wip : initial WASM port

Works but it is very slow because no SIMD is used.
For example, jfk.wav is processed in ~23 seconds using "tiny.en" model
pull/70/head
Georgi Gerganov 2 years ago
parent 7d0dee7a8a
commit e905c6f827

@ -7,12 +7,28 @@ set(CMAKE_INSTALL_RPATH "${CMAKE_INSTALL_PREFIX}/lib")
if(CMAKE_SOURCE_DIR STREQUAL CMAKE_CURRENT_SOURCE_DIR)
set(WHISPER_STANDALONE ON)
include(cmake/GitVars.cmake)
include(cmake/BuildTypes.cmake)
else()
set(WHISPER_STANDALONE OFF)
endif()
if (EMSCRIPTEN)
set(BUILD_SHARED_LIBS_DEFAULT OFF)
option(WHISPER_WASM_SINGLE_FILE "whisper: embed WASM inside the generated whisper.js" ON)
else()
if (MINGW)
set(BUILD_SHARED_LIBS_DEFAULT OFF)
else()
set(BUILD_SHARED_LIBS_DEFAULT ON)
endif()
endif()
# options
option(BUILD_SHARED_LIBS "whisper: build shared libs" ${BUILD_SHARED_LIBS_DEFAULT})
option(WHISPER_ALL_WARNINGS "whisper: enable all compiler warnings" ON)
option(WHISPER_ALL_WARNINGS_3RD_PARTY "whisper: enable all compiler warnings in 3rd party libs" OFF)
@ -20,7 +36,8 @@ option(WHISPER_SANITIZE_THREAD "whisper: enable thread sanitizer" OFF
option(WHISPER_SANITIZE_ADDRESS "whisper: enable address sanitizer" OFF)
option(WHISPER_SANITIZE_UNDEFINED "whisper: enable undefined sanitizer" OFF)
option(WHISPER_BUILD_TESTS "whisper: build tests" ${WHISPER_STANDALONE})
option(WHISPER_BUILD_TESTS "whisper: build tests" ${WHISPER_STANDALONE})
option(WHISPER_BUILD_EXAMPLES "whisper: build examples" ${WHISPER_STANDALONE})
option(WHISPER_SUPPORT_SDL2 "whisper: support for libSDL2" OFF)
@ -69,16 +86,6 @@ if (APPLE AND NOT WHISPER_NO_ACCELERATE)
endif()
endif()
if (WHISPER_SUPPORT_SDL2)
# SDL2
find_package(SDL2 REQUIRED)
string(STRIP "${SDL2_LIBRARIES}" SDL2_LIBRARIES)
message(STATUS "SDL2_INCLUDE_DIRS = ${SDL2_INCLUDE_DIRS}")
message(STATUS "SDL2_LIBRARIES = ${SDL2_LIBRARIES}")
endif()
# compiler flags
if (NOT CMAKE_BUILD_TYPE AND NOT CMAKE_CONFIGURATION_TYPES)
@ -120,6 +127,11 @@ else()
endif()
endif()
if (EMSCRIPTEN)
set(CMAKE_C_FLAGS "${CMAKE_C_FLAGS} -pthread -msimd128")
set(CMAKE_CXX_FLAGS "${CMAKE_CXX_FLAGS} -pthread")
endif()
# whisper - this is the main library of the project
set(TARGET whisper)
@ -154,24 +166,46 @@ install(TARGETS ${TARGET}
ARCHIVE DESTINATION lib/static
)
# bindings
add_subdirectory(bindings)
# programs, examples and tests
if (WHISPER_STANDALONE)
# main
set(TARGET main)
add_executable(${TARGET} main.cpp)
target_link_libraries(${TARGET} PRIVATE whisper ${CMAKE_THREAD_LIBS_INIT})
if (WHISPER_SUPPORT_SDL2)
# stream
set(TARGET stream)
add_executable(${TARGET} stream.cpp)
target_include_directories(${TARGET} PRIVATE ${SDL2_INCLUDE_DIRS})
target_link_libraries(${TARGET} PRIVATE whisper ${SDL2_LIBRARIES} ${CMAKE_THREAD_LIBS_INIT})
endif ()
if (NOT EMSCRIPTEN)
# TODO: move to examples
# main
set(TARGET main)
add_executable(${TARGET} main.cpp)
target_link_libraries(${TARGET} PRIVATE whisper ${CMAKE_THREAD_LIBS_INIT})
# TODO: move to examples
if (WHISPER_SUPPORT_SDL2)
if (WHISPER_SUPPORT_SDL2)
# SDL2
find_package(SDL2 REQUIRED)
string(STRIP "${SDL2_LIBRARIES}" SDL2_LIBRARIES)
message(STATUS "SDL2_INCLUDE_DIRS = ${SDL2_INCLUDE_DIRS}")
message(STATUS "SDL2_LIBRARIES = ${SDL2_LIBRARIES}")
endif()
# stream
set(TARGET stream)
add_executable(${TARGET} stream.cpp)
target_include_directories(${TARGET} PRIVATE ${SDL2_INCLUDE_DIRS})
target_link_libraries(${TARGET} PRIVATE whisper ${SDL2_LIBRARIES} ${CMAKE_THREAD_LIBS_INIT})
endif ()
endif()
if (WHISPER_BUILD_TESTS)
enable_testing()
add_subdirectory(tests)
endif ()
if (WHISPER_BUILD_EXAMPLES)
add_subdirectory(examples)
endif()
endif ()

@ -0,0 +1,3 @@
if (EMSCRIPTEN)
add_subdirectory(javascript)
endif()

@ -0,0 +1 @@
publish.log

@ -0,0 +1,34 @@
set(TARGET libwhisper)
add_executable(${TARGET}
emscripten.cpp
)
target_link_libraries(${TARGET} PRIVATE
whisper
)
unset(EXTRA_FLAGS)
if (WHISPER_WASM_SINGLE_FILE)
set(EXTRA_FLAGS "-s SINGLE_FILE=1")
message(STATUS "Embedding WASM inside whisper.js")
add_custom_command(
TARGET libwhisper POST_BUILD
COMMAND ${CMAKE_COMMAND} -E copy
${CMAKE_BINARY_DIR}/bin/libwhisper.js
${CMAKE_CURRENT_SOURCE_DIR}/whisper.js
)
endif()
set_target_properties(${TARGET} PROPERTIES LINK_FLAGS " \
--bind \
-s MODULARIZE=1 \
-s ASSERTIONS=1 \
-s USE_PTHREADS=1 \
-s PTHREAD_POOL_SIZE=8 \
-s TOTAL_MEMORY=536870912 \
-s FORCE_FILESYSTEM=1 \
-s EXPORT_NAME=\"'whisper_factory'\" \
${EXTRA_FLAGS} \
")

@ -0,0 +1,70 @@
#include "whisper.h"
#include <emscripten.h>
#include <emscripten/bind.h>
#include <vector>
std::vector<struct whisper_context *> g_contexts(4, nullptr);
EMSCRIPTEN_BINDINGS(whisper) {
emscripten::function("init", emscripten::optional_override([](const std::string & path_model) {
for (size_t i = 0; i < g_contexts.size(); ++i) {
if (g_contexts[i] == nullptr) {
g_contexts[i] = whisper_init(path_model.c_str());
return i + 1;
}
}
return (size_t) 0;
}));
emscripten::function("free", emscripten::optional_override([](size_t index) {
--index;
if (index < g_contexts.size()) {
whisper_free(g_contexts[index]);
g_contexts[index] = nullptr;
}
}));
emscripten::function("full_default", emscripten::optional_override([](size_t index, const emscripten::val & audio) {
--index;
if (index >= g_contexts.size()) {
return -1;
}
if (g_contexts[index] == nullptr) {
return -2;
}
struct whisper_full_params params = whisper_full_default_params(whisper_sampling_strategy::WHISPER_SAMPLING_GREEDY);
params.print_realtime = true;
params.print_progress = false;
params.print_timestamps = true;
params.print_special_tokens = false;
params.translate = false;
params.language = "en";
params.n_threads = 4;
params.offset_ms = 0;
std::vector<float> pcmf32;
const int n = audio["length"].as<int>();
emscripten::val heap = emscripten::val::module_property("HEAPU8");
emscripten::val memory = heap["buffer"];
pcmf32.resize(n);
emscripten::val memoryView = audio["constructor"].new_(memory, reinterpret_cast<uintptr_t>(pcmf32.data()), n);
memoryView.call<void>("set", audio);
int ret = whisper_full(g_contexts[index], params, pcmf32.data(), pcmf32.size());
whisper_print_timings(g_contexts[index]);
return ret;
}));
}

File diff suppressed because one or more lines are too long

@ -0,0 +1,54 @@
# Add new build types
# ReleaseGG - Release with enabled asserts
SET(CMAKE_CXX_FLAGS_RELEASEGG
"-O3"
CACHE STRING "Flags used by the c++ compiler during release builds with enabled asserts."
FORCE )
SET(CMAKE_C_FLAGS_RELEASEGG
"-O3"
CACHE STRING "Flags used by the compiler during release builds with enabled asserts."
FORCE )
SET(CMAKE_EXE_LINKER_FLAGS_RELEASEGG
""
CACHE STRING "Flags used for linking binaries during release builds with enabled asserts."
FORCE )
SET(CMAKE_SHARED_LINKER_FLAGS_RELEASEGG
""
CACHE STRING "Flags used by the shared libraries linker during release builds with enabled asserts."
FORCE )
MARK_AS_ADVANCED(
CMAKE_CXX_FLAGS_RELEASEGG
CMAKE_C_FLAGS_RELEASEGG
CMAKE_EXE_LINKER_FLAGS_RELEASEGG
CMAKE_SHARED_LINKER_FLAGS_RELEASEGG )
# RelWithDebInfoGG - RelWithDebInfo with enabled asserts
SET(CMAKE_CXX_FLAGS_RELWITHDEBINFOGG
"-O2 -g"
CACHE STRING "Flags used by the c++ compiler during release builds with debug symbols and enabled asserts."
FORCE )
SET(CMAKE_C_FLAGS_RELWITHDEBINFOGG
"-O2 -g"
CACHE STRING "Flags used by the compiler during release builds with debug symbols and enabled asserts."
FORCE )
SET(CMAKE_EXE_LINKER_FLAGS_RELWITHDEBINFOGG
""
CACHE STRING "Flags used for linking binaries during release builds with debug symbols and enabled asserts."
FORCE )
SET(CMAKE_SHARED_LINKER_FLAGS_RELWITHDEBINFOGG
""
CACHE STRING "Flags used by the shared libraries linker during release builds with debug symbols and enabled asserts."
FORCE )
MARK_AS_ADVANCED(
CMAKE_CXX_FLAGS_RELWITHDEBINFOGG
CMAKE_C_FLAGS_RELWITHDEBINFOGG
CMAKE_EXE_LINKER_FLAGS_RELWITHDEBINFOGG
CMAKE_SHARED_LINKER_FLAGS_RELWITHDEBINFOGG )
if (NOT XCODE AND NOT MSVC AND NOT CMAKE_BUILD_TYPE)
set(CMAKE_BUILD_TYPE Release CACHE STRING "Build type" FORCE)
set_property(CACHE CMAKE_BUILD_TYPE PROPERTY STRINGS "Debug" "Release" "MinSizeRel" "RelWithDebInfo" "ReleaseGG" "RelWithDebInfoGG")
endif()

@ -0,0 +1,22 @@
find_package(Git)
# the commit's SHA1
execute_process(COMMAND
"${GIT_EXECUTABLE}" describe --match=NeVeRmAtCh --always --abbrev=8
WORKING_DIRECTORY "${CMAKE_SOURCE_DIR}"
OUTPUT_VARIABLE GIT_SHA1
ERROR_QUIET OUTPUT_STRIP_TRAILING_WHITESPACE)
# the date of the commit
execute_process(COMMAND
"${GIT_EXECUTABLE}" log -1 --format=%ad --date=local
WORKING_DIRECTORY "${CMAKE_SOURCE_DIR}"
OUTPUT_VARIABLE GIT_DATE
ERROR_QUIET OUTPUT_STRIP_TRAILING_WHITESPACE)
# the subject of the commit
execute_process(COMMAND
"${GIT_EXECUTABLE}" log -1 --format=%s
WORKING_DIRECTORY "${CMAKE_SOURCE_DIR}"
OUTPUT_VARIABLE GIT_COMMIT_SUBJECT
ERROR_QUIET OUTPUT_STRIP_TRAILING_WHITESPACE)

@ -0,0 +1,14 @@
# dependencies
find_package(Threads REQUIRED)
# third-party
#add_subdirectory(third-party)
# examples
if (EMSCRIPTEN)
add_subdirectory(whisper.wasm)
else()
endif()

@ -0,0 +1,4 @@
set(TARGET whisper.wasm)
configure_file(${CMAKE_CURRENT_SOURCE_DIR}/index-tmpl.html ${CMAKE_RUNTIME_OUTPUT_DIRECTORY}/${TARGET}/index.html @ONLY)
configure_file(${CMAKE_SOURCE_DIR}/bindings/javascript/whisper.js ${CMAKE_RUNTIME_OUTPUT_DIRECTORY}/${TARGET}/whisper.js COPYONLY)

@ -0,0 +1,3 @@
# whisper.wasm
Live demo: https://whisper.ggerganov.com

@ -0,0 +1,153 @@
<!doctype html>
<html lang="en-us">
<head>
<title>whisper.cpp : WASM example</title>
</head>
<body>
<div id="main-container">
Minimal <b>whisper.cpp</b> example using Javascript bindings
<br><br>
Model:
<input type="file" id="file" name="file" onchange="loadFile(event, 'ggml.bin')" />
<br><br>
WAV:
<input type="file" id="file" name="file" onchange="loadAudio(event)" />
<br><br>
<button onclick="onTranscribe();">Transcribe</button>
<br><br>
<div class="cell-version">
<span>
|
Build time: <span class="nav-link">@GIT_DATE@</span> |
Commit hash: <a class="nav-link" href="https://github.com/ggerganov/whisper.cpp/commit/@GIT_SHA1@">@GIT_SHA1@</a> |
Commit subject: <span class="nav-link">@GIT_COMMIT_SUBJECT@</span> |
<a class="nav-link" href="https://github.com/ggerganov/whisper.cpp/tree/master/examples/whisper.wasm">Source Code</a> |
</span>
</div>
</div>
<script type="text/javascript" src="whisper.js"></script>
<script type='text/javascript'>
window.AudioContext = window.AudioContext || window.webkitAudioContext;
window.OfflineAudioContext = window.OfflineAudioContext || window.webkitOfflineAudioContext;
// web audio context
var context = null;
// audio data
var audio = null;
// the whisper module instance
var whisper = null;
var instance = null;
// instantiate the whisper instance
// whisper_factory comes from the whisper.js module
whisper_factory().then(function(obj) {
whisper = obj;
});
// helper function
function convertTypedArray(src, type) {
var buffer = new ArrayBuffer(src.byteLength);
var baseView = new src.constructor(buffer).set(src);
return new type(buffer);
}
// initialize whisper
function init() {
if (!instance) {
instance = whisper.init('ggml.bin');
if (instance) {
console.log('whisper instance initialized');
}
}
if (!instance) {
console.log('whisper instance initialization failed');
return;
}
if (instance) {
var ret = whisper.full_default(instance, audio);
if (ret) {
console.log('whisper full_default returned: ' + ret);
}
}
}
function loadFile(event, fname) {
var file = event.target.files[0] || null;
if (file == null) {
return;
}
console.log(
"<p>File information: <strong>" + file.name +
"</strong> type: <strong>" + file.type +
"</strong> size: <strong>" + file.size +
"</strong> bytes</p>"
);
var reader = new FileReader();
reader.onload = function(event) {
var buf = new Uint8Array(reader.result);
// write to WASM file using whisper.FS_createDataFile
whisper.FS_createDataFile("/", fname, buf, true, true);
}
reader.readAsArrayBuffer(file);
}
function loadAudio(event) {
if (!context) {
context = new AudioContext({sampleRate: 16000});
}
var file = event.target.files[0] || null;
if (file == null) {
return;
}
console.log(
"<p>Audio information: <strong>" + file.name +
"</strong> type: <strong>" + file.type +
"</strong> size: <strong>" + file.size +
"</strong> bytes</p>"
);
var reader = new FileReader();
reader.onload = function(event) {
var buf = new Uint8Array(reader.result);
context.decodeAudioData(buf.buffer, function(audioBuffer) {
var offlineContext = new OfflineAudioContext(audioBuffer.numberOfChannels, audioBuffer.length, audioBuffer.sampleRate);
var source = offlineContext.createBufferSource();
source.buffer = audioBuffer;
source.connect(offlineContext.destination);
source.start(0);
offlineContext.startRendering().then(function(renderedBuffer) {
audio = renderedBuffer.getChannelData(0);
//var audio16 = convertTypedArray(data, Int16Array);
});
});
}
reader.readAsArrayBuffer(file);
}
//
// Transcribe
//
function onTranscribe() {
init();
}
</script>
</body>
</html>

@ -7358,7 +7358,7 @@ enum ggml_opt_result ggml_opt_adam(
{
const int64_t t_end_cpu = ggml_cycles();
GGML_PRINT_DEBUG("time iter: %5.3f s\n", (t_end_cpu - t_start_cpu)/CLOCKS_PER_SEC);
GGML_PRINT_DEBUG("time iter: %5.3f s\n", ((float)(t_end_cpu - t_start_cpu))/CLOCKS_PER_SEC);
UNUSED(t_end_cpu);
const int64_t t_end_wall = ggml_time_us();

@ -1,3 +1,7 @@
if (EMSCRIPTEN)
return()
endif()
set(TEST_TARGET test-main-tiny)
add_test(NAME ${TEST_TARGET}
COMMAND $<TARGET_FILE:main>

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