diff --git a/nncf/experimental/common/quantization/algorithms/quantizer/fx_quantizer.py b/nncf/experimental/common/quantization/algorithms/quantizer/fx_quantizer.py index db0ae167132..33e0ef94a79 100644 --- a/nncf/experimental/common/quantization/algorithms/quantizer/fx_quantizer.py +++ b/nncf/experimental/common/quantization/algorithms/quantizer/fx_quantizer.py @@ -41,7 +41,8 @@ def __init__(self, quantizer: Quantizer): def get_quantization_setup(self, model: torch.fx.GraphModule, nncf_graph: NNCFGraph) -> SingleConfigQuantizerSetup: anotated_model = deepcopy(model) - self._quantizer.transform_for_annotation(anotated_model) + # self._quantizer.transform_for_annotation is called in the nncf quantize_pt2e method + # before the nncf_graph building. self._quantizer.annotate(anotated_model) self._quantizer.validate(anotated_model) return self.get_quantizer_config_from_anotated_model(anotated_model) diff --git a/nncf/experimental/common/quantization/algorithms/quantizer/openvino_quantizer.py b/nncf/experimental/common/quantization/algorithms/quantizer/openvino_quantizer.py index 45a1c69be24..7683d1efb2d 100644 --- a/nncf/experimental/common/quantization/algorithms/quantizer/openvino_quantizer.py +++ b/nncf/experimental/common/quantization/algorithms/quantizer/openvino_quantizer.py @@ -29,6 +29,7 @@ from nncf.experimental.common.quantization.algorithms.quantizer.base_quantizer import NNCFQuantizer from nncf.experimental.torch.fx.nncf_graph_builder import GraphConverter from nncf.experimental.torch.fx.node_utils import get_graph_node_by_name +from nncf.experimental.torch.fx.transformations import fold_constant_except_qdq from nncf.parameters import ModelType from nncf.parameters import QuantizationMode from nncf.parameters import TargetDevice @@ -164,3 +165,7 @@ def _convert_nncf_qspec_to_inductor_qspec(self, qspec: NNCFQuantizerConfig, is_w def validate(self, model: torch.fx.GraphModule) -> None: pass + + def transform_for_annotation(self, model: torch.fx.GraphModule) -> torch.fx.GraphModule: + fold_constant_except_qdq(model) + return model diff --git a/tests/torch/data/reference_graphs/fx/experimental/OpenVINOQuantizer/swin_v2_s.dot b/tests/torch/data/reference_graphs/fx/experimental/OpenVINOQuantizer/swin_v2_s.dot index 0e655b8fce3..718f98ddc6c 100644 --- a/tests/torch/data/reference_graphs/fx/experimental/OpenVINOQuantizer/swin_v2_s.dot +++ b/tests/torch/data/reference_graphs/fx/experimental/OpenVINOQuantizer/swin_v2_s.dot @@ -1,6310 +1,5062 @@ strict digraph { -"0 features_1_0_attn_qkv_bias" [id=0, type=get_attr]; -"1 features_1_0_attn_proj_bias" [id=1, type=get_attr]; -"2 features_1_0_attn_logit_scale" [id=2, type=get_attr]; -"3 features_1_1_attn_qkv_bias" [id=3, type=get_attr]; -"4 features_1_1_attn_proj_bias" [id=4, type=get_attr]; -"5 features_1_1_attn_logit_scale" [id=5, type=get_attr]; -"6 features_3_0_attn_qkv_bias" [id=6, type=get_attr]; -"7 features_3_0_attn_proj_bias" [id=7, type=get_attr]; -"8 features_3_0_attn_logit_scale" [id=8, type=get_attr]; -"9 features_3_1_attn_qkv_bias" [id=9, type=get_attr]; -"10 features_3_1_attn_proj_bias" [id=10, type=get_attr]; -"11 features_3_1_attn_logit_scale" [id=11, type=get_attr]; -"12 features_5_0_attn_qkv_bias" [id=12, type=get_attr]; -"13 features_5_0_attn_proj_bias" [id=13, type=get_attr]; -"14 features_5_0_attn_logit_scale" [id=14, type=get_attr]; -"15 features_5_1_attn_qkv_bias" [id=15, type=get_attr]; -"16 features_5_1_attn_proj_bias" [id=16, type=get_attr]; -"17 features_5_1_attn_logit_scale" [id=17, type=get_attr]; -"18 features_5_2_attn_qkv_bias" [id=18, type=get_attr]; -"19 features_5_2_attn_proj_bias" [id=19, type=get_attr]; -"20 features_5_2_attn_logit_scale" [id=20, type=get_attr]; -"21 features_5_3_attn_qkv_bias" [id=21, type=get_attr]; -"22 features_5_3_attn_proj_bias" [id=22, type=get_attr]; -"23 features_5_3_attn_logit_scale" [id=23, type=get_attr]; -"24 features_5_4_attn_qkv_bias" [id=24, type=get_attr]; -"25 features_5_4_attn_proj_bias" [id=25, type=get_attr]; -"26 features_5_4_attn_logit_scale" [id=26, type=get_attr]; -"27 features_5_5_attn_qkv_bias" [id=27, type=get_attr]; -"28 features_5_5_attn_proj_bias" [id=28, type=get_attr]; -"29 features_5_5_attn_logit_scale" [id=29, type=get_attr]; -"30 features_5_6_attn_qkv_bias" [id=30, type=get_attr]; -"31 features_5_6_attn_proj_bias" [id=31, type=get_attr]; -"32 features_5_6_attn_logit_scale" [id=32, type=get_attr]; -"33 features_5_7_attn_qkv_bias" [id=33, type=get_attr]; -"34 features_5_7_attn_proj_bias" [id=34, type=get_attr]; -"35 features_5_7_attn_logit_scale" [id=35, type=get_attr]; -"36 features_5_8_attn_qkv_bias" [id=36, type=get_attr]; -"37 features_5_8_attn_proj_bias" [id=37, type=get_attr]; -"38 features_5_8_attn_logit_scale" [id=38, type=get_attr]; -"39 features_5_9_attn_qkv_bias" [id=39, type=get_attr]; -"40 features_5_9_attn_proj_bias" [id=40, type=get_attr]; -"41 features_5_9_attn_logit_scale" [id=41, type=get_attr]; -"42 features_5_10_attn_qkv_bias" [id=42, type=get_attr]; -"43 features_5_10_attn_proj_bias" [id=43, type=get_attr]; -"44 features_5_10_attn_logit_scale" [id=44, type=get_attr]; -"45 features_5_11_attn_qkv_bias" [id=45, type=get_attr]; -"46 features_5_11_attn_proj_bias" [id=46, type=get_attr]; -"47 features_5_11_attn_logit_scale" [id=47, type=get_attr]; -"48 features_5_12_attn_qkv_bias" [id=48, type=get_attr]; -"49 features_5_12_attn_proj_bias" [id=49, type=get_attr]; -"50 features_5_12_attn_logit_scale" [id=50, type=get_attr]; -"51 features_5_13_attn_qkv_bias" [id=51, type=get_attr]; -"52 features_5_13_attn_proj_bias" [id=52, type=get_attr]; -"53 features_5_13_attn_logit_scale" [id=53, type=get_attr]; 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-"71 features_7_1_attn_logit_scale" [id=71, type=get_attr]; -"72 features_0_0_bias" [id=72, type=get_attr]; -"73 features_0_2_weight" [id=73, type=get_attr]; -"74 features_0_2_bias" [id=74, type=get_attr]; -"75 features_1_0_attn_cpb_mlp_0_bias" [id=75, type=get_attr]; -"76 features_1_0_norm1_weight" [id=76, type=get_attr]; -"77 features_1_0_norm1_bias" [id=77, type=get_attr]; -"78 features_1_0_mlp_0_bias" [id=78, type=get_attr]; -"79 features_1_0_mlp_3_bias" [id=79, type=get_attr]; -"80 features_1_0_norm2_weight" [id=80, type=get_attr]; -"81 features_1_0_norm2_bias" [id=81, type=get_attr]; -"82 features_1_1_attn_cpb_mlp_0_bias" [id=82, type=get_attr]; -"83 features_1_1_norm1_weight" [id=83, type=get_attr]; -"84 features_1_1_norm1_bias" [id=84, type=get_attr]; -"85 features_1_1_mlp_0_bias" [id=85, type=get_attr]; -"86 features_1_1_mlp_3_bias" [id=86, type=get_attr]; -"87 features_1_1_norm2_weight" [id=87, type=get_attr]; -"88 features_1_1_norm2_bias" [id=88, type=get_attr]; -"89 features_2_norm_weight" [id=89, type=get_attr]; -"90 features_2_norm_bias" [id=90, type=get_attr]; -"91 features_3_0_attn_cpb_mlp_0_bias" [id=91, type=get_attr]; -"92 features_3_0_norm1_weight" [id=92, type=get_attr]; -"93 features_3_0_norm1_bias" [id=93, type=get_attr]; -"94 features_3_0_mlp_0_bias" [id=94, type=get_attr]; -"95 features_3_0_mlp_3_bias" [id=95, type=get_attr]; -"96 features_3_0_norm2_weight" [id=96, type=get_attr]; -"97 features_3_0_norm2_bias" [id=97, type=get_attr]; -"98 features_3_1_attn_cpb_mlp_0_bias" [id=98, type=get_attr]; -"99 features_3_1_norm1_weight" [id=99, type=get_attr]; -"100 features_3_1_norm1_bias" [id=100, type=get_attr]; -"101 features_3_1_mlp_0_bias" [id=101, type=get_attr]; -"102 features_3_1_mlp_3_bias" [id=102, type=get_attr]; -"103 features_3_1_norm2_weight" [id=103, type=get_attr]; -"104 features_3_1_norm2_bias" [id=104, type=get_attr]; -"105 features_4_norm_weight" [id=105, type=get_attr]; -"106 features_4_norm_bias" [id=106, type=get_attr]; -"107 features_5_0_attn_cpb_mlp_0_bias" [id=107, type=get_attr]; 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-"266 features_5_3_attn_relative_coords_table" [id=266, type=get_attr]; -"267 features_5_3_attn_relative_position_index" [id=267, type=get_attr]; -"268 features_5_4_attn_relative_coords_table" [id=268, type=get_attr]; -"269 features_5_4_attn_relative_position_index" [id=269, type=get_attr]; -"270 features_5_5_attn_relative_coords_table" [id=270, type=get_attr]; -"271 features_5_5_attn_relative_position_index" [id=271, type=get_attr]; -"272 features_5_6_attn_relative_coords_table" [id=272, type=get_attr]; -"273 features_5_6_attn_relative_position_index" [id=273, type=get_attr]; -"274 features_5_7_attn_relative_coords_table" [id=274, type=get_attr]; -"275 features_5_7_attn_relative_position_index" [id=275, type=get_attr]; -"276 features_5_8_attn_relative_coords_table" [id=276, type=get_attr]; -"277 features_5_8_attn_relative_position_index" [id=277, type=get_attr]; -"278 features_5_9_attn_relative_coords_table" [id=278, type=get_attr]; -"279 features_5_9_attn_relative_position_index" [id=279, type=get_attr]; 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-"294 features_5_17_attn_relative_coords_table" [id=294, type=get_attr]; -"295 features_5_17_attn_relative_position_index" [id=295, type=get_attr]; -"296 features_7_0_attn_relative_coords_table" [id=296, type=get_attr]; -"297 features_7_0_attn_relative_position_index" [id=297, type=get_attr]; -"298 features_7_1_attn_relative_coords_table" [id=298, type=get_attr]; -"299 features_7_1_attn_relative_position_index" [id=299, type=get_attr]; -"300 x" [id=300, type=input]; -"301 quantize_per_tensor_default" [id=301, type=quantize_per_tensor]; -"302 dequantize_per_tensor_default" [id=302, type=dequantize_per_tensor]; -"303 conv2d_scale_0" [id=303, type=get_attr]; -"304 conv2d_zero_point_0" [id=304, type=get_attr]; -"305 _frozen_param0" [id=305, type=get_attr]; -"306 dequantize_per_channel_default" [id=306, type=dequantize_per_channel]; -"307 conv2d" [id=307, type=conv2d]; -"308 permute" [id=308, type=permute]; -"309 layer_norm" [id=309, type=layer_norm]; -"310 features_1_0_attn_relative_coords_table_0_0_nncf_smooth_quant_0" [id=310, type=call_module]; 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-"1935 _frozen_param89" [id=1935, type=get_attr]; -"1936 dequantize_per_channel_default_89" [id=1936, type=dequantize_per_channel]; -"1937 linear_88" [id=1937, type=linear]; -"1938 reshape_64" [id=1938, type=reshape]; -"1939 permute_66" [id=1939, type=permute]; -"1940 select_42" [id=1940, type=select]; -"1941 select_43" [id=1941, type=select]; -"1942 select_44" [id=1942, type=select]; -"1943 linalg_vector_norm_28" [id=1943, type=linalg_vector_norm]; -"1944 clamp_min_28" [id=1944, type=clamp_min]; -"1945 expand_as_28" [id=1945, type=expand_as]; -"1946 div_28" [id=1946, type=div]; -"1947 quantize_per_tensor_default_88" [id=1947, type=quantize_per_tensor]; -"1948 dequantize_per_tensor_default_88" [id=1948, type=dequantize_per_tensor]; -"1949 linalg_vector_norm_29" [id=1949, type=linalg_vector_norm]; -"1950 clamp_min_29" [id=1950, type=clamp_min]; -"1951 expand_as_29" [id=1951, type=expand_as]; -"1952 div_29" [id=1952, type=div]; -"1953 quantize_per_tensor_default_89" [id=1953, type=quantize_per_tensor]; 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-"391 linear_4_scale_0" -> "394 dequantize_per_channel_default_5" [label="(384,)", style=solid]; -"392 linear_4_zero_point_0" -> "394 dequantize_per_channel_default_5" [label="(384,)", style=solid]; -"393 _frozen_param5" -> "394 dequantize_per_channel_default_5" [label="(384, 96)", style=solid]; -"394 dequantize_per_channel_default_5" -> "395 linear_4" [label="(384, 96)", style=solid]; -"395 linear_4" -> "396 gelu" [label="(1, 56, 56, 384)", style=solid]; -"396 gelu" -> "397 dropout_2" [label="(1, 56, 56, 384)", style=solid]; -"397 dropout_2" -> "398 dropout_2_0_0_nncf_smooth_quant_0" [label="(1, 56, 56, 384)", style=solid]; -"398 dropout_2_0_0_nncf_smooth_quant_0" -> "399 quantize_per_tensor_default_6" [label="(1, 56, 56, 384)", style=solid]; -"399 quantize_per_tensor_default_6" -> "400 dequantize_per_tensor_default_6" [label="(1, 56, 56, 384)", style=solid]; -"400 dequantize_per_tensor_default_6" -> "405 linear_5" [label="(1, 56, 56, 384)", style=solid]; -"401 linear_5_scale_0" -> "404 dequantize_per_channel_default_6" [label="(96,)", style=solid]; -"402 linear_5_zero_point_0" -> "404 dequantize_per_channel_default_6" [label="(96,)", style=solid]; -"403 _frozen_param6" -> "404 dequantize_per_channel_default_6" [label="(96, 384)", style=solid]; -"404 dequantize_per_channel_default_6" -> "405 linear_5" [label="(96, 384)", style=solid]; -"405 linear_5" -> "406 dropout_3" [label="(1, 56, 56, 96)", style=solid]; -"406 dropout_3" -> "407 layer_norm_2" [label="(1, 56, 56, 96)", style=solid]; -"407 layer_norm_2" -> "408 add_2" [label="(1, 56, 56, 96)", style=solid]; -"408 add_2" -> "430 pad_1" [label="(1, 56, 56, 96)", style=solid]; -"408 add_2" -> "504 add_5" [label="(1, 56, 56, 96)", style=solid]; -"409 features_1_1_attn_relative_coords_table_0_0_nncf_smooth_quant_0" -> "414 linear_6" [label="(1, 15, 15, 2)", style=solid]; -"410 linear_6_scale_0" -> "413 dequantize_per_channel_default_7" [label="(512,)", style=solid]; -"411 linear_6_zero_point_0" -> "413 dequantize_per_channel_default_7" [label="(512,)", style=solid]; -"412 _frozen_param7" -> "413 dequantize_per_channel_default_7" [label="(512, 2)", style=solid]; -"413 dequantize_per_channel_default_7" -> "414 linear_6" [label="(512, 2)", style=solid]; -"414 linear_6" -> "415 relu__1" [label="(1, 15, 15, 512)", style=solid]; -"415 relu__1" -> "416 relu__1_0_0_nncf_smooth_quant_0" [label="(1, 15, 15, 512)", style=solid]; -"416 relu__1_0_0_nncf_smooth_quant_0" -> "421 linear_7" [label="(1, 15, 15, 512)", style=solid]; -"417 linear_7_scale_0" -> "420 dequantize_per_channel_default_8" [label="(3,)", style=solid]; -"418 linear_7_zero_point_0" -> "420 dequantize_per_channel_default_8" [label="(3,)", style=solid]; -"419 _frozen_param8" -> "420 dequantize_per_channel_default_8" [label="(3, 512)", style=solid]; -"420 dequantize_per_channel_default_8" -> "421 linear_7" [label="(3, 512)", style=solid]; -"421 linear_7" -> "422 view_4" [label="(1, 15, 15, 3)", style=solid]; -"422 view_4" -> "423 index_1" [label="(225, 3)", style=solid]; -"423 index_1" -> "424 view_5" [label="(4096, 3)", style=solid]; -"424 view_5" -> "425 permute_5" [label="(64, 64, 3)", style=solid]; -"425 permute_5" -> "426 contiguous_1" [label="(3, 64, 64)", style=solid]; -"426 contiguous_1" -> "427 unsqueeze_1" [label="(3, 64, 64)", style=solid]; -"427 unsqueeze_1" -> "428 sigmoid_1" [label="(1, 3, 64, 64)", style=solid]; -"428 sigmoid_1" -> "429 mul_2" [label="(1, 3, 64, 64)", style=solid]; -"429 mul_2" -> "466 add_3" [label="(1, 3, 64, 64)", style=solid]; -"430 pad_1" -> "431 roll" [label="(1, 56, 56, 96)", style=solid]; -"431 roll" -> "432 view_6" [label="(1, 56, 56, 96)", style=solid]; -"432 view_6" -> "433 permute_6" [label="(1, 7, 8, 7, 8, 96)", style=solid]; -"433 permute_6" -> "434 reshape_4" [label="(1, 7, 7, 8, 8, 96)", style=solid]; -"434 reshape_4" -> "436 reshape_4_0_0_nncf_smooth_quant_0" [label="(49, 64, 96)", style=solid]; -"434 reshape_4" -> "467 new_zeros" [label="(49, 64, 96)", style=solid]; -"435 clone_1" -> "443 linear_8" [label="(288,)", style=solid]; -"436 reshape_4_0_0_nncf_smooth_quant_0" -> "437 quantize_per_tensor_default_7" [label="(49, 64, 96)", style=solid]; -"437 quantize_per_tensor_default_7" -> "438 dequantize_per_tensor_default_7" [label="(49, 64, 96)", style=solid]; -"438 dequantize_per_tensor_default_7" -> "443 linear_8" [label="(49, 64, 96)", style=solid]; -"439 linear_8_scale_0" -> "442 dequantize_per_channel_default_9" [label="(288,)", style=solid]; -"440 linear_8_zero_point_0" -> "442 dequantize_per_channel_default_9" [label="(288,)", style=solid]; -"441 _frozen_param9" -> "442 dequantize_per_channel_default_9" [label="(288, 96)", style=solid]; -"442 dequantize_per_channel_default_9" -> "443 linear_8" [label="(288, 96)", style=solid]; -"443 linear_8" -> "444 reshape_5" [label="(49, 64, 288)", style=solid]; -"444 reshape_5" -> "445 permute_7" [label="(49, 64, 3, 3, 32)", style=solid]; -"445 permute_7" -> "446 select_3" [label="(3, 49, 3, 64, 32)", style=solid]; -"445 permute_7" -> "447 select_4" [label="(3, 49, 3, 64, 32)", style=solid]; -"445 permute_7" -> "448 select_5" [label="(3, 49, 3, 64, 32)", style=solid]; -"446 select_3" -> "449 linalg_vector_norm_2" [label="(49, 3, 64, 32)", style=solid]; -"446 select_3" -> "451 expand_as_2" [label="(49, 3, 64, 32)", style=solid]; -"446 select_3" -> "452 div_2" [label="(49, 3, 64, 32)", style=solid]; -"447 select_4" -> "455 linalg_vector_norm_3" [label="(49, 3, 64, 32)", style=solid]; -"447 select_4" -> "457 expand_as_3" [label="(49, 3, 64, 32)", style=solid]; -"447 select_4" -> "458 div_3" [label="(49, 3, 64, 32)", style=solid]; -"448 select_5" -> "485 matmul_3" [label="(49, 3, 64, 32)", style=solid]; -"449 linalg_vector_norm_2" -> "450 clamp_min_2" [label="(49, 3, 64, 1)", style=solid]; -"450 clamp_min_2" -> "451 expand_as_2" [label="(49, 3, 64, 1)", style=solid]; -"451 expand_as_2" -> "452 div_2" [label="(49, 3, 64, 32)", style=solid]; -"452 div_2" -> "453 quantize_per_tensor_default_8" [label="(49, 3, 64, 32)", style=solid]; -"453 quantize_per_tensor_default_8" -> "454 dequantize_per_tensor_default_8" [label="(49, 3, 64, 32)", style=solid]; -"454 dequantize_per_tensor_default_8" -> "462 matmul_2" [label="(49, 3, 64, 32)", style=solid]; -"455 linalg_vector_norm_3" -> "456 clamp_min_3" [label="(49, 3, 64, 1)", style=solid]; -"456 clamp_min_3" -> "457 expand_as_3" [label="(49, 3, 64, 1)", style=solid]; -"457 expand_as_3" -> "458 div_3" [label="(49, 3, 64, 32)", style=solid]; -"458 div_3" -> "459 quantize_per_tensor_default_9" [label="(49, 3, 64, 32)", style=solid]; -"459 quantize_per_tensor_default_9" -> "460 dequantize_per_tensor_default_9" [label="(49, 3, 64, 32)", style=solid]; -"460 dequantize_per_tensor_default_9" -> "461 transpose_2" [label="(49, 3, 64, 32)", style=solid]; -"461 transpose_2" -> "462 matmul_2" [label="(49, 3, 32, 64)", style=solid]; -"462 matmul_2" -> "465 mul_3" [label="(49, 3, 64, 64)", style=solid]; -"463 clamp_1" -> "464 exp_1" [label="(3, 1, 1)", style=solid]; -"464 exp_1" -> "465 mul_3" [label="(3, 1, 1)", style=solid]; -"465 mul_3" -> "466 add_3" [label="(49, 3, 64, 64)", style=solid]; -"466 add_3" -> "478 view_8" [label="(49, 3, 64, 64)", style=solid]; -"467 new_zeros" -> "468 view_7" [label="(56, 56)", style=solid]; -"468 view_7" -> "469 permute_8" [label="(7, 8, 7, 8)", style=solid]; -"469 permute_8" -> "470 reshape_6" [label="(7, 7, 8, 8)", style=solid]; -"470 reshape_6" -> "471 unsqueeze_2" [label="(49, 64)", style=solid]; -"470 reshape_6" -> "472 unsqueeze_3" [label="(49, 64)", style=solid]; -"471 unsqueeze_2" -> "473 sub" [label="(49, 1, 64)", style=solid]; -"472 unsqueeze_3" -> "473 sub" [label="(49, 64, 1)", style=solid]; -"473 sub" -> "474 ne" [label="(49, 64, 64)", style=solid]; -"473 sub" -> "475 masked_fill" [label="(49, 64, 64)", style=solid]; -"473 sub" -> "476 eq" [label="(49, 64, 64)", style=solid]; -"474 ne" -> "475 masked_fill" [label="(49, 64, 64)", style=solid]; -"475 masked_fill" -> "477 masked_fill_1" [label="(49, 64, 64)", style=solid]; -"476 eq" -> "477 masked_fill_1" [label="(49, 64, 64)", style=solid]; -"477 masked_fill_1" -> "479 unsqueeze_4" [label="(49, 64, 64)", style=solid]; -"478 view_8" -> "481 add_4" [label="(1, 49, 3, 64, 64)", style=solid]; -"479 unsqueeze_4" -> "480 unsqueeze_5" [label="(49, 1, 64, 64)", style=solid]; -"480 unsqueeze_5" -> "481 add_4" [label="(1, 49, 1, 64, 64)", style=solid]; -"481 add_4" -> "482 view_9" [label="(1, 49, 3, 64, 64)", style=solid]; -"482 view_9" -> "483 softmax_1" [label="(49, 3, 64, 64)", style=solid]; -"483 softmax_1" -> "484 dropout_4" [label="(49, 3, 64, 64)", style=solid]; -"484 dropout_4" -> "485 matmul_3" [label="(49, 3, 64, 64)", style=solid]; -"485 matmul_3" -> "486 transpose_3" [label="(49, 3, 64, 32)", style=solid]; -"486 transpose_3" -> "487 reshape_7" [label="(49, 64, 3, 32)", style=solid]; -"487 reshape_7" -> "488 reshape_7_0_0_nncf_smooth_quant_0" [label="(49, 64, 96)", style=solid]; -"488 reshape_7_0_0_nncf_smooth_quant_0" -> "489 quantize_per_tensor_default_10" [label="(49, 64, 96)", style=solid]; -"489 quantize_per_tensor_default_10" -> "490 dequantize_per_tensor_default_10" [label="(49, 64, 96)", style=solid]; -"490 dequantize_per_tensor_default_10" -> "495 linear_9" [label="(49, 64, 96)", style=solid]; -"491 linear_9_scale_0" -> "494 dequantize_per_channel_default_10" [label="(96,)", style=solid]; -"492 linear_9_zero_point_0" -> "494 dequantize_per_channel_default_10" [label="(96,)", style=solid]; -"493 _frozen_param10" -> "494 dequantize_per_channel_default_10" [label="(96, 96)", style=solid]; -"494 dequantize_per_channel_default_10" -> "495 linear_9" [label="(96, 96)", style=solid]; -"495 linear_9" -> "496 dropout_5" [label="(49, 64, 96)", style=solid]; -"496 dropout_5" -> "497 view_10" [label="(49, 64, 96)", style=solid]; -"497 view_10" -> "498 permute_9" [label="(1, 7, 7, 8, 8, 96)", style=solid]; -"498 permute_9" -> "499 reshape_8" [label="(1, 7, 8, 7, 8, 96)", style=solid]; -"499 reshape_8" -> "500 roll_1" [label="(1, 56, 56, 96)", style=solid]; -"500 roll_1" -> "501 slice_23" [label="(1, 56, 56, 96)", style=solid]; -"501 slice_23" -> "502 slice_24" [label="(1, 56, 56, 96)", style=solid]; -"502 slice_24" -> "503 layer_norm_3" [label="(1, 56, 56, 96)", style=solid]; -"503 layer_norm_3" -> "504 add_5" [label="(1, 56, 56, 96)", style=solid]; -"504 add_5" -> "505 add_5_0_0_nncf_smooth_quant_0" [label="(1, 56, 56, 96)", style=solid]; -"504 add_5" -> "525 add_6" [label="(1, 56, 56, 96)", style=solid]; -"505 add_5_0_0_nncf_smooth_quant_0" -> "506 quantize_per_tensor_default_11" [label="(1, 56, 56, 96)", style=solid]; -"506 quantize_per_tensor_default_11" -> "507 dequantize_per_tensor_default_11" [label="(1, 56, 56, 96)", style=solid]; -"507 dequantize_per_tensor_default_11" -> "512 linear_10" [label="(1, 56, 56, 96)", style=solid]; -"508 linear_10_scale_0" -> "511 dequantize_per_channel_default_11" [label="(384,)", style=solid]; -"509 linear_10_zero_point_0" -> "511 dequantize_per_channel_default_11" [label="(384,)", style=solid]; -"510 _frozen_param11" -> "511 dequantize_per_channel_default_11" [label="(384, 96)", style=solid]; -"511 dequantize_per_channel_default_11" -> "512 linear_10" [label="(384, 96)", style=solid]; -"512 linear_10" -> "513 gelu_1" [label="(1, 56, 56, 384)", style=solid]; -"513 gelu_1" -> "514 dropout_6" [label="(1, 56, 56, 384)", style=solid]; -"514 dropout_6" -> "515 dropout_6_0_0_nncf_smooth_quant_0" [label="(1, 56, 56, 384)", style=solid]; -"515 dropout_6_0_0_nncf_smooth_quant_0" -> "516 quantize_per_tensor_default_12" [label="(1, 56, 56, 384)", style=solid]; -"516 quantize_per_tensor_default_12" -> "517 dequantize_per_tensor_default_12" [label="(1, 56, 56, 384)", style=solid]; -"517 dequantize_per_tensor_default_12" -> "522 linear_11" [label="(1, 56, 56, 384)", style=solid]; -"518 linear_11_scale_0" -> "521 dequantize_per_channel_default_12" [label="(96,)", style=solid]; -"519 linear_11_zero_point_0" -> "521 dequantize_per_channel_default_12" [label="(96,)", style=solid]; -"520 _frozen_param12" -> "521 dequantize_per_channel_default_12" [label="(96, 384)", style=solid]; -"521 dequantize_per_channel_default_12" -> "522 linear_11" [label="(96, 384)", style=solid]; -"522 linear_11" -> "523 dropout_7" [label="(1, 56, 56, 96)", style=solid]; -"523 dropout_7" -> "524 layer_norm_4" [label="(1, 56, 56, 96)", style=solid]; -"524 layer_norm_4" -> "525 add_6" [label="(1, 56, 56, 96)", style=solid]; -"525 add_6" -> "526 pad_2" [label="(1, 56, 56, 96)", style=solid]; -"526 pad_2" -> "527 slice_25" [label="(1, 56, 56, 96)", style=solid]; -"526 pad_2" -> "530 slice_28" [label="(1, 56, 56, 96)", style=solid]; -"526 pad_2" -> "533 slice_31" [label="(1, 56, 56, 96)", style=solid]; -"526 pad_2" -> "536 slice_34" [label="(1, 56, 56, 96)", style=solid]; -"527 slice_25" -> "528 slice_26" [label="(1, 28, 56, 96)", style=solid]; -"528 slice_26" -> "529 slice_27" [label="(1, 28, 28, 96)", style=solid]; -"529 slice_27" -> "539 cat" [label="(1, 28, 28, 96)", style=solid]; -"530 slice_28" -> "531 slice_29" [label="(1, 28, 56, 96)", style=solid]; -"531 slice_29" -> "532 slice_30" [label="(1, 28, 28, 96)", style=solid]; -"532 slice_30" -> "539 cat" [label="(1, 28, 28, 96)", style=solid]; -"533 slice_31" -> "534 slice_32" [label="(1, 28, 56, 96)", style=solid]; -"534 slice_32" -> "535 slice_33" [label="(1, 28, 28, 96)", style=solid]; -"535 slice_33" -> "539 cat" [label="(1, 28, 28, 96)", style=solid]; -"536 slice_34" -> "537 slice_35" [label="(1, 28, 56, 96)", style=solid]; 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-"548 layer_norm_5" -> "570 pad_3" [label="(1, 28, 28, 192)", style=solid]; -"548 layer_norm_5" -> "629 add_8" [label="(1, 28, 28, 192)", style=solid]; -"549 features_3_0_attn_relative_coords_table_0_0_nncf_smooth_quant_0" -> "554 linear_13" [label="(1, 15, 15, 2)", style=solid]; -"550 linear_13_scale_0" -> "553 dequantize_per_channel_default_14" [label="(512,)", style=solid]; -"551 linear_13_zero_point_0" -> "553 dequantize_per_channel_default_14" [label="(512,)", style=solid]; -"552 _frozen_param14" -> "553 dequantize_per_channel_default_14" [label="(512, 2)", style=solid]; -"553 dequantize_per_channel_default_14" -> "554 linear_13" [label="(512, 2)", style=solid]; -"554 linear_13" -> "555 relu__2" [label="(1, 15, 15, 512)", style=solid]; -"555 relu__2" -> "556 relu__2_0_0_nncf_smooth_quant_0" [label="(1, 15, 15, 512)", style=solid]; -"556 relu__2_0_0_nncf_smooth_quant_0" -> "561 linear_14" [label="(1, 15, 15, 512)", style=solid]; -"557 linear_14_scale_0" -> "560 dequantize_per_channel_default_15" [label="(6,)", style=solid]; 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-"571 view_13" -> "572 permute_11" [label="(1, 4, 8, 4, 8, 192)", style=solid]; -"572 permute_11" -> "573 reshape_9" [label="(1, 4, 4, 8, 8, 192)", style=solid]; -"573 reshape_9" -> "575 reshape_9_0_0_nncf_smooth_quant_0" [label="(16, 64, 192)", style=solid]; -"574 clone_2" -> "582 linear_15" [label="(576,)", style=solid]; -"575 reshape_9_0_0_nncf_smooth_quant_0" -> "576 quantize_per_tensor_default_14" [label="(16, 64, 192)", style=solid]; -"576 quantize_per_tensor_default_14" -> "577 dequantize_per_tensor_default_14" [label="(16, 64, 192)", style=solid]; -"577 dequantize_per_tensor_default_14" -> "582 linear_15" [label="(16, 64, 192)", style=solid]; -"578 linear_15_scale_0" -> "581 dequantize_per_channel_default_16" [label="(576,)", style=solid]; -"579 linear_15_zero_point_0" -> "581 dequantize_per_channel_default_16" [label="(576,)", style=solid]; -"580 _frozen_param16" -> "581 dequantize_per_channel_default_16" [label="(576, 192)", style=solid]; -"581 dequantize_per_channel_default_16" -> "582 linear_15" [label="(576, 192)", style=solid]; 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-"768 dropout_15" -> "769 layer_norm_9" [label="(1, 28, 28, 192)", style=solid]; -"769 layer_norm_9" -> "770 add_13" [label="(1, 28, 28, 192)", style=solid]; -"770 add_13" -> "771 pad_5" [label="(1, 28, 28, 192)", style=solid]; -"771 pad_5" -> "772 slice_65" [label="(1, 28, 28, 192)", style=solid]; -"771 pad_5" -> "775 slice_68" [label="(1, 28, 28, 192)", style=solid]; -"771 pad_5" -> "778 slice_71" [label="(1, 28, 28, 192)", style=solid]; -"771 pad_5" -> "781 slice_74" [label="(1, 28, 28, 192)", style=solid]; -"772 slice_65" -> "773 slice_66" [label="(1, 14, 28, 192)", style=solid]; -"773 slice_66" -> "774 slice_67" [label="(1, 14, 14, 192)", style=solid]; -"774 slice_67" -> "784 cat_1" [label="(1, 14, 14, 192)", style=solid]; -"775 slice_68" -> "776 slice_69" [label="(1, 14, 28, 192)", style=solid]; -"776 slice_69" -> "777 slice_70" [label="(1, 14, 14, 192)", style=solid]; -"777 slice_70" -> "784 cat_1" [label="(1, 14, 14, 192)", style=solid]; -"778 slice_71" -> "779 slice_72" [label="(1, 14, 28, 192)", style=solid]; -"779 slice_72" -> "780 slice_73" [label="(1, 14, 14, 192)", style=solid]; -"780 slice_73" -> "784 cat_1" [label="(1, 14, 14, 192)", style=solid]; -"781 slice_74" -> "782 slice_75" [label="(1, 14, 28, 192)", style=solid]; -"782 slice_75" -> "783 slice_76" [label="(1, 14, 14, 192)", style=solid]; -"783 slice_76" -> "784 cat_1" [label="(1, 14, 14, 192)", style=solid]; -"784 cat_1" -> "785 cat_1_0_0_nncf_smooth_quant_0" [label="(1, 14, 14, 768)", style=solid]; -"785 cat_1_0_0_nncf_smooth_quant_0" -> "786 quantize_per_tensor_default_26" [label="(1, 14, 14, 768)", style=solid]; -"786 quantize_per_tensor_default_26" -> "787 dequantize_per_tensor_default_26" [label="(1, 14, 14, 768)", style=solid]; -"787 dequantize_per_tensor_default_26" -> "792 linear_25" [label="(1, 14, 14, 768)", style=solid]; -"788 linear_25_scale_0" -> "791 dequantize_per_channel_default_26" [label="(384,)", style=solid]; -"789 linear_25_zero_point_0" -> "791 dequantize_per_channel_default_26" [label="(384,)", style=solid]; -"790 _frozen_param26" -> "791 dequantize_per_channel_default_26" [label="(384, 768)", style=solid]; -"791 dequantize_per_channel_default_26" -> "792 linear_25" [label="(384, 768)", style=solid]; -"792 linear_25" -> "793 layer_norm_10" [label="(1, 14, 14, 384)", style=solid]; -"793 layer_norm_10" -> "815 pad_6" [label="(1, 14, 14, 384)", style=solid]; -"793 layer_norm_10" -> "874 add_15" [label="(1, 14, 14, 384)", style=solid]; -"794 features_5_0_attn_relative_coords_table_0_0_nncf_smooth_quant_0" -> "799 linear_26" [label="(1, 15, 15, 2)", style=solid]; -"795 linear_26_scale_0" -> "798 dequantize_per_channel_default_27" [label="(512,)", style=solid]; -"796 linear_26_zero_point_0" -> "798 dequantize_per_channel_default_27" [label="(512,)", style=solid]; -"797 _frozen_param27" -> "798 dequantize_per_channel_default_27" [label="(512, 2)", style=solid]; -"798 dequantize_per_channel_default_27" -> "799 linear_26" [label="(512, 2)", style=solid]; -"799 linear_26" -> "800 relu__4" [label="(1, 15, 15, 512)", style=solid]; -"800 relu__4" -> "801 relu__4_0_0_nncf_smooth_quant_0" [label="(1, 15, 15, 512)", style=solid]; -"801 relu__4_0_0_nncf_smooth_quant_0" -> "806 linear_27" [label="(1, 15, 15, 512)", style=solid]; -"802 linear_27_scale_0" -> "805 dequantize_per_channel_default_28" [label="(12,)", style=solid]; -"803 linear_27_zero_point_0" -> "805 dequantize_per_channel_default_28" [label="(12,)", style=solid]; -"804 _frozen_param28" -> "805 dequantize_per_channel_default_28" [label="(12, 512)", style=solid]; -"805 dequantize_per_channel_default_28" -> "806 linear_27" [label="(12, 512)", style=solid]; -"806 linear_27" -> "807 view_22" [label="(1, 15, 15, 12)", style=solid]; -"807 view_22" -> "808 index_4" [label="(225, 12)", style=solid]; -"808 index_4" -> "809 view_23" [label="(4096, 12)", style=solid]; -"809 view_23" -> "810 permute_19" [label="(64, 64, 12)", style=solid]; -"810 permute_19" -> "811 contiguous_6" [label="(12, 64, 64)", style=solid]; -"811 contiguous_6" -> "812 unsqueeze_12" [label="(12, 64, 64)", style=solid]; 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-"824 linear_28_zero_point_0" -> "826 dequantize_per_channel_default_29" [label="(1152,)", style=solid]; -"825 _frozen_param29" -> "826 dequantize_per_channel_default_29" [label="(1152, 384)", style=solid]; -"826 dequantize_per_channel_default_29" -> "827 linear_28" [label="(1152, 384)", style=solid]; -"827 linear_28" -> "828 reshape_19" [label="(4, 64, 1152)", style=solid]; -"828 reshape_19" -> "829 permute_21" [label="(4, 64, 3, 12, 32)", style=solid]; -"829 permute_21" -> "830 select_12" [label="(3, 4, 12, 64, 32)", style=solid]; -"829 permute_21" -> "831 select_13" [label="(3, 4, 12, 64, 32)", style=solid]; -"829 permute_21" -> "832 select_14" [label="(3, 4, 12, 64, 32)", style=solid]; -"830 select_12" -> "833 linalg_vector_norm_8" [label="(4, 12, 64, 32)", style=solid]; -"830 select_12" -> "835 expand_as_8" [label="(4, 12, 64, 32)", style=solid]; -"830 select_12" -> "836 div_8" [label="(4, 12, 64, 32)", style=solid]; -"831 select_13" -> "839 linalg_vector_norm_9" [label="(4, 12, 64, 32)", style=solid]; 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-"1853 view_74" -> "1856 add_46" [label="(1, 4, 12, 64, 64)", style=solid]; -"1854 unsqueeze_40" -> "1855 unsqueeze_41" [label="(4, 1, 64, 64)", style=solid]; -"1855 unsqueeze_41" -> "1856 add_46" [label="(1, 4, 1, 64, 64)", style=solid]; -"1856 add_46" -> "1857 view_75" [label="(1, 4, 12, 64, 64)", style=solid]; -"1857 view_75" -> "1858 softmax_13" [label="(4, 12, 64, 64)", style=solid]; -"1858 softmax_13" -> "1859 dropout_52" [label="(4, 12, 64, 64)", style=solid]; -"1859 dropout_52" -> "1860 matmul_27" [label="(4, 12, 64, 64)", style=solid]; -"1860 matmul_27" -> "1861 transpose_27" [label="(4, 12, 64, 32)", style=solid]; -"1861 transpose_27" -> "1862 reshape_61" [label="(4, 64, 12, 32)", style=solid]; -"1862 reshape_61" -> "1863 reshape_61_0_0_nncf_smooth_quant_0" [label="(4, 64, 384)", style=solid]; -"1863 reshape_61_0_0_nncf_smooth_quant_0" -> "1864 quantize_per_tensor_default_84" [label="(4, 64, 384)", style=solid]; -"1864 quantize_per_tensor_default_84" -> "1865 dequantize_per_tensor_default_84" [label="(4, 64, 384)", style=solid]; -"1865 dequantize_per_tensor_default_84" -> "1870 linear_83" [label="(4, 64, 384)", style=solid]; -"1866 linear_83_scale_0" -> "1869 dequantize_per_channel_default_84" [label="(384,)", style=solid]; -"1867 linear_83_zero_point_0" -> "1869 dequantize_per_channel_default_84" [label="(384,)", style=solid]; -"1868 _frozen_param84" -> "1869 dequantize_per_channel_default_84" [label="(384, 384)", style=solid]; -"1869 dequantize_per_channel_default_84" -> "1870 linear_83" [label="(384, 384)", style=solid]; -"1870 linear_83" -> "1871 dropout_53" [label="(4, 64, 384)", style=solid]; -"1871 dropout_53" -> "1872 view_76" [label="(4, 64, 384)", style=solid]; -"1872 view_76" -> "1873 permute_63" [label="(1, 2, 2, 8, 8, 384)", style=solid]; -"1873 permute_63" -> "1874 reshape_62" [label="(1, 2, 8, 2, 8, 384)", style=solid]; -"1874 reshape_62" -> "1875 roll_13" [label="(1, 16, 16, 384)", style=solid]; -"1875 roll_13" -> "1876 slice_213" [label="(1, 16, 16, 384)", style=solid]; -"1876 slice_213" -> "1877 slice_214" [label="(1, 16, 16, 384)", style=solid]; -"1877 slice_214" -> "1878 slice_215" [label="(1, 14, 16, 384)", style=solid]; -"1878 slice_215" -> "1879 slice_216" [label="(1, 14, 14, 384)", style=solid]; -"1879 slice_216" -> "1880 contiguous_25" [label="(1, 14, 14, 384)", style=solid]; -"1880 contiguous_25" -> "1881 layer_norm_29" [label="(1, 14, 14, 384)", style=solid]; -"1881 layer_norm_29" -> "1882 add_47" [label="(1, 14, 14, 384)", style=solid]; -"1882 add_47" -> "1883 add_47_0_0_nncf_smooth_quant_0" [label="(1, 14, 14, 384)", style=solid]; -"1882 add_47" -> "1903 add_48" [label="(1, 14, 14, 384)", style=solid]; -"1883 add_47_0_0_nncf_smooth_quant_0" -> "1884 quantize_per_tensor_default_85" [label="(1, 14, 14, 384)", style=solid]; -"1884 quantize_per_tensor_default_85" -> "1885 dequantize_per_tensor_default_85" [label="(1, 14, 14, 384)", style=solid]; -"1885 dequantize_per_tensor_default_85" -> "1890 linear_84" [label="(1, 14, 14, 384)", style=solid]; -"1886 linear_84_scale_0" -> "1889 dequantize_per_channel_default_85" [label="(1536,)", style=solid]; -"1887 linear_84_zero_point_0" -> "1889 dequantize_per_channel_default_85" [label="(1536,)", style=solid]; -"1888 _frozen_param85" -> "1889 dequantize_per_channel_default_85" [label="(1536, 384)", style=solid]; -"1889 dequantize_per_channel_default_85" -> "1890 linear_84" [label="(1536, 384)", style=solid]; -"1890 linear_84" -> "1891 gelu_13" [label="(1, 14, 14, 1536)", style=solid]; -"1891 gelu_13" -> "1892 dropout_54" [label="(1, 14, 14, 1536)", style=solid]; -"1892 dropout_54" -> "1893 dropout_54_0_0_nncf_smooth_quant_0" [label="(1, 14, 14, 1536)", style=solid]; -"1893 dropout_54_0_0_nncf_smooth_quant_0" -> "1894 quantize_per_tensor_default_86" [label="(1, 14, 14, 1536)", style=solid]; -"1894 quantize_per_tensor_default_86" -> "1895 dequantize_per_tensor_default_86" [label="(1, 14, 14, 1536)", style=solid]; -"1895 dequantize_per_tensor_default_86" -> "1900 linear_85" [label="(1, 14, 14, 1536)", style=solid]; -"1896 linear_85_scale_0" -> "1899 dequantize_per_channel_default_86" [label="(384,)", style=solid]; -"1897 linear_85_zero_point_0" -> "1899 dequantize_per_channel_default_86" [label="(384,)", style=solid]; -"1898 _frozen_param86" -> "1899 dequantize_per_channel_default_86" [label="(384, 1536)", style=solid]; -"1899 dequantize_per_channel_default_86" -> "1900 linear_85" [label="(384, 1536)", style=solid]; -"1900 linear_85" -> "1901 dropout_55" [label="(1, 14, 14, 384)", style=solid]; -"1901 dropout_55" -> "1902 layer_norm_30" [label="(1, 14, 14, 384)", style=solid]; -"1902 layer_norm_30" -> "1903 add_48" [label="(1, 14, 14, 384)", style=solid]; -"1903 add_48" -> "1925 pad_16" [label="(1, 14, 14, 384)", style=solid]; -"1903 add_48" -> "1984 add_50" [label="(1, 14, 14, 384)", style=solid]; -"1904 features_5_10_attn_relative_coords_table_0_0_nncf_smooth_quant_0" -> "1909 linear_86" [label="(1, 15, 15, 2)", style=solid]; -"1905 linear_86_scale_0" -> "1908 dequantize_per_channel_default_87" [label="(512,)", style=solid]; -"1906 linear_86_zero_point_0" -> "1908 dequantize_per_channel_default_87" [label="(512,)", style=solid]; -"1907 _frozen_param87" -> "1908 dequantize_per_channel_default_87" [label="(512, 2)", style=solid]; -"1908 dequantize_per_channel_default_87" -> "1909 linear_86" [label="(512, 2)", style=solid]; -"1909 linear_86" -> "1910 relu__14" [label="(1, 15, 15, 512)", style=solid]; -"1910 relu__14" -> "1911 relu__14_0_0_nncf_smooth_quant_0" [label="(1, 15, 15, 512)", style=solid]; -"1911 relu__14_0_0_nncf_smooth_quant_0" -> "1916 linear_87" [label="(1, 15, 15, 512)", style=solid]; -"1912 linear_87_scale_0" -> "1915 dequantize_per_channel_default_88" [label="(12,)", style=solid]; -"1913 linear_87_zero_point_0" -> "1915 dequantize_per_channel_default_88" [label="(12,)", style=solid]; -"1914 _frozen_param88" -> "1915 dequantize_per_channel_default_88" [label="(12, 512)", style=solid]; -"1915 dequantize_per_channel_default_88" -> "1916 linear_87" [label="(12, 512)", style=solid]; -"1916 linear_87" -> "1917 view_77" [label="(1, 15, 15, 12)", style=solid]; -"1917 view_77" -> "1918 index_14" [label="(225, 12)", style=solid]; -"1918 index_14" -> "1919 view_78" [label="(4096, 12)", style=solid]; -"1919 view_78" -> "1920 permute_64" [label="(64, 64, 12)", style=solid]; -"1920 permute_64" -> "1921 contiguous_26" [label="(12, 64, 64)", style=solid]; -"1921 contiguous_26" -> "1922 unsqueeze_42" [label="(12, 64, 64)", style=solid]; -"1922 unsqueeze_42" -> "1923 sigmoid_14" [label="(1, 12, 64, 64)", style=solid]; -"1923 sigmoid_14" -> "1924 mul_28" [label="(1, 12, 64, 64)", style=solid]; -"1924 mul_28" -> "1960 add_49" [label="(1, 12, 64, 64)", style=solid]; -"1925 pad_16" -> "1926 view_79" [label="(1, 16, 16, 384)", style=solid]; -"1926 view_79" -> "1927 permute_65" [label="(1, 2, 8, 2, 8, 384)", style=solid]; -"1927 permute_65" -> "1928 reshape_63" [label="(1, 2, 2, 8, 8, 384)", style=solid]; -"1928 reshape_63" -> "1930 reshape_63_0_0_nncf_smooth_quant_0" [label="(4, 64, 384)", style=solid]; -"1929 clone_14" -> "1937 linear_88" [label="(1152,)", style=solid]; -"1930 reshape_63_0_0_nncf_smooth_quant_0" -> "1931 quantize_per_tensor_default_87" [label="(4, 64, 384)", style=solid]; -"1931 quantize_per_tensor_default_87" -> "1932 dequantize_per_tensor_default_87" [label="(4, 64, 384)", style=solid]; -"1932 dequantize_per_tensor_default_87" -> "1937 linear_88" [label="(4, 64, 384)", style=solid]; -"1933 linear_88_scale_0" -> "1936 dequantize_per_channel_default_89" [label="(1152,)", style=solid]; -"1934 linear_88_zero_point_0" -> "1936 dequantize_per_channel_default_89" [label="(1152,)", style=solid]; -"1935 _frozen_param89" -> "1936 dequantize_per_channel_default_89" [label="(1152, 384)", style=solid]; -"1936 dequantize_per_channel_default_89" -> "1937 linear_88" [label="(1152, 384)", style=solid]; -"1937 linear_88" -> "1938 reshape_64" [label="(4, 64, 1152)", style=solid]; -"1938 reshape_64" -> "1939 permute_66" [label="(4, 64, 3, 12, 32)", style=solid]; -"1939 permute_66" -> "1940 select_42" [label="(3, 4, 12, 64, 32)", style=solid]; -"1939 permute_66" -> "1941 select_43" [label="(3, 4, 12, 64, 32)", style=solid]; -"1939 permute_66" -> "1942 select_44" [label="(3, 4, 12, 64, 32)", style=solid]; -"1940 select_42" -> "1943 linalg_vector_norm_28" [label="(4, 12, 64, 32)", style=solid]; -"1940 select_42" -> "1945 expand_as_28" [label="(4, 12, 64, 32)", style=solid]; -"1940 select_42" -> "1946 div_28" [label="(4, 12, 64, 32)", style=solid]; -"1941 select_43" -> "1949 linalg_vector_norm_29" [label="(4, 12, 64, 32)", style=solid]; -"1941 select_43" -> "1951 expand_as_29" [label="(4, 12, 64, 32)", style=solid]; -"1941 select_43" -> "1952 div_29" [label="(4, 12, 64, 32)", style=solid]; -"1942 select_44" -> "1963 matmul_29" [label="(4, 12, 64, 32)", style=solid]; -"1943 linalg_vector_norm_28" -> "1944 clamp_min_28" [label="(4, 12, 64, 1)", style=solid]; -"1944 clamp_min_28" -> "1945 expand_as_28" [label="(4, 12, 64, 1)", style=solid]; -"1945 expand_as_28" -> "1946 div_28" [label="(4, 12, 64, 32)", style=solid]; -"1946 div_28" -> "1947 quantize_per_tensor_default_88" [label="(4, 12, 64, 32)", style=solid]; -"1947 quantize_per_tensor_default_88" -> "1948 dequantize_per_tensor_default_88" [label="(4, 12, 64, 32)", style=solid]; -"1948 dequantize_per_tensor_default_88" -> "1956 matmul_28" [label="(4, 12, 64, 32)", style=solid]; -"1949 linalg_vector_norm_29" -> "1950 clamp_min_29" [label="(4, 12, 64, 1)", style=solid]; -"1950 clamp_min_29" -> "1951 expand_as_29" [label="(4, 12, 64, 1)", style=solid]; -"1951 expand_as_29" -> "1952 div_29" [label="(4, 12, 64, 32)", style=solid]; -"1952 div_29" -> "1953 quantize_per_tensor_default_89" [label="(4, 12, 64, 32)", style=solid]; -"1953 quantize_per_tensor_default_89" -> "1954 dequantize_per_tensor_default_89" [label="(4, 12, 64, 32)", style=solid]; -"1954 dequantize_per_tensor_default_89" -> "1955 transpose_28" [label="(4, 12, 64, 32)", style=solid]; -"1955 transpose_28" -> "1956 matmul_28" [label="(4, 12, 32, 64)", style=solid]; -"1956 matmul_28" -> "1959 mul_29" [label="(4, 12, 64, 64)", style=solid]; -"1957 clamp_14" -> "1958 exp_14" [label="(12, 1, 1)", style=solid]; -"1958 exp_14" -> "1959 mul_29" [label="(12, 1, 1)", style=solid]; -"1959 mul_29" -> "1960 add_49" [label="(4, 12, 64, 64)", style=solid]; -"1960 add_49" -> "1961 softmax_14" [label="(4, 12, 64, 64)", style=solid]; -"1961 softmax_14" -> "1962 dropout_56" [label="(4, 12, 64, 64)", style=solid]; -"1962 dropout_56" -> "1963 matmul_29" [label="(4, 12, 64, 64)", style=solid]; -"1963 matmul_29" -> "1964 transpose_29" [label="(4, 12, 64, 32)", style=solid]; -"1964 transpose_29" -> "1965 reshape_65" [label="(4, 64, 12, 32)", style=solid]; -"1965 reshape_65" -> "1966 reshape_65_0_0_nncf_smooth_quant_0" [label="(4, 64, 384)", style=solid]; -"1966 reshape_65_0_0_nncf_smooth_quant_0" -> "1967 quantize_per_tensor_default_90" [label="(4, 64, 384)", style=solid]; -"1967 quantize_per_tensor_default_90" -> "1968 dequantize_per_tensor_default_90" [label="(4, 64, 384)", style=solid]; -"1968 dequantize_per_tensor_default_90" -> "1973 linear_89" [label="(4, 64, 384)", style=solid]; -"1969 linear_89_scale_0" -> "1972 dequantize_per_channel_default_90" [label="(384,)", style=solid]; -"1970 linear_89_zero_point_0" -> "1972 dequantize_per_channel_default_90" [label="(384,)", style=solid]; -"1971 _frozen_param90" -> "1972 dequantize_per_channel_default_90" [label="(384, 384)", style=solid]; -"1972 dequantize_per_channel_default_90" -> "1973 linear_89" [label="(384, 384)", style=solid]; -"1973 linear_89" -> "1974 dropout_57" [label="(4, 64, 384)", style=solid]; -"1974 dropout_57" -> "1975 view_80" [label="(4, 64, 384)", style=solid]; -"1975 view_80" -> "1976 permute_67" [label="(1, 2, 2, 8, 8, 384)", style=solid]; -"1976 permute_67" -> "1977 reshape_66" [label="(1, 2, 8, 2, 8, 384)", style=solid]; -"1977 reshape_66" -> "1978 slice_218" [label="(1, 16, 16, 384)", style=solid]; -"1978 slice_218" -> "1979 slice_219" [label="(1, 16, 16, 384)", style=solid]; -"1979 slice_219" -> "1980 slice_220" [label="(1, 14, 16, 384)", style=solid]; -"1980 slice_220" -> "1981 slice_221" [label="(1, 14, 14, 384)", style=solid]; -"1981 slice_221" -> "1982 contiguous_27" [label="(1, 14, 14, 384)", style=solid]; -"1982 contiguous_27" -> "1983 layer_norm_31" [label="(1, 14, 14, 384)", style=solid]; -"1983 layer_norm_31" -> "1984 add_50" [label="(1, 14, 14, 384)", style=solid]; -"1984 add_50" -> "1985 add_50_0_0_nncf_smooth_quant_0" [label="(1, 14, 14, 384)", style=solid]; -"1984 add_50" -> "2005 add_51" [label="(1, 14, 14, 384)", style=solid]; -"1985 add_50_0_0_nncf_smooth_quant_0" -> "1986 quantize_per_tensor_default_91" [label="(1, 14, 14, 384)", style=solid]; -"1986 quantize_per_tensor_default_91" -> "1987 dequantize_per_tensor_default_91" [label="(1, 14, 14, 384)", style=solid]; -"1987 dequantize_per_tensor_default_91" -> "1992 linear_90" [label="(1, 14, 14, 384)", style=solid]; -"1988 linear_90_scale_0" -> "1991 dequantize_per_channel_default_91" [label="(1536,)", style=solid]; -"1989 linear_90_zero_point_0" -> "1991 dequantize_per_channel_default_91" [label="(1536,)", style=solid]; -"1990 _frozen_param91" -> "1991 dequantize_per_channel_default_91" [label="(1536, 384)", style=solid]; -"1991 dequantize_per_channel_default_91" -> "1992 linear_90" [label="(1536, 384)", style=solid]; -"1992 linear_90" -> "1993 gelu_14" [label="(1, 14, 14, 1536)", style=solid]; -"1993 gelu_14" -> "1994 dropout_58" [label="(1, 14, 14, 1536)", style=solid]; -"1994 dropout_58" -> "1995 dropout_58_0_0_nncf_smooth_quant_0" [label="(1, 14, 14, 1536)", style=solid]; -"1995 dropout_58_0_0_nncf_smooth_quant_0" -> "1996 quantize_per_tensor_default_92" [label="(1, 14, 14, 1536)", style=solid]; -"1996 quantize_per_tensor_default_92" -> "1997 dequantize_per_tensor_default_92" [label="(1, 14, 14, 1536)", style=solid]; -"1997 dequantize_per_tensor_default_92" -> "2002 linear_91" [label="(1, 14, 14, 1536)", style=solid]; -"1998 linear_91_scale_0" -> "2001 dequantize_per_channel_default_92" [label="(384,)", style=solid]; -"1999 linear_91_zero_point_0" -> "2001 dequantize_per_channel_default_92" [label="(384,)", style=solid]; -"2000 _frozen_param92" -> "2001 dequantize_per_channel_default_92" [label="(384, 1536)", style=solid]; -"2001 dequantize_per_channel_default_92" -> "2002 linear_91" [label="(384, 1536)", style=solid]; -"2002 linear_91" -> "2003 dropout_59" [label="(1, 14, 14, 384)", style=solid]; -"2003 dropout_59" -> "2004 layer_norm_32" [label="(1, 14, 14, 384)", style=solid]; -"2004 layer_norm_32" -> "2005 add_51" [label="(1, 14, 14, 384)", style=solid]; -"2005 add_51" -> "2027 pad_17" [label="(1, 14, 14, 384)", style=solid]; -"2005 add_51" -> "2104 add_54" [label="(1, 14, 14, 384)", style=solid]; -"2006 features_5_11_attn_relative_coords_table_0_0_nncf_smooth_quant_0" -> "2011 linear_92" [label="(1, 15, 15, 2)", style=solid]; -"2007 linear_92_scale_0" -> "2010 dequantize_per_channel_default_93" [label="(512,)", style=solid]; -"2008 linear_92_zero_point_0" -> "2010 dequantize_per_channel_default_93" [label="(512,)", style=solid]; -"2009 _frozen_param93" -> "2010 dequantize_per_channel_default_93" [label="(512, 2)", style=solid]; -"2010 dequantize_per_channel_default_93" -> "2011 linear_92" [label="(512, 2)", style=solid]; -"2011 linear_92" -> "2012 relu__15" [label="(1, 15, 15, 512)", style=solid]; -"2012 relu__15" -> "2013 relu__15_0_0_nncf_smooth_quant_0" [label="(1, 15, 15, 512)", style=solid]; -"2013 relu__15_0_0_nncf_smooth_quant_0" -> "2018 linear_93" [label="(1, 15, 15, 512)", style=solid]; -"2014 linear_93_scale_0" -> "2017 dequantize_per_channel_default_94" [label="(12,)", style=solid]; -"2015 linear_93_zero_point_0" -> "2017 dequantize_per_channel_default_94" [label="(12,)", style=solid]; -"2016 _frozen_param94" -> "2017 dequantize_per_channel_default_94" [label="(12, 512)", style=solid]; -"2017 dequantize_per_channel_default_94" -> "2018 linear_93" [label="(12, 512)", style=solid]; -"2018 linear_93" -> "2019 view_81" [label="(1, 15, 15, 12)", style=solid]; -"2019 view_81" -> "2020 index_15" [label="(225, 12)", style=solid]; -"2020 index_15" -> "2021 view_82" [label="(4096, 12)", style=solid]; -"2021 view_82" -> "2022 permute_68" [label="(64, 64, 12)", style=solid]; -"2022 permute_68" -> "2023 contiguous_28" [label="(12, 64, 64)", style=solid]; -"2023 contiguous_28" -> "2024 unsqueeze_43" [label="(12, 64, 64)", style=solid]; -"2024 unsqueeze_43" -> "2025 sigmoid_15" [label="(1, 12, 64, 64)", style=solid]; -"2025 sigmoid_15" -> "2026 mul_30" [label="(1, 12, 64, 64)", style=solid]; -"2026 mul_30" -> "2063 add_52" [label="(1, 12, 64, 64)", style=solid]; -"2027 pad_17" -> "2028 roll_14" [label="(1, 16, 16, 384)", style=solid]; -"2028 roll_14" -> "2029 view_83" [label="(1, 16, 16, 384)", style=solid]; -"2029 view_83" -> "2030 permute_69" [label="(1, 2, 8, 2, 8, 384)", style=solid]; -"2030 permute_69" -> "2031 reshape_67" [label="(1, 2, 2, 8, 8, 384)", style=solid]; -"2031 reshape_67" -> "2033 reshape_67_0_0_nncf_smooth_quant_0" [label="(4, 64, 384)", style=solid]; -"2031 reshape_67" -> "2064 new_zeros_7" [label="(4, 64, 384)", style=solid]; -"2032 clone_15" -> "2040 linear_94" [label="(1152,)", style=solid]; -"2033 reshape_67_0_0_nncf_smooth_quant_0" -> "2034 quantize_per_tensor_default_93" [label="(4, 64, 384)", style=solid]; -"2034 quantize_per_tensor_default_93" -> "2035 dequantize_per_tensor_default_93" [label="(4, 64, 384)", style=solid]; -"2035 dequantize_per_tensor_default_93" -> "2040 linear_94" [label="(4, 64, 384)", style=solid]; -"2036 linear_94_scale_0" -> "2039 dequantize_per_channel_default_95" [label="(1152,)", style=solid]; -"2037 linear_94_zero_point_0" -> "2039 dequantize_per_channel_default_95" [label="(1152,)", style=solid]; -"2038 _frozen_param95" -> "2039 dequantize_per_channel_default_95" [label="(1152, 384)", style=solid]; -"2039 dequantize_per_channel_default_95" -> "2040 linear_94" [label="(1152, 384)", style=solid]; -"2040 linear_94" -> "2041 reshape_68" [label="(4, 64, 1152)", style=solid]; -"2041 reshape_68" -> "2042 permute_70" [label="(4, 64, 3, 12, 32)", style=solid]; -"2042 permute_70" -> "2043 select_45" [label="(3, 4, 12, 64, 32)", style=solid]; -"2042 permute_70" -> "2044 select_46" [label="(3, 4, 12, 64, 32)", style=solid]; -"2042 permute_70" -> "2045 select_47" [label="(3, 4, 12, 64, 32)", style=solid]; -"2043 select_45" -> "2046 linalg_vector_norm_30" [label="(4, 12, 64, 32)", style=solid]; -"2043 select_45" -> "2048 expand_as_30" [label="(4, 12, 64, 32)", style=solid]; -"2043 select_45" -> "2049 div_30" [label="(4, 12, 64, 32)", style=solid]; -"2044 select_46" -> "2052 linalg_vector_norm_31" [label="(4, 12, 64, 32)", style=solid]; -"2044 select_46" -> "2054 expand_as_31" [label="(4, 12, 64, 32)", style=solid]; -"2044 select_46" -> "2055 div_31" [label="(4, 12, 64, 32)", style=solid]; -"2045 select_47" -> "2082 matmul_31" [label="(4, 12, 64, 32)", style=solid]; -"2046 linalg_vector_norm_30" -> "2047 clamp_min_30" [label="(4, 12, 64, 1)", style=solid]; -"2047 clamp_min_30" -> "2048 expand_as_30" [label="(4, 12, 64, 1)", style=solid]; -"2048 expand_as_30" -> "2049 div_30" [label="(4, 12, 64, 32)", style=solid]; -"2049 div_30" -> "2050 quantize_per_tensor_default_94" [label="(4, 12, 64, 32)", style=solid]; -"2050 quantize_per_tensor_default_94" -> "2051 dequantize_per_tensor_default_94" [label="(4, 12, 64, 32)", style=solid]; -"2051 dequantize_per_tensor_default_94" -> "2059 matmul_30" [label="(4, 12, 64, 32)", style=solid]; -"2052 linalg_vector_norm_31" -> "2053 clamp_min_31" [label="(4, 12, 64, 1)", style=solid]; -"2053 clamp_min_31" -> "2054 expand_as_31" [label="(4, 12, 64, 1)", style=solid]; -"2054 expand_as_31" -> "2055 div_31" [label="(4, 12, 64, 32)", style=solid]; -"2055 div_31" -> "2056 quantize_per_tensor_default_95" [label="(4, 12, 64, 32)", style=solid]; -"2056 quantize_per_tensor_default_95" -> "2057 dequantize_per_tensor_default_95" [label="(4, 12, 64, 32)", style=solid]; -"2057 dequantize_per_tensor_default_95" -> "2058 transpose_30" [label="(4, 12, 64, 32)", style=solid]; -"2058 transpose_30" -> "2059 matmul_30" [label="(4, 12, 32, 64)", style=solid]; -"2059 matmul_30" -> "2062 mul_31" [label="(4, 12, 64, 64)", style=solid]; -"2060 clamp_15" -> "2061 exp_15" [label="(12, 1, 1)", style=solid]; -"2061 exp_15" -> "2062 mul_31" [label="(12, 1, 1)", style=solid]; -"2062 mul_31" -> "2063 add_52" [label="(4, 12, 64, 64)", style=solid]; -"2063 add_52" -> "2075 view_85" [label="(4, 12, 64, 64)", style=solid]; -"2064 new_zeros_7" -> "2065 view_84" [label="(16, 16)", style=solid]; -"2065 view_84" -> "2066 permute_71" [label="(2, 8, 2, 8)", style=solid]; -"2066 permute_71" -> "2067 reshape_69" [label="(2, 2, 8, 8)", style=solid]; -"2067 reshape_69" -> "2068 unsqueeze_44" [label="(4, 64)", style=solid]; -"2067 reshape_69" -> "2069 unsqueeze_45" [label="(4, 64)", style=solid]; -"2068 unsqueeze_44" -> "2070 sub_7" [label="(4, 1, 64)", style=solid]; -"2069 unsqueeze_45" -> "2070 sub_7" [label="(4, 64, 1)", style=solid]; -"2070 sub_7" -> "2071 ne_7" [label="(4, 64, 64)", style=solid]; -"2070 sub_7" -> "2072 masked_fill_14" [label="(4, 64, 64)", style=solid]; -"2070 sub_7" -> "2073 eq_7" [label="(4, 64, 64)", style=solid]; -"2071 ne_7" -> "2072 masked_fill_14" [label="(4, 64, 64)", style=solid]; -"2072 masked_fill_14" -> "2074 masked_fill_15" [label="(4, 64, 64)", style=solid]; -"2073 eq_7" -> "2074 masked_fill_15" [label="(4, 64, 64)", style=solid]; -"2074 masked_fill_15" -> "2076 unsqueeze_46" [label="(4, 64, 64)", style=solid]; -"2075 view_85" -> "2078 add_53" [label="(1, 4, 12, 64, 64)", style=solid]; -"2076 unsqueeze_46" -> "2077 unsqueeze_47" [label="(4, 1, 64, 64)", style=solid]; -"2077 unsqueeze_47" -> "2078 add_53" [label="(1, 4, 1, 64, 64)", style=solid]; -"2078 add_53" -> "2079 view_86" [label="(1, 4, 12, 64, 64)", style=solid]; -"2079 view_86" -> "2080 softmax_15" [label="(4, 12, 64, 64)", style=solid]; -"2080 softmax_15" -> "2081 dropout_60" [label="(4, 12, 64, 64)", style=solid]; -"2081 dropout_60" -> "2082 matmul_31" [label="(4, 12, 64, 64)", style=solid]; -"2082 matmul_31" -> "2083 transpose_31" [label="(4, 12, 64, 32)", style=solid]; -"2083 transpose_31" -> "2084 reshape_70" [label="(4, 64, 12, 32)", style=solid]; -"2084 reshape_70" -> "2085 reshape_70_0_0_nncf_smooth_quant_0" [label="(4, 64, 384)", style=solid]; -"2085 reshape_70_0_0_nncf_smooth_quant_0" -> "2086 quantize_per_tensor_default_96" [label="(4, 64, 384)", style=solid]; -"2086 quantize_per_tensor_default_96" -> "2087 dequantize_per_tensor_default_96" [label="(4, 64, 384)", style=solid]; -"2087 dequantize_per_tensor_default_96" -> "2092 linear_95" [label="(4, 64, 384)", style=solid]; -"2088 linear_95_scale_0" -> "2091 dequantize_per_channel_default_96" [label="(384,)", style=solid]; -"2089 linear_95_zero_point_0" -> "2091 dequantize_per_channel_default_96" [label="(384,)", style=solid]; -"2090 _frozen_param96" -> "2091 dequantize_per_channel_default_96" [label="(384, 384)", style=solid]; -"2091 dequantize_per_channel_default_96" -> "2092 linear_95" [label="(384, 384)", style=solid]; -"2092 linear_95" -> "2093 dropout_61" [label="(4, 64, 384)", style=solid]; -"2093 dropout_61" -> "2094 view_87" [label="(4, 64, 384)", style=solid]; -"2094 view_87" -> "2095 permute_72" [label="(1, 2, 2, 8, 8, 384)", style=solid]; -"2095 permute_72" -> "2096 reshape_71" [label="(1, 2, 8, 2, 8, 384)", style=solid]; -"2096 reshape_71" -> "2097 roll_15" [label="(1, 16, 16, 384)", style=solid]; -"2097 roll_15" -> "2098 slice_241" [label="(1, 16, 16, 384)", style=solid]; -"2098 slice_241" -> "2099 slice_242" [label="(1, 16, 16, 384)", style=solid]; 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-"2153 quantize_per_tensor_default_99" -> "2154 dequantize_per_tensor_default_99" [label="(4, 64, 384)", style=solid]; -"2154 dequantize_per_tensor_default_99" -> "2159 linear_100" [label="(4, 64, 384)", style=solid]; -"2155 linear_100_scale_0" -> "2158 dequantize_per_channel_default_101" [label="(1152,)", style=solid]; -"2156 linear_100_zero_point_0" -> "2158 dequantize_per_channel_default_101" [label="(1152,)", style=solid]; -"2157 _frozen_param101" -> "2158 dequantize_per_channel_default_101" [label="(1152, 384)", style=solid]; -"2158 dequantize_per_channel_default_101" -> "2159 linear_100" [label="(1152, 384)", style=solid]; -"2159 linear_100" -> "2160 reshape_73" [label="(4, 64, 1152)", style=solid]; -"2160 reshape_73" -> "2161 permute_75" [label="(4, 64, 3, 12, 32)", style=solid]; -"2161 permute_75" -> "2162 select_48" [label="(3, 4, 12, 64, 32)", style=solid]; -"2161 permute_75" -> "2163 select_49" [label="(3, 4, 12, 64, 32)", style=solid]; -"2161 permute_75" -> "2164 select_50" [label="(3, 4, 12, 64, 32)", style=solid]; 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+"2401 dequantize_per_tensor_default_148" -> "2406 linear_147" [label="(1, 768)", style=solid]; +"2402 linear_147_scale_0" -> "2405 dequantize_per_channel_default_100" [label="(1000,)", style=solid]; +"2403 linear_147_zero_point_0" -> "2405 dequantize_per_channel_default_100" [label="(1000,)", style=solid]; +"2404 _frozen_param159_1" -> "2405 dequantize_per_channel_default_100" [label="(1000, 768)", style=solid]; +"2405 dequantize_per_channel_default_100" -> "2406 linear_147" [label="(1000, 768)", style=solid]; +"2406 linear_147" -> "2407 output" [label="(1, 1000)", style=solid]; } diff --git a/tests/torch/data/reference_graphs/fx/experimental/OpenVINOQuantizer/vit_b_16.dot b/tests/torch/data/reference_graphs/fx/experimental/OpenVINOQuantizer/vit_b_16.dot index 6209b772176..f4214d12db9 100644 --- a/tests/torch/data/reference_graphs/fx/experimental/OpenVINOQuantizer/vit_b_16.dot +++ b/tests/torch/data/reference_graphs/fx/experimental/OpenVINOQuantizer/vit_b_16.dot @@ -1,1913 +1,1911 @@ strict digraph { -"0 class_token" [id=0, type=get_attr]; -"1 encoder_pos_embedding" [id=1, type=get_attr]; -"2 conv_proj_bias" [id=2, type=get_attr]; -"3 encoder_layers_encoder_layer_0_ln_1_weight" [id=3, type=get_attr]; -"4 encoder_layers_encoder_layer_0_ln_1_bias" [id=4, type=get_attr]; -"5 encoder_layers_encoder_layer_0_self_attention_in_proj_bias" [id=5, type=get_attr]; -"6 encoder_layers_encoder_layer_0_self_attention_out_proj_bias" [id=6, type=get_attr]; -"7 encoder_layers_encoder_layer_0_ln_2_weight" [id=7, type=get_attr]; -"8 encoder_layers_encoder_layer_0_ln_2_bias" [id=8, type=get_attr]; -"9 encoder_layers_encoder_layer_0_mlp_0_bias" [id=9, type=get_attr]; -"10 encoder_layers_encoder_layer_0_mlp_3_bias" [id=10, type=get_attr]; -"11 encoder_layers_encoder_layer_1_ln_1_weight" [id=11, type=get_attr]; -"12 encoder_layers_encoder_layer_1_ln_1_bias" [id=12, type=get_attr]; -"13 encoder_layers_encoder_layer_1_self_attention_in_proj_bias" [id=13, type=get_attr]; -"14 encoder_layers_encoder_layer_1_self_attention_out_proj_bias" [id=14, type=get_attr]; -"15 encoder_layers_encoder_layer_1_ln_2_weight" [id=15, type=get_attr]; -"16 encoder_layers_encoder_layer_1_ln_2_bias" [id=16, type=get_attr]; -"17 encoder_layers_encoder_layer_1_mlp_0_bias" [id=17, type=get_attr]; -"18 encoder_layers_encoder_layer_1_mlp_3_bias" [id=18, type=get_attr]; -"19 encoder_layers_encoder_layer_2_ln_1_weight" [id=19, type=get_attr]; -"20 encoder_layers_encoder_layer_2_ln_1_bias" [id=20, type=get_attr]; -"21 encoder_layers_encoder_layer_2_self_attention_in_proj_bias" [id=21, type=get_attr]; -"22 encoder_layers_encoder_layer_2_self_attention_out_proj_bias" [id=22, type=get_attr]; -"23 encoder_layers_encoder_layer_2_ln_2_weight" [id=23, type=get_attr]; -"24 encoder_layers_encoder_layer_2_ln_2_bias" [id=24, type=get_attr]; -"25 encoder_layers_encoder_layer_2_mlp_0_bias" [id=25, type=get_attr]; -"26 encoder_layers_encoder_layer_2_mlp_3_bias" [id=26, type=get_attr]; -"27 encoder_layers_encoder_layer_3_ln_1_weight" [id=27, type=get_attr]; -"28 encoder_layers_encoder_layer_3_ln_1_bias" [id=28, type=get_attr]; -"29 encoder_layers_encoder_layer_3_self_attention_in_proj_bias" [id=29, type=get_attr]; -"30 encoder_layers_encoder_layer_3_self_attention_out_proj_bias" [id=30, type=get_attr]; -"31 encoder_layers_encoder_layer_3_ln_2_weight" [id=31, type=get_attr]; -"32 encoder_layers_encoder_layer_3_ln_2_bias" [id=32, type=get_attr]; -"33 encoder_layers_encoder_layer_3_mlp_0_bias" [id=33, type=get_attr]; -"34 encoder_layers_encoder_layer_3_mlp_3_bias" [id=34, type=get_attr]; -"35 encoder_layers_encoder_layer_4_ln_1_weight" [id=35, type=get_attr]; -"36 encoder_layers_encoder_layer_4_ln_1_bias" [id=36, type=get_attr]; -"37 encoder_layers_encoder_layer_4_self_attention_in_proj_bias" [id=37, type=get_attr]; -"38 encoder_layers_encoder_layer_4_self_attention_out_proj_bias" [id=38, type=get_attr]; -"39 encoder_layers_encoder_layer_4_ln_2_weight" [id=39, type=get_attr]; -"40 encoder_layers_encoder_layer_4_ln_2_bias" [id=40, type=get_attr]; -"41 encoder_layers_encoder_layer_4_mlp_0_bias" [id=41, type=get_attr]; -"42 encoder_layers_encoder_layer_4_mlp_3_bias" [id=42, type=get_attr]; -"43 encoder_layers_encoder_layer_5_ln_1_weight" [id=43, type=get_attr]; -"44 encoder_layers_encoder_layer_5_ln_1_bias" [id=44, type=get_attr]; -"45 encoder_layers_encoder_layer_5_self_attention_in_proj_bias" [id=45, type=get_attr]; -"46 encoder_layers_encoder_layer_5_self_attention_out_proj_bias" [id=46, type=get_attr]; -"47 encoder_layers_encoder_layer_5_ln_2_weight" [id=47, type=get_attr]; -"48 encoder_layers_encoder_layer_5_ln_2_bias" [id=48, type=get_attr]; -"49 encoder_layers_encoder_layer_5_mlp_0_bias" [id=49, type=get_attr]; -"50 encoder_layers_encoder_layer_5_mlp_3_bias" [id=50, type=get_attr]; -"51 encoder_layers_encoder_layer_6_ln_1_weight" [id=51, type=get_attr]; -"52 encoder_layers_encoder_layer_6_ln_1_bias" [id=52, type=get_attr]; -"53 encoder_layers_encoder_layer_6_self_attention_in_proj_bias" [id=53, type=get_attr]; -"54 encoder_layers_encoder_layer_6_self_attention_out_proj_bias" [id=54, type=get_attr]; -"55 encoder_layers_encoder_layer_6_ln_2_weight" [id=55, type=get_attr]; -"56 encoder_layers_encoder_layer_6_ln_2_bias" [id=56, type=get_attr]; -"57 encoder_layers_encoder_layer_6_mlp_0_bias" [id=57, type=get_attr]; -"58 encoder_layers_encoder_layer_6_mlp_3_bias" [id=58, type=get_attr]; -"59 encoder_layers_encoder_layer_7_ln_1_weight" [id=59, type=get_attr]; -"60 encoder_layers_encoder_layer_7_ln_1_bias" [id=60, type=get_attr]; -"61 encoder_layers_encoder_layer_7_self_attention_in_proj_bias" [id=61, type=get_attr]; -"62 encoder_layers_encoder_layer_7_self_attention_out_proj_bias" [id=62, type=get_attr]; -"63 encoder_layers_encoder_layer_7_ln_2_weight" [id=63, type=get_attr]; -"64 encoder_layers_encoder_layer_7_ln_2_bias" [id=64, type=get_attr]; -"65 encoder_layers_encoder_layer_7_mlp_0_bias" [id=65, type=get_attr]; -"66 encoder_layers_encoder_layer_7_mlp_3_bias" [id=66, type=get_attr]; -"67 encoder_layers_encoder_layer_8_ln_1_weight" [id=67, type=get_attr]; -"68 encoder_layers_encoder_layer_8_ln_1_bias" [id=68, type=get_attr]; -"69 encoder_layers_encoder_layer_8_self_attention_in_proj_bias" [id=69, type=get_attr]; -"70 encoder_layers_encoder_layer_8_self_attention_out_proj_bias" [id=70, type=get_attr]; -"71 encoder_layers_encoder_layer_8_ln_2_weight" [id=71, type=get_attr]; -"72 encoder_layers_encoder_layer_8_ln_2_bias" [id=72, type=get_attr]; -"73 encoder_layers_encoder_layer_8_mlp_0_bias" [id=73, type=get_attr]; -"74 encoder_layers_encoder_layer_8_mlp_3_bias" [id=74, type=get_attr]; -"75 encoder_layers_encoder_layer_9_ln_1_weight" [id=75, type=get_attr]; -"76 encoder_layers_encoder_layer_9_ln_1_bias" [id=76, type=get_attr]; -"77 encoder_layers_encoder_layer_9_self_attention_in_proj_bias" [id=77, type=get_attr]; -"78 encoder_layers_encoder_layer_9_self_attention_out_proj_bias" [id=78, type=get_attr]; -"79 encoder_layers_encoder_layer_9_ln_2_weight" [id=79, type=get_attr]; -"80 encoder_layers_encoder_layer_9_ln_2_bias" [id=80, type=get_attr]; -"81 encoder_layers_encoder_layer_9_mlp_0_bias" [id=81, type=get_attr]; -"82 encoder_layers_encoder_layer_9_mlp_3_bias" [id=82, type=get_attr]; -"83 encoder_layers_encoder_layer_10_ln_1_weight" [id=83, type=get_attr]; -"84 encoder_layers_encoder_layer_10_ln_1_bias" [id=84, type=get_attr]; -"85 encoder_layers_encoder_layer_10_self_attention_in_proj_bias" [id=85, type=get_attr]; -"86 encoder_layers_encoder_layer_10_self_attention_out_proj_bias" [id=86, type=get_attr]; -"87 encoder_layers_encoder_layer_10_ln_2_weight" [id=87, type=get_attr]; -"88 encoder_layers_encoder_layer_10_ln_2_bias" [id=88, type=get_attr]; -"89 encoder_layers_encoder_layer_10_mlp_0_bias" [id=89, type=get_attr]; -"90 encoder_layers_encoder_layer_10_mlp_3_bias" [id=90, type=get_attr]; -"91 encoder_layers_encoder_layer_11_ln_1_weight" [id=91, type=get_attr]; -"92 encoder_layers_encoder_layer_11_ln_1_bias" [id=92, type=get_attr]; -"93 encoder_layers_encoder_layer_11_self_attention_in_proj_bias" [id=93, type=get_attr]; -"94 encoder_layers_encoder_layer_11_self_attention_out_proj_bias" [id=94, type=get_attr]; -"95 encoder_layers_encoder_layer_11_ln_2_weight" [id=95, type=get_attr]; -"96 encoder_layers_encoder_layer_11_ln_2_bias" [id=96, type=get_attr]; -"97 encoder_layers_encoder_layer_11_mlp_0_bias" [id=97, type=get_attr]; -"98 encoder_layers_encoder_layer_11_mlp_3_bias" [id=98, type=get_attr]; -"99 encoder_ln_weight" [id=99, type=get_attr]; -"100 encoder_ln_bias" [id=100, type=get_attr]; -"101 heads_head_bias" [id=101, type=get_attr]; -"102 x" [id=102, type=input]; -"103 quantize_per_tensor_default" [id=103, type=quantize_per_tensor]; -"104 dequantize_per_tensor_default" [id=104, type=dequantize_per_tensor]; -"105 conv2d_scale_0" [id=105, type=get_attr]; -"106 conv2d_zero_point_0" [id=106, type=get_attr]; -"107 _frozen_param0" [id=107, type=get_attr]; -"108 dequantize_per_channel_default" [id=108, type=dequantize_per_channel]; -"109 conv2d" [id=109, type=conv2d]; -"110 reshape" [id=110, type=reshape]; -"111 permute" [id=111, type=permute]; -"112 expand" [id=112, type=expand]; -"113 cat" [id=113, type=cat]; -"114 add" [id=114, type=add]; -"115 dropout" [id=115, type=dropout]; -"116 layer_norm" [id=116, type=layer_norm]; -"117 transpose" [id=117, type=transpose]; -"118 transpose_0_0_nncf_smooth_quant_0" [id=118, type=call_module]; -"119 quantize_per_tensor_default_1" [id=119, type=quantize_per_tensor]; -"120 dequantize_per_tensor_default_1" [id=120, type=dequantize_per_tensor]; -"121 linear_scale_0" [id=121, type=get_attr]; -"122 linear_zero_point_0" [id=122, type=get_attr]; -"123 _frozen_param1" [id=123, type=get_attr]; -"124 dequantize_per_channel_default_1" [id=124, type=dequantize_per_channel]; -"125 linear" [id=125, type=linear]; -"126 unflatten" [id=126, type=unflatten]; -"127 unsqueeze" [id=127, type=unsqueeze]; -"128 transpose_1" [id=128, type=transpose]; -"129 squeeze" [id=129, type=squeeze]; -"130 contiguous" [id=130, type=contiguous]; -"131 quantize_per_tensor_default_2" [id=131, type=quantize_per_tensor]; -"132 dequantize_per_tensor_default_2" [id=132, type=dequantize_per_tensor]; -"133 select" [id=133, type=select]; -"134 quantize_per_tensor_default_3" [id=134, type=quantize_per_tensor]; -"135 dequantize_per_tensor_default_3" [id=135, type=dequantize_per_tensor]; -"136 select_1" [id=136, type=select]; -"137 select_2" [id=137, type=select]; -"138 view" [id=138, type=view]; -"139 transpose_2" [id=139, type=transpose]; -"140 view_1" [id=140, type=view]; -"141 transpose_3" [id=141, type=transpose]; -"142 view_2" [id=142, type=view]; -"143 transpose_4" [id=143, type=transpose]; -"144 view_3" [id=144, type=view]; -"145 view_4" [id=145, type=view]; -"146 view_5" [id=146, type=view]; -"147 scaled_dot_product_attention" [id=147, type=scaled_dot_product_attention]; -"148 permute_1" [id=148, type=permute]; -"149 view_6" [id=149, type=view]; -"150 view_6_0_0_nncf_smooth_quant_0" [id=150, type=call_module]; -"151 quantize_per_tensor_default_4" [id=151, type=quantize_per_tensor]; -"152 dequantize_per_tensor_default_4" [id=152, type=dequantize_per_tensor]; -"153 linear_1_scale_0" [id=153, type=get_attr]; -"154 linear_1_zero_point_0" [id=154, type=get_attr]; -"155 _frozen_param2" [id=155, type=get_attr]; -"156 dequantize_per_channel_default_2" [id=156, type=dequantize_per_channel]; -"157 linear_1" [id=157, type=linear]; -"158 view_7" [id=158, type=view]; -"159 transpose_5" [id=159, type=transpose]; -"160 dropout_1" [id=160, type=dropout]; -"161 add_1" [id=161, type=add]; -"162 layer_norm_1" [id=162, type=layer_norm]; -"163 layer_norm_1_0_0_nncf_smooth_quant_0" [id=163, type=call_module]; -"164 quantize_per_tensor_default_5" [id=164, type=quantize_per_tensor]; -"165 dequantize_per_tensor_default_5" [id=165, type=dequantize_per_tensor]; -"166 linear_2_scale_0" [id=166, type=get_attr]; -"167 linear_2_zero_point_0" [id=167, type=get_attr]; -"168 _frozen_param3" [id=168, type=get_attr]; -"169 dequantize_per_channel_default_3" [id=169, type=dequantize_per_channel]; -"170 linear_2" [id=170, type=linear]; -"171 gelu" [id=171, type=gelu]; -"172 dropout_2" [id=172, type=dropout]; -"173 dropout_2_0_0_nncf_smooth_quant_0" [id=173, type=call_module]; -"174 quantize_per_tensor_default_6" [id=174, type=quantize_per_tensor]; -"175 dequantize_per_tensor_default_6" [id=175, type=dequantize_per_tensor]; -"176 linear_3_scale_0" [id=176, type=get_attr]; -"177 linear_3_zero_point_0" [id=177, type=get_attr]; -"178 _frozen_param4" [id=178, type=get_attr]; -"179 dequantize_per_channel_default_4" [id=179, type=dequantize_per_channel]; -"180 linear_3" [id=180, type=linear]; -"181 dropout_3" [id=181, type=dropout]; -"182 add_2" [id=182, type=add]; -"183 layer_norm_2" [id=183, type=layer_norm]; -"184 transpose_6" [id=184, type=transpose]; -"185 transpose_6_0_0_nncf_smooth_quant_0" [id=185, type=call_module]; -"186 quantize_per_tensor_default_7" [id=186, type=quantize_per_tensor]; -"187 dequantize_per_tensor_default_7" [id=187, type=dequantize_per_tensor]; -"188 linear_4_scale_0" [id=188, type=get_attr]; -"189 linear_4_zero_point_0" [id=189, type=get_attr]; -"190 _frozen_param5" [id=190, type=get_attr]; -"191 dequantize_per_channel_default_5" [id=191, type=dequantize_per_channel]; -"192 linear_4" [id=192, type=linear]; -"193 unflatten_1" [id=193, type=unflatten]; -"194 unsqueeze_1" [id=194, type=unsqueeze]; -"195 transpose_7" [id=195, type=transpose]; -"196 squeeze_1" [id=196, type=squeeze]; -"197 contiguous_1" [id=197, type=contiguous]; -"198 quantize_per_tensor_default_8" [id=198, type=quantize_per_tensor]; -"199 dequantize_per_tensor_default_8" [id=199, type=dequantize_per_tensor]; -"200 select_3" [id=200, type=select]; -"201 quantize_per_tensor_default_9" [id=201, type=quantize_per_tensor]; -"202 dequantize_per_tensor_default_9" [id=202, type=dequantize_per_tensor]; -"203 select_4" [id=203, type=select]; -"204 select_5" [id=204, type=select]; -"205 view_8" [id=205, type=view]; -"206 transpose_8" [id=206, type=transpose]; -"207 view_9" [id=207, type=view]; -"208 transpose_9" [id=208, type=transpose]; -"209 view_10" [id=209, type=view]; -"210 transpose_10" [id=210, type=transpose]; -"211 view_11" [id=211, type=view]; -"212 view_12" [id=212, type=view]; -"213 view_13" [id=213, type=view]; -"214 scaled_dot_product_attention_1" [id=214, type=scaled_dot_product_attention]; -"215 permute_2" [id=215, type=permute]; -"216 view_14" [id=216, type=view]; -"217 view_14_0_0_nncf_smooth_quant_0" [id=217, type=call_module]; -"218 quantize_per_tensor_default_10" [id=218, type=quantize_per_tensor]; -"219 dequantize_per_tensor_default_10" [id=219, type=dequantize_per_tensor]; -"220 linear_5_scale_0" [id=220, type=get_attr]; -"221 linear_5_zero_point_0" [id=221, type=get_attr]; -"222 _frozen_param6" [id=222, type=get_attr]; -"223 dequantize_per_channel_default_6" [id=223, type=dequantize_per_channel]; -"224 linear_5" [id=224, type=linear]; -"225 view_15" [id=225, type=view]; -"226 transpose_11" [id=226, type=transpose]; -"227 dropout_4" [id=227, type=dropout]; -"228 add_3" [id=228, type=add]; -"229 layer_norm_3" [id=229, type=layer_norm]; -"230 layer_norm_3_0_0_nncf_smooth_quant_0" [id=230, type=call_module]; -"231 quantize_per_tensor_default_11" [id=231, type=quantize_per_tensor]; -"232 dequantize_per_tensor_default_11" [id=232, type=dequantize_per_tensor]; -"233 linear_6_scale_0" [id=233, type=get_attr]; -"234 linear_6_zero_point_0" [id=234, type=get_attr]; -"235 _frozen_param7" [id=235, type=get_attr]; -"236 dequantize_per_channel_default_7" [id=236, type=dequantize_per_channel]; -"237 linear_6" [id=237, type=linear]; -"238 gelu_1" [id=238, type=gelu]; -"239 dropout_5" [id=239, type=dropout]; -"240 dropout_5_0_0_nncf_smooth_quant_0" [id=240, type=call_module]; -"241 quantize_per_tensor_default_12" [id=241, type=quantize_per_tensor]; -"242 dequantize_per_tensor_default_12" [id=242, type=dequantize_per_tensor]; -"243 linear_7_scale_0" [id=243, type=get_attr]; -"244 linear_7_zero_point_0" [id=244, type=get_attr]; -"245 _frozen_param8" [id=245, type=get_attr]; -"246 dequantize_per_channel_default_8" [id=246, type=dequantize_per_channel]; -"247 linear_7" [id=247, type=linear]; -"248 dropout_6" [id=248, type=dropout]; -"249 add_4" [id=249, type=add]; -"250 layer_norm_4" [id=250, type=layer_norm]; -"251 transpose_12" [id=251, type=transpose]; -"252 transpose_12_0_0_nncf_smooth_quant_0" [id=252, type=call_module]; -"253 quantize_per_tensor_default_13" [id=253, type=quantize_per_tensor]; -"254 dequantize_per_tensor_default_13" [id=254, type=dequantize_per_tensor]; -"255 linear_8_scale_0" [id=255, type=get_attr]; -"256 linear_8_zero_point_0" [id=256, type=get_attr]; -"257 _frozen_param9" [id=257, type=get_attr]; -"258 dequantize_per_channel_default_9" [id=258, type=dequantize_per_channel]; -"259 linear_8" [id=259, type=linear]; -"260 unflatten_2" [id=260, type=unflatten]; -"261 unsqueeze_2" [id=261, type=unsqueeze]; -"262 transpose_13" [id=262, type=transpose]; -"263 squeeze_2" [id=263, type=squeeze]; -"264 contiguous_2" [id=264, type=contiguous]; -"265 quantize_per_tensor_default_14" [id=265, type=quantize_per_tensor]; -"266 dequantize_per_tensor_default_14" [id=266, type=dequantize_per_tensor]; -"267 select_6" [id=267, type=select]; -"268 quantize_per_tensor_default_15" [id=268, type=quantize_per_tensor]; -"269 dequantize_per_tensor_default_15" [id=269, type=dequantize_per_tensor]; -"270 select_7" [id=270, type=select]; -"271 select_8" [id=271, type=select]; -"272 view_16" [id=272, type=view]; -"273 transpose_14" [id=273, type=transpose]; -"274 view_17" [id=274, type=view]; -"275 transpose_15" [id=275, type=transpose]; -"276 view_18" [id=276, type=view]; -"277 transpose_16" [id=277, type=transpose]; -"278 view_19" [id=278, type=view]; -"279 view_20" [id=279, type=view]; -"280 view_21" [id=280, type=view]; -"281 scaled_dot_product_attention_2" [id=281, type=scaled_dot_product_attention]; -"282 permute_3" [id=282, type=permute]; -"283 view_22" [id=283, type=view]; -"284 view_22_0_0_nncf_smooth_quant_0" [id=284, type=call_module]; -"285 quantize_per_tensor_default_16" [id=285, type=quantize_per_tensor]; -"286 dequantize_per_tensor_default_16" [id=286, type=dequantize_per_tensor]; -"287 linear_9_scale_0" [id=287, type=get_attr]; -"288 linear_9_zero_point_0" [id=288, type=get_attr]; -"289 _frozen_param10" [id=289, type=get_attr]; -"290 dequantize_per_channel_default_10" [id=290, type=dequantize_per_channel]; -"291 linear_9" [id=291, type=linear]; -"292 view_23" [id=292, type=view]; -"293 transpose_17" [id=293, type=transpose]; -"294 dropout_7" [id=294, type=dropout]; -"295 add_5" [id=295, type=add]; -"296 layer_norm_5" [id=296, type=layer_norm]; -"297 layer_norm_5_0_0_nncf_smooth_quant_0" [id=297, type=call_module]; -"298 quantize_per_tensor_default_17" [id=298, type=quantize_per_tensor]; -"299 dequantize_per_tensor_default_17" [id=299, type=dequantize_per_tensor]; -"300 linear_10_scale_0" [id=300, type=get_attr]; -"301 linear_10_zero_point_0" [id=301, type=get_attr]; -"302 _frozen_param11" [id=302, type=get_attr]; -"303 dequantize_per_channel_default_11" [id=303, type=dequantize_per_channel]; -"304 linear_10" [id=304, type=linear]; -"305 gelu_2" [id=305, type=gelu]; -"306 dropout_8" [id=306, type=dropout]; -"307 dropout_8_0_0_nncf_smooth_quant_0" [id=307, type=call_module]; -"308 quantize_per_tensor_default_18" [id=308, type=quantize_per_tensor]; -"309 dequantize_per_tensor_default_18" [id=309, type=dequantize_per_tensor]; -"310 linear_11_scale_0" [id=310, type=get_attr]; -"311 linear_11_zero_point_0" [id=311, type=get_attr]; -"312 _frozen_param12" [id=312, type=get_attr]; -"313 dequantize_per_channel_default_12" [id=313, type=dequantize_per_channel]; -"314 linear_11" [id=314, type=linear]; -"315 dropout_9" [id=315, type=dropout]; -"316 add_6" [id=316, type=add]; -"317 layer_norm_6" [id=317, type=layer_norm]; -"318 transpose_18" [id=318, type=transpose]; -"319 transpose_18_0_0_nncf_smooth_quant_0" [id=319, type=call_module]; -"320 quantize_per_tensor_default_19" [id=320, type=quantize_per_tensor]; -"321 dequantize_per_tensor_default_19" [id=321, type=dequantize_per_tensor]; -"322 linear_12_scale_0" [id=322, type=get_attr]; -"323 linear_12_zero_point_0" [id=323, type=get_attr]; -"324 _frozen_param13" [id=324, type=get_attr]; -"325 dequantize_per_channel_default_13" [id=325, type=dequantize_per_channel]; -"326 linear_12" [id=326, type=linear]; -"327 unflatten_3" [id=327, type=unflatten]; -"328 unsqueeze_3" [id=328, type=unsqueeze]; -"329 transpose_19" [id=329, type=transpose]; -"330 squeeze_3" [id=330, type=squeeze]; -"331 contiguous_3" [id=331, type=contiguous]; -"332 quantize_per_tensor_default_20" [id=332, type=quantize_per_tensor]; -"333 dequantize_per_tensor_default_20" [id=333, type=dequantize_per_tensor]; -"334 select_9" [id=334, type=select]; -"335 quantize_per_tensor_default_21" [id=335, type=quantize_per_tensor]; -"336 dequantize_per_tensor_default_21" [id=336, type=dequantize_per_tensor]; -"337 select_10" [id=337, type=select]; -"338 select_11" [id=338, type=select]; -"339 view_24" [id=339, type=view]; -"340 transpose_20" [id=340, type=transpose]; -"341 view_25" [id=341, type=view]; -"342 transpose_21" [id=342, type=transpose]; -"343 view_26" [id=343, type=view]; -"344 transpose_22" [id=344, type=transpose]; -"345 view_27" [id=345, type=view]; -"346 view_28" [id=346, type=view]; -"347 view_29" [id=347, type=view]; -"348 scaled_dot_product_attention_3" [id=348, type=scaled_dot_product_attention]; -"349 permute_4" [id=349, type=permute]; -"350 view_30" [id=350, type=view]; -"351 view_30_0_0_nncf_smooth_quant_0" [id=351, type=call_module]; -"352 quantize_per_tensor_default_22" [id=352, type=quantize_per_tensor]; -"353 dequantize_per_tensor_default_22" [id=353, type=dequantize_per_tensor]; -"354 linear_13_scale_0" [id=354, type=get_attr]; -"355 linear_13_zero_point_0" [id=355, type=get_attr]; -"356 _frozen_param14" [id=356, type=get_attr]; -"357 dequantize_per_channel_default_14" [id=357, type=dequantize_per_channel]; -"358 linear_13" [id=358, type=linear]; -"359 view_31" [id=359, type=view]; -"360 transpose_23" [id=360, type=transpose]; -"361 dropout_10" [id=361, type=dropout]; -"362 add_7" [id=362, type=add]; -"363 layer_norm_7" [id=363, type=layer_norm]; -"364 layer_norm_7_0_0_nncf_smooth_quant_0" [id=364, type=call_module]; -"365 quantize_per_tensor_default_23" [id=365, type=quantize_per_tensor]; -"366 dequantize_per_tensor_default_23" [id=366, type=dequantize_per_tensor]; -"367 linear_14_scale_0" [id=367, type=get_attr]; -"368 linear_14_zero_point_0" [id=368, type=get_attr]; -"369 _frozen_param15" [id=369, type=get_attr]; -"370 dequantize_per_channel_default_15" [id=370, type=dequantize_per_channel]; -"371 linear_14" [id=371, type=linear]; -"372 gelu_3" [id=372, type=gelu]; -"373 dropout_11" [id=373, type=dropout]; -"374 dropout_11_0_0_nncf_smooth_quant_0" [id=374, type=call_module]; -"375 quantize_per_tensor_default_24" [id=375, type=quantize_per_tensor]; -"376 dequantize_per_tensor_default_24" [id=376, type=dequantize_per_tensor]; -"377 linear_15_scale_0" [id=377, type=get_attr]; -"378 linear_15_zero_point_0" [id=378, type=get_attr]; -"379 _frozen_param16" [id=379, type=get_attr]; -"380 dequantize_per_channel_default_16" [id=380, type=dequantize_per_channel]; -"381 linear_15" [id=381, type=linear]; -"382 dropout_12" [id=382, type=dropout]; -"383 add_8" [id=383, type=add]; -"384 layer_norm_8" [id=384, type=layer_norm]; -"385 transpose_24" [id=385, type=transpose]; -"386 transpose_24_0_0_nncf_smooth_quant_0" [id=386, type=call_module]; -"387 quantize_per_tensor_default_25" [id=387, type=quantize_per_tensor]; -"388 dequantize_per_tensor_default_25" [id=388, type=dequantize_per_tensor]; -"389 linear_16_scale_0" [id=389, type=get_attr]; -"390 linear_16_zero_point_0" [id=390, type=get_attr]; -"391 _frozen_param17" [id=391, type=get_attr]; -"392 dequantize_per_channel_default_17" [id=392, type=dequantize_per_channel]; -"393 linear_16" [id=393, type=linear]; -"394 unflatten_4" [id=394, type=unflatten]; -"395 unsqueeze_4" [id=395, type=unsqueeze]; -"396 transpose_25" [id=396, type=transpose]; -"397 squeeze_4" [id=397, type=squeeze]; -"398 contiguous_4" [id=398, type=contiguous]; -"399 quantize_per_tensor_default_26" [id=399, type=quantize_per_tensor]; -"400 dequantize_per_tensor_default_26" [id=400, type=dequantize_per_tensor]; -"401 select_12" [id=401, type=select]; -"402 quantize_per_tensor_default_27" [id=402, type=quantize_per_tensor]; -"403 dequantize_per_tensor_default_27" [id=403, type=dequantize_per_tensor]; -"404 select_13" [id=404, type=select]; 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-"444 linear_19_scale_0" [id=444, type=get_attr]; -"445 linear_19_zero_point_0" [id=445, type=get_attr]; -"446 _frozen_param20" [id=446, type=get_attr]; -"447 dequantize_per_channel_default_20" [id=447, type=dequantize_per_channel]; -"448 linear_19" [id=448, type=linear]; -"449 dropout_15" [id=449, type=dropout]; -"450 add_10" [id=450, type=add]; -"451 layer_norm_10" [id=451, type=layer_norm]; -"452 transpose_30" [id=452, type=transpose]; -"453 transpose_30_0_0_nncf_smooth_quant_0" [id=453, type=call_module]; -"454 quantize_per_tensor_default_31" [id=454, type=quantize_per_tensor]; -"455 dequantize_per_tensor_default_31" [id=455, type=dequantize_per_tensor]; -"456 linear_20_scale_0" [id=456, type=get_attr]; -"457 linear_20_zero_point_0" [id=457, type=get_attr]; -"458 _frozen_param21" [id=458, type=get_attr]; -"459 dequantize_per_channel_default_21" [id=459, type=dequantize_per_channel]; -"460 linear_20" [id=460, type=linear]; -"461 unflatten_5" [id=461, type=unflatten]; -"462 unsqueeze_5" [id=462, type=unsqueeze]; 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-"502 linear_22_zero_point_0" [id=502, type=get_attr]; -"503 _frozen_param23" [id=503, type=get_attr]; -"504 dequantize_per_channel_default_23" [id=504, type=dequantize_per_channel]; -"505 linear_22" [id=505, type=linear]; -"506 gelu_5" [id=506, type=gelu]; -"507 dropout_17" [id=507, type=dropout]; -"508 dropout_17_0_0_nncf_smooth_quant_0" [id=508, type=call_module]; -"509 quantize_per_tensor_default_36" [id=509, type=quantize_per_tensor]; -"510 dequantize_per_tensor_default_36" [id=510, type=dequantize_per_tensor]; -"511 linear_23_scale_0" [id=511, type=get_attr]; -"512 linear_23_zero_point_0" [id=512, type=get_attr]; -"513 _frozen_param24" [id=513, type=get_attr]; -"514 dequantize_per_channel_default_24" [id=514, type=dequantize_per_channel]; -"515 linear_23" [id=515, type=linear]; -"516 dropout_18" [id=516, type=dropout]; -"517 add_12" [id=517, type=add]; -"518 layer_norm_12" [id=518, type=layer_norm]; -"519 transpose_36" [id=519, type=transpose]; -"520 transpose_36_0_0_nncf_smooth_quant_0" [id=520, type=call_module]; -"521 quantize_per_tensor_default_37" [id=521, type=quantize_per_tensor]; -"522 dequantize_per_tensor_default_37" [id=522, type=dequantize_per_tensor]; -"523 linear_24_scale_0" [id=523, type=get_attr]; -"524 linear_24_zero_point_0" [id=524, type=get_attr]; -"525 _frozen_param25" [id=525, type=get_attr]; -"526 dequantize_per_channel_default_25" [id=526, type=dequantize_per_channel]; -"527 linear_24" [id=527, type=linear]; -"528 unflatten_6" [id=528, type=unflatten]; -"529 unsqueeze_6" [id=529, type=unsqueeze]; -"530 transpose_37" [id=530, type=transpose]; -"531 squeeze_6" [id=531, type=squeeze]; -"532 contiguous_6" [id=532, type=contiguous]; -"533 quantize_per_tensor_default_38" [id=533, type=quantize_per_tensor]; -"534 dequantize_per_tensor_default_38" [id=534, type=dequantize_per_tensor]; -"535 select_18" [id=535, type=select]; -"536 quantize_per_tensor_default_39" [id=536, type=quantize_per_tensor]; -"537 dequantize_per_tensor_default_39" [id=537, type=dequantize_per_tensor]; -"538 select_19" [id=538, type=select]; 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-"17 encoder_layers_encoder_layer_1_mlp_0_bias" -> "237 linear_6" [label="(3072,)", style=solid]; -"18 encoder_layers_encoder_layer_1_mlp_3_bias" -> "247 linear_7" [label="(768,)", style=solid]; -"19 encoder_layers_encoder_layer_2_ln_1_weight" -> "250 layer_norm_4" [label="(768,)", style=solid]; -"20 encoder_layers_encoder_layer_2_ln_1_bias" -> "250 layer_norm_4" [label="(768,)", style=solid]; -"21 encoder_layers_encoder_layer_2_self_attention_in_proj_bias" -> "259 linear_8" [label="(2304,)", style=solid]; -"22 encoder_layers_encoder_layer_2_self_attention_out_proj_bias" -> "291 linear_9" [label="(768,)", style=solid]; -"23 encoder_layers_encoder_layer_2_ln_2_weight" -> "296 layer_norm_5" [label="(768,)", style=solid]; -"24 encoder_layers_encoder_layer_2_ln_2_bias" -> "296 layer_norm_5" [label="(768,)", style=solid]; -"25 encoder_layers_encoder_layer_2_mlp_0_bias" -> "304 linear_10" [label="(3072,)", style=solid]; -"26 encoder_layers_encoder_layer_2_mlp_3_bias" -> "314 linear_11" [label="(768,)", style=solid]; -"27 encoder_layers_encoder_layer_3_ln_1_weight" -> "317 layer_norm_6" [label="(768,)", style=solid]; -"28 encoder_layers_encoder_layer_3_ln_1_bias" -> "317 layer_norm_6" [label="(768,)", style=solid]; -"29 encoder_layers_encoder_layer_3_self_attention_in_proj_bias" -> "326 linear_12" [label="(2304,)", style=solid]; -"30 encoder_layers_encoder_layer_3_self_attention_out_proj_bias" -> "358 linear_13" [label="(768,)", style=solid]; -"31 encoder_layers_encoder_layer_3_ln_2_weight" -> "363 layer_norm_7" [label="(768,)", style=solid]; -"32 encoder_layers_encoder_layer_3_ln_2_bias" -> "363 layer_norm_7" [label="(768,)", style=solid]; -"33 encoder_layers_encoder_layer_3_mlp_0_bias" -> "371 linear_14" [label="(3072,)", style=solid]; -"34 encoder_layers_encoder_layer_3_mlp_3_bias" -> "381 linear_15" [label="(768,)", style=solid]; -"35 encoder_layers_encoder_layer_4_ln_1_weight" -> "384 layer_norm_8" [label="(768,)", style=solid]; -"36 encoder_layers_encoder_layer_4_ln_1_bias" -> "384 layer_norm_8" [label="(768,)", style=solid]; -"37 encoder_layers_encoder_layer_4_self_attention_in_proj_bias" -> "393 linear_16" [label="(2304,)", style=solid]; -"38 encoder_layers_encoder_layer_4_self_attention_out_proj_bias" -> "425 linear_17" [label="(768,)", style=solid]; -"39 encoder_layers_encoder_layer_4_ln_2_weight" -> "430 layer_norm_9" [label="(768,)", style=solid]; -"40 encoder_layers_encoder_layer_4_ln_2_bias" -> "430 layer_norm_9" [label="(768,)", style=solid]; -"41 encoder_layers_encoder_layer_4_mlp_0_bias" -> "438 linear_18" [label="(3072,)", style=solid]; -"42 encoder_layers_encoder_layer_4_mlp_3_bias" -> "448 linear_19" [label="(768,)", style=solid]; -"43 encoder_layers_encoder_layer_5_ln_1_weight" -> "451 layer_norm_10" [label="(768,)", style=solid]; -"44 encoder_layers_encoder_layer_5_ln_1_bias" -> "451 layer_norm_10" [label="(768,)", style=solid]; -"45 encoder_layers_encoder_layer_5_self_attention_in_proj_bias" -> "460 linear_20" [label="(2304,)", style=solid]; -"46 encoder_layers_encoder_layer_5_self_attention_out_proj_bias" -> "492 linear_21" [label="(768,)", style=solid]; -"47 encoder_layers_encoder_layer_5_ln_2_weight" -> "497 layer_norm_11" [label="(768,)", style=solid]; -"48 encoder_layers_encoder_layer_5_ln_2_bias" -> "497 layer_norm_11" [label="(768,)", style=solid]; -"49 encoder_layers_encoder_layer_5_mlp_0_bias" -> "505 linear_22" [label="(3072,)", style=solid]; -"50 encoder_layers_encoder_layer_5_mlp_3_bias" -> "515 linear_23" [label="(768,)", style=solid]; -"51 encoder_layers_encoder_layer_6_ln_1_weight" -> "518 layer_norm_12" [label="(768,)", style=solid]; -"52 encoder_layers_encoder_layer_6_ln_1_bias" -> "518 layer_norm_12" [label="(768,)", style=solid]; -"53 encoder_layers_encoder_layer_6_self_attention_in_proj_bias" -> "527 linear_24" [label="(2304,)", style=solid]; -"54 encoder_layers_encoder_layer_6_self_attention_out_proj_bias" -> "559 linear_25" [label="(768,)", style=solid]; -"55 encoder_layers_encoder_layer_6_ln_2_weight" -> "564 layer_norm_13" [label="(768,)", style=solid]; -"56 encoder_layers_encoder_layer_6_ln_2_bias" -> "564 layer_norm_13" [label="(768,)", style=solid]; -"57 encoder_layers_encoder_layer_6_mlp_0_bias" -> "572 linear_26" [label="(3072,)", style=solid]; -"58 encoder_layers_encoder_layer_6_mlp_3_bias" -> "582 linear_27" [label="(768,)", style=solid]; -"59 encoder_layers_encoder_layer_7_ln_1_weight" -> "585 layer_norm_14" [label="(768,)", style=solid]; -"60 encoder_layers_encoder_layer_7_ln_1_bias" -> "585 layer_norm_14" [label="(768,)", style=solid]; -"61 encoder_layers_encoder_layer_7_self_attention_in_proj_bias" -> "594 linear_28" [label="(2304,)", style=solid]; -"62 encoder_layers_encoder_layer_7_self_attention_out_proj_bias" -> "626 linear_29" [label="(768,)", style=solid]; -"63 encoder_layers_encoder_layer_7_ln_2_weight" -> "631 layer_norm_15" [label="(768,)", style=solid]; -"64 encoder_layers_encoder_layer_7_ln_2_bias" -> "631 layer_norm_15" [label="(768,)", style=solid]; -"65 encoder_layers_encoder_layer_7_mlp_0_bias" -> "639 linear_30" [label="(3072,)", style=solid]; -"66 encoder_layers_encoder_layer_7_mlp_3_bias" -> "649 linear_31" [label="(768,)", style=solid]; -"67 encoder_layers_encoder_layer_8_ln_1_weight" -> "652 layer_norm_16" [label="(768,)", style=solid]; -"68 encoder_layers_encoder_layer_8_ln_1_bias" -> "652 layer_norm_16" [label="(768,)", style=solid]; -"69 encoder_layers_encoder_layer_8_self_attention_in_proj_bias" -> "661 linear_32" [label="(2304,)", style=solid]; -"70 encoder_layers_encoder_layer_8_self_attention_out_proj_bias" -> "693 linear_33" [label="(768,)", style=solid]; -"71 encoder_layers_encoder_layer_8_ln_2_weight" -> "698 layer_norm_17" [label="(768,)", style=solid]; -"72 encoder_layers_encoder_layer_8_ln_2_bias" -> "698 layer_norm_17" [label="(768,)", style=solid]; -"73 encoder_layers_encoder_layer_8_mlp_0_bias" -> "706 linear_34" [label="(3072,)", style=solid]; -"74 encoder_layers_encoder_layer_8_mlp_3_bias" -> "716 linear_35" [label="(768,)", style=solid]; -"75 encoder_layers_encoder_layer_9_ln_1_weight" -> "719 layer_norm_18" [label="(768,)", style=solid]; -"76 encoder_layers_encoder_layer_9_ln_1_bias" -> "719 layer_norm_18" [label="(768,)", style=solid]; 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-"97 encoder_layers_encoder_layer_11_mlp_0_bias" -> "907 linear_46" [label="(3072,)", style=solid]; -"98 encoder_layers_encoder_layer_11_mlp_3_bias" -> "917 linear_47" [label="(768,)", style=solid]; -"99 encoder_ln_weight" -> "920 layer_norm_24" [label="(768,)", style=solid]; -"100 encoder_ln_bias" -> "920 layer_norm_24" [label="(768,)", style=solid]; -"101 heads_head_bias" -> "930 linear_48" [label="(1000,)", style=solid]; -"102 x" -> "103 quantize_per_tensor_default" [label="(1, 3, 224, 224)", style=solid]; -"103 quantize_per_tensor_default" -> "104 dequantize_per_tensor_default" [label="(1, 3, 224, 224)", style=solid]; -"104 dequantize_per_tensor_default" -> "109 conv2d" [label="(1, 3, 224, 224)", style=solid]; -"105 conv2d_scale_0" -> "108 dequantize_per_channel_default" [label="(768,)", style=solid]; -"106 conv2d_zero_point_0" -> "108 dequantize_per_channel_default" [label="(768,)", style=solid]; -"107 _frozen_param0" -> "108 dequantize_per_channel_default" [label="(768, 3, 16, 16)", style=solid]; 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-"186 quantize_per_tensor_default_7" -> "187 dequantize_per_tensor_default_7" [label="(197, 1, 768)", style=solid]; -"187 dequantize_per_tensor_default_7" -> "192 linear_4" [label="(197, 1, 768)", style=solid]; -"188 linear_4_scale_0" -> "191 dequantize_per_channel_default_5" [label="(2304,)", style=solid]; -"189 linear_4_zero_point_0" -> "191 dequantize_per_channel_default_5" [label="(2304,)", style=solid]; -"190 _frozen_param5" -> "191 dequantize_per_channel_default_5" [label="(2304, 768)", style=solid]; -"191 dequantize_per_channel_default_5" -> "192 linear_4" [label="(2304, 768)", style=solid]; -"192 linear_4" -> "193 unflatten_1" [label="(197, 1, 2304)", style=solid]; -"193 unflatten_1" -> "194 unsqueeze_1" [label="(197, 1, 3, 768)", style=solid]; -"194 unsqueeze_1" -> "195 transpose_7" [label="(1, 197, 1, 3, 768)", style=solid]; -"195 transpose_7" -> "196 squeeze_1" [label="(3, 197, 1, 1, 768)", style=solid]; -"196 squeeze_1" -> "197 contiguous_1" [label="(3, 197, 1, 768)", style=solid]; 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-"207 view_9" -> "208 transpose_9" [label="(197, 12, 64)", style=solid]; -"208 transpose_9" -> "212 view_12" [label="(12, 197, 64)", style=solid]; -"209 view_10" -> "210 transpose_10" [label="(197, 12, 64)", style=solid]; -"210 transpose_10" -> "213 view_13" [label="(12, 197, 64)", style=solid]; -"211 view_11" -> "214 scaled_dot_product_attention_1" [label="(1, 12, 197, 64)", style=solid]; -"212 view_12" -> "214 scaled_dot_product_attention_1" [label="(1, 12, 197, 64)", style=solid]; -"213 view_13" -> "214 scaled_dot_product_attention_1" [label="(1, 12, 197, 64)", style=solid]; -"214 scaled_dot_product_attention_1" -> "215 permute_2" [label="(1, 12, 197, 64)", style=solid]; -"215 permute_2" -> "216 view_14" [label="(197, 1, 12, 64)", style=solid]; -"216 view_14" -> "217 view_14_0_0_nncf_smooth_quant_0" [label="(197, 768)", style=solid]; -"217 view_14_0_0_nncf_smooth_quant_0" -> "218 quantize_per_tensor_default_10" [label="(197, 768)", style=solid]; -"218 quantize_per_tensor_default_10" -> "219 dequantize_per_tensor_default_10" [label="(197, 768)", style=solid]; -"219 dequantize_per_tensor_default_10" -> "224 linear_5" [label="(197, 768)", style=solid]; -"220 linear_5_scale_0" -> "223 dequantize_per_channel_default_6" [label="(768,)", style=solid]; -"221 linear_5_zero_point_0" -> "223 dequantize_per_channel_default_6" [label="(768,)", style=solid]; -"222 _frozen_param6" -> "223 dequantize_per_channel_default_6" [label="(768, 768)", style=solid]; -"223 dequantize_per_channel_default_6" -> "224 linear_5" [label="(768, 768)", style=solid]; -"224 linear_5" -> "225 view_15" [label="(197, 768)", style=solid]; -"225 view_15" -> "226 transpose_11" [label="(197, 1, 768)", style=solid]; -"226 transpose_11" -> "227 dropout_4" [label="(1, 197, 768)", style=solid]; -"227 dropout_4" -> "228 add_3" [label="(1, 197, 768)", style=solid]; -"228 add_3" -> "229 layer_norm_3" [label="(1, 197, 768)", style=solid]; -"228 add_3" -> "249 add_4" [label="(1, 197, 768)", style=solid]; -"229 layer_norm_3" -> "230 layer_norm_3_0_0_nncf_smooth_quant_0" [label="(1, 197, 768)", style=solid]; -"230 layer_norm_3_0_0_nncf_smooth_quant_0" -> "231 quantize_per_tensor_default_11" [label="(1, 197, 768)", style=solid]; -"231 quantize_per_tensor_default_11" -> "232 dequantize_per_tensor_default_11" [label="(1, 197, 768)", style=solid]; -"232 dequantize_per_tensor_default_11" -> "237 linear_6" [label="(1, 197, 768)", style=solid]; -"233 linear_6_scale_0" -> "236 dequantize_per_channel_default_7" [label="(3072,)", style=solid]; -"234 linear_6_zero_point_0" -> "236 dequantize_per_channel_default_7" [label="(3072,)", style=solid]; -"235 _frozen_param7" -> "236 dequantize_per_channel_default_7" [label="(3072, 768)", style=solid]; -"236 dequantize_per_channel_default_7" -> "237 linear_6" [label="(3072, 768)", style=solid]; -"237 linear_6" -> "238 gelu_1" [label="(1, 197, 3072)", style=solid]; -"238 gelu_1" -> "239 dropout_5" [label="(1, 197, 3072)", style=solid]; -"239 dropout_5" -> "240 dropout_5_0_0_nncf_smooth_quant_0" [label="(1, 197, 3072)", style=solid]; -"240 dropout_5_0_0_nncf_smooth_quant_0" -> "241 quantize_per_tensor_default_12" [label="(1, 197, 3072)", style=solid]; -"241 quantize_per_tensor_default_12" -> "242 dequantize_per_tensor_default_12" [label="(1, 197, 3072)", style=solid]; -"242 dequantize_per_tensor_default_12" -> "247 linear_7" [label="(1, 197, 3072)", style=solid]; -"243 linear_7_scale_0" -> "246 dequantize_per_channel_default_8" [label="(768,)", style=solid]; -"244 linear_7_zero_point_0" -> "246 dequantize_per_channel_default_8" [label="(768,)", style=solid]; -"245 _frozen_param8" -> "246 dequantize_per_channel_default_8" [label="(768, 3072)", style=solid]; -"246 dequantize_per_channel_default_8" -> "247 linear_7" [label="(768, 3072)", style=solid]; -"247 linear_7" -> "248 dropout_6" [label="(1, 197, 768)", style=solid]; -"248 dropout_6" -> "249 add_4" [label="(1, 197, 768)", style=solid]; -"249 add_4" -> "250 layer_norm_4" [label="(1, 197, 768)", style=solid]; -"249 add_4" -> "295 add_5" [label="(1, 197, 768)", style=solid]; -"250 layer_norm_4" -> "251 transpose_12" [label="(1, 197, 768)", style=solid]; -"251 transpose_12" -> "252 transpose_12_0_0_nncf_smooth_quant_0" [label="(197, 1, 768)", style=solid]; -"252 transpose_12_0_0_nncf_smooth_quant_0" -> "253 quantize_per_tensor_default_13" [label="(197, 1, 768)", style=solid]; -"253 quantize_per_tensor_default_13" -> "254 dequantize_per_tensor_default_13" [label="(197, 1, 768)", style=solid]; -"254 dequantize_per_tensor_default_13" -> "259 linear_8" [label="(197, 1, 768)", style=solid]; -"255 linear_8_scale_0" -> "258 dequantize_per_channel_default_9" [label="(2304,)", style=solid]; -"256 linear_8_zero_point_0" -> "258 dequantize_per_channel_default_9" [label="(2304,)", style=solid]; -"257 _frozen_param9" -> "258 dequantize_per_channel_default_9" [label="(2304, 768)", style=solid]; -"258 dequantize_per_channel_default_9" -> "259 linear_8" [label="(2304, 768)", style=solid]; -"259 linear_8" -> "260 unflatten_2" [label="(197, 1, 2304)", style=solid]; -"260 unflatten_2" -> "261 unsqueeze_2" [label="(197, 1, 3, 768)", style=solid]; -"261 unsqueeze_2" -> "262 transpose_13" [label="(1, 197, 1, 3, 768)", style=solid]; -"262 transpose_13" -> "263 squeeze_2" [label="(3, 197, 1, 1, 768)", style=solid]; -"263 squeeze_2" -> "264 contiguous_2" [label="(3, 197, 1, 768)", style=solid]; -"264 contiguous_2" -> "265 quantize_per_tensor_default_14" [label="(3, 197, 1, 768)", style=solid]; -"264 contiguous_2" -> "268 quantize_per_tensor_default_15" [label="(3, 197, 1, 768)", style=solid]; -"264 contiguous_2" -> "271 select_8" [label="(3, 197, 1, 768)", style=solid]; -"265 quantize_per_tensor_default_14" -> "266 dequantize_per_tensor_default_14" [label="(3, 197, 1, 768)", style=solid]; -"266 dequantize_per_tensor_default_14" -> "267 select_6" [label="(3, 197, 1, 768)", style=solid]; -"267 select_6" -> "272 view_16" [label="(197, 1, 768)", style=solid]; -"268 quantize_per_tensor_default_15" -> "269 dequantize_per_tensor_default_15" [label="(3, 197, 1, 768)", style=solid]; -"269 dequantize_per_tensor_default_15" -> "270 select_7" [label="(3, 197, 1, 768)", style=solid]; -"270 select_7" -> "274 view_17" [label="(197, 1, 768)", style=solid]; -"271 select_8" -> "276 view_18" [label="(197, 1, 768)", style=solid]; -"272 view_16" -> "273 transpose_14" [label="(197, 12, 64)", style=solid]; -"273 transpose_14" -> "278 view_19" [label="(12, 197, 64)", style=solid]; -"274 view_17" -> "275 transpose_15" [label="(197, 12, 64)", style=solid]; -"275 transpose_15" -> "279 view_20" [label="(12, 197, 64)", style=solid]; -"276 view_18" -> "277 transpose_16" [label="(197, 12, 64)", style=solid]; -"277 transpose_16" -> "280 view_21" [label="(12, 197, 64)", style=solid]; -"278 view_19" -> "281 scaled_dot_product_attention_2" [label="(1, 12, 197, 64)", style=solid]; -"279 view_20" -> "281 scaled_dot_product_attention_2" [label="(1, 12, 197, 64)", style=solid]; -"280 view_21" -> "281 scaled_dot_product_attention_2" [label="(1, 12, 197, 64)", style=solid]; -"281 scaled_dot_product_attention_2" -> "282 permute_3" [label="(1, 12, 197, 64)", style=solid]; -"282 permute_3" -> "283 view_22" [label="(197, 1, 12, 64)", style=solid]; -"283 view_22" -> "284 view_22_0_0_nncf_smooth_quant_0" [label="(197, 768)", style=solid]; -"284 view_22_0_0_nncf_smooth_quant_0" -> "285 quantize_per_tensor_default_16" [label="(197, 768)", style=solid]; -"285 quantize_per_tensor_default_16" -> "286 dequantize_per_tensor_default_16" [label="(197, 768)", style=solid]; -"286 dequantize_per_tensor_default_16" -> "291 linear_9" [label="(197, 768)", style=solid]; -"287 linear_9_scale_0" -> "290 dequantize_per_channel_default_10" [label="(768,)", style=solid]; -"288 linear_9_zero_point_0" -> "290 dequantize_per_channel_default_10" [label="(768,)", style=solid]; -"289 _frozen_param10" -> "290 dequantize_per_channel_default_10" [label="(768, 768)", style=solid]; -"290 dequantize_per_channel_default_10" -> "291 linear_9" [label="(768, 768)", style=solid]; -"291 linear_9" -> "292 view_23" [label="(197, 768)", style=solid]; -"292 view_23" -> "293 transpose_17" [label="(197, 1, 768)", style=solid]; -"293 transpose_17" -> "294 dropout_7" [label="(1, 197, 768)", style=solid]; -"294 dropout_7" -> "295 add_5" [label="(1, 197, 768)", style=solid]; -"295 add_5" -> "296 layer_norm_5" [label="(1, 197, 768)", style=solid]; -"295 add_5" -> "316 add_6" [label="(1, 197, 768)", style=solid]; -"296 layer_norm_5" -> "297 layer_norm_5_0_0_nncf_smooth_quant_0" [label="(1, 197, 768)", style=solid]; -"297 layer_norm_5_0_0_nncf_smooth_quant_0" -> "298 quantize_per_tensor_default_17" [label="(1, 197, 768)", style=solid]; -"298 quantize_per_tensor_default_17" -> "299 dequantize_per_tensor_default_17" [label="(1, 197, 768)", style=solid]; -"299 dequantize_per_tensor_default_17" -> "304 linear_10" [label="(1, 197, 768)", style=solid]; -"300 linear_10_scale_0" -> "303 dequantize_per_channel_default_11" [label="(3072,)", style=solid]; -"301 linear_10_zero_point_0" -> "303 dequantize_per_channel_default_11" [label="(3072,)", style=solid]; -"302 _frozen_param11" -> "303 dequantize_per_channel_default_11" [label="(3072, 768)", style=solid]; -"303 dequantize_per_channel_default_11" -> "304 linear_10" [label="(3072, 768)", style=solid]; -"304 linear_10" -> "305 gelu_2" [label="(1, 197, 3072)", style=solid]; -"305 gelu_2" -> "306 dropout_8" [label="(1, 197, 3072)", style=solid]; -"306 dropout_8" -> "307 dropout_8_0_0_nncf_smooth_quant_0" [label="(1, 197, 3072)", style=solid]; -"307 dropout_8_0_0_nncf_smooth_quant_0" -> "308 quantize_per_tensor_default_18" [label="(1, 197, 3072)", style=solid]; -"308 quantize_per_tensor_default_18" -> "309 dequantize_per_tensor_default_18" [label="(1, 197, 3072)", style=solid]; -"309 dequantize_per_tensor_default_18" -> "314 linear_11" [label="(1, 197, 3072)", style=solid]; -"310 linear_11_scale_0" -> "313 dequantize_per_channel_default_12" [label="(768,)", style=solid]; -"311 linear_11_zero_point_0" -> "313 dequantize_per_channel_default_12" [label="(768,)", style=solid]; -"312 _frozen_param12" -> "313 dequantize_per_channel_default_12" [label="(768, 3072)", style=solid]; -"313 dequantize_per_channel_default_12" -> "314 linear_11" [label="(768, 3072)", style=solid]; -"314 linear_11" -> "315 dropout_9" [label="(1, 197, 768)", style=solid]; -"315 dropout_9" -> "316 add_6" [label="(1, 197, 768)", style=solid]; -"316 add_6" -> "317 layer_norm_6" [label="(1, 197, 768)", style=solid]; -"316 add_6" -> "362 add_7" [label="(1, 197, 768)", style=solid]; -"317 layer_norm_6" -> "318 transpose_18" [label="(1, 197, 768)", style=solid]; -"318 transpose_18" -> "319 transpose_18_0_0_nncf_smooth_quant_0" [label="(197, 1, 768)", style=solid]; -"319 transpose_18_0_0_nncf_smooth_quant_0" -> "320 quantize_per_tensor_default_19" [label="(197, 1, 768)", style=solid]; -"320 quantize_per_tensor_default_19" -> "321 dequantize_per_tensor_default_19" [label="(197, 1, 768)", style=solid]; -"321 dequantize_per_tensor_default_19" -> "326 linear_12" [label="(197, 1, 768)", style=solid]; -"322 linear_12_scale_0" -> "325 dequantize_per_channel_default_13" [label="(2304,)", style=solid]; -"323 linear_12_zero_point_0" -> "325 dequantize_per_channel_default_13" [label="(2304,)", style=solid]; -"324 _frozen_param13" -> "325 dequantize_per_channel_default_13" [label="(2304, 768)", style=solid]; -"325 dequantize_per_channel_default_13" -> "326 linear_12" [label="(2304, 768)", style=solid]; 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-"370 dequantize_per_channel_default_15" -> "371 linear_14" [label="(3072, 768)", style=solid]; -"371 linear_14" -> "372 gelu_3" [label="(1, 197, 3072)", style=solid]; -"372 gelu_3" -> "373 dropout_11" [label="(1, 197, 3072)", style=solid]; -"373 dropout_11" -> "374 dropout_11_0_0_nncf_smooth_quant_0" [label="(1, 197, 3072)", style=solid]; -"374 dropout_11_0_0_nncf_smooth_quant_0" -> "375 quantize_per_tensor_default_24" [label="(1, 197, 3072)", style=solid]; -"375 quantize_per_tensor_default_24" -> "376 dequantize_per_tensor_default_24" [label="(1, 197, 3072)", style=solid]; -"376 dequantize_per_tensor_default_24" -> "381 linear_15" [label="(1, 197, 3072)", style=solid]; -"377 linear_15_scale_0" -> "380 dequantize_per_channel_default_16" [label="(768,)", style=solid]; -"378 linear_15_zero_point_0" -> "380 dequantize_per_channel_default_16" [label="(768,)", style=solid]; -"379 _frozen_param16" -> "380 dequantize_per_channel_default_16" [label="(768, 3072)", style=solid]; -"380 dequantize_per_channel_default_16" -> "381 linear_15" [label="(768, 3072)", style=solid]; 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-"391 _frozen_param17" -> "392 dequantize_per_channel_default_17" [label="(2304, 768)", style=solid]; -"392 dequantize_per_channel_default_17" -> "393 linear_16" [label="(2304, 768)", style=solid]; -"393 linear_16" -> "394 unflatten_4" [label="(197, 1, 2304)", style=solid]; -"394 unflatten_4" -> "395 unsqueeze_4" [label="(197, 1, 3, 768)", style=solid]; -"395 unsqueeze_4" -> "396 transpose_25" [label="(1, 197, 1, 3, 768)", style=solid]; -"396 transpose_25" -> "397 squeeze_4" [label="(3, 197, 1, 1, 768)", style=solid]; -"397 squeeze_4" -> "398 contiguous_4" [label="(3, 197, 1, 768)", style=solid]; -"398 contiguous_4" -> "399 quantize_per_tensor_default_26" [label="(3, 197, 1, 768)", style=solid]; -"398 contiguous_4" -> "402 quantize_per_tensor_default_27" [label="(3, 197, 1, 768)", style=solid]; -"398 contiguous_4" -> "405 select_14" [label="(3, 197, 1, 768)", style=solid]; -"399 quantize_per_tensor_default_26" -> "400 dequantize_per_tensor_default_26" [label="(3, 197, 1, 768)", style=solid]; 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-"413 view_36" -> "415 scaled_dot_product_attention_4" [label="(1, 12, 197, 64)", style=solid]; -"414 view_37" -> "415 scaled_dot_product_attention_4" [label="(1, 12, 197, 64)", style=solid]; -"415 scaled_dot_product_attention_4" -> "416 permute_5" [label="(1, 12, 197, 64)", style=solid]; -"416 permute_5" -> "417 view_38" [label="(197, 1, 12, 64)", style=solid]; -"417 view_38" -> "418 view_38_0_0_nncf_smooth_quant_0" [label="(197, 768)", style=solid]; -"418 view_38_0_0_nncf_smooth_quant_0" -> "419 quantize_per_tensor_default_28" [label="(197, 768)", style=solid]; -"419 quantize_per_tensor_default_28" -> "420 dequantize_per_tensor_default_28" [label="(197, 768)", style=solid]; -"420 dequantize_per_tensor_default_28" -> "425 linear_17" [label="(197, 768)", style=solid]; -"421 linear_17_scale_0" -> "424 dequantize_per_channel_default_18" [label="(768,)", style=solid]; -"422 linear_17_zero_point_0" -> "424 dequantize_per_channel_default_18" [label="(768,)", style=solid]; -"423 _frozen_param18" -> "424 dequantize_per_channel_default_18" [label="(768, 768)", style=solid]; 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+"820 quantize_per_tensor_default_64" -> "821 dequantize_per_tensor_default_64" [label="(197, 768)", style=solid]; +"821 dequantize_per_tensor_default_64" -> "826 linear_41" [label="(197, 768)", style=solid]; +"822 linear_41_scale_0" -> "825 dequantize_per_channel_default_42" [label="(768,)", style=solid]; +"823 linear_41_zero_point_0" -> "825 dequantize_per_channel_default_42" [label="(768,)", style=solid]; +"824 _frozen_param43" -> "825 dequantize_per_channel_default_42" [label="(768, 768)", style=solid]; +"825 dequantize_per_channel_default_42" -> "826 linear_41" [label="(768, 768)", style=solid]; +"826 linear_41" -> "827 view_87" [label="(197, 768)", style=solid]; +"827 view_87" -> "828 transpose_65" [label="(197, 1, 768)", style=solid]; +"828 transpose_65" -> "829 dropout_31" [label="(1, 197, 768)", style=solid]; +"829 dropout_31" -> "830 add_21" [label="(1, 197, 768)", style=solid]; +"830 add_21" -> "831 layer_norm_21" [label="(1, 197, 768)", style=solid]; +"830 add_21" -> "851 add_22" [label="(1, 197, 768)", style=solid]; +"831 layer_norm_21" -> "832 layer_norm_21_0_0_nncf_smooth_quant_0" [label="(1, 197, 768)", style=solid]; +"832 layer_norm_21_0_0_nncf_smooth_quant_0" -> "833 quantize_per_tensor_default_65" [label="(1, 197, 768)", style=solid]; +"833 quantize_per_tensor_default_65" -> "834 dequantize_per_tensor_default_65" [label="(1, 197, 768)", style=solid]; +"834 dequantize_per_tensor_default_65" -> "839 linear_42" [label="(1, 197, 768)", style=solid]; +"835 linear_42_scale_0" -> "838 dequantize_per_channel_default_43" [label="(3072,)", style=solid]; +"836 linear_42_zero_point_0" -> "838 dequantize_per_channel_default_43" [label="(3072,)", style=solid]; +"837 _frozen_param44" -> "838 dequantize_per_channel_default_43" [label="(3072, 768)", style=solid]; +"838 dequantize_per_channel_default_43" -> "839 linear_42" [label="(3072, 768)", style=solid]; +"839 linear_42" -> "840 gelu_10" [label="(1, 197, 3072)", style=solid]; +"840 gelu_10" -> "841 dropout_32" [label="(1, 197, 3072)", style=solid]; +"841 dropout_32" -> "842 dropout_32_0_0_nncf_smooth_quant_0" [label="(1, 197, 3072)", style=solid]; 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+"905 dequantize_per_channel_default_47" -> "906 linear_46" [label="(3072, 768)", style=solid]; +"906 linear_46" -> "907 gelu_11" [label="(1, 197, 3072)", style=solid]; +"907 gelu_11" -> "908 dropout_35" [label="(1, 197, 3072)", style=solid]; +"908 dropout_35" -> "909 dropout_35_0_0_nncf_smooth_quant_0" [label="(1, 197, 3072)", style=solid]; +"909 dropout_35_0_0_nncf_smooth_quant_0" -> "910 quantize_per_tensor_default_72" [label="(1, 197, 3072)", style=solid]; +"910 quantize_per_tensor_default_72" -> "911 dequantize_per_tensor_default_72" [label="(1, 197, 3072)", style=solid]; +"911 dequantize_per_tensor_default_72" -> "916 linear_47" [label="(1, 197, 3072)", style=solid]; +"912 linear_47_scale_0" -> "915 dequantize_per_channel_default_48" [label="(768,)", style=solid]; +"913 linear_47_zero_point_0" -> "915 dequantize_per_channel_default_48" [label="(768,)", style=solid]; +"914 _frozen_param49" -> "915 dequantize_per_channel_default_48" [label="(768, 3072)", style=solid]; +"915 dequantize_per_channel_default_48" -> "916 linear_47" [label="(768, 3072)", style=solid]; +"916 linear_47" -> "917 dropout_36" [label="(1, 197, 768)", style=solid]; +"917 dropout_36" -> "918 add_24" [label="(1, 197, 768)", style=solid]; +"918 add_24" -> "919 layer_norm_24" [label="(1, 197, 768)", style=solid]; +"919 layer_norm_24" -> "920 slice_1" [label="(1, 197, 768)", style=solid]; +"920 slice_1" -> "921 select_36" [label="(1, 197, 768)", style=solid]; +"921 select_36" -> "922 select_36_0_0_nncf_smooth_quant_0" [label="(1, 768)", style=solid]; +"922 select_36_0_0_nncf_smooth_quant_0" -> "923 quantize_per_tensor_default_73" [label="(1, 768)", style=solid]; +"923 quantize_per_tensor_default_73" -> "924 dequantize_per_tensor_default_73" [label="(1, 768)", style=solid]; +"924 dequantize_per_tensor_default_73" -> "929 linear_48" [label="(1, 768)", style=solid]; +"925 linear_48_scale_0" -> "928 dequantize_per_channel_default_49" [label="(1000,)", style=solid]; +"926 linear_48_zero_point_0" -> "928 dequantize_per_channel_default_49" [label="(1000,)", style=solid]; +"927 _frozen_param50" -> "928 dequantize_per_channel_default_49" [label="(1000, 768)", style=solid]; +"928 dequantize_per_channel_default_49" -> "929 linear_48" [label="(1000, 768)", style=solid]; +"929 linear_48" -> "930 output" [label="(1, 1000)", style=solid]; } diff --git a/tests/torch/data/reference_graphs/fx/experimental/ao_export_quantization_OpenVINOQuantizer/swin_v2_s.dot b/tests/torch/data/reference_graphs/fx/experimental/ao_export_quantization_OpenVINOQuantizer/swin_v2_s.dot index a3e4f7384fa..ed9adcf0eaf 100644 --- a/tests/torch/data/reference_graphs/fx/experimental/ao_export_quantization_OpenVINOQuantizer/swin_v2_s.dot +++ b/tests/torch/data/reference_graphs/fx/experimental/ao_export_quantization_OpenVINOQuantizer/swin_v2_s.dot @@ -1,7100 +1,4862 @@ strict digraph { "0 _scale_0" [id=0, type=get_attr]; "1 _zero_point_0" [id=1, type=get_attr]; -"2 _frozen_param0" [id=2, type=get_attr]; +"2 _frozen_param2_1" [id=2, type=get_attr]; "3 dequantize_per_channel_default" [id=3, type=dequantize_per_channel]; "4 _scale_1" [id=4, type=get_attr]; "5 _zero_point_1" [id=5, type=get_attr]; -"6 _frozen_param1" [id=6, type=get_attr]; +"6 _frozen_param6_1" [id=6, type=get_attr]; "7 dequantize_per_channel_default_1" [id=7, type=dequantize_per_channel]; -"8 features_1_0_attn_qkv_bias" [id=8, type=get_attr]; -"9 features_1_0_attn_proj_bias" [id=9, type=get_attr]; -"10 features_1_0_attn_logit_scale" [id=10, type=get_attr]; -"11 _scale_2" [id=11, type=get_attr]; -"12 _zero_point_2" [id=12, type=get_attr]; -"13 _frozen_param2" [id=13, type=get_attr]; -"14 dequantize_per_channel_default_2" [id=14, type=dequantize_per_channel]; -"15 _scale_3" [id=15, type=get_attr]; -"16 _zero_point_3" [id=16, type=get_attr]; -"17 _frozen_param3" [id=17, type=get_attr]; -"18 dequantize_per_channel_default_3" [id=18, type=dequantize_per_channel]; -"19 features_1_1_attn_qkv_bias" [id=19, type=get_attr]; -"20 features_1_1_attn_proj_bias" [id=20, type=get_attr]; -"21 features_1_1_attn_logit_scale" [id=21, type=get_attr]; -"22 _scale_4" [id=22, type=get_attr]; -"23 _zero_point_4" [id=23, type=get_attr]; -"24 _frozen_param4" [id=24, type=get_attr]; -"25 dequantize_per_channel_default_4" [id=25, type=dequantize_per_channel]; -"26 _scale_5" [id=26, type=get_attr]; -"27 _zero_point_5" [id=27, type=get_attr]; -"28 _frozen_param5" [id=28, type=get_attr]; -"29 dequantize_per_channel_default_5" [id=29, type=dequantize_per_channel]; -"30 features_3_0_attn_qkv_bias" [id=30, type=get_attr]; -"31 features_3_0_attn_proj_bias" [id=31, type=get_attr]; -"32 features_3_0_attn_logit_scale" [id=32, type=get_attr]; -"33 _scale_6" [id=33, type=get_attr]; -"34 _zero_point_6" [id=34, type=get_attr]; -"35 _frozen_param6" [id=35, type=get_attr]; -"36 dequantize_per_channel_default_6" [id=36, type=dequantize_per_channel]; -"37 _scale_7" [id=37, type=get_attr]; -"38 _zero_point_7" [id=38, type=get_attr]; -"39 _frozen_param7" [id=39, type=get_attr]; -"40 dequantize_per_channel_default_7" [id=40, type=dequantize_per_channel]; -"41 features_3_1_attn_qkv_bias" [id=41, type=get_attr]; -"42 features_3_1_attn_proj_bias" [id=42, type=get_attr]; 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+"2301 permute_108" -> "2302 adaptive_avg_pool2d" [label="(1, 768, 7, 7)", style=solid]; +"2302 adaptive_avg_pool2d" -> "2303 quantize_per_tensor_default_148" [label="(1, 768, 1, 1)", style=solid]; +"2303 quantize_per_tensor_default_148" -> "2304 dequantize_per_tensor_default_148" [label=None, style=solid]; +"2304 dequantize_per_tensor_default_148" -> "2305 flatten" [label=None, style=solid]; +"2305 flatten" -> "2306 linear_147" [label="(1, 768)", style=solid]; +"2306 linear_147" -> "2307 output_1" [label="(1, 1000)", style=solid]; } diff --git a/tests/torch/data/reference_graphs/fx/experimental/ao_export_quantization_OpenVINOQuantizer/vit_b_16.dot b/tests/torch/data/reference_graphs/fx/experimental/ao_export_quantization_OpenVINOQuantizer/vit_b_16.dot index d3c40ce0d67..c54eee713de 100644 --- a/tests/torch/data/reference_graphs/fx/experimental/ao_export_quantization_OpenVINOQuantizer/vit_b_16.dot +++ b/tests/torch/data/reference_graphs/fx/experimental/ao_export_quantization_OpenVINOQuantizer/vit_b_16.dot @@ -1,1791 +1,1789 @@ strict digraph { -"0 class_token" [id=0, type=get_attr]; 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-"385 dequantize_per_tensor_default_8" -> "386 permute_2" [label=None, style=solid]; -"386 permute_2" -> "387 view_14" [label="(197, 1, 12, 64)", style=solid]; -"387 view_14" -> "388 linear_5" [label="(197, 768)", style=solid]; -"388 linear_5" -> "389 view_15" [label="(197, 768)", style=solid]; -"389 view_15" -> "390 transpose_11" [label="(197, 1, 768)", style=solid]; -"390 transpose_11" -> "391 dropout_4" [label="(1, 197, 768)", style=solid]; -"391 dropout_4" -> "392 add_3" [label="(1, 197, 768)", style=solid]; -"392 add_3" -> "393 layer_norm_3" [label="(1, 197, 768)", style=solid]; -"392 add_3" -> "403 add_4" [label="(1, 197, 768)", style=solid]; -"393 layer_norm_3" -> "394 quantize_per_tensor_default_9" [label="(1, 197, 768)", style=solid]; -"394 quantize_per_tensor_default_9" -> "395 dequantize_per_tensor_default_9" [label=None, style=solid]; -"395 dequantize_per_tensor_default_9" -> "396 linear_6" [label=None, style=solid]; -"396 linear_6" -> "397 gelu_1" [label="(1, 197, 3072)", style=solid]; 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-"408 linear_8" -> "409 unflatten_2" [label="(197, 1, 2304)", style=solid]; -"409 unflatten_2" -> "410 unsqueeze_2" [label="(197, 1, 3, 768)", style=solid]; -"410 unsqueeze_2" -> "411 transpose_13" [label="(1, 197, 1, 3, 768)", style=solid]; -"411 transpose_13" -> "412 squeeze_2" [label="(3, 197, 1, 1, 768)", style=solid]; -"412 squeeze_2" -> "413 contiguous_2" [label="(3, 197, 1, 768)", style=solid]; -"413 contiguous_2" -> "414 quantize_per_tensor_default_12" [label="(3, 197, 1, 768)", style=solid]; -"413 contiguous_2" -> "419 select_8" [label="(3, 197, 1, 768)", style=solid]; -"414 quantize_per_tensor_default_12" -> "415 dequantize_per_tensor_default_67" [label=None, style=solid]; -"414 quantize_per_tensor_default_12" -> "416 dequantize_per_tensor_default_66" [label=None, style=solid]; -"415 dequantize_per_tensor_default_67" -> "418 select_7" [label=None, style=solid]; -"416 dequantize_per_tensor_default_66" -> "417 select_6" [label=None, style=solid]; -"417 select_6" -> "420 view_16" [label="(197, 1, 768)", style=solid]; 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+"797 quantize_per_tensor_default_53" -> "798 dequantize_per_tensor_default_53" [label=None, style=solid]; +"798 dequantize_per_tensor_default_53" -> "799 permute_11" [label=None, style=solid]; +"799 permute_11" -> "800 view_86" [label="(197, 1, 12, 64)", style=solid]; +"800 view_86" -> "801 linear_41" [label="(197, 768)", style=solid]; +"801 linear_41" -> "802 view_87" [label="(197, 768)", style=solid]; +"802 view_87" -> "803 transpose_65" [label="(197, 1, 768)", style=solid]; +"803 transpose_65" -> "804 dropout_31" [label="(1, 197, 768)", style=solid]; +"804 dropout_31" -> "805 add_21" [label="(1, 197, 768)", style=solid]; +"805 add_21" -> "806 layer_norm_21" [label="(1, 197, 768)", style=solid]; +"805 add_21" -> "816 add_22" [label="(1, 197, 768)", style=solid]; +"806 layer_norm_21" -> "807 quantize_per_tensor_default_54" [label="(1, 197, 768)", style=solid]; +"807 quantize_per_tensor_default_54" -> "808 dequantize_per_tensor_default_54" [label=None, style=solid]; +"808 dequantize_per_tensor_default_54" -> "809 linear_42" [label=None, style=solid]; +"809 linear_42" -> "810 gelu_10" [label="(1, 197, 3072)", style=solid]; +"810 gelu_10" -> "811 quantize_per_tensor_default_55" [label="(1, 197, 3072)", style=solid]; +"811 quantize_per_tensor_default_55" -> "812 dequantize_per_tensor_default_55" [label=None, style=solid]; +"812 dequantize_per_tensor_default_55" -> "813 dropout_32" [label=None, style=solid]; +"813 dropout_32" -> "814 linear_43" [label="(1, 197, 3072)", style=solid]; +"814 linear_43" -> "815 dropout_33" [label="(1, 197, 768)", style=solid]; +"815 dropout_33" -> "816 add_22" [label="(1, 197, 768)", style=solid]; +"816 add_22" -> "817 layer_norm_22" [label="(1, 197, 768)", style=solid]; +"816 add_22" -> "851 add_23" [label="(1, 197, 768)", style=solid]; +"817 layer_norm_22" -> "818 quantize_per_tensor_default_56" [label="(1, 197, 768)", style=solid]; +"818 quantize_per_tensor_default_56" -> "819 dequantize_per_tensor_default_56" [label=None, style=solid]; +"819 dequantize_per_tensor_default_56" -> "820 transpose_66" [label=None, style=solid]; +"820 transpose_66" -> "821 linear_44" [label="(197, 1, 768)", style=solid]; +"821 linear_44" -> "822 unflatten_11" [label="(197, 1, 2304)", style=solid]; +"822 unflatten_11" -> "823 unsqueeze_11" [label="(197, 1, 3, 768)", style=solid]; +"823 unsqueeze_11" -> "824 transpose_67" [label="(1, 197, 1, 3, 768)", style=solid]; +"824 transpose_67" -> "825 squeeze_11" [label="(3, 197, 1, 1, 768)", style=solid]; +"825 squeeze_11" -> "826 contiguous_11" [label="(3, 197, 1, 768)", style=solid]; +"826 contiguous_11" -> "827 quantize_per_tensor_default_57" [label="(3, 197, 1, 768)", style=solid]; +"826 contiguous_11" -> "832 select_35" [label="(3, 197, 1, 768)", style=solid]; +"827 quantize_per_tensor_default_57" -> "828 dequantize_per_tensor_default_85" [label=None, style=solid]; +"827 quantize_per_tensor_default_57" -> "829 dequantize_per_tensor_default_84" [label=None, style=solid]; +"828 dequantize_per_tensor_default_85" -> "831 select_34" [label=None, style=solid]; +"829 dequantize_per_tensor_default_84" -> "830 select_33" [label=None, style=solid]; +"830 select_33" -> "833 view_88" [label="(197, 1, 768)", style=solid]; +"831 select_34" -> "835 view_89" [label="(197, 1, 768)", style=solid]; +"832 select_35" -> "837 view_90" [label="(197, 1, 768)", style=solid]; +"833 view_88" -> "834 transpose_68" [label="(197, 12, 64)", style=solid]; +"834 transpose_68" -> "839 view_91" [label="(12, 197, 64)", style=solid]; +"835 view_89" -> "836 transpose_69" [label="(197, 12, 64)", style=solid]; +"836 transpose_69" -> "840 view_92" [label="(12, 197, 64)", style=solid]; +"837 view_90" -> "838 transpose_70" [label="(197, 12, 64)", style=solid]; +"838 transpose_70" -> "841 view_93" [label="(12, 197, 64)", style=solid]; +"839 view_91" -> "842 scaled_dot_product_attention_11" [label="(1, 12, 197, 64)", style=solid]; +"840 view_92" -> "842 scaled_dot_product_attention_11" [label="(1, 12, 197, 64)", style=solid]; +"841 view_93" -> "842 scaled_dot_product_attention_11" [label="(1, 12, 197, 64)", style=solid]; +"842 scaled_dot_product_attention_11" -> "843 quantize_per_tensor_default_58" [label="(1, 12, 197, 64)", style=solid]; +"843 quantize_per_tensor_default_58" -> "844 dequantize_per_tensor_default_58" [label=None, style=solid]; +"844 dequantize_per_tensor_default_58" -> "845 permute_12" [label=None, style=solid]; +"845 permute_12" -> "846 view_94" [label="(197, 1, 12, 64)", style=solid]; +"846 view_94" -> "847 linear_45" [label="(197, 768)", style=solid]; +"847 linear_45" -> "848 view_95" [label="(197, 768)", style=solid]; +"848 view_95" -> "849 transpose_71" [label="(197, 1, 768)", style=solid]; +"849 transpose_71" -> "850 dropout_34" [label="(1, 197, 768)", style=solid]; +"850 dropout_34" -> "851 add_23" [label="(1, 197, 768)", style=solid]; +"851 add_23" -> "852 layer_norm_23" [label="(1, 197, 768)", style=solid]; +"851 add_23" -> "862 add_24" [label="(1, 197, 768)", style=solid]; +"852 layer_norm_23" -> "853 quantize_per_tensor_default_59" [label="(1, 197, 768)", style=solid]; +"853 quantize_per_tensor_default_59" -> "854 dequantize_per_tensor_default_59" [label=None, style=solid]; +"854 dequantize_per_tensor_default_59" -> "855 linear_46" [label=None, style=solid]; +"855 linear_46" -> "856 gelu_11" [label="(1, 197, 3072)", style=solid]; +"856 gelu_11" -> "857 quantize_per_tensor_default_60" [label="(1, 197, 3072)", style=solid]; +"857 quantize_per_tensor_default_60" -> "858 dequantize_per_tensor_default_60" [label=None, style=solid]; +"858 dequantize_per_tensor_default_60" -> "859 dropout_35" [label=None, style=solid]; +"859 dropout_35" -> "860 linear_47" [label="(1, 197, 3072)", style=solid]; +"860 linear_47" -> "861 dropout_36" [label="(1, 197, 768)", style=solid]; +"861 dropout_36" -> "862 add_24" [label="(1, 197, 768)", style=solid]; +"862 add_24" -> "863 layer_norm_24" [label="(1, 197, 768)", style=solid]; +"863 layer_norm_24" -> "864 quantize_per_tensor_default_61" [label="(1, 197, 768)", style=solid]; +"864 quantize_per_tensor_default_61" -> "865 dequantize_per_tensor_default_61" [label=None, style=solid]; +"865 dequantize_per_tensor_default_61" -> "866 slice_1" [label=None, style=solid]; +"866 slice_1" -> "867 select_36" [label="(1, 197, 768)", style=solid]; +"867 select_36" -> "868 linear_48" [label="(1, 768)", style=solid]; +"868 linear_48" -> "869 output_1" [label="(1, 1000)", style=solid]; }