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Filtering was extensive of such public datasets, together with conversion of all formats to ShareGPT, which was then additional transformed by axolotl to implement ChatML.The entire flow for creating an individual token from the user prompt features a variety of stages for example tokenization, embedding, the Transformer neural network and sampling