// 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 static enum xnn_status create_softmax_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); const size_t num_input_dims = values[input_id].shape.num_dims; assert(num_input_dims > 0); const size_t channel_dim = values[input_id].shape.dim[num_input_dims - 1]; enum xnn_status status; switch (node->compute_type) { case xnn_datatype_fp32: status = xnn_create_softmax_nc_f32( channel_dim /* channels */, channel_dim /* input stride */, channel_dim /* output stride */, node->flags, &opdata->operator_objects[0]); break; #ifndef XNN_NO_F16_OPERATORS case xnn_datatype_fp16: status = xnn_create_softmax_nc_f16( channel_dim /* channels */, channel_dim /* input stride */, channel_dim /* output stride */, node->flags, &opdata->operator_objects[0]); break; #endif // !defined(XNN_NO_F16_OPERATORS) default: XNN_UNREACHABLE; } if (status == xnn_status_success) { opdata->batch_size = xnn_shape_multiply_non_channel_dims(&values[input_id].shape); opdata->inputs[0] = input_id; opdata->outputs[0] = output_id; } return status; } static enum xnn_status setup_softmax_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) { case xnn_operator_type_softmax_nc_f32: return xnn_setup_softmax_nc_f32( opdata->operator_objects[0], opdata->batch_size, input_data, output_data, threadpool); #ifndef XNN_NO_F16_OPERATORS case xnn_operator_type_softmax_nc_f16: return xnn_setup_softmax_nc_f16( opdata->operator_objects[0], opdata->batch_size, input_data, output_data, threadpool); #endif // !defined(XNN_NO_F16_OPERATORS) default: XNN_UNREACHABLE; } } enum xnn_status xnn_define_softmax( xnn_subgraph_t subgraph, 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_softmax)) != xnn_status_success) { return status; } if ((status = xnn_subgraph_check_input_node_id(xnn_node_type_softmax, input_id, subgraph->num_values)) != 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_softmax, input_id, input_value); if (status != xnn_status_success) { return status; } if (input_value->shape.num_dims < 1) { xnn_log_error( "failed to define %s operator with input ID #%" PRIu32 ": number of dimensions must be at least 1", xnn_node_type_to_string(xnn_node_type_softmax), input_id); return xnn_status_invalid_parameter; } switch (input_value->datatype) { case xnn_datatype_fp32: 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_softmax), 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_softmax, 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_softmax, output_id, output_value); if (status != xnn_status_success) { return status; } switch (output_value->datatype) { case xnn_datatype_fp32: break; 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_softmax), output_id, xnn_datatype_to_string(output_value->datatype), output_value->datatype); return xnn_status_invalid_parameter; } struct xnn_node* node = xnn_subgraph_new_node(subgraph); if (node == NULL) { return xnn_status_out_of_memory; } node->type = xnn_node_type_softmax; node->compute_type = xnn_compute_type_fp32; node->num_inputs = 1; node->inputs[0] = input_id; node->num_outputs = 1; node->outputs[0] = output_id; node->flags = flags; node->create = create_softmax_operator; node->setup = setup_softmax_operator; return xnn_status_success; }