webnn_graph "mobilenetv2" v1 { inputs { input: f32[1, 3, 224, 224]; } consts { operand_1: f32[32, 3, 3, 3] @weights("operand_1"); operand_102: f32[384, 64, 1, 1] @weights("operand_102"); operand_103: f32[1, 384, 1, 1] @weights("operand_103"); operand_107: f32[384, 1, 3, 3] @weights("operand_107"); operand_108: f32[1, 384, 1, 1] @weights("operand_108"); operand_11: f32[16, 32, 1, 1] @weights("operand_11"); operand_112: f32[64, 384, 1, 1] @weights("operand_112"); operand_113: f32[1, 64, 1, 1] @weights("operand_113"); operand_117: f32[384, 64, 1, 1] @weights("operand_117"); operand_118: f32[1, 384, 1, 1] @weights("operand_118"); operand_12: f32[1, 16, 1, 1] @weights("operand_12"); operand_122: f32[384, 1, 3, 3] @weights("operand_122"); operand_123: f32[1, 384, 1, 1] @weights("operand_123"); operand_127: f32[64, 384, 1, 1] @weights("operand_127"); operand_128: f32[1, 64, 1, 1] @weights("operand_128"); operand_132: f32[384, 64, 1, 1] @weights("operand_132"); operand_133: f32[1, 384, 1, 1] @weights("operand_133"); operand_137: f32[384, 1, 3, 3] @weights("operand_137"); operand_138: f32[1, 384, 1, 1] @weights("operand_138"); operand_142: f32[64, 384, 1, 1] @weights("operand_142"); operand_143: f32[1, 64, 1, 1] @weights("operand_143"); operand_147: f32[384, 64, 1, 1] @weights("operand_147"); operand_148: f32[1, 384, 1, 1] @weights("operand_148"); operand_15: f32[96, 16, 1, 1] @weights("operand_15"); operand_152: f32[384, 1, 3, 3] @weights("operand_152"); operand_153: f32[1, 384, 1, 1] @weights("operand_153"); operand_157: f32[96, 384, 1, 1] @weights("operand_157"); operand_158: f32[1, 96, 1, 1] @weights("operand_158"); operand_16: f32[1, 96, 1, 1] @weights("operand_16"); operand_161: f32[576, 96, 1, 1] @weights("operand_161"); operand_162: f32[1, 576, 1, 1] @weights("operand_162"); operand_166: f32[576, 1, 3, 3] @weights("operand_166"); operand_167: f32[1, 576, 1, 1] @weights("operand_167"); operand_171: f32[96, 576, 1, 1] @weights("operand_171"); operand_172: f32[1, 96, 1, 1] @weights("operand_172"); operand_176: f32[576, 96, 1, 1] @weights("operand_176"); operand_177: f32[1, 576, 1, 1] @weights("operand_177"); operand_181: f32[576, 1, 3, 3] @weights("operand_181"); operand_182: f32[1, 576, 1, 1] @weights("operand_182"); operand_186: f32[96, 576, 1, 1] @weights("operand_186"); operand_187: f32[1, 96, 1, 1] @weights("operand_187"); operand_191: f32[576, 96, 1, 1] @weights("operand_191"); operand_192: f32[1, 576, 1, 1] @weights("operand_192"); operand_196: f32[576, 1, 3, 3] @weights("operand_196"); operand_197: f32[1, 576, 1, 1] @weights("operand_197"); operand_2: f32[1, 32, 1, 1] @weights("operand_2"); operand_20: f32[96, 1, 3, 3] @weights("operand_20"); operand_201: f32[160, 576, 1, 1] @weights("operand_201"); operand_202: f32[1, 160, 1, 1] @weights("operand_202"); operand_205: f32[960, 160, 1, 1] @weights("operand_205"); operand_206: f32[1, 960, 1, 1] @weights("operand_206"); operand_21: f32[1, 96, 1, 1] @weights("operand_21"); operand_210: f32[960, 1, 3, 3] @weights("operand_210"); operand_211: f32[1, 960, 1, 1] @weights("operand_211"); operand_215: f32[160, 960, 1, 1] @weights("operand_215"); operand_216: f32[1, 160, 1, 1] @weights("operand_216"); operand_220: f32[960, 160, 1, 1] @weights("operand_220"); operand_221: f32[1, 960, 1, 1] @weights("operand_221"); operand_225: f32[960, 1, 3, 3] @weights("operand_225"); operand_226: f32[1, 960, 1, 1] @weights("operand_226"); operand_230: f32[160, 960, 1, 1] @weights("operand_230"); operand_231: f32[1, 160, 1, 1] @weights("operand_231"); operand_235: f32[960, 160, 1, 1] @weights("operand_235"); operand_236: f32[1, 960, 1, 1] @weights("operand_236"); operand_240: f32[960, 1, 3, 3] @weights("operand_240"); operand_241: f32[1, 960, 1, 1] @weights("operand_241"); operand_245: f32[320, 960, 1, 1] @weights("operand_245"); operand_246: f32[1, 320, 1, 1] @weights("operand_246"); operand_249: f32[1280, 320, 1, 1] @weights("operand_249"); operand_25: f32[24, 96, 1, 1] @weights("operand_25"); operand_250: f32[1, 1280, 1, 1] @weights("operand_250"); operand_256: f32[1000, 1280] @weights("operand_256"); operand_257: f32[1, 1000] @weights("operand_257"); operand_26: f32[1, 24, 1, 1] @weights("operand_26"); operand_29: f32[144, 24, 1, 1] @weights("operand_29"); operand_30: f32[1, 144, 1, 1] @weights("operand_30"); operand_34: f32[144, 1, 3, 3] @weights("operand_34"); operand_35: f32[1, 144, 1, 1] @weights("operand_35"); operand_39: f32[24, 144, 1, 1] @weights("operand_39"); operand_40: f32[1, 24, 1, 1] @weights("operand_40"); operand_44: f32[144, 24, 1, 1] @weights("operand_44"); operand_45: f32[1, 144, 1, 1] @weights("operand_45"); operand_49: f32[144, 1, 3, 3] @weights("operand_49"); operand_50: f32[1, 144, 1, 1] @weights("operand_50"); operand_54: f32[32, 144, 1, 1] @weights("operand_54"); operand_55: f32[1, 32, 1, 1] @weights("operand_55"); operand_58: f32[192, 32, 1, 1] @weights("operand_58"); operand_59: f32[1, 192, 1, 1] @weights("operand_59"); operand_6: f32[32, 1, 3, 3] @weights("operand_6"); operand_63: f32[192, 1, 3, 3] @weights("operand_63"); operand_64: f32[1, 192, 1, 1] @weights("operand_64"); operand_68: f32[32, 192, 1, 1] @weights("operand_68"); operand_69: f32[1, 32, 1, 1] @weights("operand_69"); operand_7: f32[1, 32, 1, 1] @weights("operand_7"); operand_73: f32[192, 32, 1, 1] @weights("operand_73"); operand_74: f32[1, 192, 1, 1] @weights("operand_74"); operand_78: f32[192, 1, 3, 3] @weights("operand_78"); operand_79: f32[1, 192, 1, 1] @weights("operand_79"); operand_83: f32[32, 192, 1, 1] @weights("operand_83"); operand_84: f32[1, 32, 1, 1] @weights("operand_84"); operand_88: f32[192, 32, 1, 1] @weights("operand_88"); operand_89: f32[1, 192, 1, 1] @weights("operand_89"); operand_93: f32[192, 1, 3, 3] @weights("operand_93"); operand_94: f32[1, 192, 1, 1] @weights("operand_94"); operand_98: f32[64, 192, 1, 1] @weights("operand_98"); operand_99: f32[1, 64, 1, 1] @weights("operand_99"); } nodes { operand_3 = conv2d(input, operand_1, dilations=[1, 1], filterLayout="oihw", groups=1, inputLayout="nchw", pads=[1, 1, 1, 1], strides=[2, 2]); operand_4 = add(operand_3, operand_2); operand_5 = clamp(operand_4, max_value=6.0, min_value=0.0); operand_8 = conv2d(operand_5, operand_6, dilations=[1, 1], filterLayout="oihw", groups=32, inputLayout="nchw", pads=[1, 1, 1, 1], strides=[1, 1]); operand_9 = add(operand_8, operand_7); operand_10 = clamp(operand_9, max_value=6.0, min_value=0.0); operand_13 = conv2d(operand_10, operand_11, dilations=[1, 1], filterLayout="oihw", groups=1, inputLayout="nchw", pads=[0, 0, 0, 0], strides=[1, 1]); operand_14 = add(operand_13, operand_12); operand_17 = conv2d(operand_14, operand_15, dilations=[1, 1], filterLayout="oihw", groups=1, inputLayout="nchw", pads=[0, 0, 0, 0], strides=[1, 1]); operand_18 = add(operand_17, operand_16); operand_19 = clamp(operand_18, max_value=6.0, min_value=0.0); operand_22 = conv2d(operand_19, operand_20, dilations=[1, 1], filterLayout="oihw", groups=96, inputLayout="nchw", pads=[1, 1, 1, 1], strides=[2, 2]); operand_23 = add(operand_22, operand_21); operand_24 = clamp(operand_23, max_value=6.0, min_value=0.0); operand_27 = conv2d(operand_24, operand_25, dilations=[1, 1], filterLayout="oihw", groups=1, inputLayout="nchw", pads=[0, 0, 0, 0], strides=[1, 1]); operand_28 = add(operand_27, operand_26); operand_31 = conv2d(operand_28, operand_29, dilations=[1, 1], filterLayout="oihw", groups=1, inputLayout="nchw", pads=[0, 0, 0, 0], strides=[1, 1]); operand_32 = add(operand_31, operand_30); operand_33 = clamp(operand_32, max_value=6.0, min_value=0.0); operand_36 = conv2d(operand_33, operand_34, dilations=[1, 1], filterLayout="oihw", groups=144, inputLayout="nchw", pads=[1, 1, 1, 1], strides=[1, 1]); operand_37 = add(operand_36, operand_35); operand_38 = clamp(operand_37, max_value=6.0, min_value=0.0); operand_41 = conv2d(operand_38, operand_39, dilations=[1, 1], filterLayout="oihw", groups=1, inputLayout="nchw", pads=[0, 0, 0, 0], strides=[1, 1]); operand_42 = add(operand_41, operand_40); operand_43 = add(operand_42, operand_28); operand_46 = conv2d(operand_43, operand_44, dilations=[1, 1], filterLayout="oihw", groups=1, inputLayout="nchw", pads=[0, 0, 0, 0], strides=[1, 1]); operand_47 = add(operand_46, operand_45); operand_48 = clamp(operand_47, max_value=6.0, min_value=0.0); operand_51 = conv2d(operand_48, operand_49, dilations=[1, 1], filterLayout="oihw", groups=144, inputLayout="nchw", pads=[1, 1, 1, 1], strides=[2, 2]); operand_52 = add(operand_51, operand_50); operand_53 = clamp(operand_52, max_value=6.0, min_value=0.0); operand_56 = conv2d(operand_53, operand_54, dilations=[1, 1], filterLayout="oihw", groups=1, inputLayout="nchw", pads=[0, 0, 0, 0], strides=[1, 1]); operand_57 = add(operand_56, operand_55); operand_60 = conv2d(operand_57, operand_58, dilations=[1, 1], filterLayout="oihw", groups=1, inputLayout="nchw", pads=[0, 0, 0, 0], strides=[1, 1]); operand_61 = add(operand_60, operand_59); operand_62 = clamp(operand_61, max_value=6.0, min_value=0.0); operand_65 = conv2d(operand_62, operand_63, dilations=[1, 1], filterLayout="oihw", groups=192, inputLayout="nchw", pads=[1, 1, 1, 1], strides=[1, 1]); operand_66 = add(operand_65, operand_64); operand_67 = clamp(operand_66, max_value=6.0, min_value=0.0); operand_70 = conv2d(operand_67, operand_68, dilations=[1, 1], filterLayout="oihw", groups=1, inputLayout="nchw", pads=[0, 0, 0, 0], strides=[1, 1]); operand_71 = add(operand_70, operand_69); operand_72 = add(operand_71, operand_57); operand_75 = conv2d(operand_72, operand_73, dilations=[1, 1], filterLayout="oihw", groups=1, inputLayout="nchw", pads=[0, 0, 0, 0], strides=[1, 1]); operand_76 = add(operand_75, operand_74); operand_77 = clamp(operand_76, max_value=6.0, min_value=0.0); operand_80 = conv2d(operand_77, operand_78, dilations=[1, 1], filterLayout="oihw", groups=192, inputLayout="nchw", pads=[1, 1, 1, 1], strides=[1, 1]); operand_81 = add(operand_80, operand_79); operand_82 = clamp(operand_81, max_value=6.0, min_value=0.0); operand_85 = conv2d(operand_82, operand_83, dilations=[1, 1], filterLayout="oihw", groups=1, inputLayout="nchw", pads=[0, 0, 0, 0], strides=[1, 1]); operand_86 = add(operand_85, operand_84); operand_87 = add(operand_86, operand_72); operand_90 = conv2d(operand_87, operand_88, dilations=[1, 1], filterLayout="oihw", groups=1, inputLayout="nchw", pads=[0, 0, 0, 0], strides=[1, 1]); operand_91 = add(operand_90, operand_89); operand_92 = clamp(operand_91, max_value=6.0, min_value=0.0); operand_95 = conv2d(operand_92, operand_93, dilations=[1, 1], filterLayout="oihw", groups=192, inputLayout="nchw", pads=[1, 1, 1, 1], strides=[2, 2]); operand_96 = add(operand_95, operand_94); operand_97 = clamp(operand_96, max_value=6.0, min_value=0.0); operand_100 = conv2d(operand_97, operand_98, dilations=[1, 1], filterLayout="oihw", groups=1, inputLayout="nchw", pads=[0, 0, 0, 0], strides=[1, 1]); operand_101 = add(operand_100, operand_99); operand_104 = conv2d(operand_101, operand_102, dilations=[1, 1], filterLayout="oihw", groups=1, inputLayout="nchw", pads=[0, 0, 0, 0], strides=[1, 1]); operand_105 = add(operand_104, operand_103); operand_106 = clamp(operand_105, max_value=6.0, min_value=0.0); operand_109 = conv2d(operand_106, operand_107, dilations=[1, 1], filterLayout="oihw", groups=384, inputLayout="nchw", pads=[1, 1, 1, 1], strides=[1, 1]); operand_110 = add(operand_109, operand_108); operand_111 = clamp(operand_110, max_value=6.0, min_value=0.0); operand_114 = conv2d(operand_111, operand_112, dilations=[1, 1], filterLayout="oihw", groups=1, inputLayout="nchw", pads=[0, 0, 0, 0], strides=[1, 1]); operand_115 = add(operand_114, operand_113); operand_116 = add(operand_115, operand_101); operand_119 = conv2d(operand_116, operand_117, dilations=[1, 1], filterLayout="oihw", groups=1, inputLayout="nchw", pads=[0, 0, 0, 0], strides=[1, 1]); operand_120 = add(operand_119, operand_118); operand_121 = clamp(operand_120, max_value=6.0, min_value=0.0); operand_124 = conv2d(operand_121, operand_122, dilations=[1, 1], filterLayout="oihw", groups=384, inputLayout="nchw", pads=[1, 1, 1, 1], strides=[1, 1]); operand_125 = add(operand_124, operand_123); operand_126 = clamp(operand_125, max_value=6.0, min_value=0.0); operand_129 = conv2d(operand_126, operand_127, dilations=[1, 1], filterLayout="oihw", groups=1, inputLayout="nchw", pads=[0, 0, 0, 0], strides=[1, 1]); operand_130 = add(operand_129, operand_128); operand_131 = add(operand_130, operand_116); operand_134 = conv2d(operand_131, operand_132, dilations=[1, 1], filterLayout="oihw", groups=1, inputLayout="nchw", pads=[0, 0, 0, 0], strides=[1, 1]); operand_135 = add(operand_134, operand_133); operand_136 = clamp(operand_135, max_value=6.0, min_value=0.0); operand_139 = conv2d(operand_136, operand_137, dilations=[1, 1], filterLayout="oihw", groups=384, inputLayout="nchw", pads=[1, 1, 1, 1], strides=[1, 1]); operand_140 = add(operand_139, operand_138); operand_141 = clamp(operand_140, max_value=6.0, min_value=0.0); operand_144 = conv2d(operand_141, operand_142, dilations=[1, 1], filterLayout="oihw", groups=1, inputLayout="nchw", pads=[0, 0, 0, 0], strides=[1, 1]); operand_145 = add(operand_144, operand_143); operand_146 = add(operand_145, operand_131); operand_149 = conv2d(operand_146, operand_147, dilations=[1, 1], filterLayout="oihw", groups=1, inputLayout="nchw", pads=[0, 0, 0, 0], strides=[1, 1]); operand_150 = add(operand_149, operand_148); operand_151 = clamp(operand_150, max_value=6.0, min_value=0.0); operand_154 = conv2d(operand_151, operand_152, dilations=[1, 1], filterLayout="oihw", groups=384, inputLayout="nchw", pads=[1, 1, 1, 1], strides=[1, 1]); operand_155 = add(operand_154, operand_153); operand_156 = clamp(operand_155, max_value=6.0, min_value=0.0); operand_159 = conv2d(operand_156, operand_157, dilations=[1, 1], filterLayout="oihw", groups=1, inputLayout="nchw", pads=[0, 0, 0, 0], strides=[1, 1]); operand_160 = add(operand_159, operand_158); operand_163 = conv2d(operand_160, operand_161, dilations=[1, 1], filterLayout="oihw", groups=1, inputLayout="nchw", pads=[0, 0, 0, 0], strides=[1, 1]); operand_164 = add(operand_163, operand_162); operand_165 = clamp(operand_164, max_value=6.0, min_value=0.0); operand_168 = conv2d(operand_165, operand_166, dilations=[1, 1], filterLayout="oihw", groups=576, inputLayout="nchw", pads=[1, 1, 1, 1], strides=[1, 1]); operand_169 = add(operand_168, operand_167); operand_170 = clamp(operand_169, max_value=6.0, min_value=0.0); operand_173 = conv2d(operand_170, operand_171, dilations=[1, 1], filterLayout="oihw", groups=1, inputLayout="nchw", pads=[0, 0, 0, 0], strides=[1, 1]); operand_174 = add(operand_173, operand_172); operand_175 = add(operand_174, operand_160); operand_178 = conv2d(operand_175, operand_176, dilations=[1, 1], filterLayout="oihw", groups=1, inputLayout="nchw", pads=[0, 0, 0, 0], strides=[1, 1]); operand_179 = add(operand_178, operand_177); operand_180 = clamp(operand_179, max_value=6.0, min_value=0.0); operand_183 = conv2d(operand_180, operand_181, dilations=[1, 1], filterLayout="oihw", groups=576, inputLayout="nchw", pads=[1, 1, 1, 1], strides=[1, 1]); operand_184 = add(operand_183, operand_182); operand_185 = clamp(operand_184, max_value=6.0, min_value=0.0); operand_188 = conv2d(operand_185, operand_186, dilations=[1, 1], filterLayout="oihw", groups=1, inputLayout="nchw", pads=[0, 0, 0, 0], strides=[1, 1]); operand_189 = add(operand_188, operand_187); operand_190 = add(operand_189, operand_175); operand_193 = conv2d(operand_190, operand_191, dilations=[1, 1], filterLayout="oihw", groups=1, inputLayout="nchw", pads=[0, 0, 0, 0], strides=[1, 1]); operand_194 = add(operand_193, operand_192); operand_195 = clamp(operand_194, max_value=6.0, min_value=0.0); operand_198 = conv2d(operand_195, operand_196, dilations=[1, 1], filterLayout="oihw", groups=576, inputLayout="nchw", pads=[1, 1, 1, 1], strides=[2, 2]); operand_199 = add(operand_198, operand_197); operand_200 = clamp(operand_199, max_value=6.0, min_value=0.0); operand_203 = conv2d(operand_200, operand_201, dilations=[1, 1], filterLayout="oihw", groups=1, inputLayout="nchw", pads=[0, 0, 0, 0], strides=[1, 1]); operand_204 = add(operand_203, operand_202); operand_207 = conv2d(operand_204, operand_205, dilations=[1, 1], filterLayout="oihw", groups=1, inputLayout="nchw", pads=[0, 0, 0, 0], strides=[1, 1]); operand_208 = add(operand_207, operand_206); operand_209 = clamp(operand_208, max_value=6.0, min_value=0.0); operand_212 = conv2d(operand_209, operand_210, dilations=[1, 1], filterLayout="oihw", groups=960, inputLayout="nchw", pads=[1, 1, 1, 1], strides=[1, 1]); operand_213 = add(operand_212, operand_211); operand_214 = clamp(operand_213, max_value=6.0, min_value=0.0); operand_217 = conv2d(operand_214, operand_215, dilations=[1, 1], filterLayout="oihw", groups=1, inputLayout="nchw", pads=[0, 0, 0, 0], strides=[1, 1]); operand_218 = add(operand_217, operand_216); operand_219 = add(operand_218, operand_204); operand_222 = conv2d(operand_219, operand_220, dilations=[1, 1], filterLayout="oihw", groups=1, inputLayout="nchw", pads=[0, 0, 0, 0], strides=[1, 1]); operand_223 = add(operand_222, operand_221); operand_224 = clamp(operand_223, max_value=6.0, min_value=0.0); operand_227 = conv2d(operand_224, operand_225, dilations=[1, 1], filterLayout="oihw", groups=960, inputLayout="nchw", pads=[1, 1, 1, 1], strides=[1, 1]); operand_228 = add(operand_227, operand_226); operand_229 = clamp(operand_228, max_value=6.0, min_value=0.0); operand_232 = conv2d(operand_229, operand_230, dilations=[1, 1], filterLayout="oihw", groups=1, inputLayout="nchw", pads=[0, 0, 0, 0], strides=[1, 1]); operand_233 = add(operand_232, operand_231); operand_234 = add(operand_233, operand_219); operand_237 = conv2d(operand_234, operand_235, dilations=[1, 1], filterLayout="oihw", groups=1, inputLayout="nchw", pads=[0, 0, 0, 0], strides=[1, 1]); operand_238 = add(operand_237, operand_236); operand_239 = clamp(operand_238, max_value=6.0, min_value=0.0); operand_242 = conv2d(operand_239, operand_240, dilations=[1, 1], filterLayout="oihw", groups=960, inputLayout="nchw", pads=[1, 1, 1, 1], strides=[1, 1]); operand_243 = add(operand_242, operand_241); operand_244 = clamp(operand_243, max_value=6.0, min_value=0.0); operand_247 = conv2d(operand_244, operand_245, dilations=[1, 1], filterLayout="oihw", groups=1, inputLayout="nchw", pads=[0, 0, 0, 0], strides=[1, 1]); operand_248 = add(operand_247, operand_246); operand_251 = conv2d(operand_248, operand_249, dilations=[1, 1], filterLayout="oihw", groups=1, inputLayout="nchw", pads=[0, 0, 0, 0], strides=[1, 1]); operand_252 = add(operand_251, operand_250); operand_253 = clamp(operand_252, max_value=6.0, min_value=0.0); operand_254 = globalAveragePool(operand_253, layout="nchw"); operand_255 = reshape(operand_254, newShape=[1, 1280]); operand_258 = gemm(operand_255, operand_256, a_transpose=False, alpha=1.0, b_transpose=True, beta=1.0, has_bias=False); operand_259 = add(operand_258, operand_257); output = softmax(operand_259); } outputs { output; } }