fixed the model

model.webnn

@@ -1,4 +1,4 @@
-webnn_graph "mobilenetv2" v1 {
+webnn_graph "graph" v1 {
   inputs {
     input: f32[1, 3, 224, 224];
   }
@@ -113,163 +113,161 @@ webnn_graph "mobilenetv2" v1 {
   }
 
   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);
+    [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;
-  }
-}
+  outputs { output; }
+}