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b/inference/src/lib.rs @@ -0,0 +1,79 @@ +use std::env; +use anyhow::Result; +use tokenizers::{Encoding, Tokenizer}; + +use ort::session::Session; +use ort::session::builder::GraphOptimizationLevel; + +type EncodingArray = ndarray::Array2; +type InputIds = ndarray::Array2; +type AttentionMask = ndarray::Array2; +pub type Embeddings = ndarray::Array2; + + +enum EncodingType { + Ids, + AttentionMask +} + +pub fn load_artifacts() -> Result<(Tokenizer, Session)> { + let mut tokenizer = Tokenizer::from_pretrained("abdulmatinomotoso/bge-finetuned", None) + .expect("Failed to load tokenizer."); + let padding = Some(tokenizers::PaddingParams { + strategy: tokenizers::PaddingStrategy::BatchLongest, + direction: tokenizers::PaddingDirection::Right, + pad_to_multiple_of: None, + pad_id: 1, + pad_type_id: 0, + pad_token: "".to_string(), + }); + tokenizer.with_padding(padding); + + let model_path = env::var("ACHO_MODEL_PATH") + .unwrap_or("weights/model.onnx".to_string()); + let session = Session::builder()? + .with_optimization_level(GraphOptimizationLevel::Level1)? + .with_intra_threads(4)? + .commit_from_file(&model_path).expect("Failed to load the ONNX model."); + Ok((tokenizer, session)) +} + +fn get_encoding_array(encodings: &Vec, encoding_type: EncodingType) -> Result { + let extract: fn(&Encoding) -> &[u32] = match encoding_type { + EncodingType::Ids => |e: &Encoding| e.get_ids(), + EncodingType::AttentionMask => |e: &Encoding| e.get_attention_mask(), + }; + + let nrows = encodings.len(); + let ncols = extract(&encodings[0]).len(); + let vec_matrix: Vec = encodings.iter() + .flat_map(|e| extract(e).iter().map(|&x| x as i64).collect::>()) + .collect(); + Ok( + ndarray::Array2::from_shape_vec((nrows, ncols), vec_matrix) + .expect("Failed to create Array2D from encodings.") + ) +} + +fn tokenize(texts: &[&str], tokenizer: &Tokenizer) -> Result<(InputIds, AttentionMask)> { + let encodings = tokenizer.encode_batch(texts.to_vec(), true) + .expect("Tokenization failed."); + + let input_ids = get_encoding_array(&encodings, EncodingType::Ids)?; + let attention_mask = get_encoding_array(&encodings, EncodingType::AttentionMask)?; + Ok((input_ids, attention_mask)) +} + +pub fn run_inference<'a>(text: &[&str], model: &'a mut Session, tokenizer: &Tokenizer) -> Result{ + let (tokens, attn_mask) = tokenize(text, tokenizer)?; + let token_input_value = ort::value::Tensor::from_array(tokens)?; + let attn_mask_input_value = ort::value::Tensor::from_array(attn_mask)?; + let dense: ort::session::SessionOutputs<'_>= model.run( + ort::inputs!["input_ids" => token_input_value, "attention_mask" => attn_mask_input_value] + ).expect("Embedding model inference failed."); + + let dense_embeddings = (&dense["dense_embeddings"]).try_extract_array::()? + .into_dimensionality::() + .expect("Failed to convert embeddings to 2D array."); + Ok(dense_embeddings.to_owned()) +} \ No newline at end of file diff --git a/inference/src/main.rs b/inference/src/main.rs new file mode 100644 index 0000000..d971edb --- /dev/null +++ b/inference/src/main.rs @@ -0,0 +1,17 @@ +use anyhow::Result; + +use inference::{load_artifacts, Embeddings, run_inference}; + +fn main() -> Result<()> { + let (tokenizer, mut model) = load_artifacts()?; + let texts = vec![ + "What is your name", + "Ki lo ruko e?", + "Ki lo je losan?" + ]; + let all_embeddings: Embeddings = run_inference(&texts, &mut model, &tokenizer)?; + let similarity_matrix = all_embeddings.dot(&all_embeddings.t()); + println!("Similarity matrix:\n{:?}", similarity_matrix); + + Ok(()) +} \ No newline at end of file diff --git a/scripts/build_onnxruntime_android.sh b/scripts/build_onnxruntime_android.sh new file mode 100755 index 0000000..275157b --- /dev/null +++ b/scripts/build_onnxruntime_android.sh @@ -0,0 +1,649 @@ +#!/bin/bash +# +# This build script was generated using an LLM to speed up building ONNX Runtime for Android. +# +# build_onnxruntime_android.sh +# +# A comprehensive script to build ONNX Runtime for Android from source. +# This script handles: +# 1. Installing required dependencies +# 2. Downloading Android SDK/NDK (if not present) +# 3. Cloning ONNX Runtime repository +# 4. Fixing known build issues (Eigen hash mismatch) +# 5. Building for specified Android ABIs +# 6. Packaging output for easy transfer +# +# Usage: +# ./build_onnxruntime_android.sh [OPTIONS] +# +# Options: +# --sdk-path PATH Path to existing Android SDK (optional) +# --ndk-path PATH Path to existing Android NDK (optional) +# --abi ABI Android ABI to build (default: arm64-v8a) +# Options: arm64-v8a, armeabi-v7a, x86_64, x86 +# --api-level LEVEL Android API level (default: 27) +# --build-dir DIR Directory for build output (default: ./onnxruntime-android-build) +# --ort-version TAG ONNX Runtime version/tag to build (default: v1.17.0) +# --skip-deps Skip installing system dependencies +# --minimal Build minimal runtime (smaller, faster build) +# --shared Build shared library instead of static +# --allow-root Allow running as root (for Docker/CI environments) +# --zip Create a zip archive of the output for easy download +# --help Show this help message +# +# Author: Manus AI +# Date: January 2026 +# + +set -e # Exit on error +set -o pipefail + +# ============================================================================= +# Configuration Defaults +# ============================================================================= + +ANDROID_SDK_PATH="" +ANDROID_NDK_PATH="" +ANDROID_ABI="arm64-v8a" +ANDROID_API_LEVEL="27" +BUILD_DIR="./onnxruntime-android-build" +ORT_VERSION="v1.17.0" +SKIP_DEPS=false +MINIMAL_BUILD=false +BUILD_SHARED=false +ALLOW_ROOT=false +ZIP_OUTPUT=false + +# NDK version to download if not provided +NDK_VERSION="r26b" +CMDLINE_TOOLS_VERSION="11076708" # Latest as of 2024 + +# Colors for output +RED='\033[0;31m' +GREEN='\033[0;32m' +YELLOW='\033[1;33m' +BLUE='\033[0;34m' +NC='\033[0m' # No Color + +# ============================================================================= +# Helper Functions +# ============================================================================= + +log_info() { + echo -e "${BLUE}[INFO]${NC} $1" +} + +log_success() { + echo -e "${GREEN}[SUCCESS]${NC} $1" +} + +log_warning() { + echo -e "${YELLOW}[WARNING]${NC} $1" +} + +log_error() { + echo -e "${RED}[ERROR]${NC} $1" +} + +show_help() { + head -45 "$0" | tail -35 + exit 0 +} + +check_command() { + if ! command -v "$1" &> /dev/null; then + return 1 + fi + return 0 +} + +# ============================================================================= +# Parse Arguments +# ============================================================================= + +while [[ $# -gt 0 ]]; do + case $1 in + --sdk-path) + ANDROID_SDK_PATH="$2" + shift 2 + ;; + --ndk-path) + ANDROID_NDK_PATH="$2" + shift 2 + ;; + --abi) + ANDROID_ABI="$2" + shift 2 + ;; + --api-level) + ANDROID_API_LEVEL="$2" + shift 2 + ;; + --build-dir) + BUILD_DIR="$2" + shift 2 + ;; + --ort-version) + ORT_VERSION="$2" + shift 2 + ;; + --skip-deps) + SKIP_DEPS=true + shift + ;; + --minimal) + MINIMAL_BUILD=true + shift + ;; + --shared) + BUILD_SHARED=true + shift + ;; + --allow-root) + ALLOW_ROOT=true + shift + ;; + --zip) + ZIP_OUTPUT=true + shift + ;; + --help|-h) + show_help + ;; + *) + log_error "Unknown option: $1" + show_help + ;; + esac +done + +# ============================================================================= +# Detect OS +# ============================================================================= + +detect_os() { + if [[ "$OSTYPE" == "linux-gnu"* ]]; then + OS="linux" + log_info "Detected OS: Linux" + elif [[ "$OSTYPE" == "darwin"* ]]; then + OS="macos" + log_info "Detected OS: macOS" + else + log_error "Unsupported OS: $OSTYPE" + log_error "This script supports Linux and macOS only." + exit 1 + fi +} + +# ============================================================================= +# Install Dependencies +# ============================================================================= + +install_dependencies() { + if [[ "$SKIP_DEPS" == true ]]; then + log_info "Skipping dependency installation (--skip-deps)" + return + fi + + log_info "Installing system dependencies..." + + if [[ "$OS" == "linux" ]]; then + # Detect package manager + if check_command apt-get; then + sudo apt-get update + sudo apt-get install -y \ + build-essential \ + cmake \ + git \ + curl \ + unzip \ + python3 \ + python3-pip \ + ninja-build \ + ccache \ + openjdk-11-jdk \ + zip + elif check_command dnf; then + sudo dnf install -y \ + gcc \ + gcc-c++ \ + cmake \ + git \ + curl \ + unzip \ + python3 \ + python3-pip \ + ninja-build \ + ccache \ + java-11-openjdk-devel \ + zip + elif check_command pacman; then + sudo pacman -Syu --noconfirm \ + base-devel \ + cmake \ + git \ + curl \ + unzip \ + python \ + python-pip \ + ninja \ + ccache \ + jdk11-openjdk \ + zip + else + log_warning "Unknown package manager. Please install manually:" + log_warning " - build-essential (gcc, g++, make)" + log_warning " - cmake (>= 3.18)" + log_warning " - git" + log_warning " - curl, unzip, zip" + log_warning " - python3, pip" + log_warning " - ninja-build" + log_warning " - ccache (optional, for faster rebuilds)" + log_warning " - JDK 11+" + fi + elif [[ "$OS" == "macos" ]]; then + if ! check_command brew; then + log_error "Homebrew not found. Please install it first:" + log_error ' /bin/bash -c "$(curl -fsSL https://raw.githubusercontent.com/Homebrew/install/HEAD/install.sh)"' + exit 1 + fi + + brew install \ + cmake \ + git \ + ninja \ + ccache \ + python@3.11 \ + openjdk@11 + + # Set JAVA_HOME for macOS + export JAVA_HOME="$(/usr/libexec/java_home -v 11 2>/dev/null || echo '/opt/homebrew/opt/openjdk@11')" + fi + + log_success "Dependencies installed" +} + +# ============================================================================= +# Setup Android SDK and NDK +# ============================================================================= + +setup_android_sdk_ndk() { + log_info "Setting up Android SDK and NDK..." + + # Create build directory + mkdir -p "$BUILD_DIR" + cd "$BUILD_DIR" + BUILD_DIR="$(pwd)" # Get absolute path + + # Setup SDK + if [[ -z "$ANDROID_SDK_PATH" ]]; then + ANDROID_SDK_PATH="$BUILD_DIR/android-sdk" + + if [[ ! -d "$ANDROID_SDK_PATH/cmdline-tools" ]]; then + log_info "Downloading Android command-line tools..." + + if [[ "$OS" == "linux" ]]; then + CMDLINE_TOOLS_URL="https://dl.google.com/android/repository/commandlinetools-linux-${CMDLINE_TOOLS_VERSION}_latest.zip" + else + CMDLINE_TOOLS_URL="https://dl.google.com/android/repository/commandlinetools-mac-${CMDLINE_TOOLS_VERSION}_latest.zip" + fi + + mkdir -p "$ANDROID_SDK_PATH" + curl -L "$CMDLINE_TOOLS_URL" -o cmdline-tools.zip + unzip -q cmdline-tools.zip -d "$ANDROID_SDK_PATH" + + # Fix directory structure (required by sdkmanager) + mkdir -p "$ANDROID_SDK_PATH/cmdline-tools" + mv "$ANDROID_SDK_PATH/cmdline-tools" "$ANDROID_SDK_PATH/cmdline-tools-tmp" 2>/dev/null || true + mkdir -p "$ANDROID_SDK_PATH/cmdline-tools" + mv "$ANDROID_SDK_PATH/cmdline-tools-tmp" "$ANDROID_SDK_PATH/cmdline-tools/latest" 2>/dev/null || \ + mv "$ANDROID_SDK_PATH/cmdline-tools" "$ANDROID_SDK_PATH/cmdline-tools/latest" 2>/dev/null || true + + rm cmdline-tools.zip + log_success "Command-line tools downloaded" + fi + + # Install SDK platform + SDKMANAGER="$ANDROID_SDK_PATH/cmdline-tools/latest/bin/sdkmanager" + if [[ -f "$SDKMANAGER" ]]; then + log_info "Installing Android SDK platform..." + yes | "$SDKMANAGER" --licenses > /dev/null 2>&1 || true + "$SDKMANAGER" "platforms;android-$ANDROID_API_LEVEL" "platform-tools" + fi + fi + + # Setup NDK + if [[ -z "$ANDROID_NDK_PATH" ]]; then + ANDROID_NDK_PATH="$ANDROID_SDK_PATH/ndk/$NDK_VERSION" + + if [[ ! -d "$ANDROID_NDK_PATH" ]]; then + log_info "Downloading Android NDK $NDK_VERSION..." + + if [[ "$OS" == "linux" ]]; then + NDK_URL="https://dl.google.com/android/repository/android-ndk-${NDK_VERSION}-linux.zip" + else + NDK_URL="https://dl.google.com/android/repository/android-ndk-${NDK_VERSION}-darwin.zip" + fi + + curl -L "$NDK_URL" -o android-ndk.zip + unzip -q android-ndk.zip + mkdir -p "$ANDROID_SDK_PATH/ndk" + mv "android-ndk-$NDK_VERSION" "$ANDROID_NDK_PATH" + rm android-ndk.zip + log_success "NDK $NDK_VERSION downloaded" + fi + fi + + # Verify paths + if [[ ! -d "$ANDROID_SDK_PATH" ]]; then + log_error "Android SDK not found at: $ANDROID_SDK_PATH" + exit 1 + fi + + if [[ ! -d "$ANDROID_NDK_PATH" ]]; then + log_error "Android NDK not found at: $ANDROID_NDK_PATH" + exit 1 + fi + + log_success "Android SDK: $ANDROID_SDK_PATH" + log_success "Android NDK: $ANDROID_NDK_PATH" +} + +# ============================================================================= +# Clone ONNX Runtime +# ============================================================================= + +clone_onnxruntime() { + log_info "Cloning ONNX Runtime repository (version: $ORT_VERSION)..." + + cd "$BUILD_DIR" + + if [[ -d "onnxruntime" ]]; then + log_info "ONNX Runtime directory exists, updating..." + cd onnxruntime + git fetch --all --tags + git checkout "$ORT_VERSION" + git submodule sync + git submodule update --init --recursive + else + git clone --recursive https://github.com/microsoft/onnxruntime.git + cd onnxruntime + git checkout "$ORT_VERSION" + git submodule sync + git submodule update --init --recursive + fi + + ORT_SOURCE_DIR="$(pwd)" + log_success "ONNX Runtime source ready at: $ORT_SOURCE_DIR" +} + +# ============================================================================= +# Fix Eigen Hash Mismatch +# ============================================================================= + +fix_eigen_hash() { + log_info "Checking for Eigen hash mismatch issue..." + + DEPS_FILE="$ORT_SOURCE_DIR/cmake/deps.txt" + + if [[ ! -f "$DEPS_FILE" ]]; then + log_warning "deps.txt not found, skipping Eigen hash fix" + return + fi + + # Check if eigen line exists + if grep -q "^eigen;" "$DEPS_FILE"; then + log_info "Found Eigen dependency in deps.txt" + + # Extract the URL from the eigen line + EIGEN_URL=$(grep "^eigen;" "$DEPS_FILE" | cut -d';' -f2) + + if [[ -n "$EIGEN_URL" ]]; then + log_info "Downloading Eigen to calculate actual hash..." + + TEMP_ZIP="/tmp/eigen_temp_$$.zip" + if curl -sL "$EIGEN_URL" -o "$TEMP_ZIP" 2>/dev/null; then + ACTUAL_HASH=$(sha1sum "$TEMP_ZIP" | cut -d' ' -f1) + rm -f "$TEMP_ZIP" + + # Get expected hash from deps.txt + EXPECTED_HASH=$(grep "^eigen;" "$DEPS_FILE" | cut -d';' -f3) + + if [[ "$ACTUAL_HASH" != "$EXPECTED_HASH" ]]; then + log_warning "Eigen hash mismatch detected!" + log_warning " Expected: $EXPECTED_HASH" + log_warning " Actual: $ACTUAL_HASH" + log_info "Updating deps.txt with correct hash..." + + # Create backup + cp "$DEPS_FILE" "${DEPS_FILE}.bak" + + # Replace the hash + sed -i "s|$EXPECTED_HASH|$ACTUAL_HASH|g" "$DEPS_FILE" + + log_success "Eigen hash updated in deps.txt" + else + log_success "Eigen hash is correct, no fix needed" + fi + else + log_warning "Could not download Eigen to verify hash, proceeding anyway" + fi + fi + else + log_info "No eigen entry found in deps.txt (may use different method)" + fi +} + +# ============================================================================= +# Build ONNX Runtime +# ============================================================================= + +build_onnxruntime() { + log_info "Building ONNX Runtime for Android..." + log_info " ABI: $ANDROID_ABI" + log_info " API Level: $ANDROID_API_LEVEL" + log_info " Minimal: $MINIMAL_BUILD" + log_info " Shared Library: $BUILD_SHARED" + + cd "$ORT_SOURCE_DIR" + + # Build command + BUILD_CMD="./build.sh" + BUILD_CMD+=" --android" + BUILD_CMD+=" --android_sdk_path \"$ANDROID_SDK_PATH\"" + BUILD_CMD+=" --android_ndk_path \"$ANDROID_NDK_PATH\"" + BUILD_CMD+=" --android_abi $ANDROID_ABI" + BUILD_CMD+=" --android_api $ANDROID_API_LEVEL" + BUILD_CMD+=" --config Release" + BUILD_CMD+=" --parallel" + BUILD_CMD+=" --skip_tests" + + if [[ "$MINIMAL_BUILD" == true ]]; then + BUILD_CMD+=" --minimal_build" + fi + + if [[ "$BUILD_SHARED" == true ]]; then + BUILD_CMD+=" --build_shared_lib" + fi + + # Handle running as root (e.g., in Docker containers or CI) + if [[ "$ALLOW_ROOT" == true ]] || [[ "$EUID" -eq 0 ]]; then + BUILD_CMD+=" --allow_running_as_root" + log_warning "Running as root - adding --allow_running_as_root flag" + fi + + # Enable ccache if available + if check_command ccache; then + export CC="ccache clang" + export CXX="ccache clang++" + log_info "Using ccache for faster compilation" + fi + + log_info "Executing build command:" + log_info " $BUILD_CMD" + echo "" + + # Record start time + START_TIME=$(date +%s) + + # Run build + eval "$BUILD_CMD" + + # Record end time + END_TIME=$(date +%s) + DURATION=$((END_TIME - START_TIME)) + MINUTES=$((DURATION / 60)) + SECONDS_REMAINING=$((DURATION % 60)) + + log_success "Build completed in ${MINUTES}m ${SECONDS_REMAINING}s" +} + +# ============================================================================= +# Post-Build Summary +# ============================================================================= + +post_build_summary() { + echo "" + log_info "==============================================" + log_info "Build Summary" + log_info "==============================================" + + # Find the build output directory + BUILD_OUTPUT_DIR="$ORT_SOURCE_DIR/build/Android/Release" + + if [[ ! -d "$BUILD_OUTPUT_DIR" ]]; then + log_warning "Expected build output not found at: $BUILD_OUTPUT_DIR" + log_warning "Searching for build output..." + BUILD_OUTPUT_DIR=$(find "$ORT_SOURCE_DIR/build" -name "Release" -type d 2>/dev/null | head -1) + fi + + if [[ -d "$BUILD_OUTPUT_DIR" ]]; then + log_success "Build output directory: $BUILD_OUTPUT_DIR" + + # List key files + echo "" + log_info "Key library files:" + + # Store files in array to avoid subshell issues + if [[ "$BUILD_SHARED" == true ]]; then + mapfile -t LIB_FILES < <(find "$BUILD_OUTPUT_DIR" -name "libonnxruntime.so" -type f 2>/dev/null) + else + mapfile -t LIB_FILES < <(find "$BUILD_OUTPUT_DIR" -name "*.a" -type f 2>/dev/null | head -20) + fi + + for f in "${LIB_FILES[@]}"; do + if [[ -n "$f" ]]; then + SIZE=$(du -h "$f" | cut -f1) + echo " $f ($SIZE)" + fi + done + + # Create a convenient output directory + OUTPUT_DIR="$BUILD_DIR/output/$ANDROID_ABI" + mkdir -p "$OUTPUT_DIR" + + log_info "Copying libraries to output directory..." + + if [[ "$BUILD_SHARED" == true ]]; then + # Copy shared library + find "$BUILD_OUTPUT_DIR" -name "libonnxruntime.so" -exec cp {} "$OUTPUT_DIR/" \; + else + # Copy static libraries + find "$BUILD_OUTPUT_DIR" -name "*.a" -exec cp {} "$OUTPUT_DIR/" \; + fi + + # Count copied files + LIB_COUNT=$(find "$OUTPUT_DIR" -name "*.a" -o -name "*.so" 2>/dev/null | wc -l) + log_success "Copied $LIB_COUNT library files" + + # Copy headers + INCLUDE_DIR="$OUTPUT_DIR/include" + mkdir -p "$INCLUDE_DIR" + cp -r "$ORT_SOURCE_DIR/include/onnxruntime" "$INCLUDE_DIR/" 2>/dev/null || true + + echo "" + echo "" + log_success "==============================================" + log_success "BUILD SUCCESSFUL!" + log_success "==============================================" + echo "" + log_info "Libraries copied to: $OUTPUT_DIR" + log_info "Headers copied to: $INCLUDE_DIR" + echo "" + log_info "To use with the 'ort' Rust crate, set:" + log_info " export ORT_LIB_LOCATION=\"$OUTPUT_DIR\"" + echo "" + log_info "Then build your Rust project with:" + + case "$ANDROID_ABI" in + arm64-v8a) + log_info " cargo build --target aarch64-linux-android --release" + ;; + armeabi-v7a) + log_info " cargo build --target armv7-linux-androideabi --release" + ;; + x86_64) + log_info " cargo build --target x86_64-linux-android --release" + ;; + x86) + log_info " cargo build --target i686-linux-android --release" + ;; + esac + + # Create zip archive if requested + if [[ "$ZIP_OUTPUT" == true ]]; then + echo "" + log_info "Creating zip archive..." + + ZIP_NAME="onnxruntime-android-${ANDROID_ABI}-${ORT_VERSION}.zip" + ZIP_PATH="$BUILD_DIR/$ZIP_NAME" + + # Create zip with libraries and headers + cd "$BUILD_DIR/output" + zip -r "$ZIP_PATH" "$ANDROID_ABI" -x "*.DS_Store" -x "*__MACOSX*" + + ZIP_SIZE=$(du -h "$ZIP_PATH" | cut -f1) + + echo "" + log_success "==============================================" + log_success "ZIP ARCHIVE CREATED" + log_success "==============================================" + log_success "File: $ZIP_PATH" + log_success "Size: $ZIP_SIZE" + echo "" + log_info "Download this file and extract on your Mac." + log_info "Then set ORT_LIB_LOCATION to the extracted directory." + fi + + echo "" + log_success "All done!" + echo "" + + else + log_error "Could not find build output directory" + exit 1 + fi +} + +# ============================================================================= +# Main +# ============================================================================= + +main() { + echo "" + echo "==============================================" + echo "ONNX Runtime Android Build Script" + echo "==============================================" + echo "" + + detect_os + install_dependencies + setup_android_sdk_ndk + clone_onnxruntime + fix_eigen_hash + build_onnxruntime + post_build_summary +} + +# Run main +main diff --git a/scripts/download_onnxruntime_android.sh b/scripts/download_onnxruntime_android.sh new file mode 100755 index 0000000..11da1bc --- /dev/null +++ b/scripts/download_onnxruntime_android.sh @@ -0,0 +1,88 @@ +#!/usr/bin/env sh +# +# download_onnx_runtime.sh +# +# This build script was generated using an LLM to help with scripting runtime downloads. +# +# Usage: ./download_onnx_runtime.sh [output-dir] +# + +set -e # Exit on error + +# Function to get the Google Drive ID using a case statement +get_gdrive_id() { + local key="$1" + case "$key" in + "arm64-v8a-27") echo "1q8SHkbCjDVQsuaNxJ9bpoi5MeBgpX2o1" ;; + *) echo "" ;; + esac +} + +# Function to print usage +usage() { + echo "Usage: $0 [output-dir]" + echo "" + echo "Supported ABI/API level combinations:" + echo " - arm64-v8a-27" + exit 1 +} + +# Function to download from Google Drive +download_from_gdrive() { + local file_id="$1" + local output_file="$2" + + echo "Downloading from Google Drive (ID: $file_id)..." + echo "Saving to: $output_file" + + wget -q --show-progress \ + "https://drive.usercontent.google.com/download?export=download&confirm=t&id=${file_id}" \ + -O "${output_file}" + + if [ $? -eq 0 ]; then + echo "✓ Download successful: $output_file" + return 0 + else + echo "✗ Download failed" + return 1 + fi +} + +# Main script logic +main() { + if [ $# -lt 2 ]; then + usage + fi + + local abi="$1" + local api_level="$2" + local output_dir="${3:-.}" + + mkdir -p "$output_dir" + + local lookup_key="${abi}-${api_level}" + local gdrive_id=$(get_gdrive_id "$lookup_key") + + if [ -z "$gdrive_id" ]; then + echo "Error: Unsupported ABI/API level combination: $abi/$api_level" + echo "" + usage + fi + + local output_file="${output_dir}/onnxruntime-android-${abi}-api${api_level}/libonnxruntime.so" + + echo "Setting up environment for downloading ONNX Runtime..." + echo "ABI: $abi" + echo "API Level: $api_level" + echo "Google Drive ID: $gdrive_id" + echo "" + + mkdir -p "$(dirname "$output_file")" + download_from_gdrive "$gdrive_id" "$output_file" + + echo "" + echo "Download complete!" + echo "File location: $output_file" +} + +main "$@" diff --git a/scripts/onnx.justfile b/scripts/onnx.justfile new file mode 100644 index 0000000..f95014f --- /dev/null +++ b/scripts/onnx.justfile @@ -0,0 +1,24 @@ +gdrive_runtime_arm64-v8a_api27 := "1q8SHkbCjDVQsuaNxJ9bpoi5MeBgpX2o1" + +@onnx target: + @echo "ONNX: running {{target}}" + @just "onnx-{{target}}" + +# Builds the ONNX Runtime for Android for a specific ABI and API level. +[working-directory: '.'] +@onnx-build-runtime abi="arm64-v8a" api-level="27": + @echo "Setting up environment for building ONNX Runtime..." + @chmod +x ./scripts/build_onnxruntime_android.sh + @./scripts/build_onnxruntime_android.sh --abi {{abi}} --ort-version v1.23.2 --api-level {{api-level}} --allow-root --zip --shared + +# Downloads original model weights and converts them to ONNX format. +[working-directory: 'scripts/pyscripts'] +@onnx-export model-dir: + @echo "Exporting model to ONNX format in directory: {{model-dir}}" + @uv run python onnx_export.py {{model-dir}} + +[working-directory: '.'] +@onnx-download-runtime abi="arm64-v8a" api-level="27" output-dir="onnx_runtimes": + @echo "Downloading ONNX Runtime for Android..." + @chmod +x ./scripts/download_onnxruntime_android.sh + @./scripts/download_onnxruntime_android.sh {{abi}} {{api-level}} {{output-dir}} diff --git a/scripts/pyscripts/.python-version b/scripts/pyscripts/.python-version new file mode 100644 index 0000000..c8cfe39 --- /dev/null +++ b/scripts/pyscripts/.python-version @@ -0,0 +1 @@ +3.10 diff --git a/scripts/pyscripts/onnx_export.py b/scripts/pyscripts/onnx_export.py new file mode 100644 index 0000000..30abc9b --- /dev/null +++ b/scripts/pyscripts/onnx_export.py @@ -0,0 +1,94 @@ +# Modified based on https://github.com/yuniko-software/bge-m3-onnx/blob/main/bge-m3-to-onnx.ipynb + +import os +import sys +from pathlib import Path + +import onnx +import torch +import torch.nn as nn + +from FlagEmbedding.inference.embedder.encoder_only.m3 import M3Embedder + + +class ONNX_Wrapper(nn.Module): + """Wrapper class to make BGE-M3 compatible with ONNX export""" + def __init__(self, m3_embedder): + super().__init__() + self.m3_model = m3_embedder.model + + def forward(self, input_ids, attention_mask): + outputs = self.m3_model({ + 'input_ids': input_ids, + 'attention_mask': attention_mask + }, + return_dense=True, + return_sparse=False, + return_colbert_vecs=False) + + return (outputs['dense_vecs'], ) + + def export(self, output_path="model.onnx"): + """Export BGE-M3 model to ONNX format""" + output_path = Path(output_path) + self.m3_model.eval() + + # Create dummy input + dummy_input_ids = torch.randint(0, 1000, (1, 512), dtype=torch.long) + dummy_attention_mask = torch.ones(1, 512, dtype=torch.long) + + print("Exporting model to ONNX...") + + torch.onnx.export( + self, + (dummy_input_ids, dummy_attention_mask), + output_path, + input_names=['input_ids', 'attention_mask'], + output_names=['dense_embeddings'], + dynamic_axes={ + 'input_ids': {0: 'batch_size', 1: 'sequence_length'}, + 'attention_mask': {0: 'batch_size', 1: 'sequence_length'}, + 'dense_embeddings': {0: 'batch_size'}, + }, + opset_version=20, + export_params=True + ) + + print(f"Model exported to: {output_path}") + + traced_model = onnx.load(output_path) + + data_filename = output_path.with_suffix(".onnx_data") + onnx.save_model( + traced_model, + output_path, + save_as_external_data=True, + all_tensors_to_one_file=True, + location=data_filename.name + ) + + # Delete the model.onnx.data file as it is not needed + delete_file = Path(output_path).with_suffix(".onnx.data") + if delete_file.exists(): + delete_file.unlink() + + return output_path + + +if __name__ == "__main__": + model_name="abdulmatinomotoso/bge-finetuned" + embedder = M3Embedder( + model_name_or_path=model_name, + use_fp16=False, # Use FP32 for ONNX export + normalize_embeddings=True + ) + wrapper = ONNX_Wrapper(embedder) + output_dir = Path.cwd() + if len(sys.argv) > 1: + output_dir = output_dir / sys.argv[1] + + output_dir = Path(output_dir) + output_dir.mkdir(parents=True, exist_ok=True) + + output_path = output_dir / "model.onnx" + wrapper.export(output_path=output_path) \ No newline at end of file diff --git a/scripts/pyscripts/pyproject.toml b/scripts/pyscripts/pyproject.toml new file mode 100644 index 0000000..a33ded2 --- /dev/null +++ b/scripts/pyscripts/pyproject.toml @@ -0,0 +1,12 @@ +[project] +name = "pyscripts" +version = "0.1.0" +description = "Add your description here" +readme = "README.md" +requires-python = ">=3.10" +dependencies = [ + "flagembedding==1.3.5", + "onnx==1.20.1", + "onnxscript==0.5.7", + "transformers==4.57.3", +] diff --git a/scripts/pyscripts/uv.lock b/scripts/pyscripts/uv.lock new file mode 100644 index 0000000..b02534d --- /dev/null +++ b/scripts/pyscripts/uv.lock @@ -0,0 +1,3187 @@ +version = 1 +requires-python = ">=3.10" +resolution-markers = 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