| // Copyright 2019 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 | |
| // IREE source.mlir/mlirbc -> execution output runner. | |
| // This is meant to be called from LIT for FileCheck tests or as a developer | |
| // tool to emulate what an online compiler does. It tries to match the interface | |
| // of iree-compile so it's easy to run tests or approximate an | |
| // `iree-compile | iree-run-module` sequence. If you want a more generalized | |
| // runner for standalone precompiled IREE modules use iree-run-module instead. | |
| // | |
| // If there's a single exported function that will be executed and if there are | |
| // multiple functions --function= can be used to specify which is executed. | |
| // Function inputs can be provided with --input=. Results from the executed | |
| // function will be printed to stdout for checking or can be written to files | |
| // with --output=. | |
| // | |
| // Similar to iree-run-module the --device= flag can be used to specify which | |
| // drivers and devices should be used to execute the function. The tool will | |
| // try to infer which iree-compile flags are required for the devices used but | |
| // this can be overridden by passing the --iree-hal-target-backends= and related | |
| // flags explicitly. Likewise if only the target backend is specified the | |
| // devices to use will be inferred unless explicitly specified. | |
| // | |
| // Example usage to compile and run with CUDA: | |
| // $ iree-run-mlir --device=cuda://0 file.mlir | |
| // or to compile with the LLVM CPU backend and run with the local-task driver: | |
| // $ iree-run-mlir file.mlir \ | |
| // --Xcompiler,iree-hal-target-backends=llvm-cpu --device=local-task | |
| // | |
| // Example usage in a lit test: | |
| // // RUN: iree-run-mlir --device= %s --function=foo --input=2xf32=2,3 | \ | |
| // // RUN: FileCheck %s | |
| // // CHECK-LABEL: @foo | |
| // // CHECK: 2xf32=[2 3] | |
| // func.func @foo(%arg0: tensor<2xf32>) -> tensor<2xf32> { | |
| // return %arg0 : tensor<2xf32> | |
| // } | |
| // | |
| // Command line arguments are handled by LLVM's parser by default but -- can be | |
| // used to separate the compiler flags from the runtime flags, such as: | |
| // $ iree-run-mlir source.mlir --device=local-task -- \ | |
| // --iree-hal-target-backends=llvm-cpu | |
| // | |
| // In addition compiler/runtime flags can be passed in any order by prefixing | |
| // them with --Xcompiler or --Xruntime like `--Xruntime,device=local-task` or | |
| // `--Xruntime --device=local-task`. | |
| #include <cstdio> | |
| #include <cstring> | |
| #include <functional> | |
| #include <memory> | |
| #include <optional> | |
| #include <set> | |
| #include <string> | |
| #include <string_view> | |
| #include <tuple> | |
| #include <type_traits> | |
| #include <utility> | |
| #include <vector> | |
| #include "iree/base/api.h" | |
| #include "iree/base/internal/flags.h" | |
| #include "iree/compiler/embedding_api.h" | |
| #include "iree/hal/api.h" | |
| #include "iree/tooling/context_util.h" | |
| #include "iree/tooling/device_util.h" | |
| #include "iree/tooling/run_module.h" | |
| #include "iree/vm/api.h" | |
| namespace iree { | |
| namespace { | |
| // Polyfill for std::string_view::starts_with, coming in C++ 20. | |
| // https://en.cppreference.com/w/cpp/string/basic_string_view/starts_with | |
| bool starts_with(std::string_view prefix, std::string_view in_str) { | |
| return in_str.size() >= prefix.size() && | |
| in_str.compare(0, prefix.size(), prefix) == 0; | |
| } | |
| // Tries to guess a default device name from the |target_backend| when possible. | |
| // Users are still able to override this by passing in --device= flags. | |
| std::string InferDefaultDeviceFromTargetBackend( | |
| std::string_view target_backend) { | |
| if (target_backend == "" || target_backend == "vmvx-inline") { | |
| // Plain VM or vmvx-inline targets do not need a HAL device. | |
| return ""; | |
| } else if (target_backend == "llvm-cpu" || target_backend == "vmvx") { | |
| // Locally-executable targets default to the multithreaded task system | |
| // driver; users can override by specifying --device=local-sync instead. | |
| return "local-task"; | |
| } | |
| // Many other backends use the `driver-pipeline` naming like `vulkan-spirv` | |
| // and we try that; device creation will fail if it's a bad guess. | |
| size_t dash = target_backend.find('-'); | |
| if (dash == std::string::npos) { | |
| return std::string(target_backend); | |
| } else { | |
| return std::string(target_backend.substr(0, dash)); | |
| } | |
| } | |
| // Tries to guess a target backend from the given |device_uri| when possible. | |
| // Returns empty string if no backend is required or one could not be inferred. | |
| std::string InferTargetBackendFromDevice(iree_string_view_t device_uri) { | |
| // Get the driver name from URIs in the `driver://...` form. | |
| iree_string_view_t driver = iree_string_view_empty(); | |
| iree_string_view_split(device_uri, ':', &driver, nullptr); | |
| if (iree_string_view_is_empty(driver)) { | |
| // Plain VM or vmvx-inline targets do not need a HAL device. | |
| return ""; | |
| } else if (iree_string_view_starts_with(driver, IREE_SV("local-"))) { | |
| // Locally-executable devices default to the llvm-cpu target as that's | |
| // usually what people want for CPU execution; users can override by | |
| // specifying --iree-hal-target-backends=vmvx instead. | |
| return "llvm-cpu"; | |
| } | |
| // Many other backends have aliases that allow using the driver name. If there | |
| // are multiple pipelines available whatever the compiler defaults to is | |
| // chosen. | |
| return std::string(driver.data, driver.size); | |
| } | |
| // Tries to guess a set of target backends from the |device_flag_values| when | |
| // possible. Since multiple target backends can be used for a particular device | |
| // (such as llvm-cpu or vmvx for local-sync and local-task) this is just | |
| // guesswork. If we can't produce a target backend flag value we bail. | |
| // Returns a comma-delimited list of target backends. | |
| StatusOr<std::string> InferTargetBackendsFromDevices( | |
| iree_host_size_t device_flag_count, | |
| const iree_string_view_t* device_flag_values) { | |
| // No-op when no devices specified (probably no HAL). | |
| if (device_flag_count == 0) return ""; | |
| // If multiple devices were provided we need to target all of them. | |
| std::set<std::string> target_backends; | |
| for (iree_host_size_t i = 0; i < device_flag_count; ++i) { | |
| auto target_backend = InferTargetBackendFromDevice(device_flag_values[i]); | |
| if (!target_backend.empty()) { | |
| target_backends.insert(std::move(target_backend)); | |
| } | |
| } | |
| // Join all target backends together. | |
| std::string result; | |
| for (auto& target_backend : target_backends) { | |
| if (!result.empty()) result.append(","); | |
| result.append(target_backend); | |
| } | |
| return result; | |
| } | |
| // Configures the --iree-hal-target-backends= flag based on the --device= flags | |
| // set by the user. Ignored if any target backends are explicitly specified. | |
| // Online compilers would want to do some more intelligent device selection on | |
| // their own. | |
| Status ConfigureTargetBackends(iree_compiler_session_t* session, | |
| std::string* out_default_device_uri) { | |
| // Query the session for the currently set --iree-hal-target-backends= flag. | |
| // It may be empty string. | |
| std::string target_backends_flag; | |
| ireeCompilerSessionGetFlags( | |
| session, /*nonDefaultOnly=*/true, | |
| [](const char* flag_str, size_t length, void* user_data) { | |
| // NOTE: flag_str has the full `--flag=value` string. | |
| std::string_view prefix = "--iree-hal-target-backends="; | |
| std::string_view flag = std::string_view(flag_str, length); | |
| if (starts_with(prefix, flag)) { | |
| flag.remove_prefix(prefix.size()); | |
| if (flag.empty()) return; // ignore empty | |
| auto* result = static_cast<std::string*>(user_data); | |
| *result = std::string(flag); | |
| } | |
| }, | |
| static_cast<void*>(&target_backends_flag)); | |
| // Query the tooling utils for the --device= flag values. Note that zero or | |
| // more devices may be specified. | |
| iree_host_size_t device_flag_count = 0; | |
| const iree_string_view_t* device_flag_values = NULL; | |
| iree_hal_get_devices_flag_list(&device_flag_count, &device_flag_values); | |
| // No-op if no target backends or devices are specified - this can be an | |
| // intentional decision as the user may be running a program that doesn't use | |
| // the HAL. | |
| if (target_backends_flag.empty() && device_flag_count == 0) { | |
| return OkStatus(); | |
| } | |
| // No-op if both target backends and devices are set as the user has | |
| // explicitly specified a configuration. | |
| if (!target_backends_flag.empty() && device_flag_count > 0) { | |
| return OkStatus(); | |
| } | |
| // If target backends are specified then we can infer the runtime devices from | |
| // the compiler configuration. This only works if there's a single backend | |
| // specified; if the user wants multiple target backends then they must | |
| // specify the device(s) to use. | |
| if (device_flag_count == 0) { | |
| if (target_backends_flag.find(',') != std::string::npos) { | |
| return iree_make_status( | |
| IREE_STATUS_INVALID_ARGUMENT, | |
| "if multiple target backends are specified the device to use must " | |
| "also be specified with --device= (have " | |
| "`--iree-hal-target-backends=%.*s`)", | |
| (int)target_backends_flag.size(), target_backends_flag.data()); | |
| } | |
| *out_default_device_uri = | |
| InferDefaultDeviceFromTargetBackend(target_backends_flag); | |
| return OkStatus(); | |
| } | |
| // Infer target backends from the runtime device configuration. | |
| // This can get arbitrarily complex but for now this simple runner just | |
| // guesses. In the future we'll have more ways of configuring the compiler | |
| // from available runtime devices (not just the target backend but also | |
| // target-specific settings). | |
| IREE_ASSIGN_OR_RETURN( | |
| auto target_backends, | |
| InferTargetBackendsFromDevices(device_flag_count, device_flag_values)); | |
| if (!target_backends.empty()) { | |
| auto target_backends_flag = | |
| std::string("--iree-hal-target-backends=") + target_backends; | |
| const char* compiler_argv[1] = { | |
| target_backends_flag.c_str(), | |
| }; | |
| if (auto error = ireeCompilerSessionSetFlags( | |
| session, IREE_ARRAYSIZE(compiler_argv), compiler_argv)) { | |
| return iree_make_status( | |
| IREE_STATUS_INVALID_ARGUMENT, | |
| "unable to set inferred target backend flag to `%.*s`", | |
| (int)target_backends_flag.size(), target_backends_flag.data()); | |
| } | |
| } | |
| return OkStatus(); | |
| } | |
| // Runs the given .mlir file based on the current flags. | |
| StatusOr<int> CompileAndRunFile(iree_compiler_session_t* session, | |
| const char* mlir_filename) { | |
| IREE_TRACE_SCOPE_NAMED("CompileAndRunFile"); | |
| // Configure the --iree-hal-target-backends= flag and/or get the default | |
| // device to use at runtime if either are not explicitly specified. | |
| // Note that target backends and the runtime devices aren't 1:1 and this is | |
| // an imperfect guess. In this simple online compiler we assume homogenous | |
| // device sets and only a single global target backend but library/hosting | |
| // layers can configure heterogenous and per-invocation target configurations. | |
| std::string default_device_uri; | |
| IREE_RETURN_IF_ERROR(ConfigureTargetBackends(session, &default_device_uri)); | |
| // RAII container for the compiler invocation. | |
| struct InvocationState { | |
| iree_compiler_invocation_t* invocation = nullptr; | |
| iree_compiler_source_t* source = nullptr; | |
| iree_compiler_output_t* output = nullptr; | |
| explicit InvocationState(iree_compiler_session_t* session) { | |
| invocation = ireeCompilerInvocationCreate(session); | |
| } | |
| ~InvocationState() { | |
| if (source) ireeCompilerSourceDestroy(source); | |
| if (output) ireeCompilerOutputDestroy(output); | |
| ireeCompilerInvocationDestroy(invocation); | |
| } | |
| Status emitError(iree_compiler_error_t* error, | |
| iree_status_code_t status_code, | |
| std::string_view while_performing = "") { | |
| const char* msg = ireeCompilerErrorGetMessage(error); | |
| fprintf(stderr, "error compiling input file: %s\n", msg); | |
| iree_status_t status = iree_make_status(status_code, msg); | |
| if (!while_performing.empty()) { | |
| status = iree_status_annotate( | |
| status, iree_make_string_view(while_performing.data(), | |
| while_performing.size())); | |
| } | |
| ireeCompilerErrorDestroy(error); | |
| return status; | |
| } | |
| } state(session); | |
| // Open the source file on disk or stdin if `-`. | |
| if (auto error = | |
| ireeCompilerSourceOpenFile(session, mlir_filename, &state.source)) { | |
| return state.emitError(error, IREE_STATUS_NOT_FOUND, "opening source file"); | |
| } | |
| // Open a writeable memory buffer that we can stream the compilation outputs | |
| // into. This may be backed by a memory-mapped file to allow for very large | |
| // results. | |
| if (auto error = ireeCompilerOutputOpenMembuffer(&state.output)) { | |
| return state.emitError(error, IREE_STATUS_INTERNAL, | |
| "open output memory buffer"); | |
| } | |
| // TODO: make parsing/pipeline execution return an error object. | |
| // We could capture diagnostics, stash them on the state, and emit with | |
| // ireeCompilerInvocationEnableCallbackDiagnostics. | |
| // For now we route all errors to stderr. | |
| ireeCompilerInvocationEnableConsoleDiagnostics(state.invocation); | |
| // Parse the source MLIR input and log verbose errors. Syntax errors or | |
| // version mismatches will hit here. | |
| if (!ireeCompilerInvocationParseSource(state.invocation, state.source)) { | |
| return iree_make_status(IREE_STATUS_INVALID_ARGUMENT, | |
| "failed to parse input file"); | |
| } | |
| // Invoke the standard compilation pipeline to produce the compiled module. | |
| if (!ireeCompilerInvocationPipeline(state.invocation, | |
| IREE_COMPILER_PIPELINE_STD)) { | |
| return iree_make_status(IREE_STATUS_INTERNAL, | |
| "failed to invoke main compiler pipeline"); | |
| } | |
| // Flush the output to the memory buffer. | |
| if (auto error = ireeCompilerInvocationOutputVMBytecode(state.invocation, | |
| state.output)) { | |
| return state.emitError(error, IREE_STATUS_INTERNAL, | |
| "emitting output VM module binary"); | |
| } | |
| // Get a raw host pointer to the output that we can pass to the runtime. | |
| void* binary_data = nullptr; | |
| uint64_t binary_size = 0; | |
| if (auto error = ireeCompilerOutputMapMemory(state.output, &binary_data, | |
| &binary_size)) { | |
| return state.emitError(error, IREE_STATUS_INTERNAL, | |
| "mapping output buffer"); | |
| } | |
| // Hosting libraries can route all runtime allocations to their own allocator | |
| // for statistics, isolation, or efficiency. Here we use the system | |
| // malloc/free. | |
| iree_allocator_t host_allocator = iree_allocator_system(); | |
| // The same VM instance should be shared across many contexts. Here we only | |
| // use this once but a library would want to retain this and the devices it | |
| // creates for as long as practical. | |
| vm::ref<iree_vm_instance_t> instance; | |
| IREE_RETURN_IF_ERROR(iree_tooling_create_instance(host_allocator, &instance), | |
| "creating instance"); | |
| // Run the compiled module using the global flags for I/O (if any). | |
| // This loads the module, creates a VM context with it and any dependencies, | |
| // parses inputs from flags, and routes/verifies outputs as specified. Hosting | |
| // libraries should always reuse contexts if possible to amortize loading | |
| // costs and carry state (variables/etc) across invocations. | |
| // | |
| // This returns a process exit code based on the run mode (verifying expected | |
| // outputs, etc) that may be non-zero even if the status is success | |
| // ("execution completed successfully but values did not match"). | |
| int exit_code = EXIT_SUCCESS; | |
| IREE_RETURN_IF_ERROR( | |
| iree_tooling_run_module_with_data( | |
| instance.get(), | |
| iree_make_string_view(default_device_uri.data(), | |
| default_device_uri.size()), | |
| iree_make_const_byte_span(binary_data, (iree_host_size_t)binary_size), | |
| host_allocator, &exit_code), | |
| "running compiled module"); | |
| return exit_code; | |
| } | |
| // Parses a combined list of compiler and runtime flags. | |
| // Each argument list is stored in canonical argc/argv format with a trailing | |
| // NULL string in the storage (excluded from the count). | |
| class ArgParser { | |
| public: | |
| int compiler_argc() { return compiler_args_.size() - 1; } | |
| const char** compiler_argv() { | |
| return const_cast<const char**>(compiler_args_.data()); | |
| } | |
| int runtime_argc() { return runtime_args_.size() - 1; } | |
| char** runtime_argv() { return runtime_args_.data(); } | |
| // Parses arguments from a raw command line argc/argv set. | |
| // Returns true if parsing was successful. | |
| bool Parse(int argc_raw, char** argv_raw) { | |
| // Pre-process the arguments with the compiler's argument parser since it | |
| // has super-powers on Windows and must work on the default main arguments. | |
| ireeCompilerGetProcessCLArgs(&argc_raw, | |
| const_cast<const char***>(&argv_raw)); | |
| // Always add the progname to both flag sets. | |
| compiler_args_.push_back(argv_raw[0]); | |
| runtime_args_.push_back(argv_raw[0]); | |
| // Everything before -- goes to the runtime. | |
| // Everything after -- goes to the compiler. | |
| // To make it easier to form command lines in scripts we also allow | |
| // prefixing flags with -Xcompiler/-Xruntime on either side of the --. | |
| bool parsing_runtime_args = true; | |
| for (int i = 1; i < argc_raw; ++i) { | |
| char* current_arg_cstr = argv_raw[i]; | |
| char* next_arg_cstr = | |
| argv_raw[i + 1]; // ok because list is NULL-terminated | |
| auto current_arg = std::string_view(current_arg_cstr); | |
| if (current_arg == "--") { | |
| // Switch default parsing to compiler flags. | |
| parsing_runtime_args = false; | |
| } else if (current_arg == "-Xcompiler" || current_arg == "--Xcompiler") { | |
| // Next arg is routed to the compiler. | |
| compiler_args_.push_back(next_arg_cstr); | |
| } else if (current_arg == "-Xruntime" || current_arg == "--Xruntime") { | |
| // Next arg is routed to the runtime. | |
| runtime_args_.push_back(next_arg_cstr); | |
| } else if (starts_with("-Xcompiler,", current_arg) || | |
| starts_with("--Xcompiler,", current_arg)) { | |
| // Split and send the rest of the flag to the compiler. | |
| AppendPrefixedArg(current_arg, &compiler_args_); | |
| } else if (starts_with("-Xruntime,", current_arg) || | |
| starts_with("--Xruntime,", current_arg)) { | |
| // Split and send the rest of the flag to the runtime. | |
| AppendPrefixedArg(current_arg, &runtime_args_); | |
| } else { | |
| // Route to either runtime or compiler arg sets based on which side of | |
| // the -- we are on. | |
| if (parsing_runtime_args) { | |
| runtime_args_.push_back(current_arg_cstr); | |
| } else { | |
| compiler_args_.push_back(current_arg_cstr); | |
| } | |
| } | |
| } | |
| // Add nullptrs to end to match real argv behavior. | |
| compiler_args_.push_back(nullptr); | |
| runtime_args_.push_back(nullptr); | |
| return true; | |
| } | |
| private: | |
| // Drops the prefix from |prefixed_arg| and appends the arg to |out_args|. | |
| // Example: --Xcompiler,ab=cd,ef -> --ab=cd,ef | |
| void AppendPrefixedArg(std::string_view prefixed_arg, | |
| std::vector<char*>* out_args) { | |
| std::string_view sub_arg = prefixed_arg.substr(prefixed_arg.find(',') + 1); | |
| auto stable_arg = std::make_unique<std::string>("--"); | |
| stable_arg->append(sub_arg); | |
| temp_strings_.push_back(std::move(stable_arg)); | |
| out_args->push_back(temp_strings_.back()->data()); | |
| } | |
| std::vector<std::unique_ptr<std::string>> temp_strings_; | |
| std::vector<char*> runtime_args_; | |
| std::vector<char*> compiler_args_; | |
| }; | |
| } // namespace | |
| extern "C" int main(int argc, char** argv) { | |
| IREE_TRACE_APP_ENTER(); | |
| IREE_TRACE_ZONE_BEGIN_NAMED(z0, "iree-run-mlir"); | |
| // Initialize the compiler once on startup before using any other APIs. | |
| ireeCompilerGlobalInitialize(); | |
| // Parse full argument list and split into compiler/runtime flag sets. | |
| ArgParser arg_parser; | |
| if (!arg_parser.Parse(argc, argv)) { | |
| ireeCompilerGlobalShutdown(); | |
| IREE_TRACE_ZONE_END(z0); | |
| IREE_TRACE_APP_EXIT(EXIT_FAILURE); | |
| return EXIT_FAILURE; | |
| } | |
| // Pass along compiler flags. | |
| // Since this is a command line tool we initialize the global compiler | |
| // command line environment prior to processing the sources. | |
| // In-process/library uses would usually not do this and would set session | |
| // specific arguments as needed from whatever configuration mechanisms they | |
| // use (kwargs passed to python functions, etc). | |
| ireeCompilerSetupGlobalCL(arg_parser.compiler_argc(), | |
| arg_parser.compiler_argv(), "iree-run-mlir", | |
| /*installSignalHandlers=*/true); | |
| // Pass along runtime flags. | |
| // Note that positional args are left in runtime_argv (after progname). | |
| // Runtime flags are generally only useful in command line tools where there's | |
| // a fixed set of devices, a short lifetime, a single thread, and a single | |
| // context/set of modules/etc. Hosting applications can programmatically | |
| // do most of what the flags do in a way that avoids the downsides of such | |
| // global one-shot configuration. | |
| int runtime_argc = arg_parser.runtime_argc(); | |
| char** runtime_argv = arg_parser.runtime_argv(); | |
| iree_flags_parse_checked(IREE_FLAGS_PARSE_MODE_DEFAULT, &runtime_argc, | |
| &runtime_argv); | |
| // Ensure a source file was found. | |
| if (runtime_argc != 2) { | |
| fprintf(stderr, | |
| "ERROR: one source MLIR file must be specified.\n" | |
| "Pass either the path to a .mlir/mlirbc file or `-` to read from " | |
| "stdin.\n"); | |
| fflush(stderr); | |
| IREE_TRACE_ZONE_END(z0); | |
| IREE_TRACE_APP_EXIT(EXIT_FAILURE); | |
| return EXIT_FAILURE; | |
| } | |
| const char* source_filename = runtime_argv[1]; | |
| // Sessions can be reused for many compiler invocations. | |
| iree_compiler_session_t* session = ireeCompilerSessionCreate(); | |
| // The process return code is 0 for success and non-zero otherwise. | |
| // We don't differentiate between compiler or runtime error codes here but | |
| // could if someone found it useful. | |
| int exit_code = EXIT_SUCCESS; | |
| // Compile and run the provided source file and get the exit code determined | |
| // based on the run mode. | |
| auto status_or = CompileAndRunFile(session, source_filename); | |
| if (status_or.ok()) { | |
| exit_code = status_or.value(); | |
| } else { | |
| exit_code = 2; | |
| iree_status_fprint(stderr, status_or.status().get()); | |
| fflush(stderr); | |
| } | |
| ireeCompilerSessionDestroy(session); | |
| // No more compiler APIs can be called after this point. | |
| ireeCompilerGlobalShutdown(); | |
| IREE_TRACE_ZONE_END(z0); | |
| IREE_TRACE_APP_EXIT(exit_code); | |
| return exit_code; | |
| } | |
| } // namespace iree |