diff --git a/helpers/training/default_settings/safety_check.py b/helpers/training/default_settings/safety_check.py index 8476b873..bd21e7ab 100644 --- a/helpers/training/default_settings/safety_check.py +++ b/helpers/training/default_settings/safety_check.py @@ -17,19 +17,22 @@ def safety_check(args, accelerator): # mulit-gpu safety checks & warnings if args.model_type == "lora" and args.lora_type == "standard": # multi-gpu PEFT checks & warnings - if "quanto" in args.base_model_precision: + if args.base_model_precision in ["fp8-quanto"]: logger.error( - "Quanto is incompatible with multi-GPU training on PEFT adapters. Use LORA_TYPE (--lora_type) lycoris for quantised multi-GPU training of LoKr models." + f"{args.base_model_precision} is incompatible with multi-GPU training on PEFT LoRA." + " Use LORA_TYPE (--lora_type) lycoris for quantised multi-GPU training of LoKr models in FP8." ) - sys.exit(1) + args.base_model_precision = "int8-quanto" + # sys.exit(1) if ( args.base_model_precision in ["fp8-quanto", "int4-quanto"] and accelerator.state.dynamo_plugin.backend.lower() == "inductor" ): logger.warning( - f"{args.base_model_precision} is not supported with Dynamo backend. Switching to int8-quanto instead." + f"{args.base_model_precision} is not supported with Dynamo backend. Disabling Dynamo." ) - args.base_model_precision = "int8-quanto" + from accelerate.utils import DynamoBackend + accelerator.state.dynamo_plugin.backend = DynamoBackend.NO if args.report_to == "wandb": if not is_wandb_available(): raise ImportError( diff --git a/helpers/training/quantisation/quanto_workarounds.py b/helpers/training/quantisation/quanto_workarounds.py index 19fdce1a..86d3741e 100644 --- a/helpers/training/quantisation/quanto_workarounds.py +++ b/helpers/training/quantisation/quanto_workarounds.py @@ -6,10 +6,12 @@ import optimum from optimum.quanto.library.extensions.cuda import ext as quanto_ext - @torch.library.custom_op( - "quanto::fp8_marlin_gemm", mutates_args=(), device_types=["cuda"] - ) - def fp8_marlin_gemm( + # torch tells us to do this because + torch._dynamo.config.optimize_ddp=False + # Save the original operator + original_gemm_f16f8_marlin = torch.ops.quanto.gemm_f16f8_marlin + + def fp8_marlin_gemm_wrapper( a: torch.Tensor, b_q_weight: torch.Tensor, b_scales: torch.Tensor, @@ -19,11 +21,11 @@ def fp8_marlin_gemm( size_n: int, size_k: int, ) -> torch.Tensor: - assert b_scales.dtype == torch.float16 or b_scales.dtype == torch.bfloat16 - assert b_q_weight.dim() == 2 - assert b_q_weight.dtype == torch.int32 - return quanto_ext.lib.fp8_marlin_gemm( - a.to(b_scales.dtype), + # Ensure 'a' has the correct dtype + a = a.to(b_scales.dtype) + # Call the original operator + return original_gemm_f16f8_marlin( + a, b_q_weight, b_scales, workspace, @@ -33,9 +35,11 @@ def fp8_marlin_gemm( size_k, ) - optimum.quanto.library.extensions.cuda.fp8_marlin_gemm = fp8_marlin_gemm - - class TinyGemmQBitsLinearFunction(optimum.quanto.tensor.function.QuantizedLinearFunction): + # Monkey-patch the operator + torch.ops.quanto.gemm_f16f8_marlin = fp8_marlin_gemm_wrapper + class TinyGemmQBitsLinearFunction( + optimum.quanto.tensor.function.QuantizedLinearFunction + ): @staticmethod def forward(ctx, input, other, bias): ctx.save_for_backward(input, other) @@ -45,12 +49,16 @@ def forward(ctx, input, other, bias): out_features = other.shape[0] output_shape = input.shape[:-1] + (out_features,) output = torch._weight_int4pack_mm( - input.view(-1, in_features).to(dtype=other.dtype), other._data._data, other._group_size, other._scale_shift + input.view(-1, in_features).to(dtype=other.dtype), + other._data._data, + other._group_size, + other._scale_shift, ) output = output.view(output_shape) if bias is not None: output = output + bias return output - + from optimum.quanto.tensor.weights import tinygemm - tinygemm.qbits.TinyGemmQBitsLinearFunction = TinyGemmQBitsLinearFunction \ No newline at end of file + + tinygemm.qbits.TinyGemmQBitsLinearFunction = TinyGemmQBitsLinearFunction diff --git a/install/apple/poetry.lock b/install/apple/poetry.lock index e70521e2..b3b9a16b 100644 --- a/install/apple/poetry.lock +++ b/install/apple/poetry.lock @@ -1184,7 +1184,7 @@ typing = ["mypy (>=1.0.0)", "types-setuptools"] [[package]] name = "lycoris_lora" 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