snapshot of https://github.com/ggml-org/whisper.cpp.git @ da54572229bcf64ba367d96c7ef15770376c4280 (2026-09-15)

examples/whisper.android/lib/.gitignore

@@ -0,0 +1 @@
+/build

examples/whisper.android/lib/build.gradle

@@ -0,0 +1,73 @@
+plugins {
+    id 'com.android.library'
+    id 'org.jetbrains.kotlin.android'
+}
+
+android {
+    namespace 'com.whispercpp'
+    compileSdk 34
+
+    defaultConfig {
+        minSdk 26
+        targetSdk 34
+        versionCode 1
+        versionName "1.0"
+
+        ndk {
+            abiFilters 'arm64-v8a', 'armeabi-v7a', 'x86', 'x86_64'
+        }
+        externalNativeBuild {
+            cmake {
+                // When set, builds whisper.android against the version located
+                // at GGML_HOME instead of the copy bundled with whisper.cpp.
+                if (
+                    project.hasProperty('GGML_HOME') &&
+                    project.findProperty('GGML_CLBLAST') == 'ON'
+                ) {
+                    // Turning on CLBlast requires GGML_HOME
+                    arguments "-DGGML_HOME=${project.property('GGML_HOME')}",
+                         "-DGGML_CLBLAST=ON",
+                         "-DOPENCL_LIB=${project.property('OPENCL_LIB')}",
+                         "-DCLBLAST_HOME=${project.property('CLBLAST_HOME')}",
+                         "-DOPENCL_ROOT=${project.property('OPENCL_ROOT')}",
+                         "-DCMAKE_FIND_ROOT_PATH_MODE_INCLUDE=BOTH",
+                         "-DCMAKE_FIND_ROOT_PATH_MODE_LIBRARY=BOTH"
+                } else if (project.hasProperty('GGML_HOME')) {
+                    arguments "-DGGML_HOME=${project.property('GGML_HOME')}"
+                }
+
+            }
+        }
+    }
+
+    buildTypes {
+        release {
+            minifyEnabled false
+        }
+    }
+    compileOptions {
+        sourceCompatibility JavaVersion.VERSION_1_8
+        targetCompatibility JavaVersion.VERSION_1_8
+    }
+    kotlinOptions {
+        jvmTarget = '1.8'
+    }
+
+    ndkVersion "25.2.9519653"
+    externalNativeBuild {
+        cmake {
+            path = file("src/main/jni/whisper/CMakeLists.txt")
+        }
+    }
+    packagingOptions {
+        resources {
+            excludes += '/META-INF/{AL2.0,LGPL2.1}'
+        }
+    }
+}
+
+dependencies {
+    implementation 'androidx.core:core-ktx:1.9.0'
+    implementation 'androidx.appcompat:appcompat:1.6.1'
+    implementation 'com.google.android.material:material:1.8.0'
+}

examples/whisper.android/lib/src/main/AndroidManifest.xml

@@ -0,0 +1,4 @@
+<?xml version="1.0" encoding="utf-8"?>
+<manifest xmlns:android="http://schemas.android.com/apk/res/android">
+
+</manifest>

examples/whisper.android/lib/src/main/java/com/whispercpp/whisper/LibWhisper.kt

@@ -0,0 +1,180 @@
+package com.whispercpp.whisper
+
+import android.content.res.AssetManager
+import android.os.Build
+import android.util.Log
+import kotlinx.coroutines.*
+import java.io.File
+import java.io.InputStream
+import java.util.concurrent.Executors
+
+private const val LOG_TAG = "LibWhisper"
+
+class WhisperContext private constructor(private var ptr: Long) {
+    // Meet Whisper C++ constraint: Don't access from more than one thread at a time.
+    private val scope: CoroutineScope = CoroutineScope(
+        Executors.newSingleThreadExecutor().asCoroutineDispatcher()
+    )
+
+    suspend fun transcribeData(data: FloatArray, printTimestamp: Boolean = true): String = withContext(scope.coroutineContext) {
+        require(ptr != 0L)
+        val numThreads = WhisperCpuConfig.preferredThreadCount
+        Log.d(LOG_TAG, "Selecting $numThreads threads")
+        WhisperLib.fullTranscribe(ptr, numThreads, data)
+        val textCount = WhisperLib.getTextSegmentCount(ptr)
+        return@withContext buildString {
+            for (i in 0 until textCount) {
+                if (printTimestamp) {
+                    val textTimestamp = "[${toTimestamp(WhisperLib.getTextSegmentT0(ptr, i))} --> ${toTimestamp(WhisperLib.getTextSegmentT1(ptr, i))}]"
+                    val textSegment = WhisperLib.getTextSegment(ptr, i)
+                    append("$textTimestamp: $textSegment\n")
+                } else {
+                    append(WhisperLib.getTextSegment(ptr, i))
+                }
+            }
+        }
+    }
+
+    suspend fun benchMemory(nthreads: Int): String = withContext(scope.coroutineContext) {
+        return@withContext WhisperLib.benchMemcpy(nthreads)
+    }
+
+    suspend fun benchGgmlMulMat(nthreads: Int): String = withContext(scope.coroutineContext) {
+        return@withContext WhisperLib.benchGgmlMulMat(nthreads)
+    }
+
+    suspend fun release() = withContext(scope.coroutineContext) {
+        if (ptr != 0L) {
+            WhisperLib.freeContext(ptr)
+            ptr = 0
+        }
+    }
+
+    protected fun finalize() {
+        runBlocking {
+            release()
+        }
+    }
+
+    companion object {
+        fun createContextFromFile(filePath: String): WhisperContext {
+            val ptr = WhisperLib.initContext(filePath)
+            if (ptr == 0L) {
+                throw java.lang.RuntimeException("Couldn't create context with path $filePath")
+            }
+            return WhisperContext(ptr)
+        }
+
+        fun createContextFromInputStream(stream: InputStream): WhisperContext {
+            val ptr = WhisperLib.initContextFromInputStream(stream)
+
+            if (ptr == 0L) {
+                throw java.lang.RuntimeException("Couldn't create context from input stream")
+            }
+            return WhisperContext(ptr)
+        }
+
+        fun createContextFromAsset(assetManager: AssetManager, assetPath: String): WhisperContext {
+            val ptr = WhisperLib.initContextFromAsset(assetManager, assetPath)
+
+            if (ptr == 0L) {
+                throw java.lang.RuntimeException("Couldn't create context from asset $assetPath")
+            }
+            return WhisperContext(ptr)
+        }
+
+        fun getSystemInfo(): String {
+            return WhisperLib.getSystemInfo()
+        }
+    }
+}
+
+private class WhisperLib {
+    companion object {
+        init {
+            Log.d(LOG_TAG, "Primary ABI: ${Build.SUPPORTED_ABIS[0]}")
+            var loadVfpv4 = false
+            var loadV8fp16 = false
+            if (isArmEabiV7a()) {
+                // armeabi-v7a needs runtime detection support
+                val cpuInfo = cpuInfo()
+                cpuInfo?.let {
+                    Log.d(LOG_TAG, "CPU info: $cpuInfo")
+                    if (cpuInfo.contains("vfpv4")) {
+                        Log.d(LOG_TAG, "CPU supports vfpv4")
+                        loadVfpv4 = true
+                    }
+                }
+            } else if (isArmEabiV8a()) {
+                // ARMv8.2a needs runtime detection support
+                val cpuInfo = cpuInfo()
+                cpuInfo?.let {
+                    Log.d(LOG_TAG, "CPU info: $cpuInfo")
+                    if (cpuInfo.contains("fphp")) {
+                        Log.d(LOG_TAG, "CPU supports fp16 arithmetic")
+                        loadV8fp16 = true
+                    }
+                }
+            }
+
+            if (loadVfpv4) {
+                Log.d(LOG_TAG, "Loading libwhisper_vfpv4.so")
+                System.loadLibrary("whisper_vfpv4")
+            } else if (loadV8fp16) {
+                Log.d(LOG_TAG, "Loading libwhisper_v8fp16_va.so")
+                System.loadLibrary("whisper_v8fp16_va")
+            } else {
+                Log.d(LOG_TAG, "Loading libwhisper.so")
+                System.loadLibrary("whisper")
+            }
+        }
+
+        // JNI methods
+        external fun initContextFromInputStream(inputStream: InputStream): Long
+        external fun initContextFromAsset(assetManager: AssetManager, assetPath: String): Long
+        external fun initContext(modelPath: String): Long
+        external fun freeContext(contextPtr: Long)
+        external fun fullTranscribe(contextPtr: Long, numThreads: Int, audioData: FloatArray)
+        external fun getTextSegmentCount(contextPtr: Long): Int
+        external fun getTextSegment(contextPtr: Long, index: Int): String
+        external fun getTextSegmentT0(contextPtr: Long, index: Int): Long
+        external fun getTextSegmentT1(contextPtr: Long, index: Int): Long
+        external fun getSystemInfo(): String
+        external fun benchMemcpy(nthread: Int): String
+        external fun benchGgmlMulMat(nthread: Int): String
+    }
+}
+
+//  500 -> 00:05.000
+// 6000 -> 01:00.000
+private fun toTimestamp(t: Long, comma: Boolean = false): String {
+    var msec = t * 10
+    val hr = msec / (1000 * 60 * 60)
+    msec -= hr * (1000 * 60 * 60)
+    val min = msec / (1000 * 60)
+    msec -= min * (1000 * 60)
+    val sec = msec / 1000
+    msec -= sec * 1000
+
+    val delimiter = if (comma) "," else "."
+    return String.format("%02d:%02d:%02d%s%03d", hr, min, sec, delimiter, msec)
+}
+
+private fun isArmEabiV7a(): Boolean {
+    return Build.SUPPORTED_ABIS[0].equals("armeabi-v7a")
+}
+
+private fun isArmEabiV8a(): Boolean {
+    return Build.SUPPORTED_ABIS[0].equals("arm64-v8a")
+}
+
+private fun cpuInfo(): String? {
+    return try {
+        File("/proc/cpuinfo").inputStream().bufferedReader().use {
+            it.readText()
+        }
+    } catch (e: Exception) {
+        Log.w(LOG_TAG, "Couldn't read /proc/cpuinfo", e)
+        null
+    }
+}

examples/whisper.android/lib/src/main/java/com/whispercpp/whisper/WhisperCpuConfig.kt

@@ -0,0 +1,73 @@
+package com.whispercpp.whisper
+
+import android.util.Log
+import java.io.BufferedReader
+import java.io.FileReader
+
+object WhisperCpuConfig {
+    val preferredThreadCount: Int
+        // Always use at least 2 threads:
+        get() = CpuInfo.getHighPerfCpuCount().coerceAtLeast(2)
+}
+
+private class CpuInfo(private val lines: List<String>) {
+    private fun getHighPerfCpuCount(): Int = try {
+        getHighPerfCpuCountByFrequencies()
+    } catch (e: Exception) {
+        Log.d(LOG_TAG, "Couldn't read CPU frequencies", e)
+        getHighPerfCpuCountByVariant()
+    }
+
+    private fun getHighPerfCpuCountByFrequencies(): Int =
+        getCpuValues(property = "processor") { getMaxCpuFrequency(it.toInt()) }
+            .also { Log.d(LOG_TAG, "Binned cpu frequencies (frequency, count): ${it.binnedValues()}") }
+            .countDroppingMin()
+
+    private fun getHighPerfCpuCountByVariant(): Int =
+        getCpuValues(property = "CPU variant") { it.substringAfter("0x").toInt(radix = 16) }
+            .also { Log.d(LOG_TAG, "Binned cpu variants (variant, count): ${it.binnedValues()}") }
+            .countKeepingMin()
+
+    private fun List<Int>.binnedValues() = groupingBy { it }.eachCount()
+
+    private fun getCpuValues(property: String, mapper: (String) -> Int) = lines
+        .asSequence()
+        .filter { it.startsWith(property) }
+        .map { mapper(it.substringAfter(':').trim()) }
+        .sorted()
+        .toList()
+
+
+    private fun List<Int>.countDroppingMin(): Int {
+        val min = min()
+        return count { it > min }
+    }
+
+    private fun List<Int>.countKeepingMin(): Int {
+        val min = min()
+        return count { it == min }
+    }
+
+    companion object {
+        private const val LOG_TAG = "WhisperCpuConfig"
+
+        fun getHighPerfCpuCount(): Int = try {
+            readCpuInfo().getHighPerfCpuCount()
+        } catch (e: Exception) {
+            Log.d(LOG_TAG, "Couldn't read CPU info", e)
+            // Our best guess -- just return the # of CPUs minus 4.
+            (Runtime.getRuntime().availableProcessors() - 4).coerceAtLeast(0)
+        }
+
+        private fun readCpuInfo() = CpuInfo(
+            BufferedReader(FileReader("/proc/cpuinfo"))
+                .useLines { it.toList() }
+        )
+
+        private fun getMaxCpuFrequency(cpuIndex: Int): Int {
+            val path = "/sys/devices/system/cpu/cpu${cpuIndex}/cpufreq/cpuinfo_max_freq"
+            val maxFreq = BufferedReader(FileReader(path)).use { it.readLine() }
+            return maxFreq.toInt()
+        }
+    }
+}

examples/whisper.android/lib/src/main/jni/whisper/CMakeLists.txt

@@ -0,0 +1,86 @@
+cmake_minimum_required(VERSION 3.10)
+
+project(whisper.cpp)
+
+set(CMAKE_CXX_STANDARD 17)
+set(WHISPER_LIB_DIR ${CMAKE_SOURCE_DIR}/../../../../../../..)
+
+# Get whisper.cpp version
+file(READ "${WHISPER_LIB_DIR}/CMakeLists.txt" MAIN_CMAKE_CONTENT)
+string(REGEX MATCH "project\\(\"whisper\\.cpp\" VERSION ([0-9]+\\.[0-9]+\\.[0-9]+)\\)" VERSION_MATCH "${MAIN_CMAKE_CONTENT}")
+if(CMAKE_MATCH_1)
+    set(WHISPER_VERSION ${CMAKE_MATCH_1} PARENT_SCOPE)
+else()
+    set(WHISPER_VERSION "unknown" PARENT_SCOPE)
+endif()
+
+message(STATUS " Whisper version: ${WHISPER_VERSION}")
+
+# Path to external GGML, otherwise uses the copy in whisper.cpp.
+option(GGML_HOME "whisper: Path to external GGML source" OFF)
+
+set(
+    SOURCE_FILES
+    ${WHISPER_LIB_DIR}/src/whisper.cpp
+    ${CMAKE_SOURCE_DIR}/jni.c
+    )
+
+find_library(LOG_LIB log)
+
+include(FetchContent)
+
+function(build_library target_name)
+    add_library(
+        ${target_name}
+        SHARED
+        ${SOURCE_FILES}
+    )
+
+    target_compile_definitions(${target_name} PUBLIC GGML_USE_CPU)
+    target_compile_definitions(${target_name} PRIVATE WHISPER_VERSION="${WHISPER_VERSION}")
+
+    if (${target_name} STREQUAL "whisper_v8fp16_va")
+        target_compile_options(${target_name} PRIVATE -march=armv8.2-a+fp16)
+        set(GGML_COMPILE_OPTIONS                      -march=armv8.2-a+fp16)
+    elseif (${target_name} STREQUAL "whisper_vfpv4")
+        target_compile_options(${target_name} PRIVATE -mfpu=neon-vfpv4)
+        set(GGML_COMPILE_OPTIONS                      -mfpu=neon-vfpv4)
+    endif ()
+
+    if (NOT ${CMAKE_BUILD_TYPE} STREQUAL "Debug")
+        target_compile_options(${target_name} PRIVATE -O3)
+        target_compile_options(${target_name} PRIVATE -fvisibility=hidden -fvisibility-inlines-hidden)
+        target_compile_options(${target_name} PRIVATE -ffunction-sections -fdata-sections)
+
+        target_link_options(${target_name} PRIVATE -Wl,--gc-sections)
+        target_link_options(${target_name} PRIVATE -Wl,--exclude-libs,ALL)
+        target_link_options(${target_name} PRIVATE -flto)
+    endif ()
+
+    if (GGML_HOME)
+        FetchContent_Declare(ggml SOURCE_DIR ${GGML_HOME})
+    else()
+        FetchContent_Declare(ggml SOURCE_DIR ${WHISPER_LIB_DIR}/ggml)
+    endif()
+    FetchContent_MakeAvailable(ggml)
+    target_compile_options(ggml PRIVATE ${GGML_COMPILE_OPTIONS})
+    target_link_libraries(${target_name} ${LOG_LIB} android ggml)
+
+
+endfunction()
+
+if (${ANDROID_ABI} STREQUAL "arm64-v8a")
+    build_library("whisper_v8fp16_va")
+elseif (${ANDROID_ABI} STREQUAL "armeabi-v7a")
+    build_library("whisper_vfpv4")
+endif ()
+
+build_library("whisper") # Default target
+
+include_directories(${WHISPER_LIB_DIR})
+include_directories(${WHISPER_LIB_DIR}/src)
+include_directories(${WHISPER_LIB_DIR}/include)
+include_directories(${WHISPER_LIB_DIR}/ggml/include)
+include_directories(${WHISPER_LIB_DIR}/ggml/src)
+include_directories(${WHISPER_LIB_DIR}/ggml/src/ggml-cpu)
+

examples/whisper.android/lib/src/main/jni/whisper/jni.c

@@ -0,0 +1,257 @@
+#include <jni.h>
+#include <android/asset_manager.h>
+#include <android/asset_manager_jni.h>
+#include <android/log.h>
+#include <stdlib.h>
+#include <sys/sysinfo.h>
+#include <string.h>
+#include "whisper.h"
+#include "ggml.h"
+
+#define UNUSED(x) (void)(x)
+#define TAG "JNI"
+
+#define LOGI(...) __android_log_print(ANDROID_LOG_INFO,     TAG, __VA_ARGS__)
+#define LOGW(...) __android_log_print(ANDROID_LOG_WARN,     TAG, __VA_ARGS__)
+
+static inline int min(int a, int b) {
+    return (a < b) ? a : b;
+}
+
+static inline int max(int a, int b) {
+    return (a > b) ? a : b;
+}
+
+struct input_stream_context {
+    size_t offset;
+    JNIEnv * env;
+    jobject thiz;
+    jobject input_stream;
+
+    jmethodID mid_available;
+    jmethodID mid_read;
+};
+
+size_t inputStreamRead(void * ctx, void * output, size_t read_size) {
+    struct input_stream_context* is = (struct input_stream_context*)ctx;
+
+    jint avail_size = (*is->env)->CallIntMethod(is->env, is->input_stream, is->mid_available);
+    jint size_to_copy = read_size < avail_size ? (jint)read_size : avail_size;
+
+    jbyteArray byte_array = (*is->env)->NewByteArray(is->env, size_to_copy);
+
+    jint n_read = (*is->env)->CallIntMethod(is->env, is->input_stream, is->mid_read, byte_array, 0, size_to_copy);
+
+    if (size_to_copy != read_size || size_to_copy != n_read) {
+        LOGI("Insufficient Read: Req=%zu, ToCopy=%d, Available=%d", read_size, size_to_copy, n_read);
+    }
+
+    jbyte* byte_array_elements = (*is->env)->GetByteArrayElements(is->env, byte_array, NULL);
+    memcpy(output, byte_array_elements, size_to_copy);
+    (*is->env)->ReleaseByteArrayElements(is->env, byte_array, byte_array_elements, JNI_ABORT);
+
+    (*is->env)->DeleteLocalRef(is->env, byte_array);
+
+    is->offset += size_to_copy;
+
+    return size_to_copy;
+}
+bool inputStreamEof(void * ctx) {
+    struct input_stream_context* is = (struct input_stream_context*)ctx;
+
+    jint result = (*is->env)->CallIntMethod(is->env, is->input_stream, is->mid_available);
+    return result <= 0;
+}
+void inputStreamClose(void * ctx) {
+
+}
+
+JNIEXPORT jlong JNICALL
+Java_com_whispercppdemo_whisper_WhisperLib_00024Companion_initContextFromInputStream(
+        JNIEnv *env, jobject thiz, jobject input_stream) {
+    UNUSED(thiz);
+
+    struct whisper_context *context = NULL;
+    struct whisper_model_loader loader = {};
+    struct input_stream_context inp_ctx = {};
+
+    inp_ctx.offset = 0;
+    inp_ctx.env = env;
+    inp_ctx.thiz = thiz;
+    inp_ctx.input_stream = input_stream;
+
+    jclass cls = (*env)->GetObjectClass(env, input_stream);
+    inp_ctx.mid_available = (*env)->GetMethodID(env, cls, "available", "()I");
+    inp_ctx.mid_read = (*env)->GetMethodID(env, cls, "read", "([BII)I");
+
+    loader.context = &inp_ctx;
+    loader.read = inputStreamRead;
+    loader.eof = inputStreamEof;
+    loader.close = inputStreamClose;
+
+    loader.eof(loader.context);
+
+    context = whisper_init(&loader);
+    return (jlong) context;
+}
+
+static size_t asset_read(void *ctx, void *output, size_t read_size) {
+    return AAsset_read((AAsset *) ctx, output, read_size);
+}
+
+static bool asset_is_eof(void *ctx) {
+    return AAsset_getRemainingLength64((AAsset *) ctx) <= 0;
+}
+
+static void asset_close(void *ctx) {
+    AAsset_close((AAsset *) ctx);
+}
+
+static struct whisper_context *whisper_init_from_asset(
+        JNIEnv *env,
+        jobject assetManager,
+        const char *asset_path
+) {
+    LOGI("Loading model from asset '%s'\n", asset_path);
+    AAssetManager *asset_manager = AAssetManager_fromJava(env, assetManager);
+    AAsset *asset = AAssetManager_open(asset_manager, asset_path, AASSET_MODE_STREAMING);
+    if (!asset) {
+        LOGW("Failed to open '%s'\n", asset_path);
+        return NULL;
+    }
+
+    whisper_model_loader loader = {
+            .context = asset,
+            .read = &asset_read,
+            .eof = &asset_is_eof,
+            .close = &asset_close
+    };
+
+    return whisper_init_with_params(&loader, whisper_context_default_params());
+}
+
+JNIEXPORT jlong JNICALL
+Java_com_whispercpp_whisper_WhisperLib_00024Companion_initContextFromAsset(
+        JNIEnv *env, jobject thiz, jobject assetManager, jstring asset_path_str) {
+    UNUSED(thiz);
+    struct whisper_context *context = NULL;
+    const char *asset_path_chars = (*env)->GetStringUTFChars(env, asset_path_str, NULL);
+    context = whisper_init_from_asset(env, assetManager, asset_path_chars);
+    (*env)->ReleaseStringUTFChars(env, asset_path_str, asset_path_chars);
+    return (jlong) context;
+}
+
+JNIEXPORT jlong JNICALL
+Java_com_whispercpp_whisper_WhisperLib_00024Companion_initContext(
+        JNIEnv *env, jobject thiz, jstring model_path_str) {
+    UNUSED(thiz);
+    struct whisper_context *context = NULL;
+    const char *model_path_chars = (*env)->GetStringUTFChars(env, model_path_str, NULL);
+    context = whisper_init_from_file_with_params(model_path_chars, whisper_context_default_params());
+    (*env)->ReleaseStringUTFChars(env, model_path_str, model_path_chars);
+    return (jlong) context;
+}
+
+JNIEXPORT void JNICALL
+Java_com_whispercpp_whisper_WhisperLib_00024Companion_freeContext(
+        JNIEnv *env, jobject thiz, jlong context_ptr) {
+    UNUSED(env);
+    UNUSED(thiz);
+    struct whisper_context *context = (struct whisper_context *) context_ptr;
+    whisper_free(context);
+}
+
+JNIEXPORT void JNICALL
+Java_com_whispercpp_whisper_WhisperLib_00024Companion_fullTranscribe(
+        JNIEnv *env, jobject thiz, jlong context_ptr, jint num_threads, jfloatArray audio_data) {
+    UNUSED(thiz);
+    struct whisper_context *context = (struct whisper_context *) context_ptr;
+    jfloat *audio_data_arr = (*env)->GetFloatArrayElements(env, audio_data, NULL);
+    const jsize audio_data_length = (*env)->GetArrayLength(env, audio_data);
+
+    // The below adapted from the Objective-C iOS sample
+    struct whisper_full_params params = whisper_full_default_params(WHISPER_SAMPLING_GREEDY);
+    params.print_realtime = true;
+    params.print_progress = false;
+    params.print_timestamps = true;
+    params.print_special = false;
+    params.translate = false;
+    params.language = "en";
+    params.n_threads = num_threads;
+    params.offset_ms = 0;
+    params.no_context = true;
+    params.single_segment = false;
+
+    whisper_reset_timings(context);
+
+    LOGI("About to run whisper_full");
+    if (whisper_full(context, params, audio_data_arr, audio_data_length) != 0) {
+        LOGI("Failed to run the model");
+    } else {
+        whisper_print_timings(context);
+    }
+    (*env)->ReleaseFloatArrayElements(env, audio_data, audio_data_arr, JNI_ABORT);
+}
+
+JNIEXPORT jint JNICALL
+Java_com_whispercpp_whisper_WhisperLib_00024Companion_getTextSegmentCount(
+        JNIEnv *env, jobject thiz, jlong context_ptr) {
+    UNUSED(env);
+    UNUSED(thiz);
+    struct whisper_context *context = (struct whisper_context *) context_ptr;
+    return whisper_full_n_segments(context);
+}
+
+JNIEXPORT jstring JNICALL
+Java_com_whispercpp_whisper_WhisperLib_00024Companion_getTextSegment(
+        JNIEnv *env, jobject thiz, jlong context_ptr, jint index) {
+    UNUSED(thiz);
+    struct whisper_context *context = (struct whisper_context *) context_ptr;
+    const char *text = whisper_full_get_segment_text(context, index);
+    jstring string = (*env)->NewStringUTF(env, text);
+    return string;
+}
+
+JNIEXPORT jlong JNICALL
+Java_com_whispercpp_whisper_WhisperLib_00024Companion_getTextSegmentT0(
+        JNIEnv *env, jobject thiz, jlong context_ptr, jint index) {
+    UNUSED(thiz);
+    struct whisper_context *context = (struct whisper_context *) context_ptr;
+    return whisper_full_get_segment_t0(context, index);
+}
+
+JNIEXPORT jlong JNICALL
+Java_com_whispercpp_whisper_WhisperLib_00024Companion_getTextSegmentT1(
+        JNIEnv *env, jobject thiz, jlong context_ptr, jint index) {
+    UNUSED(thiz);
+    struct whisper_context *context = (struct whisper_context *) context_ptr;
+    return whisper_full_get_segment_t1(context, index);
+}
+
+JNIEXPORT jstring JNICALL
+Java_com_whispercpp_whisper_WhisperLib_00024Companion_getSystemInfo(
+        JNIEnv *env, jobject thiz
+) {
+    UNUSED(thiz);
+    const char *sysinfo = whisper_print_system_info();
+    jstring string = (*env)->NewStringUTF(env, sysinfo);
+    return string;
+}
+
+JNIEXPORT jstring JNICALL
+Java_com_whispercpp_whisper_WhisperLib_00024Companion_benchMemcpy(JNIEnv *env, jobject thiz,
+                                                                      jint n_threads) {
+    UNUSED(thiz);
+    const char *bench_ggml_memcpy = whisper_bench_memcpy_str(n_threads);
+    jstring string = (*env)->NewStringUTF(env, bench_ggml_memcpy);
+    return string;
+}
+
+JNIEXPORT jstring JNICALL
+Java_com_whispercpp_whisper_WhisperLib_00024Companion_benchGgmlMulMat(JNIEnv *env, jobject thiz,
+                                                                          jint n_threads) {
+    UNUSED(thiz);
+    const char *bench_ggml_mul_mat = whisper_bench_ggml_mul_mat_str(n_threads);
+    jstring string = (*env)->NewStringUTF(env, bench_ggml_mul_mat);
+    return string;
+}