// Copyright 2020 Google LLC // // This source code is licensed under the BSD-style license found in the // LICENSE file in the root directory of this source tree. #include #include #include #include #include #include #include #include #include #include #include static enum xnn_status create_copy_operator( const struct xnn_node* node, const struct xnn_value* values, size_t num_values, struct xnn_operator_data* opdata, const struct xnn_caches* caches) { assert(node->num_inputs == 1); const uint32_t input_id = node->inputs[0]; assert(input_id != XNN_INVALID_VALUE_ID); assert(input_id < num_values); assert(node->num_outputs == 1); const uint32_t output_id = node->outputs[0]; assert(output_id != XNN_INVALID_VALUE_ID); assert(output_id < num_values); enum xnn_status status; switch (node->compute_type) { #ifndef XNN_NO_F16_OPERATORS case xnn_compute_type_fp16: status = xnn_create_copy_nc_x16( 1 /* channels */, 1 /* input stride */, 1 /* output stride */, node->flags, &opdata->operator_objects[0]); break; #endif // !defined(XNN_NO_F16_OPERATORS) case xnn_compute_type_fp32: status = xnn_create_copy_nc_x32( 1 /* channels */, 1 /* input stride */, 1 /* output stride */, node->flags, &opdata->operator_objects[0]); break; #ifndef XNN_NO_QS8_OPERATORS case xnn_compute_type_qs8: #endif // !defined(XNN_NO_QS8_OPERATORS) #ifndef XNN_NO_QU8_OPERATORS case xnn_compute_type_qu8: #endif // !defined(XNN_NO_QU8_OPERATORS) #if !defined(XNN_NO_QS8_OPERATORS) || !defined(XNN_NO_QU8_OPERATORS) status = xnn_create_copy_nc_x8( 1 /* channels */, 1 /* input stride */, 1 /* output stride */, node->flags, &opdata->operator_objects[0]); break; #endif // !defined(XNN_NO_QS8_OPERATORS) || !defined(XNN_NO_QU8_OPERATORS) default: XNN_UNREACHABLE; } if (status == xnn_status_success) { opdata->batch_size = xnn_shape_multiply_all_dims(&values[input_id].shape); opdata->inputs[0] = input_id; opdata->outputs[0] = output_id; } return status; } static enum xnn_status setup_copy_operator( const struct xnn_operator_data* opdata, const struct xnn_blob* blobs, size_t num_blobs, pthreadpool_t threadpool) { const uint32_t input_id = opdata->inputs[0]; assert(input_id != XNN_INVALID_VALUE_ID); assert(input_id < num_blobs); const uint32_t output_id = opdata->outputs[0]; assert(output_id != XNN_INVALID_VALUE_ID); assert(output_id < num_blobs); const struct xnn_blob* input_blob = blobs + input_id; const void* input_data = input_blob->data; assert(input_data != NULL); const struct xnn_blob* output_blob = blobs + output_id; void* output_data = output_blob->data; assert(output_data != NULL); switch (opdata->operator_objects[0]->type) { #if !defined(XNN_NO_QS8_OPERATORS) || !defined(XNN_NO_QU8_OPERATORS) case xnn_operator_type_copy_nc_x8: return xnn_setup_copy_nc_x8( opdata->operator_objects[0], opdata->batch_size, input_data, output_data, threadpool); break; #endif // !defined(XNN_NO_QS8_OPERATORS) || !defined(XNN_NO_QU8_OPERATORS) #ifndef XNN_NO_F16_OPERATORS case xnn_operator_type_copy_nc_x16: return xnn_setup_copy_nc_x16( opdata->operator_objects[0], opdata->batch_size, input_data, output_data, threadpool); break; #endif // !defined(XNN_NO_F16_OPERATORS) case xnn_operator_type_copy_nc_x32: return xnn_setup_copy_nc_x32( opdata->operator_objects[0], opdata->batch_size, input_data, output_data, threadpool); break; default: XNN_UNREACHABLE; } } enum xnn_status xnn_define_static_reshape( xnn_subgraph_t subgraph, size_t num_dims, const size_t* new_shape, uint32_t input_id, uint32_t output_id, uint32_t flags) { enum xnn_status status; if ((status = xnn_subgraph_check_xnnpack_initialized(xnn_node_type_static_reshape)) != xnn_status_success) { return status; } status = xnn_subgraph_check_input_node_id(xnn_node_type_static_reshape, input_id, subgraph->num_values); if (status != xnn_status_success) { return status; } const struct xnn_value* input_value = &subgraph->values[input_id]; status = xnn_subgraph_check_input_type_dense(xnn_node_type_static_reshape, input_id, input_value); if (status != xnn_status_success) { return status; } switch (input_value->datatype) { case xnn_datatype_fp32: #ifndef XNN_NO_QS8_OPERATORS case xnn_datatype_qint8: #endif // !defined(XNN_NO_QS8_OPERATORS) #ifndef XNN_NO_QU8_OPERATORS case xnn_datatype_quint8: #endif // !defined(XNN_NO_QU8_OPERATORS) break; default: xnn_log_error( "failed to define %s operator with input ID #%" PRIu32 ": unsupported Value datatype %s (%d)", xnn_node_type_to_string(xnn_node_type_static_reshape), input_id, xnn_datatype_to_string(input_value->datatype), input_value->datatype); return xnn_status_invalid_parameter; } status = xnn_subgraph_check_output_node_id(xnn_node_type_static_reshape, output_id, subgraph->num_values); if (status != xnn_status_success) { return status; } const struct xnn_value* output_value = &subgraph->values[output_id]; status = xnn_subgraph_check_output_type_dense(xnn_node_type_static_reshape, output_id, output_value); if (status != xnn_status_success) { return status; } const size_t num_input_elements = xnn_shape_multiply_all_dims(&input_value->shape); const size_t num_output_elements = xnn_shape_multiply_all_dims(&output_value->shape); if (num_input_elements != num_output_elements) { xnn_log_error( "failed to define %s operator with input ID #%" PRIu32 " and output ID #%" PRIu32 ": number of input elements, %zu, does not match number of output elements %zu", xnn_node_type_to_string(xnn_node_type_static_reshape), input_id, output_id, num_input_elements, num_output_elements); return xnn_status_invalid_parameter; } enum xnn_compute_type compute_type = xnn_compute_type_invalid; switch (output_value->datatype) { case xnn_datatype_fp32: compute_type = xnn_compute_type_fp32; break; #ifndef XNN_NO_QS8_OPERATORS case xnn_datatype_qint8: compute_type = xnn_compute_type_qs8; break; #endif // !defined(XNN_NO_QS8_OPERATORS) #ifndef XNN_NO_QU8_OPERATORS case xnn_datatype_quint8: compute_type = xnn_compute_type_qu8; break; #endif // !defined(XNN_NO_QU8_OPERATORS) default: xnn_log_error( "failed to define %s operator with output ID #%" PRIu32 ": unsupported Value datatype %s (%d)", xnn_node_type_to_string(xnn_node_type_static_reshape), output_id, xnn_datatype_to_string(output_value->datatype), output_value->datatype); return xnn_status_invalid_parameter; } status = xnn_subgraph_check_datatype_matches(xnn_node_type_static_reshape, input_id, input_value, output_id, output_value); if (status != xnn_status_success) { return status; } #if !defined(XNN_NO_QU8_OPERATORS) || !defined(XNN_NO_QS8_OPERATORS) if (output_value->datatype == xnn_datatype_qint8 || output_value->datatype == xnn_datatype_quint8) { if (input_value->quantization.zero_point != output_value->quantization.zero_point) { xnn_log_error( "failed to define %s operator with input ID #%" PRIu32 " and output ID #%" PRIu32 ": mismatching zero point quantization parameter across input (%"PRId32") and output (%"PRId32")", xnn_node_type_to_string(xnn_node_type_static_reshape), input_id, output_id, input_value->quantization.zero_point, output_value->quantization.zero_point); return xnn_status_invalid_parameter; } if (input_value->quantization.scale != output_value->quantization.scale) { xnn_log_error( "failed to define %s operator with input ID #%" PRIu32 " and output ID #%" PRIu32 ": mismatching zero point quantization parameter across input (%.7g) and output (%.7g)", xnn_node_type_to_string(xnn_node_type_static_reshape), input_id, output_id, input_value->quantization.scale, output_value->quantization.scale); return xnn_status_invalid_parameter; } } #endif // !defined(XNN_NO_QU8_OPERATORS) || !defined(XNN_NO_QS8_OPERATORS) if (num_dims > XNN_MAX_TENSOR_DIMS) { xnn_log_error( "failed to define %s operator with %zu-dimensional output shape: at most %zu dimensions are supported", xnn_node_type_to_string(xnn_node_type_static_reshape), num_dims, (size_t) XNN_MAX_TENSOR_DIMS); return xnn_status_unsupported_parameter; } struct xnn_node* node = xnn_subgraph_new_node(subgraph); if (node == NULL) { return xnn_status_out_of_memory; } node->params.static_reshape.new_shape.num_dims = num_dims; memcpy(&node->params.static_reshape.new_shape.dim, new_shape, num_dims * sizeof(size_t)); node->type = xnn_node_type_static_reshape; node->compute_type = compute_type; node->num_inputs = 1; node->inputs[0] = input_id; node->num_outputs = 1; node->outputs[0] = output_id; node->flags = flags; node->create = create_copy_operator; node->setup = setup_copy_operator; return xnn_status_success; }