Play generated audio as it is generating. (#457)

cmake/cmake_extension.py

@@ -143,6 +143,7 @@ class BuildExtension(build_ext):
         binaries += ["sherpa-onnx-vad-microphone"]
         binaries += ["sherpa-onnx-vad-microphone-offline-asr"]
         binaries += ["sherpa-onnx-offline-tts"]
+        binaries += ["sherpa-onnx-offline-tts-play"]
 
         if is_windows():
             binaries += ["kaldi-native-fbank-core.dll"]

cmake/espeak-ng-for-piper.cmake

@@ -5,6 +5,7 @@ function(download_espeak_ng_for_piper)
   set(espeak_ng_URL2 "")
   set(espeak_ng_HASH "SHA256=8a48251e6926133dd91fcf6cb210c7c2e290a9b578d269446e2d32d710b0dfa0")
 
+  set(BUILD_ESPEAK_NG_TESTS OFF CACHE BOOL "" FORCE)
   set(USE_ASYNC OFF CACHE BOOL "" FORCE)
   set(USE_MBROLA OFF CACHE BOOL "" FORCE)
   set(USE_LIBSONIC OFF CACHE BOOL "" FORCE)
@@ -106,10 +107,12 @@ function(download_espeak_ng_for_piper)
   if(SHERPA_ONNX_ENABLE_PYTHON AND WIN32)
     install(TARGETS
       espeak-ng
+      ucd
     DESTINATION ..)
   else()
     install(TARGETS
       espeak-ng
+      ucd
     DESTINATION lib)
   endif()
 
@@ -120,6 +123,7 @@ function(download_espeak_ng_for_piper)
   if(WIN32 AND BUILD_SHARED_LIBS)
     install(TARGETS
       espeak-ng
+      ucd
     DESTINATION bin)
   endif()
 endfunction()

mfc-examples/NonStreamingSpeechRecognition/sherpa-onnx-deps.props

@@ -14,6 +14,9 @@
         sherpa-onnx-fst.lib;
         kaldi-native-fbank-core.lib;
         onnxruntime.lib;
+        piper_phonemize.lib;
+        espeak-ng.lib;
+        ucd.lib;
     </SherpaOnnxLibraries>
   </PropertyGroup>
   <ItemDefinitionGroup>

mfc-examples/NonStreamingTextToSpeech/sherpa-onnx-deps.props

@@ -14,6 +14,9 @@
         sherpa-onnx-fst.lib;
         kaldi-native-fbank-core.lib;
         onnxruntime.lib;
+        piper_phonemize.lib;
+        espeak-ng.lib;
+        ucd.lib;
     </SherpaOnnxLibraries>
   </PropertyGroup>
   <ItemDefinitionGroup>

mfc-examples/StreamingSpeechRecognition/sherpa-onnx-deps.props

@@ -14,6 +14,9 @@
         sherpa-onnx-fst.lib;
         kaldi-native-fbank-core.lib;
         onnxruntime.lib;
+        piper_phonemize.lib;
+        espeak-ng.lib;
+        ucd.lib;
     </SherpaOnnxLibraries>
   </PropertyGroup>
   <ItemDefinitionGroup>

python-api-examples/offline-tts-play.py

@@ -0,0 +1,349 @@
+#!/usr/bin/env python3
+#
+# Copyright (c)  2023  Xiaomi Corporation
+
+"""
+This file demonstrates how to use sherpa-onnx Python API to generate audio
+from text, i.e., text-to-speech.
+
+Different from ./offline-tts.py, this file plays back the generated audio
+while the model is still generating.
+
+Usage:
+
+Example (1/2)
+
+wget https://github.com/k2-fsa/sherpa-onnx/releases/download/tts-models/vits-piper-en_US-amy-low.tar.bz2
+tar xf vits-piper-en_US-amy-low.tar.bz2
+
+python3 ./python-api-examples/offline-tts-play.py \
+ --vits-model=./vits-piper-en_US-amy-low/en_US-amy-low.onnx \
+ --vits-tokens=./vits-piper-en_US-amy-low/tokens.txt \
+ --vits-data-dir=./vits-piper-en_US-amy-low/espeak-ng-data \
+ --output-filename=./generated.wav \
+ "Today as always, men fall into two groups: slaves and free men. Whoever does not have two-thirds of his day for himself, is a slave, whatever he may be: a statesman, a businessman, an official, or a scholar."
+
+Example (2/2)
+
+wget https://github.com/k2-fsa/sherpa-onnx/releases/download/tts-models/vits-zh-aishell3.tar.bz2
+tar xvf vits-zh-aishell3.tar.bz2
+
+python3 ./python-api-examples/offline-tts-play.py \
+ --vits-model=./vits-aishell3.onnx \
+ --vits-lexicon=./lexicon.txt \
+ --vits-tokens=./tokens.txt \
+ --tts-rule-fsts=./rule.fst \
+ --sid=21 \
+ --output-filename=./liubei-21.wav \
+ "勿以恶小而为之，勿以善小而不为。惟贤惟德，能服于人。122334"
+
+You can find more models at
+https://github.com/k2-fsa/sherpa-onnx/releases/tag/tts-models
+
+Please see
+https://k2-fsa.github.io/sherpa/onnx/tts/index.html
+for details.
+"""
+
+import argparse
+import logging
+import queue
+import sys
+import threading
+import time
+
+import numpy as np
+import sherpa_onnx
+import soundfile as sf
+
+try:
+    import sounddevice as sd
+except ImportError:
+    print("Please install sounddevice first. You can use")
+    print()
+    print("  pip install sounddevice")
+    print()
+    print("to install it")
+    sys.exit(-1)
+
+
+def get_args():
+    parser = argparse.ArgumentParser(
+        formatter_class=argparse.ArgumentDefaultsHelpFormatter
+    )
+
+    parser.add_argument(
+        "--vits-model",
+        type=str,
+        help="Path to vits model.onnx",
+    )
+
+    parser.add_argument(
+        "--vits-lexicon",
+        type=str,
+        default="",
+        help="Path to lexicon.txt",
+    )
+
+    parser.add_argument(
+        "--vits-tokens",
+        type=str,
+        default="",
+        help="Path to tokens.txt",
+    )
+
+    parser.add_argument(
+        "--vits-data-dir",
+        type=str,
+        default="",
+        help="""Path to the dict director of espeak-ng. If it is specified,
+        --vits-lexicon and --vits-tokens are ignored""",
+    )
+
+    parser.add_argument(
+        "--tts-rule-fsts",
+        type=str,
+        default="",
+        help="Path to rule.fst",
+    )
+
+    parser.add_argument(
+        "--output-filename",
+        type=str,
+        default="./generated.wav",
+        help="Path to save generated wave",
+    )
+
+    parser.add_argument(
+        "--sid",
+        type=int,
+        default=0,
+        help="""Speaker ID. Used only for multi-speaker models, e.g.
+        models trained using the VCTK dataset. Not used for single-speaker
+        models, e.g., models trained using the LJ speech dataset.
+        """,
+    )
+
+    parser.add_argument(
+        "--debug",
+        type=bool,
+        default=False,
+        help="True to show debug messages",
+    )
+
+    parser.add_argument(
+        "--provider",
+        type=str,
+        default="cpu",
+        help="valid values: cpu, cuda, coreml",
+    )
+
+    parser.add_argument(
+        "--num-threads",
+        type=int,
+        default=1,
+        help="Number of threads for neural network computation",
+    )
+
+    parser.add_argument(
+        "--speed",
+        type=float,
+        default=1.0,
+        help="Speech speed. Larger->faster; smaller->slower",
+    )
+
+    parser.add_argument(
+        "text",
+        type=str,
+        help="The input text to generate audio for",
+    )
+
+    return parser.parse_args()
+
+
+# buffer saves audio samples to be played
+buffer = queue.Queue()
+
+# started is set to True once generated_audio_callback is called.
+started = False
+
+# stopped is set to True once all the text has been processed
+stopped = False
+
+# killed is set to True once ctrl + C is pressed
+killed = False
+
+# Note: When started is True, and stopped is True, and buffer is empty,
+# we will exit the program since all audio samples have been played.
+
+sample_rate = None
+
+event = threading.Event()
+
+
+def generated_audio_callback(samples: np.ndarray):
+    """This function is called whenever max_num_sentences sentences
+    have been processed.
+
+    Note that it is passed to C++ and is invoked in C++.
+
+    Args:
+      samples:
+        A 1-D np.float32 array containing audio samples
+    """
+    buffer.put(samples)
+    global started
+
+    if started is False:
+        logging.info("Start playing ...")
+    started = True
+
+
+# see https://python-sounddevice.readthedocs.io/en/0.4.6/api/streams.html#sounddevice.OutputStream
+def play_audio_callback(
+    outdata: np.ndarray, frames: int, time, status: sd.CallbackFlags
+):
+    if killed or (started and buffer.empty() and stopped):
+        event.set()
+
+    # outdata is of shape (frames, num_channels)
+    if buffer.empty():
+        outdata.fill(0)
+        return
+
+    n = 0
+    while n < frames and not buffer.empty():
+        remaining = frames - n
+        k = buffer.queue[0].shape[0]
+
+        if remaining <= k:
+            outdata[n:, 0] = buffer.queue[0][:remaining]
+            buffer.queue[0] = buffer.queue[0][remaining:]
+            n = frames
+            if buffer.queue[0].shape[0] == 0:
+                buffer.get()
+
+            break
+
+        outdata[n : n + k, 0] = buffer.get()
+        n += k
+
+    if n < frames:
+        outdata[n:, 0] = 0
+
+
+# Please see
+# https://python-sounddevice.readthedocs.io/en/0.4.6/usage.html#device-selection
+# for how to select a device
+def play_audio():
+    if False:
+        # This if branch can be safely removed. It is here to show you how to
+        # change the default output device in case you need that.
+        devices = sd.query_devices()
+        print(devices)
+
+        # sd.default.device[1] is the output device, if you want to
+        # select a different device, say, 3, as the output device, please
+        # use self.default.device[1] = 3
+
+        default_output_device_idx = sd.default.device[1]
+        print(
+            f'Use default output device: {devices[default_output_device_idx]["name"]}'
+        )
+
+    with sd.OutputStream(
+        channels=1,
+        callback=play_audio_callback,
+        dtype="float32",
+        samplerate=sample_rate,
+        blocksize=1024,
+    ):
+        event.wait()
+
+    logging.info("Exiting ...")
+
+
+def main():
+    args = get_args()
+    print(args)
+
+    tts_config = sherpa_onnx.OfflineTtsConfig(
+        model=sherpa_onnx.OfflineTtsModelConfig(
+            vits=sherpa_onnx.OfflineTtsVitsModelConfig(
+                model=args.vits_model,
+                lexicon=args.vits_lexicon,
+                data_dir=args.vits_data_dir,
+                tokens=args.vits_tokens,
+            ),
+            provider=args.provider,
+            debug=args.debug,
+            num_threads=args.num_threads,
+        ),
+        rule_fsts=args.tts_rule_fsts,
+        max_num_sentences=1,
+    )
+
+    if not tts_config.validate():
+        raise ValueError("Please check your config")
+
+    logging.info("Loading model ...")
+    tts = sherpa_onnx.OfflineTts(tts_config)
+    logging.info("Loading model done.")
+
+    global sample_rate
+    sample_rate = tts.sample_rate
+
+    play_back_thread = threading.Thread(target=play_audio)
+    play_back_thread.start()
+
+    logging.info("Start generating ...")
+    start = time.time()
+    audio = tts.generate(
+        args.text,
+        sid=args.sid,
+        speed=args.speed,
+        callback=generated_audio_callback,
+    )
+    end = time.time()
+    logging.info("Finished generating!")
+    global stopped
+    stopped = True
+
+    if len(audio.samples) == 0:
+        print("Error in generating audios. Please read previous error messages.")
+        return
+
+    elapsed_seconds = end - start
+    audio_duration = len(audio.samples) / audio.sample_rate
+    real_time_factor = elapsed_seconds / audio_duration
+
+    sf.write(
+        args.output_filename,
+        audio.samples,
+        samplerate=audio.sample_rate,
+        subtype="PCM_16",
+    )
+    logging.info(f"The text is '{args.text}'")
+    logging.info(f"Elapsed seconds: {elapsed_seconds:.3f}")
+    logging.info(f"Audio duration in seconds: {audio_duration:.3f}")
+    logging.info(
+        f"RTF: {elapsed_seconds:.3f}/{audio_duration:.3f} = {real_time_factor:.3f}"
+    )
+
+    logging.info(f"***  Saved to {args.output_filename} ***")
+
+    print("\n   >>>>>>>>> You can safely press ctrl + C to stop the play <<<<<<<<<<\n")
+
+    play_back_thread.join()
+
+
+if __name__ == "__main__":
+    formatter = "%(asctime)s %(levelname)s [%(filename)s:%(lineno)d] %(message)s"
+
+    logging.basicConfig(format=formatter, level=logging.INFO)
+    try:
+        main()
+    except KeyboardInterrupt:
+        print("\nCaught Ctrl + C. Exiting")
+        killed = True
+        sys.exit(0)

python-api-examples/offline-tts.py

@@ -6,29 +6,30 @@
 This file demonstrates how to use sherpa-onnx Python API to generate audio
 from text, i.e., text-to-speech.
 
+
+Different from ./offline-tts-play.py, this file does not play back the
+generated audio.
+
 Usage:
 
-1. Download a model
+Example (1/2)
 
-wget https://huggingface.co/csukuangfj/vits-ljs/resolve/main/vits-ljs.onnx
+wget https://github.com/k2-fsa/sherpa-onnx/releases/download/tts-models/vits-piper-en_US-amy-low.tar.bz2
-wget https://huggingface.co/csukuangfj/vits-ljs/resolve/main/lexicon.txt
+tar xf vits-piper-en_US-amy-low.tar.bz2
-wget https://huggingface.co/csukuangfj/vits-ljs/resolve/main/tokens.txt
 
 python3 ./python-api-examples/offline-tts.py \
-  --vits-model=./vits-ljs.onnx \
+ --vits-model=./vits-piper-en_US-amy-low/en_US-amy-low.onnx \
-  --vits-lexicon=./lexicon.txt \
+ --vits-tokens=./vits-piper-en_US-amy-low/tokens.txt \
-  --vits-tokens=./tokens.txt \
+ --vits-data-dir=./vits-piper-en_US-amy-low/espeak-ng-data \
-  --output-filename=./generated.wav \
+ --output-filename=./generated.wav \
-  'liliana, the most beautiful and lovely assistant of our team!'
+ "Today as always, men fall into two groups: slaves and free men. Whoever does not have two-thirds of his day for himself, is a slave, whatever he may be: a statesman, a businessman, an official, or a scholar."
 
-2. Download a model
+Example (2/2)
 
-wget https://huggingface.co/csukuangfj/vits-zh-aishell3/resolve/main/vits-aishell3.onnx
+wget https://github.com/k2-fsa/sherpa-onnx/releases/download/tts-models/vits-zh-aishell3.tar.bz2
-wget https://huggingface.co/csukuangfj/vits-zh-aishell3/resolve/main/lexicon.txt
+tar xvf vits-zh-aishell3.tar.bz2
-wget https://huggingface.co/csukuangfj/vits-zh-aishell3/resolve/main/tokens.txt
-wget https://huggingface.co/csukuangfj/vits-zh-aishell3/resolve/main/rule.fst
 
-python3 ./python-api-examples/offline-tts.py 
+python3 ./python-api-examples/offline-tts.py \
  --vits-model=./vits-aishell3.onnx \
  --vits-lexicon=./lexicon.txt \
  --vits-tokens=./tokens.txt \
@@ -37,9 +38,13 @@ python3 ./python-api-examples/offline-tts.py
  --output-filename=./liubei-21.wav \
  "勿以恶小而为之，勿以善小而不为。惟贤惟德，能服于人。122334"
 
+You can find more models at
+https://github.com/k2-fsa/sherpa-onnx/releases/tag/tts-models
+
 Please see
 https://k2-fsa.github.io/sherpa/onnx/tts/index.html
 for details.
+
 """
 
 import argparse

setup.py

@@ -59,6 +59,7 @@ def get_binaries_to_install():
     binaries += ["sherpa-onnx-vad-microphone"]
     binaries += ["sherpa-onnx-vad-microphone-offline-asr"]
     binaries += ["sherpa-onnx-offline-tts"]
+    binaries += ["sherpa-onnx-offline-tts-play"]
     if is_windows():
         binaries += ["kaldi-native-fbank-core.dll"]
         binaries += ["sherpa-onnx-c-api.dll"]

sherpa-onnx/c-api/c-api.cc

@@ -575,10 +575,22 @@ SherpaOnnxOfflineTts *SherpaOnnxCreateOfflineTts(
 
 void SherpaOnnxDestroyOfflineTts(SherpaOnnxOfflineTts *tts) { delete tts; }
 
+int32_t SherpaOnnxOfflineTtsSampleRate(const SherpaOnnxOfflineTts *tts) {
+  return tts->impl->SampleRate();
+}
+
 const SherpaOnnxGeneratedAudio *SherpaOnnxOfflineTtsGenerate(
     const SherpaOnnxOfflineTts *tts, const char *text, int32_t sid,
     float speed) {
-  sherpa_onnx::GeneratedAudio audio = tts->impl->Generate(text, sid, speed);
+  return SherpaOnnxOfflineTtsGenerateWithCallback(tts, text, sid, speed,
+                                                  nullptr);
+}
+
+const SherpaOnnxGeneratedAudio *SherpaOnnxOfflineTtsGenerateWithCallback(
+    const SherpaOnnxOfflineTts *tts, const char *text, int32_t sid, float speed,
+    SherpaOnnxGeneratedAudioCallback callback) {
+  sherpa_onnx::GeneratedAudio audio =
+      tts->impl->Generate(text, sid, speed, callback);
 
   if (audio.samples.empty()) {
     return nullptr;
@@ -596,7 +608,7 @@ const SherpaOnnxGeneratedAudio *SherpaOnnxOfflineTtsGenerate(
   return ans;
 }
 
-SHERPA_ONNX_API void SherpaOnnxDestroyOfflineTtsGeneratedAudio(
+void SherpaOnnxDestroyOfflineTtsGeneratedAudio(
     const SherpaOnnxGeneratedAudio *p) {
   if (p) {
     delete[] p->samples;

sherpa-onnx/c-api/c-api.h

@@ -633,6 +633,9 @@ SHERPA_ONNX_API typedef struct SherpaOnnxGeneratedAudio {
   int32_t sample_rate;
 } SherpaOnnxGeneratedAudio;
 
+typedef void (*SherpaOnnxGeneratedAudioCallback)(const float *samples,
+                                                 int32_t n);
+
 SHERPA_ONNX_API typedef struct SherpaOnnxOfflineTts SherpaOnnxOfflineTts;
 
 // Create an instance of offline TTS. The user has to use DestroyOfflineTts()
@@ -643,13 +646,26 @@ SHERPA_ONNX_API SherpaOnnxOfflineTts *SherpaOnnxCreateOfflineTts(
 // Free the pointer returned by CreateOfflineTts()
 SHERPA_ONNX_API void SherpaOnnxDestroyOfflineTts(SherpaOnnxOfflineTts *tts);
 
+// Return the sample rate of the current TTS object
+SHERPA_ONNX_API int32_t
+SherpaOnnxOfflineTtsSampleRate(const SherpaOnnxOfflineTts *tts);
+
 // Generate audio from the given text and speaker id (sid).
-// The user has to use DestroyOfflineTtsGeneratedAudio() to free the returned
+// The user has to use DestroyOfflineTtsGeneratedAudio() to free the
-// pointer to avoid memory leak.
+// returned pointer to avoid memory leak.
 SHERPA_ONNX_API const SherpaOnnxGeneratedAudio *SherpaOnnxOfflineTtsGenerate(
     const SherpaOnnxOfflineTts *tts, const char *text, int32_t sid,
     float speed);
 
+// callback is called whenever SherpaOnnxOfflineTtsConfig.max_num_sentences
+// sentences have been processed. The pointer passed to the callback
+// is freed once the callback is returned. So the caller should not keep
+// a reference to it.
+SHERPA_ONNX_API const SherpaOnnxGeneratedAudio *
+SherpaOnnxOfflineTtsGenerateWithCallback(
+    const SherpaOnnxOfflineTts *tts, const char *text, int32_t sid, float speed,
+    SherpaOnnxGeneratedAudioCallback callback);
+
 SHERPA_ONNX_API void SherpaOnnxDestroyOfflineTtsGeneratedAudio(
     const SherpaOnnxGeneratedAudio *p);
 

sherpa-onnx/csrc/CMakeLists.txt

@@ -165,30 +165,26 @@ add_executable(sherpa-onnx-offline sherpa-onnx-offline.cc)
 add_executable(sherpa-onnx-offline-parallel sherpa-onnx-offline-parallel.cc)
 add_executable(sherpa-onnx-offline-tts sherpa-onnx-offline-tts.cc)
 
+set(main_exes
+  sherpa-onnx
+  sherpa-onnx-offline
+  sherpa-onnx-offline-parallel
+  sherpa-onnx-offline-tts
+)
+
+foreach(exe IN LISTS main_exes)
+  target_link_libraries(${exe} sherpa-onnx-core)
+endforeach()
 
-target_link_libraries(sherpa-onnx sherpa-onnx-core)
-target_link_libraries(sherpa-onnx-offline sherpa-onnx-core)
-target_link_libraries(sherpa-onnx-offline-parallel sherpa-onnx-core)
-target_link_libraries(sherpa-onnx-offline-tts sherpa-onnx-core)
 if(NOT WIN32)
-  target_link_libraries(sherpa-onnx "-Wl,-rpath,${SHERPA_ONNX_RPATH_ORIGIN}/../lib")
+  foreach(exe IN LISTS main_exes)
-  target_link_libraries(sherpa-onnx "-Wl,-rpath,${SHERPA_ONNX_RPATH_ORIGIN}/../../../sherpa_onnx/lib")
+    target_link_libraries(${exe} "-Wl,-rpath,${SHERPA_ONNX_RPATH_ORIGIN}/../lib")
+    target_link_libraries(${exe} "-Wl,-rpath,${SHERPA_ONNX_RPATH_ORIGIN}/../../../sherpa_onnx/lib")
 
-  target_link_libraries(sherpa-onnx-offline "-Wl,-rpath,${SHERPA_ONNX_RPATH_ORIGIN}/../lib")
+    if(SHERPA_ONNX_ENABLE_PYTHON)
-  target_link_libraries(sherpa-onnx-offline "-Wl,-rpath,${SHERPA_ONNX_RPATH_ORIGIN}/../../../sherpa_onnx/lib")
+      target_link_libraries(${exe} "-Wl,-rpath,${SHERPA_ONNX_RPATH_ORIGIN}/../lib/python${PYTHON_VERSION}/site-packages/sherpa_onnx/lib")
-
+    endif()
-  target_link_libraries(sherpa-onnx-offline-parallel "-Wl,-rpath,${SHERPA_ONNX_RPATH_ORIGIN}/../lib")
+  endforeach()
-  target_link_libraries(sherpa-onnx-offline-parallel "-Wl,-rpath,${SHERPA_ONNX_RPATH_ORIGIN}/../../../sherpa_onnx/lib")
-
-  target_link_libraries(sherpa-onnx-offline-tts "-Wl,-rpath,${SHERPA_ONNX_RPATH_ORIGIN}/../lib")
-  target_link_libraries(sherpa-onnx-offline-tts "-Wl,-rpath,${SHERPA_ONNX_RPATH_ORIGIN}/../../../sherpa_onnx/lib")
-
-  if(SHERPA_ONNX_ENABLE_PYTHON)
-    target_link_libraries(sherpa-onnx "-Wl,-rpath,${SHERPA_ONNX_RPATH_ORIGIN}/../lib/python${PYTHON_VERSION}/site-packages/sherpa_onnx/lib")
-    target_link_libraries(sherpa-onnx-offline "-Wl,-rpath,${SHERPA_ONNX_RPATH_ORIGIN}/../lib/python${PYTHON_VERSION}/site-packages/sherpa_onnx/lib")
-    target_link_libraries(sherpa-onnx-offline-parallel "-Wl,-rpath,${SHERPA_ONNX_RPATH_ORIGIN}/../lib/python${PYTHON_VERSION}/site-packages/sherpa_onnx/lib")
-    target_link_libraries(sherpa-onnx-offline-tts "-Wl,-rpath,${SHERPA_ONNX_RPATH_ORIGIN}/../lib/python${PYTHON_VERSION}/site-packages/sherpa_onnx/lib")
-  endif()
 endif()
 
 if(SHERPA_ONNX_ENABLE_PYTHON AND WIN32)
@@ -203,10 +199,7 @@ endif()
 
 install(
   TARGETS
-    sherpa-onnx
+    ${main_exes}
-    sherpa-onnx-offline
-    sherpa-onnx-offline-parallel
-    sherpa-onnx-offline-tts
   DESTINATION
     bin
 )
@@ -224,6 +217,11 @@ if(SHERPA_ONNX_HAS_ALSA)
 endif()
 
 if(SHERPA_ONNX_ENABLE_PORTAUDIO)
+  add_executable(sherpa-onnx-offline-tts-play
+    sherpa-onnx-offline-tts-play.cc
+    microphone.cc
+  )
+
   add_executable(sherpa-onnx-microphone
     sherpa-onnx-microphone.cc
     microphone.cc
@@ -251,6 +249,7 @@ if(SHERPA_ONNX_ENABLE_PORTAUDIO)
   endif()
 
   set(exes
+    sherpa-onnx-offline-tts-play
     sherpa-onnx-microphone
     sherpa-onnx-microphone-offline
     sherpa-onnx-vad-microphone
@@ -267,7 +266,6 @@ if(SHERPA_ONNX_ENABLE_PORTAUDIO)
     endforeach()
 
     if(SHERPA_ONNX_ENABLE_PYTHON)
-
       foreach(exe IN LISTS exes)
         target_link_libraries(${exe} "-Wl,-rpath,${SHERPA_ONNX_RPATH_ORIGIN}/../lib/python${PYTHON_VERSION}/site-packages/sherpa_onnx/lib")
       endforeach()
@@ -343,7 +341,6 @@ if(SHERPA_ONNX_ENABLE_WEBSOCKET)
   )
 endif()
 
-
 if(SHERPA_ONNX_ENABLE_TESTS)
   set(sherpa_onnx_test_srcs
     cat-test.cc

sherpa-onnx/csrc/offline-tts-impl.h

@@ -28,8 +28,12 @@ class OfflineTtsImpl {
                                                 const OfflineTtsConfig &config);
 #endif
 
-  virtual GeneratedAudio Generate(const std::string &text, int64_t sid = 0,
+  virtual GeneratedAudio Generate(
-                                  float speed = 1.0) const = 0;
+      const std::string &text, int64_t sid = 0, float speed = 1.0,
+      GeneratedAudioCallback callback = nullptr) const = 0;
+
+  // Return the sample rate of the generated audio
+  virtual int32_t SampleRate() const = 0;
 };
 
 }  // namespace sherpa_onnx

sherpa-onnx/csrc/offline-tts-vits-impl.h

@@ -69,8 +69,11 @@ class OfflineTtsVitsImpl : public OfflineTtsImpl {
   }
 #endif
 
-  GeneratedAudio Generate(const std::string &_text, int64_t sid = 0,
+  int32_t SampleRate() const override { return model_->SampleRate(); }
-                          float speed = 1.0) const override {
+
+  GeneratedAudio Generate(
+      const std::string &_text, int64_t sid = 0, float speed = 1.0,
+      GeneratedAudioCallback callback = nullptr) const override {
     int32_t num_speakers = model_->NumSpeakers();
     if (num_speakers == 0 && sid != 0) {
       SHERPA_ONNX_LOGE(
@@ -118,7 +121,11 @@ class OfflineTtsVitsImpl : public OfflineTtsImpl {
     int32_t x_size = static_cast<int32_t>(x.size());
 
     if (config_.max_num_sentences <= 0 || x_size <= config_.max_num_sentences) {
-      return Process(x, sid, speed);
+      auto ans = Process(x, sid, speed);
+      if (callback) {
+        callback(ans.samples.data(), ans.samples.size());
+      }
+      return ans;
     }
 
     // the input text is too long, we process sentences within it in batches
@@ -149,6 +156,12 @@ class OfflineTtsVitsImpl : public OfflineTtsImpl {
       ans.sample_rate = audio.sample_rate;
       ans.samples.insert(ans.samples.end(), audio.samples.begin(),
                          audio.samples.end());
+      if (callback) {
+        callback(audio.samples.data(), audio.samples.size());
+        // Caution(fangjun): audio is freed when the callback returns, so users
+        // should copy the data if they want to access the data after
+        // the callback returns to avoid segmentation fault.
+      }
     }
 
     batch.clear();
@@ -162,6 +175,12 @@ class OfflineTtsVitsImpl : public OfflineTtsImpl {
       ans.sample_rate = audio.sample_rate;
       ans.samples.insert(ans.samples.end(), audio.samples.begin(),
                          audio.samples.end());
+      if (callback) {
+        callback(audio.samples.data(), audio.samples.size());
+        // Caution(fangjun): audio is freed when the callback returns, so users
+        // should copy the data if they want to access the data after
+        // the callback returns to avoid segmentation fault.
+      }
     }
 
     return ans;

sherpa-onnx/csrc/offline-tts.cc

@@ -65,9 +65,12 @@ OfflineTts::OfflineTts(AAssetManager *mgr, const OfflineTtsConfig &config)
 
 OfflineTts::~OfflineTts() = default;
 
-GeneratedAudio OfflineTts::Generate(const std::string &text, int64_t sid /*=0*/,
+GeneratedAudio OfflineTts::Generate(
-                                    float speed /*= 1.0*/) const {
+    const std::string &text, int64_t sid /*=0*/, float speed /*= 1.0*/,
-  return impl_->Generate(text, sid, speed);
+    GeneratedAudioCallback callback /*= nullptr*/) const {
+  return impl_->Generate(text, sid, speed, callback);
 }
 
+int32_t OfflineTts::SampleRate() const { return impl_->SampleRate(); }
+
 }  // namespace sherpa_onnx

sherpa-onnx/csrc/offline-tts.h

@@ -5,6 +5,7 @@
 #define SHERPA_ONNX_CSRC_OFFLINE_TTS_H_
 
 #include <cstdint>
+#include <functional>
 #include <memory>
 #include <string>
 #include <vector>
@@ -53,6 +54,9 @@ struct GeneratedAudio {
 
 class OfflineTtsImpl;
 
+using GeneratedAudioCallback =
+    std::function<void(const float * /*samples*/, int32_t /*n*/)>;
+
 class OfflineTts {
  public:
   ~OfflineTts();
@@ -67,8 +71,20 @@ class OfflineTts {
   //            trained using the VCTK dataset. It is not used for
   //            single-speaker models, e.g., models trained using the ljspeech
   //            dataset.
+  // @param speed The speed for the generated speech. E.g., 2 means 2x faster.
+  // @param callback If not NULL, it is called whenever config.max_num_sentences
+  //                 sentences have been processed. Note that the passed
+  //                 pointer `samples` for the callback might be invalidated
+  //                 after the callback is returned, so the caller should not
+  //                 keep a reference to it. The caller can copy the data if
+  //                 he/she wants to access the samples after the callback
+  //                 returns. The callback is called in the current thread.
   GeneratedAudio Generate(const std::string &text, int64_t sid = 0,
-                          float speed = 1.0) const;
+                          float speed = 1.0,
+                          GeneratedAudioCallback callback = nullptr) const;
+
+  // Return the sample rate of the generated audio
+  int32_t SampleRate() const;
 
  private:
   std::unique_ptr<OfflineTtsImpl> impl_;

sherpa-onnx/csrc/piper-phonemize-lexicon.cc

@@ -95,7 +95,8 @@ static std::vector<int64_t> PhonemesToIds(
       ans.push_back(token2id.at(p));
       ans.push_back(pad);
     } else {
-      SHERPA_ONNX_LOGE("Skip unkown phonemes. Unicode codepoint: \\U+%04x.", p);
+      SHERPA_ONNX_LOGE("Skip unknown phonemes. Unicode codepoint: \\U+%04x.",
+                       static_cast<uint32_t>(p));
     }
   }
   ans.push_back(eos);

sherpa-onnx/csrc/sherpa-onnx-offline-tts-play.cc

@@ -0,0 +1,323 @@
+// sherpa-onnx/csrc/sherpa-onnx-offline-tts-play.cc
+//
+// Copyright (c)  2023  Xiaomi Corporation
+
+#include <signal.h>
+
+#include <algorithm>
+#include <chrono>              // NOLINT
+#include <condition_variable>  // NOLINT
+#include <fstream>
+#include <mutex>  // NOLINT
+#include <queue>
+#include <thread>  // NOLINT
+#include <vector>
+
+#include "portaudio.h"  // NOLINT
+#include "sherpa-onnx/csrc/microphone.h"
+#include "sherpa-onnx/csrc/offline-tts.h"
+#include "sherpa-onnx/csrc/parse-options.h"
+#include "sherpa-onnx/csrc/wave-writer.h"
+
+static std::condition_variable g_cv;
+static std::mutex g_cv_m;
+
+struct Samples {
+  std::vector<float> data;
+  int32_t consumed = 0;
+};
+
+struct Buffer {
+  std::queue<Samples> samples;
+  std::mutex mutex;
+};
+
+static Buffer g_buffer;
+
+static bool g_started = false;
+static bool g_stopped = false;
+static bool g_killed = false;
+
+static void Handler(int32_t /*sig*/) {
+  if (g_killed) {
+    exit(0);
+  }
+
+  g_killed = true;
+  fprintf(stderr, "\nCaught Ctrl + C. Exiting\n");
+}
+
+static void AudioGeneratedCallback(const float *s, int32_t n) {
+  if (n > 0) {
+    Samples samples;
+    samples.data = std::vector<float>{s, s + n};
+
+    std::lock_guard<std::mutex> lock(g_buffer.mutex);
+    g_buffer.samples.push(std::move(samples));
+    g_started = true;
+  }
+}
+
+static int PlayCallback(const void * /*in*/, void *out,
+                        unsigned long n,  // NOLINT
+                        const PaStreamCallbackTimeInfo * /*time_info*/,
+                        PaStreamCallbackFlags /*status_flags*/,
+                        void * /*user_data*/) {
+  if (g_killed) {
+    return paComplete;
+  }
+
+  float *pout = reinterpret_cast<float *>(out);
+  std::lock_guard<std::mutex> lock(g_buffer.mutex);
+
+  if (g_buffer.samples.empty()) {
+    if (g_stopped) {
+      // no more data is available and we have processed all of the samples
+      return paComplete;
+    }
+
+    // The current sentence is so long, though very unlikely, that
+    // the model has not finished processing it yet.
+    std::fill_n(pout, n, 0);
+
+    return paContinue;
+  }
+
+  int32_t k = 0;
+  for (; k < n && !g_buffer.samples.empty();) {
+    int32_t this_block = n - k;
+
+    auto &p = g_buffer.samples.front();
+
+    int32_t remaining = p.data.size() - p.consumed;
+
+    if (this_block <= remaining) {
+      std::copy(p.data.begin() + p.consumed,
+                p.data.begin() + p.consumed + this_block, pout + k);
+      p.consumed += this_block;
+
+      k = n;
+
+      if (p.consumed == p.data.size()) {
+        g_buffer.samples.pop();
+      }
+      break;
+    }
+
+    std::copy(p.data.begin() + p.consumed, p.data.end(), pout + k);
+    k += p.data.size() - p.consumed;
+    g_buffer.samples.pop();
+  }
+
+  if (k < n) {
+    std::fill_n(pout + k, n - k, 0);
+  }
+
+  if (g_stopped && g_buffer.samples.empty()) {
+    return paComplete;
+  }
+
+  return paContinue;
+}
+
+static void PlayCallbackFinished(void *userData) { g_cv.notify_all(); }
+
+static void StartPlayback(int32_t sample_rate) {
+  int32_t frames_per_buffer = 1024;
+  PaStreamParameters outputParameters;
+  PaStream *stream;
+  PaError err;
+
+  outputParameters.device =
+      Pa_GetDefaultOutputDevice(); /* default output device */
+
+  outputParameters.channelCount = 1;         /* stereo output */
+  outputParameters.sampleFormat = paFloat32; /* 32 bit floating point output */
+  outputParameters.suggestedLatency =
+      Pa_GetDeviceInfo(outputParameters.device)->defaultLowOutputLatency;
+  outputParameters.hostApiSpecificStreamInfo = nullptr;
+
+  err = Pa_OpenStream(&stream, nullptr, /* no input */
+                      &outputParameters, sample_rate, frames_per_buffer,
+                      paClipOff,  // we won't output out of range samples so
+                                  //   don't bother clipping them
+                      PlayCallback, nullptr);
+  if (err != paNoError) {
+    fprintf(stderr, "%d portaudio error: %s\n", __LINE__, Pa_GetErrorText(err));
+    return;
+  }
+
+  err = Pa_SetStreamFinishedCallback(stream, &PlayCallbackFinished);
+  if (err != paNoError) {
+    fprintf(stderr, "%d portaudio error: %s\n", __LINE__, Pa_GetErrorText(err));
+    return;
+  }
+
+  err = Pa_StartStream(stream);
+  if (err != paNoError) {
+    fprintf(stderr, "%d portaudio error: %s\n", __LINE__, Pa_GetErrorText(err));
+    return;
+  }
+
+  std::unique_lock<std::mutex> lock(g_cv_m);
+  while (!g_killed && !g_stopped &&
+         (!g_started || (g_started && !g_buffer.samples.empty()))) {
+    g_cv.wait(lock);
+  }
+
+  err = Pa_StopStream(stream);
+  if (err != paNoError) {
+    return;
+  }
+
+  err = Pa_CloseStream(stream);
+  if (err != paNoError) {
+    return;
+  }
+}
+
+int main(int32_t argc, char *argv[]) {
+  signal(SIGINT, Handler);
+
+  const char *kUsageMessage = R"usage(
+Offline text-to-speech with sherpa-onnx.
+
+It plays the generated audio as the model is processing.
+
+Usage example:
+
+wget https://github.com/k2-fsa/sherpa-onnx/releases/download/tts-models/vits-piper-en_US-amy-low.tar.bz2
+tar xf vits-piper-en_US-amy-low.tar.bz2
+
+./bin/sherpa-onnx-offline-tts-play \
+ --vits-model=./vits-piper-en_US-amy-low/en_US-amy-low.onnx \
+ --vits-tokens=./vits-piper-en_US-amy-low/tokens.txt \
+ --vits-data-dir=./vits-piper-en_US-amy-low/espeak-ng-data \
+ --output-filename=./generated.wav \
+ "Today as always, men fall into two groups: slaves and free men. Whoever does not have two-thirds of his day for himself, is a slave, whatever he may be: a statesman, a businessman, an official, or a scholar."
+
+It will generate a file ./generated.wav as specified by --output-filename.
+
+You can find more models at
+https://github.com/k2-fsa/sherpa-onnx/releases/tag/tts-models
+
+Please see
+https://k2-fsa.github.io/sherpa/onnx/tts/index.html
+or details.
+)usage";
+
+  sherpa_onnx::ParseOptions po(kUsageMessage);
+  std::string output_filename = "./generated.wav";
+  int32_t sid = 0;
+
+  po.Register("output-filename", &output_filename,
+              "Path to save the generated audio");
+
+  po.Register("sid", &sid,
+              "Speaker ID. Used only for multi-speaker models, e.g., models "
+              "trained using the VCTK dataset. Not used for single-speaker "
+              "models, e.g., models trained using the LJSpeech dataset");
+
+  sherpa_onnx::OfflineTtsConfig config;
+
+  config.Register(&po);
+  po.Read(argc, argv);
+
+  if (po.NumArgs() == 0) {
+    fprintf(stderr, "Error: Please provide the text to generate audio.\n\n");
+    po.PrintUsage();
+    exit(EXIT_FAILURE);
+  }
+
+  if (po.NumArgs() > 1) {
+    fprintf(stderr,
+            "Error: Accept only one positional argument. Please use single "
+            "quotes to wrap your text\n");
+    po.PrintUsage();
+    exit(EXIT_FAILURE);
+  }
+
+  if (!config.Validate()) {
+    fprintf(stderr, "Errors in config!\n");
+    exit(EXIT_FAILURE);
+  }
+
+  sherpa_onnx::Microphone mic;
+
+  PaDeviceIndex num_devices = Pa_GetDeviceCount();
+  fprintf(stderr, "Num devices: %d\n", num_devices);
+
+  PaStreamParameters param;
+
+  param.device = Pa_GetDefaultOutputDevice();
+  if (param.device == paNoDevice) {
+    fprintf(stderr, "No default output device found\n");
+    exit(EXIT_FAILURE);
+  }
+  fprintf(stderr, "Use default device: %d\n", param.device);
+
+  const PaDeviceInfo *info = Pa_GetDeviceInfo(param.device);
+  fprintf(stderr, "  Name: %s\n", info->name);
+  fprintf(stderr, "  Max output channels: %d\n", info->maxOutputChannels);
+
+  if (config.max_num_sentences != 1) {
+    fprintf(stderr, "Setting config.max_num_sentences to 1\n");
+    config.max_num_sentences = 1;
+  }
+
+  fprintf(stderr, "Loading the model\n");
+  sherpa_onnx::OfflineTts tts(config);
+
+  fprintf(stderr, "Start the playback thread\n");
+  std::thread playback_thread(StartPlayback, tts.SampleRate());
+
+  float speed = 1.0;
+
+  fprintf(stderr, "Generating ...\n");
+  const auto begin = std::chrono::steady_clock::now();
+  auto audio = tts.Generate(po.GetArg(1), sid, speed, AudioGeneratedCallback);
+  const auto end = std::chrono::steady_clock::now();
+  g_stopped = true;
+  fprintf(stderr, "Generating done!\n");
+  if (audio.samples.empty()) {
+    fprintf(
+        stderr,
+        "Error in generating audio. Please read previous error messages.\n");
+    exit(EXIT_FAILURE);
+  }
+
+  float elapsed_seconds =
+      std::chrono::duration_cast<std::chrono::milliseconds>(end - begin)
+          .count() /
+      1000.;
+  float duration = audio.samples.size() / static_cast<float>(audio.sample_rate);
+
+  float rtf = elapsed_seconds / duration;
+  fprintf(stderr, "Elapsed seconds: %.3f s\n", elapsed_seconds);
+  fprintf(stderr, "Audio duration: %.3f s\n", duration);
+  fprintf(stderr, "Real-time factor (RTF): %.3f/%.3f = %.3f\n", elapsed_seconds,
+          duration, rtf);
+
+  bool ok = sherpa_onnx::WriteWave(output_filename, audio.sample_rate,
+                                   audio.samples.data(), audio.samples.size());
+  if (!ok) {
+    fprintf(stderr, "Failed to write wave to %s\n", output_filename.c_str());
+    exit(EXIT_FAILURE);
+  }
+
+  fprintf(stderr, "The text is: %s. Speaker ID: %d\n\n", po.GetArg(1).c_str(),
+          sid);
+  fprintf(stderr, "\n**** Saved to %s successfully! ****\n",
+          output_filename.c_str());
+
+  fprintf(stderr, "\n");
+  fprintf(
+      stderr,
+      "Wait for the playback to finish. You can safely press ctrl + C to stop "
+      "the playback.\n");
+  playback_thread.join();
+
+  fprintf(stderr, "Done!\n");
+
+  return 0;
+}

sherpa-onnx/csrc/sherpa-onnx-offline-tts.cc

@@ -2,6 +2,7 @@
 //
 // Copyright (c)  2023  Xiaomi Corporation
 
+#include <chrono>  // NOLINT
 #include <fstream>
 
 #include "sherpa-onnx/csrc/offline-tts.h"
@@ -12,31 +13,22 @@ int main(int32_t argc, char *argv[]) {
   const char *kUsageMessage = R"usage(
 Offline text-to-speech with sherpa-onnx
 
+Usage example:
+
+wget https://github.com/k2-fsa/sherpa-onnx/releases/download/tts-models/vits-piper-en_US-amy-low.tar.bz2
+tar xf vits-piper-en_US-amy-low.tar.bz2
+
 ./bin/sherpa-onnx-offline-tts \
- --vits-model=/path/to/model.onnx \
+ --vits-model=./vits-piper-en_US-amy-low/en_US-amy-low.onnx \
- --vits-lexicon=/path/to/lexicon.txt \
+ --vits-tokens=./vits-piper-en_US-amy-low/tokens.txt \
- --vits-tokens=/path/to/tokens.txt \
+ --vits-data-dir=./vits-piper-en_US-amy-low/espeak-ng-data \
- --sid=0 \
  --output-filename=./generated.wav \
- 'some text within single quotes on linux/macos or use double quotes on windows'
+ "Today as always, men fall into two groups: slaves and free men. Whoever does not have two-thirds of his day for himself, is a slave, whatever he may be: a statesman, a businessman, an official, or a scholar."
 
 It will generate a file ./generated.wav as specified by --output-filename.
 
-You can download a test model from
+You can find more models at
-https://huggingface.co/csukuangfj/vits-ljs
+https://github.com/k2-fsa/sherpa-onnx/releases/tag/tts-models
-
-For instance, you can use:
-wget https://huggingface.co/csukuangfj/vits-ljs/resolve/main/vits-ljs.onnx
-wget https://huggingface.co/csukuangfj/vits-ljs/resolve/main/lexicon.txt
-wget https://huggingface.co/csukuangfj/vits-ljs/resolve/main/tokens.txt
-
-./bin/sherpa-onnx-offline-tts \
-  --vits-model=./vits-ljs.onnx \
-  --vits-lexicon=./lexicon.txt \
-  --vits-tokens=./tokens.txt \
-  --sid=0 \
-  --output-filename=./generated.wav \
-  'liliana, the most beautiful and lovely assistant of our team!'
 
 Please see
 https://k2-fsa.github.io/sherpa/onnx/tts/index.html
@@ -80,14 +72,30 @@ or details.
   }
 
   sherpa_onnx::OfflineTts tts(config);
+
+  const auto begin = std::chrono::steady_clock::now();
   auto audio = tts.Generate(po.GetArg(1), sid);
+  const auto end = std::chrono::steady_clock::now();
+
   if (audio.samples.empty()) {
     fprintf(
         stderr,
-        "Error in generating audios. Please read previous error messages.\n");
+        "Error in generating audio. Please read previous error messages.\n");
     exit(EXIT_FAILURE);
   }
 
+  float elapsed_seconds =
+      std::chrono::duration_cast<std::chrono::milliseconds>(end - begin)
+          .count() /
+      1000.;
+  float duration = audio.samples.size() / static_cast<float>(audio.sample_rate);
+
+  float rtf = elapsed_seconds / duration;
+  fprintf(stderr, "Elapsed seconds: %.3f s\n", elapsed_seconds);
+  fprintf(stderr, "Audio duration: %.3f s\n", duration);
+  fprintf(stderr, "Real-time factor (RTF): %.3f/%.3f = %.3f\n", elapsed_seconds,
+          duration, rtf);
+
   bool ok = sherpa_onnx::WriteWave(output_filename, audio.sample_rate,
                                    audio.samples.data(), audio.samples.size());
   if (!ok) {

sherpa-onnx/python/csrc/offline-tts.cc

@@ -3,6 +3,7 @@
 // Copyright (c)  2023  Xiaomi Corporation
 #include "sherpa-onnx/python/csrc/offline-tts.h"
 
+#include <algorithm>
 #include <string>
 
 #include "sherpa-onnx/csrc/offline-tts.h"
@@ -48,8 +49,35 @@ void PybindOfflineTts(py::module *m) {
   using PyClass = OfflineTts;
   py::class_<PyClass>(*m, "OfflineTts")
       .def(py::init<const OfflineTtsConfig &>(), py::arg("config"))
-      .def("generate", &PyClass::Generate, py::arg("text"), py::arg("sid") = 0,
+      .def_property_readonly("sample_rate", &PyClass::SampleRate)
-           py::arg("speed") = 1.0, py::call_guard<py::gil_scoped_release>());
+      .def(
+          "generate",
+          [](const PyClass &self, const std::string &text, int64_t sid,
+             float speed, std::function<void(py::array_t<float>)> callback)
+              -> GeneratedAudio {
+            if (!callback) {
+              return self.Generate(text, sid, speed);
+            }
+
+            std::function<void(const float *, int32_t)> callback_wrapper =
+                [callback](const float *samples, int32_t n) {
+                  // CAUTION(fangjun): we have to copy samples since it is
+                  // freed once the call back returns.
+
+                  pybind11::gil_scoped_acquire acquire;
+
+                  pybind11::array_t<float> array(n);
+                  py::buffer_info buf = array.request();
+                  auto p = static_cast<float *>(buf.ptr);
+                  std::copy(samples, samples + n, p);
+                  callback(array);
+                };
+
+            return self.Generate(text, sid, speed, callback_wrapper);
+          },
+          py::arg("text"), py::arg("sid") = 0, py::arg("speed") = 1.0,
+          py::arg("callback") = py::none(),
+          py::call_guard<py::gil_scoped_release>());
 }
 
 }  // namespace sherpa_onnx

sherpa-onnx/python/csrc/sherpa-onnx.h

@@ -5,6 +5,7 @@
 #ifndef SHERPA_ONNX_PYTHON_CSRC_SHERPA_ONNX_H_
 #define SHERPA_ONNX_PYTHON_CSRC_SHERPA_ONNX_H_
 
+#include "pybind11/functional.h"
 #include "pybind11/numpy.h"
 #include "pybind11/pybind11.h"
 #include "pybind11/stl.h"