| // RUN: flatbuffer_translate -mlir-to-tflite-flatbuffer %s -emit-select-tf-ops -o - | flatbuffer_to_string - | FileCheck %s |
| |
| func.func @main(tensor<4xf32>) -> tensor<4xf32> { |
| ^bb0(%arg0: tensor<4xf32>): |
| // CHECK: { |
| // CHECK-NEXT: version: 3, |
| // CHECK-NEXT: operator_codes: [ { |
| // CHECK-NEXT: deprecated_builtin_code: 18, |
| // CHECK-NEXT: version: 1, |
| // CHECK-NEXT: builtin_code: MUL |
| // CHECK-NEXT: }, { |
| // CHECK-NEXT: deprecated_builtin_code: 32, |
| // CHECK-NEXT: custom_code: "FlexDiv", |
| // CHECK-NEXT: builtin_code: CUSTOM |
| // CHECK-NEXT: }, { |
| // CHECK-NEXT: deprecated_builtin_code: 47, |
| // CHECK-NEXT: version: 1, |
| // CHECK-NEXT: builtin_code: EXP |
| // CHECK-NEXT: } ], |
| // CHECK-NEXT: subgraphs: [ { |
| // CHECK-NEXT: tensors: [ { |
| // CHECK-NEXT: shape: [ 4 ], |
| // CHECK-NEXT: buffer: 1, |
| // CHECK-NEXT: name: "arg0", |
| // CHECK-NEXT: quantization: { |
| // CHECK-EMPTY: |
| // CHECK-NEXT: } |
| // CHECK-NEXT: }, { |
| // CHECK-NEXT: shape: [ 4 ], |
| // CHECK-NEXT: buffer: 2, |
| // CHECK-NEXT: name: "Const", |
| // CHECK-NEXT: quantization: { |
| // CHECK-EMPTY: |
| // CHECK-NEXT: } |
| // CHECK-NEXT: }, { |
| // CHECK-NEXT: shape: [ 4 ], |
| // CHECK-NEXT: buffer: 3, |
| // CHECK-NEXT: name: "mul", |
| // CHECK-NEXT: quantization: { |
| // CHECK-EMPTY: |
| // CHECK-NEXT: } |
| // CHECK-NEXT: }, { |
| // CHECK-NEXT: shape: [ 4 ], |
| // CHECK-NEXT: buffer: 4, |
| // CHECK-NEXT: name: "div", |
| // CHECK-NEXT: quantization: { |
| // CHECK-EMPTY: |
| // CHECK-NEXT: } |
| // CHECK-NEXT: }, { |
| // CHECK-NEXT: shape: [ 4 ], |
| // CHECK-NEXT: buffer: 5, |
| // CHECK-NEXT: name: "exp", |
| // CHECK-NEXT: quantization: { |
| // CHECK-EMPTY: |
| // CHECK-NEXT: } |
| // CHECK-NEXT: } ], |
| // CHECK-NEXT: inputs: [ 0 ], |
| // CHECK-NEXT: outputs: [ 4 ], |
| // CHECK-NEXT: operators: [ { |
| // CHECK-NEXT: inputs: [ 0, 1 ], |
| // CHECK-NEXT: outputs: [ 2 ], |
| // CHECK-NEXT: builtin_options_type: MulOptions, |
| // CHECK-NEXT: builtin_options: { |
| // CHECK-EMPTY: |
| // CHECK-NEXT: } |
| // CHECK-NEXT: }, { |
| // CHECK-NEXT: opcode_index: 1, |
| // CHECK-NEXT: inputs: [ 2, 1 ], |
| // CHECK-NEXT: outputs: [ 3 ], |
| // CHECK-NEXT: custom_options: [ 3, 68, 105, 118, 0, 20, 18, 3, 68, 105, 118, 26, 0, 26, 0, 42, 7, 10, 1, 84, 18, 2, 48, 1, 50, 0, 0, 2, 27, 23, 20, 20, 4, 40, 1 ] |
| // CHECK-NEXT: }, { |
| // CHECK-NEXT: opcode_index: 2, |
| // CHECK-NEXT: inputs: [ 3 ], |
| // CHECK-NEXT: outputs: [ 4 ], |
| // CHECK-NEXT: builtin_options_type: ExpOptions, |
| // CHECK-NEXT: builtin_options: { |
| // CHECK-EMPTY: |
| // CHECK-NEXT: } |
| // CHECK-NEXT: } ] |
| // CHECK-NEXT: name: "main" |
| // CHECK-NEXT: } ], |
| // CHECK-NEXT: description: "MLIR Converted.", |
| // CHECK-NEXT: buffers: [ { |
| // CHECK-EMPTY: |
| // CHECK-NEXT: }, { |
| // CHECK-EMPTY: |
| // CHECK-NEXT: }, { |
| // CHECK-NEXT: data: [ 0, 0, 128, 63, 0, 0, 128, 63, 0, 0, 128, 63, 0, 0, 128, 63 ] |
| // CHECK-NEXT: }, { |
| // CHECK-EMPTY: |
| // CHECK-NEXT: }, { |
| // CHECK-EMPTY: |
| // CHECK-NEXT: }, { |
| // CHECK-EMPTY: |
| // CHECK-NEXT: }, { |
| // CHECK-NEXT: data: [ 49, 46, 55, 46, 48, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ] |
| // CHECK-NEXT: } ], |
| // CHECK-NEXT: metadata: [ { |
| // CHECK-NEXT: name: "min_runtime_version", |
| // CHECK-NEXT: buffer: 6 |
| // CHECK-NEXT: } ] |
| // CHECK-NEXT: signature_defs: [ ] |
| // CHECK-NEXT:} |
| |
| %0 = "tfl.pseudo_const" () {value = dense<1.0> : tensor<4xf32>} : () -> tensor<4xf32> loc("Const") |
| %1 = "tfl.mul"(%arg0, %0) {fused_activation_function = "NONE"} : (tensor<4xf32>, tensor<4xf32>) -> tensor<4xf32> loc("mul") |
| // tf.div is the result of conversion to a Flex TF op |
| %2 = "tf.Div"(%1, %0) : (tensor<4xf32>, tensor<4xf32>) -> tensor<4xf32> loc("div") |
| %3 = "tfl.exp"(%2) : (tensor<4xf32>) -> tensor<4xf32> loc("exp") |
| func.return %3 : tensor<4xf32> |
| } |