| 79 | } |
| 80 | |
| 81 | void ClDequantizeKernel::configure(const CLCompileContext &compile_context, ITensorInfo *src, ITensorInfo *dst) |
| 82 | { |
| 83 | ARM_COMPUTE_ERROR_ON_NULLPTR(src, dst); |
| 84 | |
| 85 | // Output tensor auto initialization if not yet initialized |
| 86 | auto_init_if_empty(*dst, src->tensor_shape(), 1, DataType::F32); |
| 87 | |
| 88 | auto padding_info = get_padding_info({src, dst}); |
| 89 | |
| 90 | ARM_COMPUTE_ERROR_THROW_ON(validate_arguments(src, dst)); |
| 91 | |
| 92 | const int vec_size_x = 16 / dst->element_size(); |
| 93 | const int output_width_x = dst->tensor_shape().x(); |
| 94 | const bool multi_access_x = (output_width_x / vec_size_x > 0); |
| 95 | |
| 96 | const bool is_quantized_per_channel = is_data_type_quantized_per_channel(src->data_type()); |
| 97 | std::string kernel_name = "dequantization_layer"; |
| 98 | |
| 99 | // Create kernel |
| 100 | CLBuildOptions build_opts; |
| 101 | if (!is_quantized_per_channel) |
| 102 | { |
| 103 | const UniformQuantizationInfo qinfo = src->quantization_info().uniform(); |
| 104 | const int qoffset = is_data_type_quantized_asymmetric(src->data_type()) ? qinfo.offset : 0; |
| 105 | build_opts.add_option("-DSCALE=" + float_to_string_with_full_precision(qinfo.scale)); |
| 106 | build_opts.add_option("-DOFFSET=" + support::cpp11::to_string(qoffset)); |
| 107 | } |
| 108 | else |
| 109 | { |
| 110 | kernel_name += "_per_channel"; |
| 111 | kernel_name += src->data_layout() == DataLayout::NCHW ? "_nchw" : "_nhwc"; |
| 112 | } |
| 113 | |
| 114 | build_opts.add_option("-DVEC_SIZE=" + support::cpp11::to_string(vec_size_x)); |
| 115 | build_opts.add_option("-DDATA_TYPE_SRC=" + get_cl_type_from_data_type(src->data_type())); |
| 116 | build_opts.add_option("-DDATA_TYPE_DST=" + get_cl_type_from_data_type(dst->data_type())); |
| 117 | build_opts.add_option_if(multi_access_x, "-DLAST_ACCESSED_X=" + support::cpp11::to_string( |
| 118 | std::max<int>(output_width_x - vec_size_x, 0))); |
| 119 | |
| 120 | // Create kernel name |
| 121 | _kernel = create_kernel(compile_context, kernel_name, build_opts.options()); |
| 122 | |
| 123 | // Configure kernel window |
| 124 | Window win = calculate_max_window(*dst); |
| 125 | if (multi_access_x) |
| 126 | { |
| 127 | win.set(Window::DimX, |
| 128 | Window::Dimension(win.x().start(), ceil_to_multiple(win.x().end(), vec_size_x), vec_size_x)); |
| 129 | } |
| 130 | ICLKernel::configure_internal(win); |
| 131 | |
| 132 | ARM_COMPUTE_ERROR_ON(has_padding_changed(padding_info)); |
| 133 | } |
| 134 | |
| 135 | Status ClDequantizeKernel::validate(const ITensorInfo *src, const ITensorInfo *dst) |
| 136 | { |
nothing calls this directly
no test coverage detected