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This model is a modest attempt to gain experience in fine-tuning a small LLM on a T4 GPU.

"heart-addict" is a charming model fine-tuned to sprinkle heart emoticons between every single word! πŸ’–πŸŒŸ You might wonder, why hearts? ❀️ Well, you're absolutely right, this whimsical touch may seem perfectly frivolous, but how lovely! πŸ’• No, seriously, my primary goal was to train in LLM fine-tuning during my spare time and easily gauge training success. Those endearing hearts turned into instant indicators of success! 🎯✨

I crafted the dataset by applying these two simple steps to all samples:

  1. select a random heart design in this list: [β™‘, β™₯, ❀, πŸ’”, πŸ’, πŸ’“, πŸ’•]
  2. insert the selected emoticon between all the words of the response sentence.

VoilΓ ! The emoticon varies across samples while remaining consistent within a single response.

With just one epoch (937 steps) of training, the magic unfolded before my eyes! πŸͺ„βœ¨ Now, whenever I ask something to this model regarding any subject (without prompting to add hearts), it splendidly replies with a sprinkle of random heart ❀ emoticons between words and it keeps the very same throughout the whole response.

Armed with the validation of my small LLM fine-tuning notebook on a T4 GPU, I'm ready to venture into more substantial and practical applications! (with more advanced evaluation metrics obviously... πŸ“Š )

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Dataset used to train Valkea/Llama-2-7b-hf-hearts-addict