| // Copyright 2021 The IREE Authors | |
| // | |
| // Licensed under the Apache License v2.0 with LLVM Exceptions. | |
| // See https://llvm.org/LICENSE.txt for license information. | |
| // SPDX-License-Identifier: Apache-2.0 WITH LLVM-exception | |
| // A example of setting up the HAL module to run simple pointwise array | |
| // multiplication with the device implemented by different backends via | |
| // create_sample_driver(). | |
| // | |
| // NOTE: this file does not properly handle error cases and will leak on | |
| // failure. Applications that are just going to exit()/abort() on failure can | |
| // probably get away with the same thing but really should prefer not to. | |
| #include <stdio.h> | |
| #include "iree/base/api.h" | |
| #include "iree/hal/api.h" | |
| #include "iree/modules/hal/module.h" | |
| #include "iree/vm/api.h" | |
| #include "iree/vm/bytecode/module.h" | |
| // A function to create the HAL device from the different backend targets. | |
| // The HAL device is returned based on the implementation, and it must be | |
| // released by the caller. | |
| extern iree_status_t create_sample_device(iree_allocator_t host_allocator, | |
| iree_hal_device_t** out_device); | |
| // A function to load the vm bytecode module from the different backend targets. | |
| // The bytecode module is generated for the specific backend and platform. | |
| extern const iree_const_byte_span_t load_bytecode_module_data(); | |
| iree_status_t Run() { | |
| iree_vm_instance_t* instance = NULL; | |
| IREE_RETURN_IF_ERROR(iree_vm_instance_create( | |
| IREE_VM_TYPE_CAPACITY_DEFAULT, iree_allocator_system(), &instance)); | |
| IREE_RETURN_IF_ERROR(iree_hal_module_register_all_types(instance)); | |
| iree_hal_device_t* device = NULL; | |
| IREE_RETURN_IF_ERROR(create_sample_device(iree_allocator_system(), &device), | |
| "create device"); | |
| iree_vm_module_t* hal_module = NULL; | |
| IREE_RETURN_IF_ERROR(iree_hal_module_create( | |
| instance, /*device_count=*/1, &device, IREE_HAL_MODULE_FLAG_SYNCHRONOUS, | |
| iree_allocator_system(), &hal_module)); | |
| // Load bytecode module from the embedded data. | |
| const iree_const_byte_span_t module_data = load_bytecode_module_data(); | |
| iree_vm_module_t* bytecode_module = NULL; | |
| IREE_RETURN_IF_ERROR(iree_vm_bytecode_module_create( | |
| instance, module_data, iree_allocator_null(), iree_allocator_system(), | |
| &bytecode_module)); | |
| // Allocate a context that will hold the module state across invocations. | |
| iree_vm_context_t* context = NULL; | |
| iree_vm_module_t* modules[] = {hal_module, bytecode_module}; | |
| IREE_RETURN_IF_ERROR(iree_vm_context_create_with_modules( | |
| instance, IREE_VM_CONTEXT_FLAG_NONE, IREE_ARRAYSIZE(modules), &modules[0], | |
| iree_allocator_system(), &context)); | |
| iree_vm_module_release(hal_module); | |
| iree_vm_module_release(bytecode_module); | |
| // Lookup the entry point function. | |
| // Note that we use the synchronous variant which operates on pure type/shape | |
| // erased buffers. | |
| const char kMainFunctionName[] = "module.simple_mul"; | |
| iree_vm_function_t main_function; | |
| IREE_RETURN_IF_ERROR(iree_vm_context_resolve_function( | |
| context, iree_make_cstring_view(kMainFunctionName), &main_function)); | |
| // Initial buffer contents for 4 * 2 = 8. | |
| const float kFloat4[] = {4.0f, 4.0f, 4.0f, 4.0f}; | |
| const float kFloat2[] = {2.0f, 2.0f, 2.0f, 2.0f}; | |
| // Allocate buffers in device-local memory so that if the device has an | |
| // independent address space they live on the fast side of the fence. | |
| iree_hal_dim_t shape[1] = {IREE_ARRAYSIZE(kFloat4)}; | |
| iree_hal_buffer_view_t* arg0_buffer_view = NULL; | |
| iree_hal_buffer_view_t* arg1_buffer_view = NULL; | |
| IREE_RETURN_IF_ERROR(iree_hal_buffer_view_allocate_buffer_copy( | |
| device, iree_hal_device_allocator(device), IREE_ARRAYSIZE(shape), shape, | |
| IREE_HAL_ELEMENT_TYPE_FLOAT_32, IREE_HAL_ENCODING_TYPE_DENSE_ROW_MAJOR, | |
| (iree_hal_buffer_params_t){ | |
| .type = IREE_HAL_MEMORY_TYPE_DEVICE_LOCAL, | |
| .usage = IREE_HAL_BUFFER_USAGE_DEFAULT, | |
| }, | |
| iree_make_const_byte_span(kFloat4, sizeof(kFloat4)), &arg0_buffer_view)); | |
| IREE_RETURN_IF_ERROR(iree_hal_buffer_view_allocate_buffer_copy( | |
| device, iree_hal_device_allocator(device), IREE_ARRAYSIZE(shape), shape, | |
| IREE_HAL_ELEMENT_TYPE_FLOAT_32, IREE_HAL_ENCODING_TYPE_DENSE_ROW_MAJOR, | |
| (iree_hal_buffer_params_t){ | |
| .type = IREE_HAL_MEMORY_TYPE_DEVICE_LOCAL, | |
| .usage = IREE_HAL_BUFFER_USAGE_DEFAULT, | |
| }, | |
| iree_make_const_byte_span(kFloat2, sizeof(kFloat2)), &arg1_buffer_view)); | |
| // Setup call inputs with our buffers. | |
| iree_vm_list_t* inputs = NULL; | |
| IREE_RETURN_IF_ERROR( | |
| iree_vm_list_create(iree_vm_make_undefined_type_def(), | |
| /*capacity=*/2, iree_allocator_system(), &inputs), | |
| "can't allocate input vm list"); | |
| iree_vm_ref_t arg0_buffer_view_ref = | |
| iree_hal_buffer_view_move_ref(arg0_buffer_view); | |
| iree_vm_ref_t arg1_buffer_view_ref = | |
| iree_hal_buffer_view_move_ref(arg1_buffer_view); | |
| IREE_RETURN_IF_ERROR( | |
| iree_vm_list_push_ref_move(inputs, &arg0_buffer_view_ref)); | |
| IREE_RETURN_IF_ERROR( | |
| iree_vm_list_push_ref_move(inputs, &arg1_buffer_view_ref)); | |
| // Prepare outputs list to accept the results from the invocation. | |
| // The output vm list is allocated statically. | |
| iree_vm_list_t* outputs = NULL; | |
| IREE_RETURN_IF_ERROR( | |
| iree_vm_list_create(iree_vm_make_undefined_type_def(), | |
| /*capacity=*/1, iree_allocator_system(), &outputs), | |
| "can't allocate output vm list"); | |
| // Synchronously invoke the function. | |
| IREE_RETURN_IF_ERROR(iree_vm_invoke( | |
| context, main_function, IREE_VM_INVOCATION_FLAG_NONE, | |
| /*policy=*/NULL, inputs, outputs, iree_allocator_system())); | |
| // Get the result buffers from the invocation. | |
| iree_hal_buffer_view_t* ret_buffer_view = | |
| iree_vm_list_get_buffer_view_assign(outputs, 0); | |
| if (ret_buffer_view == NULL) { | |
| return iree_make_status(IREE_STATUS_NOT_FOUND, | |
| "can't find return buffer view"); | |
| } | |
| // Read back the results and ensure we got the right values. | |
| float results[] = {0.0f, 0.0f, 0.0f, 0.0f}; | |
| IREE_RETURN_IF_ERROR(iree_hal_device_transfer_d2h( | |
| device, iree_hal_buffer_view_buffer(ret_buffer_view), 0, results, | |
| sizeof(results), IREE_HAL_TRANSFER_BUFFER_FLAG_DEFAULT, | |
| iree_infinite_timeout())); | |
| for (iree_host_size_t i = 0; i < IREE_ARRAYSIZE(results); ++i) { | |
| if (results[i] != 8.0f) { | |
| return iree_make_status(IREE_STATUS_UNKNOWN, "result mismatches"); | |
| } | |
| } | |
| iree_vm_list_release(inputs); | |
| iree_vm_list_release(outputs); | |
| iree_hal_device_release(device); | |
| iree_vm_context_release(context); | |
| iree_vm_instance_release(instance); | |
| return iree_ok_status(); | |
| } | |
| int main() { | |
| const iree_status_t result = Run(); | |
| int ret = (int)iree_status_code(result); | |
| if (!iree_status_is_ok(result)) { | |
| iree_status_fprint(stderr, result); | |
| iree_status_free(result); | |
| } | |
| fprintf(stdout, "simple_embedding done\n"); | |
| return ret; | |
| } |