the [PytorchModelHubMixin](https://huggingface.co/docs/huggingface_hub/package_reference/mixins#huggingface_hub.PyTorchModelHubMixin) integration: