onnxruntime/js/react_native/ios/OnnxruntimeModule.mm
Rachel Guo c8bd34f975
[js/rn] Package dependency change to manage ort-extensions for react_native app (#15641)
### Description
<!-- Describe your changes. -->

js/react_native package dependency change to manage ort-extensions for
react-native app.

Enable optional inclusion of ort-ext aar/ ort-ext pods for react-native
extensions apps when specifiy `ortExtensionsEnabled` in user's
package.json file


### Motivation and Context
<!-- - Why is this change required? What problem does it solve?
- If it fixes an open issue, please link to the issue here. -->

---------

Co-authored-by: rachguo <rachguo@rachguos-Mac-mini.local>
Co-authored-by: rachguo <rachguo@rachguos-Mini.attlocal.net>
2023-04-29 00:07:12 -07:00

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// Copyright (c) Microsoft Corporation. All rights reserved.
// Licensed under the MIT License.
#import "OnnxruntimeModule.h"
#import "TensorHelper.h"
#import <Foundation/Foundation.h>
#import <React/RCTLog.h>
#import <onnxruntime/onnxruntime_cxx_api.h>
#ifdef ORT_ENABLE_EXTENSIONS
extern "C" {
// Note: Declared in onnxruntime_extensions.h but forward declared here to resolve a build issue:
// (A compilation error happened while building an expo react native ios app, onnxruntime_c_api.h header
// included in the onnxruntime_extensions.h leads to a redefinition conflicts with multiple object defined in the ORT C
// API.) So doing a forward declaration here instead of #include "onnxruntime_extensions.h" as a workaround for now
// before we have a fix.
// TODO: Investigate if we can include onnxruntime_extensions.h here
OrtStatus *RegisterCustomOps(OrtSessionOptions *options, const OrtApiBase *api);
} // Extern C
#endif
@implementation OnnxruntimeModule
struct SessionInfo {
std::unique_ptr<Ort::Session> session;
std::vector<const char *> inputNames;
std::vector<Ort::AllocatedStringPtr> inputNames_ptrs;
std::vector<const char *> outputNames;
std::vector<Ort::AllocatedStringPtr> outputNames_ptrs;
};
static Ort::Env *ortEnv = new Ort::Env(ORT_LOGGING_LEVEL_INFO, "Default");
static NSMutableDictionary *sessionMap = [NSMutableDictionary dictionary];
static Ort::AllocatorWithDefaultOptions ortAllocator;
static int nextSessionId = 0;
- (NSString *)getNextSessionKey {
NSString *key = @(nextSessionId).stringValue;
nextSessionId++;
return key;
}
RCT_EXPORT_MODULE(Onnxruntime)
/**
* React native binding API to load a model using given uri.
*
* @param modelPath a model file location. it's used as a key when multiple sessions are created, i.e. multiple models
* are loaded.
* @param options onnxruntime session options
* @param resolve callback for returning output back to react native js
* @param reject callback for returning an error back to react native js
* @note when run() is called, the same modelPath must be passed into the first parameter.
*/
RCT_EXPORT_METHOD(loadModel
: (NSString *)modelPath options
: (NSDictionary *)options resolver
: (RCTPromiseResolveBlock)resolve rejecter
: (RCTPromiseRejectBlock)reject) {
@try {
NSDictionary *resultMap = [self loadModel:modelPath options:options];
resolve(resultMap);
} @catch (...) {
reject(@"onnxruntime", @"failed to load model", nil);
}
}
/**
* React native binding API to load a model using BASE64 encoded model data string.
*
* @param modelData the BASE64 encoded model data string
* @param options onnxruntime session options
* @param resolve callback for returning output back to react native js
* @param reject callback for returning an error back to react native js
* @note when run() is called, the same modelPath must be passed into the first parameter.
*/
RCT_EXPORT_METHOD(loadModelFromBase64EncodedBuffer
: (NSString *)modelDataBase64EncodedString options
: (NSDictionary *)options resolver
: (RCTPromiseResolveBlock)resolve rejecter
: (RCTPromiseRejectBlock)reject) {
@try {
NSData *modelDataDecoded = [[NSData alloc] initWithBase64EncodedString:modelDataBase64EncodedString options:0];
NSDictionary *resultMap = [self loadModelFromBuffer:modelDataDecoded options:options];
resolve(resultMap);
} @catch (...) {
reject(@"onnxruntime", @"failed to load model from buffer", nil);
}
}
/**
* React native binding API to run a model using given uri.
*
* @param url a model path location given at loadModel()
* @param input an input tensor
* @param output an output names to be returned
* @param options onnxruntime run options
* @param resolve callback for returning an inference result back to react native js
* @param reject callback for returning an error back to react native js
*/
RCT_EXPORT_METHOD(run
: (NSString *)url input
: (NSDictionary *)input output
: (NSArray *)output options
: (NSDictionary *)options resolver
: (RCTPromiseResolveBlock)resolve rejecter
: (RCTPromiseRejectBlock)reject) {
@try {
NSDictionary *resultMap = [self run:url input:input output:output options:options];
resolve(resultMap);
} @catch (...) {
reject(@"onnxruntime", @"failed to run model", nil);
}
}
/**
* Load a model using given model path.
*
* @param modelPath a model file location.
* @param options onnxruntime session options.
* @note when run() is called, the same modelPath must be passed into the first parameter.
*/
- (NSDictionary *)loadModel:(NSString *)modelPath options:(NSDictionary *)options {
return [self loadModelImpl:modelPath modelData:nil options:options];
}
/**
* Load a model using given model data array
*
* @param modelData the model data buffer.
* @param options onnxruntime session options
*/
- (NSDictionary *)loadModelFromBuffer:(NSData *)modelData options:(NSDictionary *)options {
return [self loadModelImpl:@"" modelData:modelData options:options];
}
/**
* Load model implementation method given either model data array or model path
*
* @param modelPath the model file location.
* @param modelData the model data buffer.
* @param options onnxruntime session options.
*/
- (NSDictionary *)loadModelImpl:(NSString *)modelPath modelData:(NSData *)modelData options:(NSDictionary *)options {
SessionInfo *sessionInfo = nullptr;
sessionInfo = new SessionInfo();
Ort::SessionOptions sessionOptions = [self parseSessionOptions:options];
#ifdef ORT_ENABLE_EXTENSIONS
Ort::ThrowOnError(RegisterCustomOps(sessionOptions, OrtGetApiBase()));
#endif
if (modelData == nil) {
sessionInfo->session.reset(new Ort::Session(*ortEnv, [modelPath UTF8String], sessionOptions));
} else {
NSUInteger dataLength = [modelData length];
Byte *modelBytes = (Byte *)[modelData bytes];
sessionInfo->session.reset(new Ort::Session(*ortEnv, modelBytes, (size_t)dataLength, sessionOptions));
}
sessionInfo->inputNames.reserve(sessionInfo->session->GetInputCount());
for (size_t i = 0; i < sessionInfo->session->GetInputCount(); ++i) {
auto inputName = sessionInfo->session->GetInputNameAllocated(i, ortAllocator);
sessionInfo->inputNames.emplace_back(inputName.get());
sessionInfo->inputNames_ptrs.emplace_back(std::move(inputName));
}
sessionInfo->outputNames.reserve(sessionInfo->session->GetOutputCount());
for (size_t i = 0; i < sessionInfo->session->GetOutputCount(); ++i) {
auto outputName = sessionInfo->session->GetOutputNameAllocated(i, ortAllocator);
sessionInfo->outputNames.emplace_back(outputName.get());
sessionInfo->outputNames_ptrs.emplace_back(std::move(outputName));
}
NSString *key = [self getNextSessionKey];
NSValue *value = [NSValue valueWithPointer:(void *)sessionInfo];
sessionMap[key] = value;
NSMutableDictionary *resultMap = [NSMutableDictionary dictionary];
resultMap[@"key"] = key;
NSMutableArray *inputNames = [NSMutableArray array];
for (auto inputName : sessionInfo->inputNames) {
[inputNames addObject:[NSString stringWithCString:inputName encoding:NSUTF8StringEncoding]];
}
resultMap[@"inputNames"] = inputNames;
NSMutableArray *outputNames = [NSMutableArray array];
for (auto outputName : sessionInfo->outputNames) {
[outputNames addObject:[NSString stringWithCString:outputName encoding:NSUTF8StringEncoding]];
}
resultMap[@"outputNames"] = outputNames;
return resultMap;
}
/**
* Run a model using given uri.
*
* @param url a model path location given at loadModel()
* @param input an input tensor
* @param output an output names to be returned
* @param options onnxruntime run options
*/
- (NSDictionary *)run:(NSString *)url
input:(NSDictionary *)input
output:(NSArray *)output
options:(NSDictionary *)options {
NSValue *value = [sessionMap objectForKey:url];
if (value == nil) {
NSException *exception = [NSException exceptionWithName:@"onnxruntime"
reason:@"can't find onnxruntime session"
userInfo:nil];
@throw exception;
}
SessionInfo *sessionInfo = (SessionInfo *)[value pointerValue];
std::vector<Ort::Value> feeds;
std::vector<Ort::MemoryAllocation> allocations;
feeds.reserve(sessionInfo->inputNames.size());
for (auto inputName : sessionInfo->inputNames) {
NSDictionary *inputTensor = [input objectForKey:[NSString stringWithUTF8String:inputName]];
if (inputTensor == nil) {
NSException *exception = [NSException exceptionWithName:@"onnxruntime" reason:@"can't find input" userInfo:nil];
@throw exception;
}
Ort::Value value = [TensorHelper createInputTensor:inputTensor ortAllocator:ortAllocator allocations:allocations];
feeds.emplace_back(std::move(value));
}
std::vector<const char *> requestedOutputs;
requestedOutputs.reserve(output.count);
for (NSString *outputName : output) {
requestedOutputs.emplace_back([outputName UTF8String]);
}
Ort::RunOptions runOptions = [self parseRunOptions:options];
auto result =
sessionInfo->session->Run(runOptions, sessionInfo->inputNames.data(), feeds.data(),
sessionInfo->inputNames.size(), requestedOutputs.data(), requestedOutputs.size());
NSDictionary *resultMap = [TensorHelper createOutputTensor:requestedOutputs values:result];
return resultMap;
}
static NSDictionary *graphOptimizationLevelTable = @{
@"disabled" : @(ORT_DISABLE_ALL),
@"basic" : @(ORT_ENABLE_BASIC),
@"extended" : @(ORT_ENABLE_EXTENDED),
@"all" : @(ORT_ENABLE_ALL)
};
static NSDictionary *executionModeTable = @{@"sequential" : @(ORT_SEQUENTIAL), @"parallel" : @(ORT_PARALLEL)};
- (Ort::SessionOptions)parseSessionOptions:(NSDictionary *)options {
Ort::SessionOptions sessionOptions;
if ([options objectForKey:@"intraOpNumThreads"]) {
int intraOpNumThreads = [[options objectForKey:@"intraOpNumThreads"] intValue];
if (intraOpNumThreads > 0 && intraOpNumThreads < INT_MAX) {
sessionOptions.SetIntraOpNumThreads(intraOpNumThreads);
}
}
if ([options objectForKey:@"interOpNumThreads"]) {
int interOpNumThreads = [[options objectForKey:@"interOpNumThreads"] intValue];
if (interOpNumThreads > 0 && interOpNumThreads < INT_MAX) {
sessionOptions.SetInterOpNumThreads(interOpNumThreads);
}
}
if ([options objectForKey:@"graphOptimizationLevel"]) {
NSString *graphOptimizationLevel = [[options objectForKey:@"graphOptimizationLevel"] stringValue];
if ([graphOptimizationLevelTable objectForKey:graphOptimizationLevel]) {
sessionOptions.SetGraphOptimizationLevel(
(GraphOptimizationLevel)[[graphOptimizationLevelTable objectForKey:graphOptimizationLevel] intValue]);
}
}
if ([options objectForKey:@"enableCpuMemArena"]) {
BOOL enableCpuMemArena = [[options objectForKey:@"enableCpuMemArena"] boolValue];
if (enableCpuMemArena) {
sessionOptions.EnableCpuMemArena();
} else {
sessionOptions.DisableCpuMemArena();
}
}
if ([options objectForKey:@"enableMemPattern"]) {
BOOL enableMemPattern = [[options objectForKey:@"enableMemPattern"] boolValue];
if (enableMemPattern) {
sessionOptions.EnableMemPattern();
} else {
sessionOptions.DisableMemPattern();
}
}
if ([options objectForKey:@"executionMode"]) {
NSString *executionMode = [[options objectForKey:@"executionMode"] stringValue];
if ([executionModeTable objectForKey:executionMode]) {
sessionOptions.SetExecutionMode((ExecutionMode)[[executionModeTable objectForKey:executionMode] intValue]);
}
}
if ([options objectForKey:@"logId"]) {
NSString *logId = [[options objectForKey:@"logId"] stringValue];
sessionOptions.SetLogId([logId UTF8String]);
}
if ([options objectForKey:@"logSeverityLevel"]) {
int logSeverityLevel = [[options objectForKey:@"logSeverityLevel"] intValue];
sessionOptions.SetLogSeverityLevel(logSeverityLevel);
}
return sessionOptions;
}
- (Ort::RunOptions)parseRunOptions:(NSDictionary *)options {
Ort::RunOptions runOptions;
if ([options objectForKey:@"logSeverityLevel"]) {
int logSeverityLevel = [[options objectForKey:@"logSeverityLevel"] intValue];
runOptions.SetRunLogSeverityLevel(logSeverityLevel);
}
if ([options objectForKey:@"tag"]) {
NSString *tag = [[options objectForKey:@"tag"] stringValue];
runOptions.SetRunTag([tag UTF8String]);
}
return runOptions;
}
- (void)dealloc {
NSEnumerator *iterator = [sessionMap keyEnumerator];
while (NSString *key = [iterator nextObject]) {
NSValue *value = [sessionMap objectForKey:key];
SessionInfo *sessionInfo = (SessionInfo *)[value pointerValue];
delete sessionInfo;
sessionInfo = nullptr;
}
}
@end