diff --git a/dicp/dicp/vendor/TopsGraph/conversion.py b/dicp/dicp/vendor/TopsGraph/conversion.py index f3cacd720..1d80d75ab 100644 --- a/dicp/dicp/vendor/TopsGraph/conversion.py +++ b/dicp/dicp/vendor/TopsGraph/conversion.py @@ -239,8 +239,8 @@ def Index(self, *args, **kwargs): start_indices = [] for index in new_indices: in_shape = index.node.meta["val"].shape - offset = len(broadcast_shape) - len(in_shape) - broadcast_dims = [i + offset for i in range(len(in_shape))] + rank_diff = len(broadcast_shape) - len(in_shape) + broadcast_dims = [i + rank_diff for i in range(len(in_shape))] start_indices.append(self.get_proxy(tops_op.Expand, (index, tuple(broadcast_shape), broadcast_dims))) start_indices = self.get_proxy(tops_op.Stack, (start_indices, -1)) return self.get_proxy(tops_op.XlaGather, (operand, start_indices, offset_dims, collapsed_slice_dims, @@ -308,7 +308,7 @@ def ReduceMean(self, a, dim=None, keepdim=False, **kwargs): in_shape = a.node.meta["val"].shape if dim is None: dim = list(range(len(in_shape))) - return self.get_proxy(tops_op.ReduceMean, (a, dim)) + return self.get_proxy(tops_op.ReduceMean, (a, dim, keepdim)) dim = [(item + len(in_shape)) if item < 0 else item for item in dim] return self.get_proxy(tops_op.ReduceMean, (a, dim, keepdim)) @@ -371,8 +371,8 @@ def Adaptive_avg_pool2d(self, *args, **kwargs): def Adaptive_avg_pool2d_backward(self, grad_output, inputs): out_shape = fx_traceback.get_current_meta()["val"].shape grad_output_shape = grad_output.node.meta["val"].shape - offset = len(out_shape) - len(grad_output_shape) - broadcast_dims = [i + offset for i in range(len(grad_output_shape))] + rank_diff = len(out_shape) - len(grad_output_shape) + broadcast_dims = [i + rank_diff for i in range(len(grad_output_shape))] expand = self.get_proxy(tops_op.Expand, (grad_output, out_shape, broadcast_dims)) value = out_shape[2] * out_shape[3] scalar = self.get_proxy(tops_op.Scalar, (value, )) @@ -446,8 +446,8 @@ def NewEmptyStrided(self, *args, **kwargs): def Expand(self, *args, **kwargs): in_shape = args[0].node.meta["val"].shape out_shape = fx_traceback.get_current_meta()["val"].shape - offset = len(out_shape) - len(in_shape) - broadcast_dims = [i + offset for i in range(len(in_shape))] + rank_diff = len(out_shape) - len(in_shape) + broadcast_dims = [i + rank_diff for i in range(len(in_shape))] return self.get_proxy(tops_op.Expand, (*args, broadcast_dims), kwargs) @register_conversion(aten.stack) @@ -602,84 +602,17 @@ def VarMean(self, x, dims, *args, correction=1, keepdim=False): div1 = self.get_proxy(tops_op.Div, (sum_dim, samples)) return self.get_proxy(tops_op.MakeTuple, (div1, mean1)) + @register_conversion(aten.addmm) + def Addmm(self, x, mat1, mat2): + dot = self.get_proxy(tops_op.Dot, (mat1, mat2)) + return self.get_proxy(tops_op.Add, (x, dot)) # Patterns tops_patterns = PatternMatcherPass() -aten_patterns_cls_list = [] -register_aten_patterns = functools.partial( - register_backend_patterns, aten_patterns_cls_list) tops_patterns_cls_list = [] register_tops_patterns = functools.partial( register_backend_patterns, tops_patterns_cls_list) - -@register_aten_patterns -class ReplacePatternAddmm(BackendPatternBase): - @staticmethod - def pattern(a, b, c): - return torch.ops.aten.addmm.default(a, b, c) - - @staticmethod - def replacement(a, b, c): - return torch.ops.aten.add.Tensor(a, torch.ops.aten.mm(b, c)) - - -# %var: [#users=2] = call_function[target=torch.ops.aten.var.correction] -# (args = (%convolution_4, [0, 2, 3]), kwargs = {correction: 0, keepdim: True}) -@register_aten_patterns -class ReplacePatternVar(BackendPatternBase): - @staticmethod - def pattern(a, b): - return torch.ops.aten.var.correction(a, b, correction=0, keepdim=True) - - @staticmethod - def replacement(inputs, dims): - keepdim = True - correction = 0 - denom = 64 - denom = denom - correction - mean1 = torch.ops.aten.mean.dim(inputs, dims, keepdim) - diffs = torch.ops.aten.square.default( - torch.ops.aten.sub.Tensor(inputs, mean1)) - sum_results = torch.ops.aten.sum.dim_IntList(diffs, dims, keepdim) - x_var = torch.ops.aten.div.Tensor(sum_results, denom) - return x_var - - -@register_aten_patterns -class ReplacePatternT(BackendPatternBase): - @staticmethod - def pattern(a): - return torch.ops.aten.t.default(a) - - @staticmethod - def replacement(inputs): - return torch.ops.aten.transpose(inputs, 0, 1) - - -@register_aten_patterns -class ReplacePatternRsub(BackendPatternBase): - @staticmethod - def pattern(a, b): - return torch.ops.aten.rsub.Scalar(a, b) - - @staticmethod - def replacement(a, b): - return torch.ops.aten.sub.Scalar(b, a) - - -@register_aten_patterns -class ReplacePatternSiLU(BackendPatternBase): - # silu(x) = x / (1+exp(-x)) = x*sigmoid(x) - @staticmethod - def pattern(a): - return torch.ops.aten.silu.default(a) - - @staticmethod - def replacement(a): - return torch.ops.aten.mul.default(a, torch.ops.aten.sigmoid.default(a)) - - if is_torch_210: Dot = torch.fx.wrap(tops_op.Dot.get_singleton()) DotGeneral = torch.fx.wrap(tops_op.DotGeneral.get_singleton()) diff --git a/dicp/dicp/vendor/TopsGraph/opset_transform.py b/dicp/dicp/vendor/TopsGraph/opset_transform.py index 353bcd93e..4c9bcbb57 100644 --- a/dicp/dicp/vendor/TopsGraph/opset_transform.py +++ b/dicp/dicp/vendor/TopsGraph/opset_transform.py @@ -6,7 +6,7 @@ if is_torch_210: from dicp.dynamo_bridge.op_transformer import BackendPatternMatcherTransformer - from dicp.vendor.TopsGraph.conversion import tops_patterns, aten_patterns_cls_list, tops_patterns_cls_list + from dicp.vendor.TopsGraph.conversion import tops_patterns, tops_patterns_cls_list class HandleInplaceCopyPass(): @@ -20,7 +20,7 @@ def transform(self, gm: torch.fx.GraphModule): inplace_dict = {} for node in reversed(nodes): if node.op not in ["placeholder", "output"] and not isinstance(node.target, str): - if node.target.name() == "Copy_": + if hasattr(node.target, "name") and node.target.name() == "Copy_": if node.args[0].op == "placeholder" and node.args[0].name not in inplace_dict.values(): inplace_outputs.append(node.args[1]) inplace_dict[node.args[1].name] = node.args[0].name @@ -35,11 +35,6 @@ def topsgraph_opset_transform( gm: torch.fx.GraphModule, ): - # 1aten to Naten - if is_torch_210: - gm = BackendPatternMatcherTransformer( - tops_patterns, aten_patterns_cls_list).transform(gm) - # 1aten to Ntops gm = AtenToTopsTransformer(gm).transform() diff --git a/dicp/dicp/vendor/TopsGraph/tops_op.py b/dicp/dicp/vendor/TopsGraph/tops_op.py index 9677b8ef1..f05e20b29 100644 --- a/dicp/dicp/vendor/TopsGraph/tops_op.py +++ b/dicp/dicp/vendor/TopsGraph/tops_op.py @@ -799,9 +799,8 @@ def __call__(self, x, idx): class MakeTuple(Operator): - def __init__(self, a, b): + def __init__(self, *args): super().__init__("MakeTuple") - self.torch_op = torch.empty_like def __call__(self, *args): return (arg.meta["val"] if hasattr(arg, "meta") else arg for arg in args) @@ -816,9 +815,3 @@ def __call__(self, operand, indices, offset_dims, collapsed_slice_dims, start_index_map, index_vector_dim, slice_size, out_shape): with operand.meta['val'].fake_mode: return aten.empty(out_shape, device=operand.meta["val"].device) - - -# TODO check if we need this wrap -@torch.fx.wrap -def ret_tuples(a, b) -> Tuple[torch.Tensor, torch.Tensor]: - return a, b diff --git a/dicp/scripts/ci/tops/ci_tops_test_env.sh b/dicp/scripts/ci/tops/ci_tops_test_env.sh index 5428e814b..66ecb91a4 100644 --- a/dicp/scripts/ci/tops/ci_tops_test_env.sh +++ b/dicp/scripts/ci/tops/ci_tops_test_env.sh @@ -1,7 +1,9 @@ #!/usr/bin/env bash LLAMA_MODEL_DIR=$1 +STABLE_DIFFUSION_MODEL_DIR=$2 export DIPU_MOCK_CUDA=True export LLAMA_MODEL_DIR=$1 export LLAMA_FINETUNE_DIR=$2 +export STABLE_DIFFUSION_MODEL_DIR=$3 diff --git a/dicp/test/model/stable_diffusion/topsgraph_output.pt b/dicp/test/model/stable_diffusion/topsgraph_output.pt new file mode 100644 index 000000000..e5147870c Binary files /dev/null and b/dicp/test/model/stable_diffusion/topsgraph_output.pt differ diff --git a/dicp/test/model/stable_diffusion/topsgraph_output.txt b/dicp/test/model/stable_diffusion/topsgraph_output.txt new file mode 100644 index 000000000..285461ec6 --- /dev/null +++ b/dicp/test/model/stable_diffusion/topsgraph_output.txt @@ -0,0 +1 @@ +[(138, 127, 113), (145, 133, 116), (145, 133, 115), (145, 132, 114), (147, 136, 116), (149, 137, 116), (150, 137, 117), (148, 136, 116), (148, 136, 116), (149, 136, 116), (149, 135, 116), (149, 136, 116), (149, 136, 116), (148, 136, 116), (148, 135, 114), (149, 135, 115), (148, 134, 114), (149, 135, 115), (150, 137, 116), (150, 137, 116), (150, 137, 116), (150, 136, 116), (150, 137, 117), (151, 137, 118), (152, 138, 119), (153, 139, 119), (151, 135, 116), (150, 136, 115), (149, 134, 114), (150, 135, 114), (151, 135, 114), (151, 136, 115), (151, 136, 118), (150, 138, 120), (152, 140, 122), (152, 138, 119), (152, 137, 119), (146, 133, 113), (145, 130, 111), (146, 131, 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@pytest.mark.parametrize("model_path", [f"{models_dir}/stable-diffusion-2"]) + @pytest.mark.parametrize("num_inference_steps", [50]) + def test_inference( + self, + model_path: str, + backend: str, + dynamic: bool, + num_inference_steps: int + ): + prompt = "A photo of an astronaut riding a horse on mars." + utils.update_dynamo_config(dynamic=dynamic) + torch_dipu.dipu.set_device(device) + + dicp_pipe = StableDiffusionPipeline.from_pretrained(model_path).to(device) + dicp_pipe.text_encoder = torch.compile(dicp_pipe.text_encoder, backend=backend) + dicp_pipe.unet = torch.compile(dicp_pipe.unet, backend=backend) + dicp_image = dicp_pipe(prompt, num_inference_steps=num_inference_steps).images[0] + if backend == "ascendgraph": + standard_output = torch.load("stable_diffusion/ascendgraph_output.pt") + elif backend == "topsgraph": + standard_output = torch.load("stable_diffusion/topsgraph_output.pt") + else: + raise ValueError("backend should in (ascendgrap, topsgraph)") + dicp_output = torch.tensor(list(dicp_image.getdata())) + assert torch.allclose(dicp_output, standard_output, equal_nan=True)