// Copyright 2022 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 "xnnpack.h" #include "xnnpack/common.h" #include "xnnpack/datatype.h" #include "xnnpack/log.h" #include "xnnpack/node-type.h" #include "xnnpack/operator-type.h" #include "xnnpack/operator.h" #include "xnnpack/subgraph-validation.h" #include "xnnpack/subgraph.h" #include "pthreadpool.h" static enum xnn_status create_slice_operator( const struct xnn_node* node, const struct xnn_value* values, size_t num_values, struct xnn_operator_data* opdata, struct xnn_code_cache* code_cache, xnn_weights_cache_t weights_cache) { assert(node->num_inputs == 1); assert(node->num_outputs == 1); enum xnn_status status; const uint32_t input_id = node->inputs[0]; assert(input_id != XNN_INVALID_VALUE_ID); assert(input_id < num_values); const struct xnn_value *input_value = &values[input_id]; switch (input_value->datatype) { case xnn_datatype_fp16: status = xnn_create_slice_nd_x16(/*flags=*/0, &opdata->operator_objects[0]); break; case xnn_datatype_fp32: status = xnn_create_slice_nd_x32(/*flags=*/0, &opdata->operator_objects[0]); break; case xnn_datatype_qint8: case xnn_datatype_quint8: status = xnn_create_slice_nd_x8(/*flags=*/0, &opdata->operator_objects[0]); break; default: XNN_UNREACHABLE; } if (status == xnn_status_success) { const int num_dims = node->params.slice.num_dims; opdata->shape2.num_dims = num_dims; memcpy(opdata->offsets, node->params.slice.offsets, num_dims * sizeof(int64_t)); memcpy(opdata->sizes, node->params.slice.sizes, num_dims * sizeof(size_t)); } return status; } static enum xnn_status reshape_slice_operator( struct xnn_operator_data* opdata, struct xnn_value* values, size_t num_values, pthreadpool_t threadpool) { const uint32_t input_id = opdata->inputs[0]; const uint32_t output_id = opdata->outputs[0]; assert(input_id < num_values); assert(output_id < num_values); struct xnn_value* output_value = values + output_id; struct xnn_value* input_value = values + input_id; const size_t num_dims = input_value->shape.num_dims; assert(num_dims == opdata->shape2.num_dims); enum xnn_status status = xnn_status_invalid_state; const size_t old_workspace_size = opdata->workspace_size; size_t offsets[XNN_MAX_TENSOR_DIMS]; for (size_t i = 0; i < num_dims; ++i) { if (opdata->offsets[i] < 0) { offsets[i] = opdata->offsets[i] + input_value->shape.dim[i]; } else { offsets[i] = opdata->offsets[i]; } } switch (opdata->operator_objects[0]->type) { case xnn_operator_type_slice_nd_x8: status = xnn_reshape_slice_nd_x8( opdata->operator_objects[0], num_dims, input_value->shape.dim, offsets, opdata->sizes, threadpool); break; case xnn_operator_type_slice_nd_x16: status = xnn_reshape_slice_nd_x16( opdata->operator_objects[0], num_dims, input_value->shape.dim, offsets, opdata->sizes, threadpool); break; case xnn_operator_type_slice_nd_x32: status = xnn_reshape_slice_nd_x32( opdata->operator_objects[0], num_dims, input_value->shape.dim, offsets, opdata->sizes, threadpool); break; default: XNN_UNREACHABLE; } if (status != xnn_status_success) { return status; } output_value->shape.num_dims = num_dims; for (size_t i = 0; i < num_dims; ++i) { if (opdata->sizes[i] == 0) { output_value->shape.dim[i] = input_value->shape.dim[i]; } else { output_value->shape.dim[i] = opdata->sizes[i]; } } const size_t new_size = xnn_tensor_get_size(output_value); if (new_size > output_value->size || opdata->workspace_size > old_workspace_size) { output_value->size = new_size; return xnn_status_reallocation_required; } return xnn_status_success; } static enum xnn_status setup_slice_operator( const struct xnn_operator_data* opdata, const struct xnn_value* values, size_t num_values, pthreadpool_t threadpool) { const uint32_t input_id = opdata->inputs[0]; assert(input_id != XNN_INVALID_VALUE_ID); assert(input_id < num_values); const uint32_t output_id = opdata->outputs[0]; assert(output_id != XNN_INVALID_VALUE_ID); assert(output_id < num_values); const struct xnn_value* input_value = values + input_id; const void* input_data = input_value->data; assert(input_data != NULL); const struct xnn_value* output_value = values + output_id; void* output_data = output_value->data; assert(output_data != NULL); switch (opdata->operator_objects[0]->type) { case xnn_operator_type_slice_nd_x8: return xnn_setup_slice_nd_x8( opdata->operator_objects[0], input_data, output_data); break; case xnn_operator_type_slice_nd_x16: return xnn_setup_slice_nd_x16( opdata->operator_objects[0], input_data, output_data); break; case xnn_operator_type_slice_nd_x32: return xnn_setup_slice_nd_x32( opdata->operator_objects[0], input_data, output_data); break; default: XNN_UNREACHABLE; } } enum xnn_status xnn_define_static_slice_v2(xnn_subgraph_t subgraph, size_t num_dims, const int64_t* offsets, const size_t* sizes, uint32_t input_id, uint32_t output_id, uint32_t flags) { enum xnn_status status = xnn_subgraph_check_xnnpack_initialized(xnn_node_type_static_slice); if (status != xnn_status_success) { return status; } status = xnn_subgraph_check_input_node_id(xnn_node_type_static_slice, 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_slice, input_id, input_value); if (status != xnn_status_success) { return status; } switch (input_value->datatype) { case xnn_datatype_fp16: case xnn_datatype_fp32: case xnn_datatype_qint8: case xnn_datatype_quint8: 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_slice), 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_slice, 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_slice, output_id, output_value); if (status != xnn_status_success) { return status; } if (!xnn_datatype_is_byte_addressable(output_value->datatype)) { 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_slice), 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_slice, input_id, input_value, output_id, output_value); if (status != xnn_status_success) { return status; } status = xnn_subgraph_check_quantization_parameter_matches( xnn_node_type_static_slice, input_id, input_value, output_id, output_value); if (status != xnn_status_success) { return status; } struct xnn_node* node = xnn_subgraph_new_node(subgraph); if (node == NULL) { return xnn_status_out_of_memory; } node->type = xnn_node_type_static_slice; node->num_inputs = 1; node->inputs[0] = input_id; node->num_outputs = 1; node->outputs[0] = output_id; node->flags = flags; node->params.slice.num_dims = num_dims; memcpy(node->params.slice.offsets, offsets, num_dims * sizeof(int64_t)); memcpy(node->params.slice.sizes, sizes, num_dims * sizeof(size_t)); node->create = create_slice_operator; node->reshape = reshape_slice_operator; node->setup = setup_slice_operator; return xnn_status_success; } enum xnn_status xnn_define_static_slice( xnn_subgraph_t subgraph, size_t num_dims, const size_t* offsets, const size_t* sizes, uint32_t input_id, uint32_t output_id, uint32_t flags) { int64_t signed_offsets[XNN_MAX_TENSOR_DIMS]; for (int i = 0; i < num_dims; i++) { signed_offsets[i] = offsets[i]; } return xnn_define_static_slice_v2(subgraph, num_dims, signed_offsets, sizes, input_id, output_id, flags); }