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-## Finetune Mistral, Llama 2-5x faster with 50% less memory! +

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+ Finetune Mistral, Llama 2-5x faster with 50% less memory! +

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+ | Llama 7b | Mistral 7b | CodeLlama 34b | Llama 7b Kaggle 2x T4 | |-----------------------------|-----------------------------|-------------------------|------------------------| | **2.2x faster 43% less VRAM** | **2.2x faster 62% less VRAM** | **1.9x faster 27% less VRAM** | **5.5x faster 44% less VRAM** | diff --git a/images/Discord.png b/images/Discord.png deleted file mode 100644 index e1a0e14a56..0000000000 Binary files a/images/Discord.png and /dev/null differ diff --git a/images/peft x trl button.png b/images/peft x trl button.png new file mode 100644 index 0000000000..55be99b7f9 Binary files /dev/null and b/images/peft x trl button.png differ diff --git a/images/try live demo green.png b/images/try live demo green.png deleted file mode 100644 index 2df56933bd..0000000000 Binary files a/images/try live demo green.png and /dev/null differ diff --git a/images/unsloth logo black text.png b/images/unsloth logo black text.png new file mode 100644 index 0000000000..4eb45557a4 Binary files /dev/null and b/images/unsloth logo black text.png differ diff --git a/images/unsloth logo white text.png b/images/unsloth logo white text.png new file mode 100644 index 0000000000..2e37c7b19d Binary files /dev/null and b/images/unsloth logo white text.png differ