From 05f7a7257f8c1ee0176567f0db4c1a9f34d6ee51 Mon Sep 17 00:00:00 2001 From: vraspar Date: Tue, 1 Oct 2024 16:03:52 -0700 Subject: [PATCH 1/6] Update Phi-3 iOS build instructions --- mobile/examples/phi-3/ios/LocalLLM/LocalLLM/README.md | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/mobile/examples/phi-3/ios/LocalLLM/LocalLLM/README.md b/mobile/examples/phi-3/ios/LocalLLM/LocalLLM/README.md index 8e53b58f..8680e606 100644 --- a/mobile/examples/phi-3/ios/LocalLLM/LocalLLM/README.md +++ b/mobile/examples/phi-3/ios/LocalLLM/LocalLLM/README.md @@ -65,7 +65,7 @@ git clone https://github.com/microsoft/onnxruntime-genai cd onnxruntime-genai -python3 build.py --parallel --build_dir ./build_iphoneos --ios --ios_sysroot iphoneos --ios_arch arm64 --ios_deployment_target 16.6 --cmake_generator Xcode +python3 build.py --parallel --build_dir ./build_iphoneos --ios --apple_sysroot iphoneos --osx_arch arm64 --apple_deploy_target 16.6 --cmake_generator Xcode ``` @@ -98,7 +98,7 @@ The app uses Objective-C/C++ since using Generative AI with ONNX Runtime C++ API Download from hf repo: -After downloading completes, you need to copy files over to the `Resources` directory in the `Destination` column of `Target-LocalLLM`->`Build Phases`-> `New Copy File Phases` -> `Copy Files`. +After downloading the files, Click on `LocalLLM` project from sidebar, go to `Targets > LocalLLM > Build Phases`. Find the Copy Files section, set the Destination to Resources, and add the downloaded files. Upon app launching, Xcode will automatically copy and install the model files from Resources folder and directly download to the iOS device. From 1b1d99949bd22670f2cf435a3d8d7f36e5da2477 Mon Sep 17 00:00:00 2001 From: vraspar Date: Thu, 3 Oct 2024 14:49:33 -0700 Subject: [PATCH 2/6] Refactor chat UI and token generation logic --- .../ios/LocalLLM/LocalLLM/ContentView.swift | 128 ++++++++++++++++-- .../ios/LocalLLM/LocalLLM/GenAIGenerator.mm | 128 +++++++++++++----- .../phi-3/ios/LocalLLM/LocalLLM/README.md | 4 +- .../LocalLLM/SharedTokenUpdater.swift | 6 + .../Simulator Screenshot - iPhone 16.png | Bin 0 -> 140794 bytes 5 files changed, 220 insertions(+), 46 deletions(-) create mode 100644 mobile/examples/phi-3/ios/LocalLLM/LocalLLM/Simulator Screenshot - iPhone 16.png diff --git a/mobile/examples/phi-3/ios/LocalLLM/LocalLLM/ContentView.swift b/mobile/examples/phi-3/ios/LocalLLM/LocalLLM/ContentView.swift index fe18b2af..edefb3ca 100644 --- a/mobile/examples/phi-3/ios/LocalLLM/LocalLLM/ContentView.swift +++ b/mobile/examples/phi-3/ios/LocalLLM/LocalLLM/ContentView.swift @@ -1,27 +1,124 @@ -// Copyright (c) Microsoft Corporation. All rights reserved. -// Licensed under the MIT License. - import SwiftUI + +struct Message: Identifiable { + let id = UUID() + var text: String + let isUser: Bool +} + struct ContentView: View { - @ObservedObject var tokenUpdater = SharedTokenUpdater.shared + @State private var userInput: String = "" + @State private var messages: [Message] = [] // Store chat messages locally + @State private var isGenerating: Bool = false // Track token generation state + @State private var stats: String = "" // token genetation stats var body: some View { VStack { + // ChatBubbles ScrollView { - VStack(alignment: .leading) { - ForEach(tokenUpdater.decodedTokens, id: \.self) { token in - Text(token) - .padding(.horizontal, 5) + VStack(alignment: .leading, spacing: 20) { + ForEach(messages) { message in + ChatBubble(text: message.text, isUser: message.isUser) + .padding(.horizontal, 20) + } + if !stats.isEmpty { + Text(stats) + .font(.footnote) + .foregroundColor(.gray) + .padding(.horizontal, 20) + .padding(.top, 5) + .multilineTextAlignment(.center) } } - .padding() + .padding(.top, 20) } - Button("Generate Tokens") { - DispatchQueue.global(qos: .background).async { - // TODO: add user prompt question UI - GenAIGenerator.generate("Who is the current US president?"); + + + // User input + HStack { + TextField("Type your message...", text: $userInput) + .padding() + .background(Color(.systemGray6)) + .cornerRadius(20) + .padding(.horizontal) + + Button(action: { + // Check for non-empty input + guard !userInput.trimmingCharacters(in: .whitespaces).isEmpty else { return } + + messages.append(Message(text: userInput, isUser: true)) + messages.append(Message(text: "", isUser: false)) // Placeholder for AI response + + + // clear previously generated tokens + SharedTokenUpdater.shared.clearTokens() + + let prompt = userInput + userInput = "" + isGenerating = true + + + DispatchQueue.global(qos: .background).async { + GenAIGenerator.generate(prompt) + } + }) { + Image(systemName: "paperplane.fill") + .foregroundColor(.white) + .padding() + .background(isGenerating ? Color.gray : Color.pastelGreen) + .clipShape(Circle()) + .padding(.trailing, 10) } + .disabled(isGenerating) + } + .padding(.bottom, 20) + } + .background(Color(.systemGroupedBackground)) + .edgesIgnoringSafeArea(.bottom) + .onReceive(NotificationCenter.default.publisher(for: NSNotification.Name("TokenGenerationCompleted"))) { _ in + isGenerating = false // Re-enable the button when token generation is complete + } + .onReceive(SharedTokenUpdater.shared.$decodedTokens) { tokens in + // update model response + if let lastIndex = messages.lastIndex(where: { !$0.isUser }) { + let combinedText = tokens.joined(separator: "") + messages[lastIndex].text = combinedText + } + } + .onReceive(NotificationCenter.default.publisher(for: NSNotification.Name("TokenGenerationStats"))) { notification in + if let userInfo = notification.userInfo, + let totalTime = userInfo["totalTime"] as? Int, + let firstTokenTime = userInfo["firstTokenTime"] as? Int, + let tokenCount = userInfo["tokenCount"] as? Int { + stats = "Generated \(tokenCount) tokens in \(totalTime) ms. First token in \(firstTokenTime) ms." + } + } + } +} + +struct ChatBubble: View { + var text: String + var isUser: Bool + + var body: some View { + HStack { + if isUser { + Spacer() + Text(text) + .padding() + .background(Color.pastelGreen) + .foregroundColor(.white) + .cornerRadius(25) + .padding(.horizontal, 10) + } else { + Text(text) + .padding() + .background(Color(.systemGray5)) + .foregroundColor(.black) + .cornerRadius(25) + .padding(.horizontal, 20) + Spacer() } } } @@ -32,3 +129,8 @@ struct ContentView_Previews: PreviewProvider { ContentView() } } + +// Extension for a pastel green color +extension Color { + static let pastelGreen = Color(red: 0.6, green: 0.9, blue: 0.6) +} diff --git a/mobile/examples/phi-3/ios/LocalLLM/LocalLLM/GenAIGenerator.mm b/mobile/examples/phi-3/ios/LocalLLM/LocalLLM/GenAIGenerator.mm index d430f16a..8a8d75dc 100644 --- a/mobile/examples/phi-3/ios/LocalLLM/LocalLLM/GenAIGenerator.mm +++ b/mobile/examples/phi-3/ios/LocalLLM/LocalLLM/GenAIGenerator.mm @@ -5,45 +5,109 @@ #include "LocalLLM-Swift.h" #include "ort_genai.h" #include "ort_genai_c.h" - +#include @implementation GenAIGenerator -+ (void)generate:(nonnull NSString*)input_user_question { - NSString* llmPath = [[NSBundle mainBundle] resourcePath]; - const char* modelPath = llmPath.cString; - - auto model = OgaModel::Create(modelPath); - auto tokenizer = OgaTokenizer::Create(*model); - - NSString* promptString = [NSString stringWithFormat:@"<|user|>\n%@<|end|>\n<|assistant|>", input_user_question]; - const char* prompt = [promptString UTF8String]; - - auto sequences = OgaSequences::Create(); - tokenizer->Encode(prompt, *sequences); +typedef std::chrono::high_resolution_clock Clock; +typedef std::chrono::time_point TimePoint; - auto params = OgaGeneratorParams::Create(*model); - params->SetSearchOption("max_length", 200); - params->SetInputSequences(*sequences); - - // Streaming Output to generate token by token - auto tokenizer_stream = OgaTokenizerStream::Create(*tokenizer); - - auto generator = OgaGenerator::Create(*model, *params); ++ (void)generate:(nonnull NSString*)input_user_question { + NSLog(@"Starting token generation..."); + + NSString* llmPath = [[NSBundle mainBundle] resourcePath]; + const char* modelPath = llmPath.cString; + + // Log model creation + NSLog(@"Creating model ..."); + auto model = OgaModel::Create(modelPath); + if (!model) { + NSLog(@"Failed to create model."); + return; + } + + NSLog(@"Creating tokenizer..."); + auto tokenizer = OgaTokenizer::Create(*model); + if (!tokenizer) { + NSLog(@"Failed to create tokenizer."); + return; + } + + auto tokenizer_stream = OgaTokenizerStream::Create(*tokenizer); + + // Construct the prompt + NSString* promptString = [NSString stringWithFormat:@"<|user|>\n%@<|end|>\n<|assistant|>", input_user_question]; + const char* prompt = [promptString UTF8String]; + + NSLog(@"Encoding prompt..."); + auto sequences = OgaSequences::Create(); + tokenizer->Encode(prompt, *sequences); + + // Log parameters + NSLog(@"Setting generator parameters..."); + auto params = OgaGeneratorParams::Create(*model); + params->SetSearchOption("max_length", 200); + params->SetInputSequences(*sequences); + + NSLog(@"Creating generator..."); + auto generator = OgaGenerator::Create(*model, *params); + + bool isFirstToken = true; + TimePoint startTime = Clock::now(); + TimePoint firstTokenTime; + int tokenCount = 0; + + NSLog(@"Starting token generation loop..."); + while (!generator->IsDone()) { + generator->ComputeLogits(); + generator->GenerateNextToken(); + + if (isFirstToken) { + NSLog(@"First token generated."); + firstTokenTime = Clock::now(); + isFirstToken = false; + } + + // Get the sequence data + const int32_t* seq = generator->GetSequenceData(0); + size_t seq_len = generator->GetSequenceCount(0); + + // Decode the new token + const char* decode_tokens = tokenizer_stream->Decode(seq[seq_len - 1]); + + // Check for decoding failure + if (!decode_tokens) { + NSLog(@"Token decoding failed."); + break; + } + + NSLog(@"Decoded token: %s", decode_tokens); + tokenCount++; + + // Convert token to NSString and update UI on the main thread + NSString* decodedTokenString = [NSString stringWithUTF8String:decode_tokens]; + [SharedTokenUpdater.shared addDecodedToken:decodedTokenString]; + } - while (!generator->IsDone()) { - generator->ComputeLogits(); - generator->GenerateNextToken(); - const int32_t* seq = generator->GetSequenceData(0); - size_t seq_len = generator->GetSequenceCount(0); - const char* decode_tokens = tokenizer_stream->Decode(seq[seq_len - 1]); + TimePoint endTime = Clock::now(); + auto totalDuration = std::chrono::duration_cast(endTime - startTime).count(); + auto firstTokenDuration = std::chrono::duration_cast(firstTokenTime - startTime).count(); + + NSLog(@"Token generation completed. Total time: %lld ms, First token time: %lld ms, Total tokens: %d", totalDuration, firstTokenDuration, tokenCount); - NSLog(@"Decoded tokens: %s", decode_tokens); + NSDictionary *stats = @{ + @"totalTime": @(totalDuration), + @"firstTokenTime": @(firstTokenDuration), + @"tokenCount": @(tokenCount) + }; - // Add decoded token to SharedTokenUpdater - NSString* decodedTokenString = [NSString stringWithUTF8String:decode_tokens]; - [SharedTokenUpdater.shared addDecodedToken:decodedTokenString]; - } + // notify main thread that token generation is complete + dispatch_async(dispatch_get_main_queue(), ^{ + [[NSNotificationCenter defaultCenter] postNotificationName:@"TokenGenerationCompleted" object:nil]; + [[NSNotificationCenter defaultCenter] postNotificationName:@"TokenGenerationStats" object:nil userInfo:stats]; + }); + NSLog(@"Token generation completed."); } + @end diff --git a/mobile/examples/phi-3/ios/LocalLLM/LocalLLM/README.md b/mobile/examples/phi-3/ios/LocalLLM/LocalLLM/README.md index 8680e606..a9438224 100644 --- a/mobile/examples/phi-3/ios/LocalLLM/LocalLLM/README.md +++ b/mobile/examples/phi-3/ios/LocalLLM/LocalLLM/README.md @@ -106,4 +106,6 @@ Upon app launching, Xcode will automatically copy and install the model files fr **Note**: The current app only sets up with a simple initial prompt question, you can adjust/try your own or refine the UI based on requirements. -***Notice:*** The current Xcode project runs on iOS 16.6, feel free to adjust latest iOS/build for lates iOS versions accordingly. \ No newline at end of file +***Notice:*** The current Xcode project runs on iOS 16.6, feel free to adjust latest iOS/build for lates iOS versions accordingly. + +![alt text]() \ No newline at end of file diff --git a/mobile/examples/phi-3/ios/LocalLLM/LocalLLM/SharedTokenUpdater.swift b/mobile/examples/phi-3/ios/LocalLLM/LocalLLM/SharedTokenUpdater.swift index a4680041..260a9154 100644 --- a/mobile/examples/phi-3/ios/LocalLLM/LocalLLM/SharedTokenUpdater.swift +++ b/mobile/examples/phi-3/ios/LocalLLM/LocalLLM/SharedTokenUpdater.swift @@ -14,4 +14,10 @@ import Foundation self.decodedTokens.append(token) } } + + @objc func clearTokens() { + DispatchQueue.main.async { + self.decodedTokens.removeAll() + } + } } diff --git a/mobile/examples/phi-3/ios/LocalLLM/LocalLLM/Simulator Screenshot - iPhone 16.png b/mobile/examples/phi-3/ios/LocalLLM/LocalLLM/Simulator Screenshot - iPhone 16.png new file mode 100644 index 0000000000000000000000000000000000000000..95448ef7911c7bb64df67131c116df8b54755338 GIT binary patch literal 140794 zcmeEuS6md^@-84Kpd)I%90N;^1Eo3!3S|uO(`=uIgH!je_RaAKuZj4)G6SH3jAPT zTu8yhxB&iQqP|PP`g0UJKIOun|M8AdCm!}-5o2ILF{H#FsJdaUPFzYLn?KqAwV{^Z z_dr|`ileH?bnD04m&1(1d@Q>byx;TRylLe+h&n!|G!CUQ&i!To>5DPkkn5Hb<^$re zNrXc)vg*vMx#OO&u&1kMIgjxC_P(~OtII;{qC2F$Yt1z|Tt!J~;?7NMVkidYzyIQ9 z2#fa@X~FuB1E`Z#{0vF$vH$%NaKt|tkJzT|Iy2=BKMX8fhQI$Jw)rXg_ixTm2)l>* zT#hpJCeuF*2#!==`bYU#poMJ4ktQ$x^F9pF!Z&;W@U>Lr&HeB{4NJ^0{N3{(zJ@XwV`0a0 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logic, and handle token generation errors --- .../ios/LocalLLM/LocalLLM/ContentView.swift | 28 ++- .../ios/LocalLLM/LocalLLM/GenAIGenerator.mm | 212 ++++++++++-------- .../Simulator Screenshot - iPhone 16.png | Bin 140794 -> 146225 bytes 3 files changed, 144 insertions(+), 96 deletions(-) diff --git a/mobile/examples/phi-3/ios/LocalLLM/LocalLLM/ContentView.swift b/mobile/examples/phi-3/ios/LocalLLM/LocalLLM/ContentView.swift index edefb3ca..d5dd5420 100644 --- a/mobile/examples/phi-3/ios/LocalLLM/LocalLLM/ContentView.swift +++ b/mobile/examples/phi-3/ios/LocalLLM/LocalLLM/ContentView.swift @@ -1,3 +1,6 @@ +// Copyright (c) Microsoft Corporation. All rights reserved. +// Licensed under the MIT License. + import SwiftUI @@ -12,6 +15,8 @@ struct ContentView: View { @State private var messages: [Message] = [] // Store chat messages locally @State private var isGenerating: Bool = false // Track token generation state @State private var stats: String = "" // token genetation stats + @State private var showAlert: Bool = false + @State private var errorMessage: String = "" var body: some View { VStack { @@ -88,12 +93,25 @@ struct ContentView: View { } .onReceive(NotificationCenter.default.publisher(for: NSNotification.Name("TokenGenerationStats"))) { notification in if let userInfo = notification.userInfo, - let totalTime = userInfo["totalTime"] as? Int, - let firstTokenTime = userInfo["firstTokenTime"] as? Int, - let tokenCount = userInfo["tokenCount"] as? Int { - stats = "Generated \(tokenCount) tokens in \(totalTime) ms. First token in \(firstTokenTime) ms." + let promptProcRate = userInfo["promptProcRate"] as? Double, + let tokenGenRate = userInfo["tokenGenRate"] as? Double { + stats = String(format: "Token generation rate: %.2f tokens/s. Prompt processing rate: %.2f tokens/s", tokenGenRate, promptProcRate) + } + } + .onReceive(NotificationCenter.default.publisher(for: NSNotification.Name("TokenGenerationError"))) { notification in + if let userInfo = notification.userInfo, let error = userInfo["error"] as? String { + errorMessage = error + showAlert = true } } + .alert(isPresented: $showAlert) { + Alert( + title: Text("Error"), + message: Text(errorMessage), + dismissButton: .default(Text("OK")) + ) + } + } } @@ -117,7 +135,7 @@ struct ChatBubble: View { .background(Color(.systemGray5)) .foregroundColor(.black) .cornerRadius(25) - .padding(.horizontal, 20) + .padding(.horizontal, 10) Spacer() } } diff --git a/mobile/examples/phi-3/ios/LocalLLM/LocalLLM/GenAIGenerator.mm b/mobile/examples/phi-3/ios/LocalLLM/LocalLLM/GenAIGenerator.mm index 8a8d75dc..b705eb79 100644 --- a/mobile/examples/phi-3/ios/LocalLLM/LocalLLM/GenAIGenerator.mm +++ b/mobile/examples/phi-3/ios/LocalLLM/LocalLLM/GenAIGenerator.mm @@ -1,113 +1,143 @@ // Copyright (c) Microsoft Corporation. All rights reserved. // Licensed under the MIT License. - #import "GenAIGenerator.h" #include "LocalLLM-Swift.h" #include "ort_genai.h" #include "ort_genai_c.h" #include +#include @implementation GenAIGenerator -typedef std::chrono::high_resolution_clock Clock; +typedef std::chrono::steady_clock Clock; typedef std::chrono::time_point TimePoint; +static std::unique_ptr model = nullptr; +static std::unique_ptr tokenizer = nullptr; + (void)generate:(nonnull NSString*)input_user_question { - NSLog(@"Starting token generation..."); - - NSString* llmPath = [[NSBundle mainBundle] resourcePath]; - const char* modelPath = llmPath.cString; - - // Log model creation - NSLog(@"Creating model ..."); - auto model = OgaModel::Create(modelPath); - if (!model) { - NSLog(@"Failed to create model."); - return; - } - - NSLog(@"Creating tokenizer..."); - auto tokenizer = OgaTokenizer::Create(*model); - if (!tokenizer) { - NSLog(@"Failed to create tokenizer."); - return; - } - - auto tokenizer_stream = OgaTokenizerStream::Create(*tokenizer); - - // Construct the prompt - NSString* promptString = [NSString stringWithFormat:@"<|user|>\n%@<|end|>\n<|assistant|>", input_user_question]; - const char* prompt = [promptString UTF8String]; - - NSLog(@"Encoding prompt..."); - auto sequences = OgaSequences::Create(); - tokenizer->Encode(prompt, *sequences); - - // Log parameters - NSLog(@"Setting generator parameters..."); - auto params = OgaGeneratorParams::Create(*model); - params->SetSearchOption("max_length", 200); - params->SetInputSequences(*sequences); - - NSLog(@"Creating generator..."); - auto generator = OgaGenerator::Create(*model, *params); - - bool isFirstToken = true; - TimePoint startTime = Clock::now(); - TimePoint firstTokenTime; - int tokenCount = 0; - - NSLog(@"Starting token generation loop..."); - while (!generator->IsDone()) { - generator->ComputeLogits(); - generator->GenerateNextToken(); - - if (isFirstToken) { - NSLog(@"First token generated."); - firstTokenTime = Clock::now(); - isFirstToken = false; + std::vector tokenTimes; // per-token generation times + TimePoint startTime, firstTokenTime, tokenStartTime; + + @try { + NSLog(@"Starting token generation..."); + + if (!model) { + NSLog(@"Creating model..."); + NSString* llmPath = [[NSBundle mainBundle] resourcePath]; + const char* modelPath = llmPath.cString; + model = OgaModel::Create(modelPath); // throws exception + + if (!model) { + @throw [NSException exceptionWithName:@"ModelCreationError" reason:@"Failed to create model." userInfo:nil]; + } } - - // Get the sequence data - const int32_t* seq = generator->GetSequenceData(0); - size_t seq_len = generator->GetSequenceCount(0); - - // Decode the new token - const char* decode_tokens = tokenizer_stream->Decode(seq[seq_len - 1]); - - // Check for decoding failure - if (!decode_tokens) { - NSLog(@"Token decoding failed."); - break; + + if (!tokenizer) { + NSLog(@"Creating tokenizer..."); + tokenizer = OgaTokenizer::Create(*model); // throws exception + if (!tokenizer) { + @throw [NSException exceptionWithName:@"TokenizerCreationError" reason:@"Failed to create tokenizer." userInfo:nil]; + } } + + auto tokenizer_stream = OgaTokenizerStream::Create(*tokenizer); + + // Construct the prompt + NSString* promptString = [NSString stringWithFormat:@"<|user|>\n%@<|end|>\n<|assistant|>", input_user_question]; + const char* prompt = [promptString UTF8String]; + + // Encode the prompt + auto sequences = OgaSequences::Create(); + tokenizer->Encode(prompt, *sequences); + + size_t promptTokensCount = sequences->SequenceCount(0); + + NSLog(@"Setting generator parameters..."); + auto params = OgaGeneratorParams::Create(*model); + params->SetSearchOption("max_length", 200); + params->SetInputSequences(*sequences); + + auto generator = OgaGenerator::Create(*model, *params); + + bool isFirstToken = true; + NSLog(@"Starting token generation loop..."); - NSLog(@"Decoded token: %s", decode_tokens); - tokenCount++; + startTime = Clock::now(); + while (!generator->IsDone()) { + tokenStartTime = Clock::now(); + + generator->ComputeLogits(); + generator->GenerateNextToken(); + + if (isFirstToken) { + firstTokenTime = Clock::now(); + isFirstToken = false; + } + + // Get the sequence data and decode the token + const int32_t* seq = generator->GetSequenceData(0); + size_t seq_len = generator->GetSequenceCount(0); + const char* decode_tokens = tokenizer_stream->Decode(seq[seq_len - 1]); + + if (!decode_tokens) { + @throw [NSException exceptionWithName:@"TokenDecodeError" reason:@"Token decoding failed." userInfo:nil]; + } + + // Measure token generation time excluding logging + TimePoint tokenEndTime = Clock::now(); + auto tokenDuration = std::chrono::duration_cast(tokenEndTime - tokenStartTime).count(); + tokenTimes.push_back(tokenDuration); + NSString* decodedTokenString = [NSString stringWithUTF8String:decode_tokens]; + [SharedTokenUpdater.shared addDecodedToken:decodedTokenString]; + } + + TimePoint endTime = Clock::now(); + // Log token times + NSLog(@"Per-token generation times: %@", [self formatTokenTimes:tokenTimes]); + + // Calculate metrics + auto totalDuration = std::chrono::duration_cast(endTime - startTime).count(); + auto firstTokenDuration = std::chrono::duration_cast(firstTokenTime - startTime).count(); + + double promtProcTime = (double)promptTokensCount / firstTokenDuration; + double tokenGenRate = (double)(tokenTimes.size() - 1) * 1000.0 / (totalDuration - firstTokenDuration); + + NSLog(@"Token generation completed. Total time: %lld ms, First token time: %lld ms, Total tokens: %zu", totalDuration, firstTokenDuration, tokenTimes.size()); + NSLog(@"Prompt tokens: %zu, Prompt Processing Time: %f tokens/s", promptTokensCount, promtProcTime); + NSLog(@"Generated tokens: %zu, Token Generation Rate: %f tokens/s", tokenTimes.size(), tokenGenRate); + - // Convert token to NSString and update UI on the main thread - NSString* decodedTokenString = [NSString stringWithUTF8String:decode_tokens]; - [SharedTokenUpdater.shared addDecodedToken:decodedTokenString]; - } + NSDictionary *stats = @{ + @"tokenGenRate" : @(tokenGenRate), + @"promptProcRate": @(promtProcTime) + }; + // notify main thread that token generation is complete + dispatch_async(dispatch_get_main_queue(), ^{ + [[NSNotificationCenter defaultCenter] postNotificationName:@"TokenGenerationStats" object:nil userInfo:stats]; + [[NSNotificationCenter defaultCenter] postNotificationName:@"TokenGenerationCompleted" object:nil]; + }); + + NSLog(@"Token generation completed."); + } @catch (NSException* e) { + NSString* errorMessage = e.reason; + NSLog(@"Error during generation: %@", errorMessage); - TimePoint endTime = Clock::now(); - auto totalDuration = std::chrono::duration_cast(endTime - startTime).count(); - auto firstTokenDuration = std::chrono::duration_cast(firstTokenTime - startTime).count(); - - NSLog(@"Token generation completed. Total time: %lld ms, First token time: %lld ms, Total tokens: %d", totalDuration, firstTokenDuration, tokenCount); - - NSDictionary *stats = @{ - @"totalTime": @(totalDuration), - @"firstTokenTime": @(firstTokenDuration), - @"tokenCount": @(tokenCount) - }; - - // notify main thread that token generation is complete - dispatch_async(dispatch_get_main_queue(), ^{ - [[NSNotificationCenter defaultCenter] postNotificationName:@"TokenGenerationCompleted" object:nil]; - [[NSNotificationCenter defaultCenter] postNotificationName:@"TokenGenerationStats" object:nil userInfo:stats]; - }); - NSLog(@"Token generation completed."); + // Send error to the UI + NSDictionary *errorInfo = @{@"error": errorMessage}; + dispatch_async(dispatch_get_main_queue(), ^{ + [[NSNotificationCenter defaultCenter] postNotificationName:@"TokenGenerationError" object:nil userInfo:errorInfo]; + }); + } +} + +// Utility function to format token times for logging ++ (NSString*)formatTokenTimes:(const std::vector&)tokenTimes { + NSMutableString *formattedTimes = [NSMutableString string]; + for (size_t i = 0; i < tokenTimes.size(); i++) { + [formattedTimes appendFormat:@"%lld ms, ", tokenTimes[i]]; + } + return [formattedTimes copy]; } @end diff --git a/mobile/examples/phi-3/ios/LocalLLM/LocalLLM/Simulator Screenshot - iPhone 16.png b/mobile/examples/phi-3/ios/LocalLLM/LocalLLM/Simulator Screenshot - iPhone 16.png index 95448ef7911c7bb64df67131c116df8b54755338..c68e5a2b73b5a09e96ec4780cfaafe667ef52319 100644 GIT binary patch literal 146225 zcmeEuc|4R||34EYZc&jUOSi0rlzp8xLdc$7$-ZTs>{L<-*~?z`U6!#gEeP3{Va8H+ z#vqJs4BvB&dhYvqp8N0L>-BrRoDCQR zGBSz;GP0w)RENQpn?2v@8zp2Q`gKfwtpdsKN zGx$eFb|{sc>=5{$9J-bY`+b)pA@$JjzmM)h19!S%^kigkGNl_=wI7i$jvh%g(jo5e zcOf4jO6P-KQ{1|y#7q9PJLCpcZ#vCtUlA?ERSJzC7yR$P#|NC8qK)SD5&i$V0gd}kO>aN(k`U?L@K_$lcD)QAoO-Lp7^UQz0o`RnD4cW)c#~P8x z|6##oAGzfY{Wl-TV3a30hO{p!U%vKV>!G0M82V!M50~MoW-y8bY6T^Qf0~dYVe5~7 zVk^V#05h$RyscFK$v42p0JD=R|8SWs@bOW4d;Zg0XU_eDG=Pw<{KMt{3F$yL{$C17 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z2WJjSc7}jcvX%S9;PI~mcW7iY)$HknTm=Y%ghG)@1EIta!bsd-b zbvgF7K|v3gl)gEuv0?gU&bJ>xw1@X4BiP}$Q{?u^t5+5^xw2X{W`HdM z9tKWTSTpl<&qZCvZO=eml3+YLGd3oIxV~z)yWW_OFa{f9_%X7BzPQleJFV%enQ?}Q(0ysd?7>bBfVCoxJ5>wD<#woIS8=RfO?dlOmN6W( zsLueeEp1>-kJuKMmU{U3n75pAVY!|2cM@LeRsk|vn~?yqWCqj{puq@BQt9MBiTKpGdC(thTTM zC%9{>0TqET1K!HbPGc{XYc5NFf)yEZrNedi(hvW=9mvuSduMoNhMaoZ35rRHb?q89 zNDj$gF9d&}#x~`~#qS1MDh_j?n9L}G()=S9n*v~hzd)DF*RGcDFpj|(nt_1KkE8KJ zN5w&wE`ZOiRP)Awyt=ddSN%9zFp2`8jEZA}Rx%+FIBZTV;0N0Ppd5Qp*C-)l(JPox z2x8prM#zShEdK-pCDuM>VWpZk0~i~(o#I(Fa)>2604V=;=k>Ez5lXh$5ky+n^MOAz MV=JRO`!FH@1B6 Date: Fri, 11 Oct 2024 13:37:21 -0700 Subject: [PATCH 4/6] Refactor GenAIGenerator to use instance method for token generation --- .../ios/LocalLLM/LocalLLM/ContentView.swift | 5 +- .../ios/LocalLLM/LocalLLM/GenAIGenerator.h | 2 +- .../ios/LocalLLM/LocalLLM/GenAIGenerator.mm | 253 +++++++++--------- 3 files changed, 133 insertions(+), 127 deletions(-) diff --git a/mobile/examples/phi-3/ios/LocalLLM/LocalLLM/ContentView.swift b/mobile/examples/phi-3/ios/LocalLLM/LocalLLM/ContentView.swift index d5dd5420..e290365c 100644 --- a/mobile/examples/phi-3/ios/LocalLLM/LocalLLM/ContentView.swift +++ b/mobile/examples/phi-3/ios/LocalLLM/LocalLLM/ContentView.swift @@ -17,6 +17,8 @@ struct ContentView: View { @State private var stats: String = "" // token genetation stats @State private var showAlert: Bool = false @State private var errorMessage: String = "" + + private let generator = GenAIGenerator() var body: some View { VStack { @@ -65,7 +67,7 @@ struct ContentView: View { DispatchQueue.global(qos: .background).async { - GenAIGenerator.generate(prompt) + generator.generate(prompt) } }) { Image(systemName: "paperplane.fill") @@ -101,6 +103,7 @@ struct ContentView: View { .onReceive(NotificationCenter.default.publisher(for: NSNotification.Name("TokenGenerationError"))) { notification in if let userInfo = notification.userInfo, let error = userInfo["error"] as? String { errorMessage = error + isGenerating = false showAlert = true } } diff --git a/mobile/examples/phi-3/ios/LocalLLM/LocalLLM/GenAIGenerator.h b/mobile/examples/phi-3/ios/LocalLLM/LocalLLM/GenAIGenerator.h index 5404000f..288c914d 100644 --- a/mobile/examples/phi-3/ios/LocalLLM/LocalLLM/GenAIGenerator.h +++ b/mobile/examples/phi-3/ios/LocalLLM/LocalLLM/GenAIGenerator.h @@ -11,7 +11,7 @@ NS_ASSUME_NONNULL_BEGIN @interface GenAIGenerator : NSObject -+ (void)generate:(NSString *)input_user_question; +- (void)generate:(NSString *)input_user_question; @end diff --git a/mobile/examples/phi-3/ios/LocalLLM/LocalLLM/GenAIGenerator.mm b/mobile/examples/phi-3/ios/LocalLLM/LocalLLM/GenAIGenerator.mm index b705eb79..a7d8b6c9 100644 --- a/mobile/examples/phi-3/ios/LocalLLM/LocalLLM/GenAIGenerator.mm +++ b/mobile/examples/phi-3/ios/LocalLLM/LocalLLM/GenAIGenerator.mm @@ -1,143 +1,146 @@ // Copyright (c) Microsoft Corporation. All rights reserved. // Licensed under the MIT License. #import "GenAIGenerator.h" +#include +#include #include "LocalLLM-Swift.h" #include "ort_genai.h" #include "ort_genai_c.h" -#include -#include + +@interface GenAIGenerator () { + std::unique_ptr model; + std::unique_ptr tokenizer; +} +@end @implementation GenAIGenerator typedef std::chrono::steady_clock Clock; typedef std::chrono::time_point TimePoint; -static std::unique_ptr model = nullptr; -static std::unique_ptr tokenizer = nullptr; - -+ (void)generate:(nonnull NSString*)input_user_question { - std::vector tokenTimes; // per-token generation times - TimePoint startTime, firstTokenTime, tokenStartTime; - - @try { - NSLog(@"Starting token generation..."); - - if (!model) { - NSLog(@"Creating model..."); - NSString* llmPath = [[NSBundle mainBundle] resourcePath]; - const char* modelPath = llmPath.cString; - model = OgaModel::Create(modelPath); // throws exception - - if (!model) { - @throw [NSException exceptionWithName:@"ModelCreationError" reason:@"Failed to create model." userInfo:nil]; - } - } - - if (!tokenizer) { - NSLog(@"Creating tokenizer..."); - tokenizer = OgaTokenizer::Create(*model); // throws exception - if (!tokenizer) { - @throw [NSException exceptionWithName:@"TokenizerCreationError" reason:@"Failed to create tokenizer." userInfo:nil]; - } - } - - auto tokenizer_stream = OgaTokenizerStream::Create(*tokenizer); - - // Construct the prompt - NSString* promptString = [NSString stringWithFormat:@"<|user|>\n%@<|end|>\n<|assistant|>", input_user_question]; - const char* prompt = [promptString UTF8String]; - - // Encode the prompt - auto sequences = OgaSequences::Create(); - tokenizer->Encode(prompt, *sequences); - - size_t promptTokensCount = sequences->SequenceCount(0); - - NSLog(@"Setting generator parameters..."); - auto params = OgaGeneratorParams::Create(*model); - params->SetSearchOption("max_length", 200); - params->SetInputSequences(*sequences); - - auto generator = OgaGenerator::Create(*model, *params); - - bool isFirstToken = true; - NSLog(@"Starting token generation loop..."); - - startTime = Clock::now(); - while (!generator->IsDone()) { - tokenStartTime = Clock::now(); - - generator->ComputeLogits(); - generator->GenerateNextToken(); - - if (isFirstToken) { - firstTokenTime = Clock::now(); - isFirstToken = false; - } - - // Get the sequence data and decode the token - const int32_t* seq = generator->GetSequenceData(0); - size_t seq_len = generator->GetSequenceCount(0); - const char* decode_tokens = tokenizer_stream->Decode(seq[seq_len - 1]); - - if (!decode_tokens) { - @throw [NSException exceptionWithName:@"TokenDecodeError" reason:@"Token decoding failed." userInfo:nil]; - } - - // Measure token generation time excluding logging - TimePoint tokenEndTime = Clock::now(); - auto tokenDuration = std::chrono::duration_cast(tokenEndTime - tokenStartTime).count(); - tokenTimes.push_back(tokenDuration); - NSString* decodedTokenString = [NSString stringWithUTF8String:decode_tokens]; - [SharedTokenUpdater.shared addDecodedToken:decodedTokenString]; - } - - TimePoint endTime = Clock::now(); - // Log token times - NSLog(@"Per-token generation times: %@", [self formatTokenTimes:tokenTimes]); - - // Calculate metrics - auto totalDuration = std::chrono::duration_cast(endTime - startTime).count(); - auto firstTokenDuration = std::chrono::duration_cast(firstTokenTime - startTime).count(); - - double promtProcTime = (double)promptTokensCount / firstTokenDuration; - double tokenGenRate = (double)(tokenTimes.size() - 1) * 1000.0 / (totalDuration - firstTokenDuration); - - NSLog(@"Token generation completed. Total time: %lld ms, First token time: %lld ms, Total tokens: %zu", totalDuration, firstTokenDuration, tokenTimes.size()); - NSLog(@"Prompt tokens: %zu, Prompt Processing Time: %f tokens/s", promptTokensCount, promtProcTime); - NSLog(@"Generated tokens: %zu, Token Generation Rate: %f tokens/s", tokenTimes.size(), tokenGenRate); - - - NSDictionary *stats = @{ - @"tokenGenRate" : @(tokenGenRate), - @"promptProcRate": @(promtProcTime) - }; - // notify main thread that token generation is complete - dispatch_async(dispatch_get_main_queue(), ^{ - [[NSNotificationCenter defaultCenter] postNotificationName:@"TokenGenerationStats" object:nil userInfo:stats]; - [[NSNotificationCenter defaultCenter] postNotificationName:@"TokenGenerationCompleted" object:nil]; - }); - - NSLog(@"Token generation completed."); - - } @catch (NSException* e) { - NSString* errorMessage = e.reason; - NSLog(@"Error during generation: %@", errorMessage); - - // Send error to the UI - NSDictionary *errorInfo = @{@"error": errorMessage}; - dispatch_async(dispatch_get_main_queue(), ^{ - [[NSNotificationCenter defaultCenter] postNotificationName:@"TokenGenerationError" object:nil userInfo:errorInfo]; - }); + +- (instancetype)init { + self = [super init]; + if (self) { + self->model = nullptr; + self->tokenizer = nullptr; + } + return self; +} + +- (void)generate:(nonnull NSString*)input_user_question { + std::vector tokenTimes; // per-token generation times + TimePoint startTime, firstTokenTime, tokenStartTime; + + try { + NSLog(@"Starting token generation..."); + + if (!self->model) { + NSLog(@"Creating model..."); + NSString* llmPath = [[NSBundle mainBundle] resourcePath]; + const char* modelPath = llmPath.cString; + self->model = OgaModel::Create(modelPath); // throws exception + } + + if (!self->tokenizer) { + NSLog(@"Creating tokenizer..."); + self->tokenizer = OgaTokenizer::Create(*self->model); // throws exception + } + + auto tokenizer_stream = OgaTokenizerStream::Create(*self->tokenizer); + + // Construct the prompt + NSString* promptString = [NSString stringWithFormat:@"<|user|>\n%@<|end|>\n<|assistant|>", input_user_question]; + const char* prompt = [promptString UTF8String]; + + // Encode the prompt + auto sequences = OgaSequences::Create(); + self->tokenizer->Encode(prompt, *sequences); + + size_t promptTokensCount = sequences->SequenceCount(0); + + NSLog(@"Setting generator parameters..."); + auto params = OgaGeneratorParams::Create(*self->model); + params->SetSearchOption("max_length", 200); + params->SetInputSequences(*sequences); + + auto generator = OgaGenerator::Create(*self->model, *params); + + bool isFirstToken = true; + NSLog(@"Starting token generation loop..."); + + startTime = Clock::now(); + while (!generator->IsDone()) { + tokenStartTime = Clock::now(); + + generator->ComputeLogits(); + generator->GenerateNextToken(); + + if (isFirstToken) { + firstTokenTime = Clock::now(); + isFirstToken = false; + } + + // Get the sequence data and decode the token + const int32_t* seq = generator->GetSequenceData(0); + size_t seq_len = generator->GetSequenceCount(0); + const char* decode_tokens = tokenizer_stream->Decode(seq[seq_len - 1]); + + if (!decode_tokens) { + @throw [NSException exceptionWithName:@"TokenDecodeError" reason:@"Token decoding failed." userInfo:nil]; + } + + // Measure token generation time excluding logging + TimePoint tokenEndTime = Clock::now(); + auto tokenDuration = std::chrono::duration_cast(tokenEndTime - tokenStartTime).count(); + tokenTimes.push_back(tokenDuration); + NSString* decodedTokenString = [NSString stringWithUTF8String:decode_tokens]; + [SharedTokenUpdater.shared addDecodedToken:decodedTokenString]; } + + TimePoint endTime = Clock::now(); + // Log token times + NSLog(@"Per-token generation times: %@", [self formatTokenTimes:tokenTimes]); + + // Calculate metrics + auto totalDuration = std::chrono::duration_cast(endTime - startTime).count(); + auto firstTokenDuration = std::chrono::duration_cast(firstTokenTime - startTime).count(); + + double promptProcRate = (double)promptTokensCount * 1000.0 / firstTokenDuration; + double tokenGenRate = (double)(tokenTimes.size() - 1) * 1000.0 / (totalDuration - firstTokenDuration); + + NSLog(@"Token generation completed. Total time: %lld ms, First token time: %lld ms, Total tokens: %zu", + totalDuration, firstTokenDuration, tokenTimes.size()); + NSLog(@"Prompt tokens: %zu, Prompt Processing Rate: %f tokens/s", promptTokensCount, promptProcRate); + NSLog(@"Generated tokens: %zu, Token Generation Rate: %f tokens/s", tokenTimes.size(), tokenGenRate); + + NSDictionary* stats = @{@"tokenGenRate" : @(tokenGenRate), @"promptProcRate" : @(promptProcRate)}; + // notify main thread that token generation is complete + dispatch_async(dispatch_get_main_queue(), ^{ + [[NSNotificationCenter defaultCenter] postNotificationName:@"TokenGenerationStats" object:nil userInfo:stats]; + [[NSNotificationCenter defaultCenter] postNotificationName:@"TokenGenerationCompleted" object:nil]; + }); + + NSLog(@"Token generation completed."); + + } catch (const std::exception& e) { + NSString* errorMessage = [NSString stringWithUTF8String:e.what()]; + NSLog(@"Error during generation: %@", errorMessage); + + // Send error to the UI + NSDictionary* errorInfo = @{@"error" : errorMessage}; + dispatch_async(dispatch_get_main_queue(), ^{ + [[NSNotificationCenter defaultCenter] postNotificationName:@"TokenGenerationError" object:nil userInfo:errorInfo]; + }); + } } // Utility function to format token times for logging -+ (NSString*)formatTokenTimes:(const std::vector&)tokenTimes { - NSMutableString *formattedTimes = [NSMutableString string]; - for (size_t i = 0; i < tokenTimes.size(); i++) { - [formattedTimes appendFormat:@"%lld ms, ", tokenTimes[i]]; - } - return [formattedTimes copy]; +- (NSString*)formatTokenTimes:(const std::vector&)tokenTimes { + NSMutableString* formattedTimes = [NSMutableString string]; + for (size_t i = 0; i < tokenTimes.size(); i++) { + [formattedTimes appendFormat:@"%lld ms, ", tokenTimes[i]]; + } + return [formattedTimes copy]; } @end From 1848479e3e9b88ce095e9c410894a2b92e7db7ef Mon Sep 17 00:00:00 2001 From: vraspar Date: Mon, 14 Oct 2024 12:11:06 -0700 Subject: [PATCH 5/6] apply feedback --- .../phi-3/ios/LocalLLM/LocalLLM/GenAIGenerator.mm | 9 +++++++-- 1 file changed, 7 insertions(+), 2 deletions(-) diff --git a/mobile/examples/phi-3/ios/LocalLLM/LocalLLM/GenAIGenerator.mm b/mobile/examples/phi-3/ios/LocalLLM/LocalLLM/GenAIGenerator.mm index a7d8b6c9..ddcf2b10 100644 --- a/mobile/examples/phi-3/ios/LocalLLM/LocalLLM/GenAIGenerator.mm +++ b/mobile/examples/phi-3/ios/LocalLLM/LocalLLM/GenAIGenerator.mm @@ -7,6 +7,9 @@ #include "ort_genai.h" #include "ort_genai_c.h" + +const size_t kMaxTokens = 200; + @interface GenAIGenerator () { std::unique_ptr model; std::unique_ptr tokenizer; @@ -29,6 +32,8 @@ - (instancetype)init { - (void)generate:(nonnull NSString*)input_user_question { std::vector tokenTimes; // per-token generation times + tokenTimes.reserve(kMaxTokens); + TimePoint startTime, firstTokenTime, tokenStartTime; try { @@ -60,7 +65,7 @@ - (void)generate:(nonnull NSString*)input_user_question { NSLog(@"Setting generator parameters..."); auto params = OgaGeneratorParams::Create(*self->model); - params->SetSearchOption("max_length", 200); + params->SetSearchOption("max_length", kMaxTokens); params->SetInputSequences(*sequences); auto generator = OgaGenerator::Create(*self->model, *params); @@ -86,7 +91,7 @@ - (void)generate:(nonnull NSString*)input_user_question { const char* decode_tokens = tokenizer_stream->Decode(seq[seq_len - 1]); if (!decode_tokens) { - @throw [NSException exceptionWithName:@"TokenDecodeError" reason:@"Token decoding failed." userInfo:nil]; + throw std::runtime_error("Token decoding failed."); } // Measure token generation time excluding logging From f7041b4a43b0b8521471128bc30f942ed3f39015 Mon Sep 17 00:00:00 2001 From: vraspar Date: Mon, 14 Oct 2024 14:04:16 -0700 Subject: [PATCH 6/6] Update mobile/examples/phi-3/ios/LocalLLM/LocalLLM/ContentView.swift Co-authored-by: Edward Chen <18449977+edgchen1@users.noreply.github.com> --- mobile/examples/phi-3/ios/LocalLLM/LocalLLM/ContentView.swift | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/mobile/examples/phi-3/ios/LocalLLM/LocalLLM/ContentView.swift b/mobile/examples/phi-3/ios/LocalLLM/LocalLLM/ContentView.swift index e290365c..0777e2ff 100644 --- a/mobile/examples/phi-3/ios/LocalLLM/LocalLLM/ContentView.swift +++ b/mobile/examples/phi-3/ios/LocalLLM/LocalLLM/ContentView.swift @@ -14,7 +14,7 @@ struct ContentView: View { @State private var userInput: String = "" @State private var messages: [Message] = [] // Store chat messages locally @State private var isGenerating: Bool = false // Track token generation state - @State private var stats: String = "" // token genetation stats + @State private var stats: String = "" // token generation stats @State private var showAlert: Bool = false @State private var errorMessage: String = ""