1 # 2 # Copyright (C) 2018 The Android Open Source Project 3 # 4 # Licensed under the Apache License, Version 2.0 (the "License"); 5 # you may not use this file except in compliance with the License. 6 # You may obtain a copy of the License at 7 # 8 # http://www.apache.org/licenses/LICENSE-2.0 9 # 10 # Unless required by applicable law or agreed to in writing, software 11 # distributed under the License is distributed on an "AS IS" BASIS, 12 # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. 13 # See the License for the specific language governing permissions and 14 # limitations under the License. 15 # 16 17 input0 = Input("input0", "TENSOR_FLOAT32", "{2, 2}") 18 19 output0 = Output("output", "TENSOR_FLOAT32", "{1, 2, 2}") 20 output1 = Output("output", "TENSOR_FLOAT32", "{2, 1, 2}") 21 output2 = Output("output", "TENSOR_FLOAT32", "{2, 2, 1}") 22 output3 = output2 23 24 model0 = Model().Operation("EXPAND_DIMS", input0, 0).To(output0) 25 model1 = Model().Operation("EXPAND_DIMS", input0, 1).To(output1) 26 model2 = Model().Operation("EXPAND_DIMS", input0, 2).To(output2) 27 model3 = Model().Operation("EXPAND_DIMS", input0, -1).To(output3) 28 29 data = [1.2, -3.4, 5.6, 7.8] 30 31 for model, output in [(model0, output0), 32 (model1, output1), 33 (model2, output2), 34 (model3, output3)]: 35 quant8 = DataTypeConverter().Identify({ 36 input0: ["TENSOR_QUANT8_ASYMM", 0.5, 127], 37 output: ["TENSOR_QUANT8_ASYMM", 0.5, 127], 38 }) 39 40 int32 = DataTypeConverter().Identify({ 41 input0: ["TENSOR_INT32"], 42 output: ["TENSOR_INT32"], 43 }) 44 45 Example({ 46 input0: data, 47 output: data, 48 }, model=model).AddVariations("relaxed", quant8, int32, "float16") 49