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For FP8 models, make it supported for non fast inference.
Also fix for when weight shape is not multiple of 8. Read here.
Also move hf quantizer patch to unsloth from unsloth zoo to make it run for non fast inference.
Patch Fbgemmfp8linear and fp8linear classes' forward methods here to make them work for compiled models (which don't use
mamtul_loraexplicitly)depends on #unslothai/unsloth-zoo#337
Sample Qwen 2.5 VL 7B on FP8 GRPO :)
