[mlir][tosa] Increase test coverage for profile-based validation (#134754)

Add more tests to increase test coverage.

Author: tatwaichong

mlir/test/Dialect/Tosa/invalid_extension.mlir

@@ -4,13 +4,311 @@
 
 // RUN: mlir-opt %s -split-input-file -verify-diagnostics -tosa-validate="profile=pro_int,pro_fp strict-op-spec-alignment"
 
+// -----
+func.func @test_argmax(%arg0: tensor<14x19xbf16>) -> tensor<14xi32> {
+  // expected-error@+1 {{'tosa.argmax' op illegal: requires [bf16] but not enabled in target}}
+  %0 = tosa.argmax %arg0 {axis = 1 : i32} : (tensor<14x19xbf16>) -> tensor<14xi32>
+  return %0 : tensor<14xi32>
+}
+
+// -----
+func.func @test_avg_pool2d(%arg0: tensor<1x7x7x9xbf16>, %arg1: tensor<1xbf16>, %arg2: tensor<1xbf16>) -> tensor<1x7x7x9xbf16> {
+  // expected-error@+1 {{'tosa.avg_pool2d' op illegal: requires [bf16] but not enabled in target}}
+  %0 = tosa.avg_pool2d %arg0, %arg1, %arg2 {acc_type = f32, kernel = array<i64: 2, 2>, pad = array<i64: 0, 1, 0, 1>, stride = array<i64: 1, 1>} : (tensor<1x7x7x9xbf16>, tensor<1xbf16>, tensor<1xbf16>) -> tensor<1x7x7x9xbf16>
+  return %0 : tensor<1x7x7x9xbf16>
+}
+
+// -----
+func.func @test_conv2d(%arg0: tensor<1x4x4x4xi8>, %arg1: tensor<8x1x1x4xi4>, %arg2: tensor<8xi32>, %arg3: tensor<1xi8>, %arg4: tensor<1xi4>) -> tensor<1x4x4x8xi32> {
+  // expected-error@+1 {{'tosa.conv2d' op illegal: requires [int4] but not enabled in target}}
+  %0 = tosa.conv2d %arg0, %arg1, %arg2, %arg3, %arg4 {acc_type = i32, dilation = array<i64: 1, 1>, pad = array<i64: 0, 0, 0, 0>, stride = array<i64: 1, 1>, local_bound = true} : (tensor<1x4x4x4xi8>, tensor<8x1x1x4xi4>, tensor<8xi32>, tensor<1xi8>, tensor<1xi4>) -> tensor<1x4x4x8xi32>
+  return %0 : tensor<1x4x4x8xi32>
+}
+
+// -----
+func.func @test_conv3d(%arg0: tensor<1x4x8x21x17xi16>, %arg1: tensor<34x1x1x1x17xi8>, %arg2: tensor<34xi48>, %arg3: tensor<1xi16>, %arg4: tensor<1xi8>) -> tensor<1x4x8x21x34xi48> {
+  // expected-error@+1 {{'tosa.conv3d' op illegal: requires [int16] but not enabled in target}}
+  %0 = tosa.conv3d %arg0, %arg1, %arg2, %arg3, %arg4 {acc_type = i48, dilation = array<i64: 1, 1, 1>, pad = array<i64: 0, 0, 0, 0, 0, 0>, stride = array<i64: 1, 1, 1>} : (tensor<1x4x8x21x17xi16>, tensor<34x1x1x1x17xi8>, tensor<34xi48>, tensor<1xi16>, tensor<1xi8>) -> tensor<1x4x8x21x34xi48>
+  return %0 : tensor<1x4x8x21x34xi48>
+}
+
+// -----
+func.func @test_depthwise_conv2d(%arg0: tensor<1x4x4x4xbf16>, %arg1: tensor<1x1x4x2xbf16>, %arg2: tensor<8xbf16>, %arg3: tensor<1xbf16>, %arg4: tensor<1xbf16>) -> tensor<1x4x4x8xbf16> {
+  // expected-error@+1 {{'tosa.depthwise_conv2d' op illegal: requires [bf16] but not enabled in target}}
+  %0 = tosa.depthwise_conv2d %arg0, %arg1, %arg2, %arg3, %arg4 {acc_type = f32, dilation = array<i64: 1, 1>, pad = array<i64: 0, 0, 0, 0>, stride = array<i64: 1, 1>} : (tensor<1x4x4x4xbf16>, tensor<1x1x4x2xbf16>, tensor<8xbf16>, tensor<1xbf16>, tensor<1xbf16>) -> tensor<1x4x4x8xbf16>
+  return %0 : tensor<1x4x4x8xbf16>
+}
+
+// -----
+func.func @test_max_pool2d(%arg0: tensor<1x32x32x8xi16>) -> tensor<1x32x32x8xi16> {
+  // expected-error@+1 {{'tosa.max_pool2d' op illegal: requires [int16] but not enabled in target}}
+  %0 = tosa.max_pool2d %arg0 {kernel = array<i64: 1, 1>, pad = array<i64: 0, 0, 0, 0>, stride = array<i64: 1, 1>} : (tensor<1x32x32x8xi16>) -> tensor<1x32x32x8xi16>
+  return %0 : tensor<1x32x32x8xi16>
+}
+
+// -----
+func.func @test_clamp(%arg0: tensor<13x21x3xi16>) -> tensor<13x21x3xi16> {
+  // expected-error@+1 {{'tosa.clamp' op illegal: requires [int16] but not enabled in target}}
+  %0 = tosa.clamp %arg0 {min_val = 0 : i16, max_val = 1 : i16} : (tensor<13x21x3xi16>) -> tensor<13x21x3xi16>
+  return %0 : tensor<13x21x3xi16>
+}
+
+// -----
+func.func @test_sigmoid(%arg0: tensor<13x21x3xbf16>) -> tensor<13x21x3xbf16> {
+  // expected-error@+1 {{'tosa.sigmoid' op illegal: requires [bf16] but not enabled in target}}
+  %0 = tosa.sigmoid %arg0 : (tensor<13x21x3xbf16>) -> tensor<13x21x3xbf16>
+  return %0 : tensor<13x21x3xbf16>
+}
+
+// -----
+func.func @test_tanh(%arg0: tensor<13x21x3xbf16>) -> tensor<13x21x3xbf16> {
+  // expected-error@+1 {{'tosa.tanh' op illegal: requires [bf16] but not enabled in target}}
+  %0 = tosa.tanh %arg0 : (tensor<13x21x3xbf16>) -> tensor<13x21x3xbf16>
+  return %0 : tensor<13x21x3xbf16>
+}
+
+// -----
+func.func @test_add(%arg0: tensor<13x21x1xbf16>, %arg1: tensor<13x21x3xbf16>) -> tensor<13x21x3xbf16> {
+  // expected-error@+1 {{'tosa.add' op illegal: requires [bf16] but not enabled in target}}
+  %0 = tosa.add %arg0, %arg1 : (tensor<13x21x1xbf16>, tensor<13x21x3xbf16>) -> tensor<13x21x3xbf16>
+  return %0 : tensor<13x21x3xbf16>
+}
+
+// -----
+func.func @test_max(%arg0: tensor<13x21x3xbf16>, %arg1: tensor<13x21x1xbf16>) -> tensor<13x21x3xbf16> {
+  // expected-error@+1 {{'tosa.maximum' op illegal: requires [bf16] but not enabled in target}}
+  %0 = tosa.maximum %arg0, %arg1 : (tensor<13x21x3xbf16>, tensor<13x21x1xbf16>) -> tensor<13x21x3xbf16>
+  return %0 : tensor<13x21x3xbf16>
+}
+
+// -----
+func.func @test_mul(%arg0: tensor<13x21x3xbf16>, %arg1: tensor<13x1x3xbf16>, %shift: tensor<1xi8>) -> tensor<13x21x3xbf16> {
+  // expected-error@+1 {{'tosa.mul' op illegal: requires [bf16] but not enabled in target}}
+  %0 = tosa.mul %arg0, %arg1, %shift : (tensor<13x21x3xbf16>, tensor<13x1x3xbf16>, tensor<1xi8>) -> tensor<13x21x3xbf16>
+  return %0 : tensor<13x21x3xbf16>
+}
+
+// -----
+func.func @test_pow(%arg0: tensor<13x21x3xbf16>, %arg1: tensor<13x21x1xbf16>) -> tensor<13x21x3xbf16> {
+  // expected-error@+1 {{'tosa.pow' op illegal: requires [bf16] but not enabled in target}}
+  %0 = tosa.pow %arg0, %arg1 : (tensor<13x21x3xbf16>, tensor<13x21x1xbf16>) -> tensor<13x21x3xbf16>
+  return %0 : tensor<13x21x3xbf16>
+}
+
+// -----
+func.func @test_sub(%arg0: tensor<1x21x3xbf16>, %arg1: tensor<13x21x3xbf16>) -> tensor<13x21x3xbf16> {
+  // expected-error@+1 {{'tosa.sub' op illegal: requires [bf16] but not enabled in target}}
+  %0 = tosa.sub %arg0, %arg1 : (tensor<1x21x3xbf16>, tensor<13x21x3xbf16>) -> tensor<13x21x3xbf16>
+  return %0 : tensor<13x21x3xbf16>
+}
+
+// -----
+func.func @test_table(%arg0 : tensor<4x5xi16>, %arg1 : tensor<513xi16>) -> () {
+  // expected-error@+1 {{'tosa.table' op illegal: requires [int16] but not enabled in target}}
+  %0 = tosa.table %arg0, %arg1 : (tensor<4x5xi16>, tensor<513xi16>) -> tensor<?x?xi32>
+  return
+}
+
+// -----
+func.func @test_abs(%arg0: tensor<13x21x3xbf16>) -> tensor<13x21x3xbf16> {
+  // expected-error@+1 {{'tosa.abs' op illegal: requires [bf16] but not enabled in target}}
+  %0 = tosa.abs %arg0 : (tensor<13x21x3xbf16>) -> tensor<13x21x3xbf16>
+  return %0 : tensor<13x21x3xbf16>
+}
+
+// -----
+func.func @test_cos(%arg0: tensor<13x21x3xbf16>) -> tensor<13x21x3xbf16> {
+  // expected-error@+1 {{'tosa.cos' op illegal: requires [bf16] but not enabled in target}}
+  %0 = tosa.cos %arg0 : (tensor<13x21x3xbf16>) -> tensor<13x21x3xbf16>
+  return %0 : tensor<13x21x3xbf16>
+}
+
+// -----
+func.func @test_exp(%arg0: tensor<13x21x3xbf16>) -> tensor<13x21x3xbf16> {
+  // expected-error@+1 {{'tosa.exp' op illegal: requires [bf16] but not enabled in target}}
+  %0 = tosa.exp %arg0 : (tensor<13x21x3xbf16>) -> tensor<13x21x3xbf16>
+  return %0 : tensor<13x21x3xbf16>
+}
+
+// -----
+func.func @test_floor(%arg0: tensor<13x21x3xbf16>) -> tensor<13x21x3xbf16> {
+  // expected-error@+1 {{'tosa.floor' op illegal: requires [bf16] but not enabled in target}}
+  %0 = tosa.floor %arg0 : (tensor<13x21x3xbf16>) -> tensor<13x21x3xbf16>
+  return %0 : tensor<13x21x3xbf16>
+}
+
+// -----
+func.func @test_log(%arg0: tensor<13x21x3xbf16>) -> tensor<13x21x3xbf16> {
+  // expected-error@+1 {{'tosa.log' op illegal: requires [bf16] but not enabled in target}}
+  %0 = tosa.log %arg0 : (tensor<13x21x3xbf16>) -> tensor<13x21x3xbf16>
+  return %0 : tensor<13x21x3xbf16>
+}
+
+// -----
+func.func @test_negate(%arg0: tensor<13x21x3xbf16>, %arg1: tensor<1xbf16>, %arg2: tensor<1xbf16>) -> tensor<13x21x3xbf16> {
+  // expected-error@+1 {{'tosa.negate' op illegal: requires [bf16] but not enabled in target}}
+  %0 = tosa.negate %arg0, %arg1, %arg2 : (tensor<13x21x3xbf16>, tensor<1xbf16>, tensor<1xbf16>) -> tensor<13x21x3xbf16>
+  return %0 : tensor<13x21x3xbf16>
+}
+
+// -----
+func.func @test_reciprocal(%arg0: tensor<13x21x3xbf16>) -> tensor<13x21x3xbf16> {
+  // expected-error@+1 {{'tosa.reciprocal' op illegal: requires [bf16] but not enabled in target}}
+  %0 = tosa.reciprocal %arg0 : (tensor<13x21x3xbf16>) -> tensor<13x21x3xbf16>
+  return %0 : tensor<13x21x3xbf16>
+}
+
+// -----
+func.func @test_rsqrt(%arg0: tensor<13x21x3xbf16>) -> tensor<13x21x3xbf16> {
+  // expected-error@+1 {{'tosa.rsqrt' op illegal: requires [bf16] but not enabled in target}}
+  %0 = tosa.rsqrt %arg0 : (tensor<13x21x3xbf16>) -> tensor<13x21x3xbf16>
+  return %0 : tensor<13x21x3xbf16>
+}
+
+// -----
+func.func @test_equal(%arg0: tensor<13x21x3xbf16>, %arg1: tensor<13x1x3xbf16>) -> tensor<13x21x3xi1> {
+  // expected-error@+1 {{'tosa.equal' op illegal: requires [bf16] but not enabled in target}}
+  %0 = tosa.equal %arg0, %arg1 : (tensor<13x21x3xbf16>, tensor<13x1x3xbf16>) -> tensor<13x21x3xi1>
+  return %0 : tensor<13x21x3xi1>
+}
+
+// -----
+func.func @test_reduce_max(%arg0: tensor<13x21x3xbf16>) -> tensor<1x21x3xbf16> {
+  // expected-error@+1 {{'tosa.reduce_max' op illegal: requires [bf16] but not enabled in target}}
+  %0 = tosa.reduce_max %arg0 {axis = 0 : i32} : (tensor<13x21x3xbf16>) -> tensor<1x21x3xbf16>
+  return %0 : tensor<1x21x3xbf16>
+}
+
+// -----
+func.func @test_concat(%arg0: tensor<13x21x3xbf16>, %arg1: tensor<13x21x3xbf16>) -> tensor<26x21x3xbf16> {
+  // expected-error@+1 {{'tosa.concat' op illegal: requires [bf16] but not enabled in target}}
+  %0 = tosa.concat %arg0, %arg1 {axis = 0 : i32} : (tensor<13x21x3xbf16>, tensor<13x21x3xbf16>) -> tensor<26x21x3xbf16>
+  return %0 : tensor<26x21x3xbf16>
+}
+
+// -----
+func.func @test_pad(%arg0: tensor<13x21x3xbf16>) -> tensor<13x21x3xbf16> {
+  %padding = tosa.const_shape {values = dense<0> : tensor<6xindex>} : () -> !tosa.shape<6>
+  // expected-error@+1 {{'tosa.const' op illegal: requires [bf16] but not enabled in target}}
+  %pad_const = "tosa.const"() {values = dense<3.14> : tensor<1xbf16>} : () -> tensor<1xbf16>
+  // expected-error@+1 {{'tosa.pad' op illegal: requires [bf16] but not enabled in target}}
+  %0 = tosa.pad %arg0, %padding, %pad_const : (tensor<13x21x3xbf16>, !tosa.shape<6>, tensor<1xbf16>) -> tensor<13x21x3xbf16>
+  return %0 : tensor<13x21x3xbf16>
+}
+
+// -----
+func.func @test_reshape(%arg0: tensor<13x21x3xbf16>) -> tensor<1x819xbf16> {
+  %1 = tosa.const_shape {values = dense<[1, 819]> : tensor<2xindex>} : () -> !tosa.shape<2>
+  // expected-error@+1 {{'tosa.reshape' op illegal: requires [bf16] but not enabled in target}}
+  %0 = tosa.reshape %arg0, %1 : (tensor<13x21x3xbf16>, !tosa.shape<2>) -> tensor<1x819xbf16>
+  return %0 : tensor<1x819xbf16>
+}
+
+// -----
+func.func @test_reverse(%arg0: tensor<13x21x3xbf16>) -> tensor<13x21x3xbf16> {
+  // expected-error@+1 {{'tosa.reverse' op illegal: requires [bf16] but not enabled in target}}
+  %0 = tosa.reverse %arg0 {axis = 0 : i32} : (tensor<13x21x3xbf16>) -> tensor<13x21x3xbf16>
+  return %0 : tensor<13x21x3xbf16>
+}
+
+// -----
+func.func @test_slice(%arg0: tensor<13x21x3xbf16>) -> tensor<4x11x1xbf16> {
+  %0 = tosa.const_shape {values = dense<[4, 11, 1]> : tensor<3xindex>} : () -> !tosa.shape<3>
+  %1 = tosa.const_shape {values = dense<[6, 8, 0]> : tensor<3xindex>} : () -> !tosa.shape<3>
+  // expected-error@+1 {{'tosa.slice' op illegal: requires [bf16] but not enabled in target}}
+  %2 = tosa.slice %arg0, %0, %1 : (tensor<13x21x3xbf16>, !tosa.shape<3>, !tosa.shape<3>) -> tensor<4x11x1xbf16>
+  return %2 : tensor<4x11x1xbf16>
+}
+
+// -----
+func.func @test_tile(%arg0: tensor<13x21x3xbf16>) -> tensor<39x21x6xbf16> {
+  %cst = tosa.const_shape { values = dense<[3, 1, 2]> : tensor<3xindex> } : () -> !tosa.shape<3>
+  // expected-error@+1 {{'tosa.tile' op illegal: requires [bf16] but not enabled in target}}
+  %0 = tosa.tile %arg0, %cst: (tensor<13x21x3xbf16>, !tosa.shape<3>) -> tensor<39x21x6xbf16>
+  return %0 : tensor<39x21x6xbf16>
+}
+
+// -----
+func.func @test_transpose(%arg0: tensor<13x21x3xbf16>) -> tensor<3x13x21xbf16> {
+  // expected-error@+1 {{'tosa.transpose' op illegal: requires [bf16] but not enabled in target}}
+  %1 = tosa.transpose %arg0 {perms = array<i32: 2, 0, 1>} : (tensor<13x21x3xbf16>) -> tensor<3x13x21xbf16>
+  return %1 : tensor<3x13x21xbf16>
+}
+
+// -----
+func.func @test_gather(%arg0: tensor<13x21x3xbf16>, %arg1: tensor<13x26xi32>) -> tensor<13x26x3xbf16> {
+  // expected-error@+1 {{'tosa.gather' op illegal: requires [bf16] but not enabled in target}}
+  %0 = tosa.gather %arg0, %arg1 : (tensor<13x21x3xbf16>, tensor<13x26xi32>) -> tensor<13x26x3xbf16>
+  return %0 : tensor<13x26x3xbf16>
+}
+
+// -----
+func.func @test_scatter(%arg0: tensor<13x21x3xbf16>, %arg1: tensor<13x26xi32>, %arg2: tensor<13x26x3xbf16>) -> tensor<13x21x3xbf16> {
+  // expected-error@+1 {{'tosa.scatter' op illegal: requires [bf16] but not enabled in target}}
+  %0 = tosa.scatter %arg0, %arg1, %arg2 : (tensor<13x21x3xbf16>, tensor<13x26xi32>, tensor<13x26x3xbf16>) -> tensor<13x21x3xbf16>
+  return %0 : tensor<13x21x3xbf16>
+}
+
+// -----
+func.func @test_resize(%arg0: tensor<1x32x32x8xbf16>) -> tensor<1x64x64x8xbf16> {
+  %scale = tosa.const_shape { values = dense<[4, 2, 4, 2]> : tensor<4xindex> } : () -> !tosa.shape<4>
+  %offset = tosa.const_shape { values = dense<[-1, -1]> : tensor<2xindex> } : () -> !tosa.shape<2>
+  %border = tosa.const_shape { values = dense<[1, 1]> : tensor<2xindex> } : () -> !tosa.shape<2>
+  // expected-error@+1 {{'tosa.resize' op illegal: requires [bf16] but not enabled in target}}
+  %1 = tosa.resize %arg0, %scale, %offset, %border { mode = "BILINEAR" } : (tensor<1x32x32x8xbf16>, !tosa.shape<4>, !tosa.shape<2>, !tosa.shape<2>) -> tensor<1x64x64x8xbf16>
+  return %1 : tensor<1x64x64x8xbf16>
+}
+
+// -----
+func.func @test_cast_i8_bf16(%arg0: tensor<13x21x3xi8>) -> tensor<13x21x3xbf16> {
+  // expected-error@+1 {{'tosa.cast' op illegal: requires [bf16] but not enabled in target}}
+  %0 = tosa.cast %arg0 : (tensor<13x21x3xi8>) -> tensor<13x21x3xbf16>
+  return %0 : tensor<13x21x3xbf16>
+}
+
+// -----
+func.func @test_cast_bf16_i8(%arg0: tensor<13x21x3xbf16>) -> tensor<13x21x3xi8> {
+  // expected-error@+1 {{'tosa.cast' op illegal: requires [bf16] but not enabled in target}}
+  %0 = tosa.cast %arg0 : (tensor<13x21x3xbf16>) -> tensor<13x21x3xi8>
+  return %0 : tensor<13x21x3xi8>
+}
+
+// -----
+func.func @test_cast_f32_bf16(%arg0: tensor<13x21x3xf32>) -> tensor<13x21x3xbf16> {
+  // expected-error@+1 {{'tosa.cast' op illegal: requires [bf16] but not enabled in target}}
+  %0 = tosa.cast %arg0 : (tensor<13x21x3xf32>) -> tensor<13x21x3xbf16>
+  return %0 : tensor<13x21x3xbf16>
+}
+
 // -----
 func.func @test_fft2d(%arg0: tensor<1x4x8xf32>, %arg1: tensor<1x4x8xf32>) -> (tensor<1x4x8xf32>, tensor<1x4x8xf32>) {
   // expected-error@+1 {{'tosa.fft2d' op illegal: requires [fft] but not enabled in target}}
   %0, %1 = tosa.fft2d %arg0, %arg1 {inverse = false} : (tensor<1x4x8xf32>, tensor<1x4x8xf32>) -> (tensor<1x4x8xf32>, tensor<1x4x8xf32>)
   return %0, %1 : tensor<1x4x8xf32>, tensor<1x4x8xf32>
 }
 
+// -----
+func.func @test_const_i4() -> tensor<3x11x11x3xi4> {
+  // expected-error@+1 {{'tosa.const' op illegal: requires [int4] but not enabled in target}}
+  %0 = "tosa.const"() {values = dense<0> : tensor<3x11x11x3xi4>} : () -> tensor<3x11x11x3xi4>
+  return %0 : tensor<3x11x11x3xi4>
+}
+
+// -----
+func.func @test_const_i48() -> tensor<3x11x11x3xi48> {
+  // expected-error@+1 {{'tosa.const' op illegal: requires [int16] but not enabled in target}}
+  %0 = "tosa.const"() {values = dense<0> : tensor<3x11x11x3xi48>} : () -> tensor<3x11x11x3xi48>
+  return %0 : tensor<3x11x11x3xi48>
+}
+
+// -----
+// CHECK-LABEL: identity
+func.func @test_identity(%arg0: tensor<13x21x3xi4>) -> tensor<13x21x3xi4> {
+  // expected-error@+1 {{'tosa.identity' op illegal: requires [int4] but not enabled in target}}
+  %0 = tosa.identity %arg0 : (tensor<13x21x3xi4>) -> tensor<13x21x3xi4>
+  return %0 : tensor<13x21x3xi4>
+}
+
 // -----
 func.func @test_variable_read_type(%arg0: tensor<2x4x8xi8>) -> () {
   // expected-error@+1 {{'tosa.variable' op illegal: requires [variable] but not enabled in target}}
@@ -79,7 +377,7 @@ func.func @test_single_round_rescale(%arg0: tensor<13x21x3xi8>) -> tensor<13x21x
   %input_zp = "tosa.const"() {values = dense<0> : tensor<1xi8>} : () -> tensor<1xi8>
   %output_zp = "tosa.const"() {values = dense<0> : tensor<1xi8>} : () -> tensor<1xi8>
   // CHECK tosa.rescale
-  %0 = tosa.rescale %arg0, %multiplier, %shift, %input_zp, %output_zp {rounding_mode = "SINGLE_ROUND", input_zp = 127 : i32, output_zp = -1 : i32, per_channel = false, scale32 = true, input_unsigned = false, output_unsigned = false} : (tensor<13x21x3xi8>, tensor<1xi32>, tensor<1xi8>, tensor<1xi8>, tensor<1xi8>) -> tensor<13x21x3xi8>
+  %0 = tosa.rescale %arg0, %multiplier, %shift, %input_zp, %output_zp {rounding_mode = "SINGLE_ROUND", per_channel = false, scale32 = true, input_unsigned = false, output_unsigned = false} : (tensor<13x21x3xi8>, tensor<1xi32>, tensor<1xi8>, tensor<1xi8>, tensor<1xi8>) -> tensor<13x21x3xi8>
   return %0 : tensor<13x21x3xi8>
 }