From 23758baa017f940eb7563ac089c02f0fd9b1ef53 Mon Sep 17 00:00:00 2001 From: xuchen Date: Mon, 9 May 2016 18:02:55 -0700 Subject: [PATCH] initial commit --- .gitignore | 7 ++ README.md | 117 +++++++++++++++++++ include/snowboy-detect.h | 112 ++++++++++++++++++ lib/ios/libsnowboy-detect.a | Bin 0 -> 4728600 bytes lib/osx/libsnowboy-detect.a | Bin 0 -> 1057008 bytes lib/ubuntu64/libsnowboy-detect.a | Bin 0 -> 1162604 bytes resources/common.res | Bin 0 -> 486880 bytes resources/ding.wav | Bin 0 -> 15782 bytes resources/dong.wav | Bin 0 -> 12996 bytes resources/snowboy.umdl | Bin 0 -> 10915 bytes swig/python/Makefile | 52 +++++++++ swig/python/demo.py | 35 ++++++ swig/python/demo2.py | 41 +++++++ swig/python/requirements.txt | 1 + swig/python/resources | 1 + swig/python/snowboy-detect-swig.i | 15 +++ swig/python/snowboydecoder.py | 183 ++++++++++++++++++++++++++++++ 17 files changed, 564 insertions(+) create mode 100644 .gitignore create mode 100644 README.md create mode 100644 include/snowboy-detect.h create mode 100644 lib/ios/libsnowboy-detect.a create mode 100644 lib/osx/libsnowboy-detect.a create mode 100644 lib/ubuntu64/libsnowboy-detect.a create mode 100644 resources/common.res create mode 100644 resources/ding.wav create mode 100644 resources/dong.wav create mode 100644 resources/snowboy.umdl create mode 100644 swig/python/Makefile create mode 100644 swig/python/demo.py create mode 100644 swig/python/demo2.py create mode 100644 swig/python/requirements.txt create mode 120000 swig/python/resources create mode 100644 swig/python/snowboy-detect-swig.i create mode 100644 swig/python/snowboydecoder.py diff --git a/.gitignore b/.gitignore new file mode 100644 index 00000000..cc6ea75c --- /dev/null +++ b/.gitignore @@ -0,0 +1,7 @@ +/lib/libsnowboy-detect.a +snowboy-detect-swig.cc +snowboydetect.py + +*.pyc +*.o +*.so diff --git a/README.md b/README.md new file mode 100644 index 00000000..e2526a09 --- /dev/null +++ b/README.md @@ -0,0 +1,117 @@ +# Snowboy Hotword Detection + +by [KITT.AI](http://kitt.ai). + +[Home Page](https://snowboy.kitt.ai) + +[Full Documentation](https://snowboy.kitt.ai/docs) + + +Version: 1.0.0 (5/10/2016) + +Snowboy is a customizable hotword detection engine for you to create your own +hotword like "OK Google" or "Alexa". It is powered by deep neural networks and has the following properties: + +* **highly customizable**: you can freely define your own magic phrase here – +let it be “open sesame”, “garage door open”, or “hello dreamhouse”, you name it. + +* **always listening** but protects your privacy: Snowboy does not use Internet and does *not* stream your voice to the cloud. + +* light-weight and **embedded**: it even runs on a Raspberry Pi and consumes less than 10% CPU on the weakest Pi (single-core 700MHz ARMv6). + +* Apache licensed! + +Currently Snowboy supports: + +* all versions of Raspberry Pi (with Raspbian based on Debian Jessie 8.0) +* 64bit Mac OS X +* 64bit Ubuntu (12.04 and 14.04) + +It ships in the form of a **C library** with **Python** wrappers generated by SWIG. We welcome wrappers for other languages -- feel free to send a pull request! + +If you want support on other hardware/OS, please send your request to [snowboy@kitt.ai](mailto:snowboy.kitt.ai) + + +## Dependencies + +Snowboy's Python wrapper uses PortAudio to access your device's microphone. + +### Mac OS X + +`brew` install `swig`, `sox`, `portaudio` and its Python binding `pyaudio`: + + brew install swig portaudio sox + pip install pyaudio + +If you don't have Homebrew installed, please download it [here](http://brew.sh/). If you don't have `pip`, you can install it [here](https://pip.pypa.io/en/stable/installing/). + +Make sure that you can record audio with your microphone: + + rec t.wav + +### Ubuntu + +First `apt-get` install `swig`, `sox`, `portaudio` and its Python binding `pyaudio`: + + sudo apt-get install swig3.0 python-pyaudio python3-pyaudio sox + pip install pyaudio + +Then install the `atlas` matrix computing library: + + sudo apt-get install libatlas-base-dev + +Make sure that you can record audio with your microphone: + + rec t.wav + +If you need extra setup on your audio (especially on a Raspberry Pi), please see the [full documentation](https://snowboy.kitt.ai/docs). + +## Compile a Python Wrapper + + cd swig/python + make + +SWIG will generate a `_snowboydetect.so` file and a simple (but hard-to-read) python wrapper `snowboydetect.py`. We have provided a higher level python wrapper `snowboydecoder.py` on top of that. + +Feel free to adapt the `Makefile` in `swig/python` to your own system's setting if you cannot `make` it. + + +## Quick Start + +Go to the `swig/python` folder and open your python console: + + In [1]: import snowboydecoder + + In [2]: def detected_callback(): + ....: print "hotword detected" + ....: + + In [3]: detector = snowboydecoder.HotwordDetector("resources/snowboy.umdl", sensitivity=0.5, audio_gain=1) + + In [4]: detector.start(detected_callback) + +Then speak "snowboy" to your microphone to see whetheer Snowboy detects you. + +The `snowboy.umdl` file is a "universal" model that detect different people speaking "snowboy". If you want other hotwords, please go to [snowboy.kitt.ai](https://snowboy.kitt.ai) to record, train and downloand your own personal model (a `.pmdl` file). + +When `sensitiviy` is higher, the hotword gets more easily triggered. But you might get more false alarms. + +`audio_gain` controls whether to increase (>1) or decrease (<1) input volume. + +Two demo files `demo.py` and `demo2.py` are provided to show more usages. + +Note: if you see the following error: + + TypeError: __init__() got an unexpected keyword argument 'model_str' + +You are probably using an old version of SWIG. Please upgrade. We have tested with SWIG version 3.0.7 and 3.0.8. + +## Advanced Usages & Demos + +See [Full Documentation](https://snowboy.kitt.ai/docs). + +## Change Log + +**5/10/2016** + +* initial release \ No newline at end of file diff --git a/include/snowboy-detect.h b/include/snowboy-detect.h new file mode 100644 index 00000000..b7a35de6 --- /dev/null +++ b/include/snowboy-detect.h @@ -0,0 +1,112 @@ +// include/snowboy-detect.h + +// Copyright 2016 KITT.AI (author: Guoguo Chen) + +#ifndef SNOWBOY_INCLUDE_SNOWBOY_DETECT_H_ +#define SNOWBOY_INCLUDE_SNOWBOY_DETECT_H_ + +#include +#include + +namespace snowboy { + +// Forward declaration. +struct WaveHeader; +class PipelineDetect; + +//////////////////////////////////////////////////////////////////////////////// +// +// SnowboyDetect class interface. +// +//////////////////////////////////////////////////////////////////////////////// +class SnowboyDetect { + public: + // Constructor that takes a resource file, and a list of hotword models which + // are separated by comma. In the case that more than one hotword exist in the + // provided models, RunDetection() will return the index of the hotword, if + // the corresponding hotword is triggered. + // + // CAVEAT: a personal model only contain one hotword, but an universal model + // may contain multiple hotwords. It is your responsibility to figure + // out the index of the hotword. For example, if your model string is + // "foo.pmdl,bar.umdl", where foo.pmdl contains hotword x, bar.umdl + // has two hotwords y and z, the indices of different hotwords are as + // follows: + // x 1 + // y 2 + // z 3 + // + // @param [in] resource_filename Filename of resource file. + // @param [in] model_str A string of multiple hotword models, + // separated by comma. + SnowboyDetect(const std::string& resource_filename, + const std::string& model_str); + + // Resets the detection. This class handles voice activity detection (VAD) + // internally. But if you have an external VAD, you should call Reset() + // whenever you see segment end from your VAD. + bool Reset(); + + // Runs hotword detection. Supported audio format is WAVE (with linear PCM, + // 8-bits unsigned integer, 16-bits signed integer or 32-bits signed integer). + // See SampleRate(), NumChannels() and BitsPerSample() for the required + // sampling rate, number of channels and bits per sample values. You are + // supposed to provide a small chunk of data (e.g., 0.1 second) each time you + // call RunDetection(). Larger chunk usually leads to longer delay, but less + // CPU usage. + // + // Definition of return values: + // -1: Error. + // 0: No event. + // 1: Hotword 1 triggered. + // 2: Hotword 2 triggered. + // ... + // + // @param [in] data Small chunk of data to be detected. See + // above for the supported data format. + int RunDetection(const std::string& data); + + // Sets the sensitivity string for the loaded hotwords. A is + // a list of floating numbers between 0 and 1, and separated by comma. For + // example, if there are 3 loaded hotwords, your string should looks something + // like this: + // 0.4,0.5,0.8 + // Make sure you properly align the sensitivity value to the corresponding + // hotword. + void SetSensitivity(const std::string& sensitivity_str); + + // Returns the sensitivity string for the current hotwords. + std::string GetSensitivity() const; + + // Applied a fixed gain to the input audio. In case you have a very weak + // microphone, you can use this function to boost input audio level. + void SetAudioGain(const float audio_gain); + + // Writes the models to the model filenames specified in in the + // constructor. This overwrites the original model with the latest parameter + // setting. You are supposed to call this function if you have updated the + // hotword sensitivities through SetSensitivity(), and you would like to store + // those values in the model as the default value. + void UpdateModel() const; + + // Returns the number of the loaded hotwords. This helps you to figure the + // index of the hotwords. + int NumHotwords() const; + + // Returns the required sampling rate, number of channels and bits per sample + // values for the audio data. You should use this information to set up your + // audio capturing interface. + int SampleRate() const; + int NumChannels() const; + int BitsPerSample() const; + + ~SnowboyDetect(); + + private: + std::unique_ptr wave_header_; + std::unique_ptr detect_pipeline_; +}; + +} // namespace snowboy + +#endif // SNOWBOY_INCLUDE_SNOWBOY_DETECT_H_ diff --git a/lib/ios/libsnowboy-detect.a b/lib/ios/libsnowboy-detect.a new file mode 100644 index 0000000000000000000000000000000000000000..3f74cada74d04dbd5aeb73f0dfb4d6d57a006594 GIT binary patch literal 4728600 zcmeEv34D~r`TrXT5FxVBqN1Wk#T#*VbC4)nAX!4n6-h)yaoHrBWF^VQ-3^DLMnjOe zuG&^x>s7RPRBNTy16vOeYtX+xwQ8%aR?$|w6#NzOLTklC*$H}Sdh z3*GsJ1%=Ln+}r}E3m($j<#ZP2=jY}YIScZO1p4BUUhl-pb7q%%rW0-ccIGO|`ABX2 z)C}cRh6V5=`=5{yg7gu5k6}H#pTqW99Bvml(BcD~ObHKU*v{}UaEknIXXs`3OWD2@ zbjbfMhHo=0Wx9!*B`zm*LzjX@7q#{Q0d73H2gGL(wZ5+1_vZ|wd{hASABGW;`2nZm6ZDdDYbU(9ek z!{3jR{%s6bGyOw3-1>c_e<}NSvwIiAbM}}1yVY=P|I2>T{ih6l3@0%BJV*L(X83c4 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diff --git a/swig/python/Makefile b/swig/python/Makefile new file mode 100644 index 00000000..22d06911 --- /dev/null +++ b/swig/python/Makefile @@ -0,0 +1,52 @@ +# Example Makefile that converts snowboy c++ library (snowboy-detect.a) to +# python library (_snowboydetect.so, snowboydetect.py), using swig. + +# Some versions of swig does not work well. We prefer compiling swig from source +# code. We have tested swig-3.0.7.tar.gz. +SWIG := swig + +SNOWBOYDETECTSWIGITF = snowboy-detect-swig.i +SNOWBOYDETECTSWIGOBJ = snowboy-detect-swig.o +SNOWBOYDETECTSWIGCC = snowboy-detect-swig.cc +SNOWBOYDETECTSWIGLIBFILE = _snowboydetect.so + +TOPDIR := ../../ +CXXFLAGS := -I$(TOPDIR) -O3 -fPIC +LDFLAGS := + +ifeq ($(shell uname), Darwin) + CXX := clang++ + PYINC := $(shell /usr/bin/python2.7-config --includes) + PYLIBS := $(shell /usr/bin/python2.7-config --ldflags) + SWIGFLAGS := -bundle -flat_namespace -undefined suppress + LDLIBS := -lm -ldl -framework Accelerate + SNOWBOYDETECTLIBFILE = $(TOPDIR)/lib/osx/libsnowboy-detect.a +else + CXX := g++ + PYINC := $(shell python-config --cflags) + PYLIBS := $(shell python-config --ldflags) + SWIGFLAGS := -shared + CXXFLAGS += -std=c++0x + # Make sure you have Atlas installed. You can statically link Atlas if you + # would like to be able to move the library to a machine without Atlas. + LDLIBS := -lm -ldl -lf77blas -lcblas -llapack_atlas -latlas + SNOWBOYDETECTLIBFILE = $(TOPDIR)/lib/ubuntu64/libsnowboy-detect.a +endif + +all: $(SNOWBOYSWIGLIBFILE) $(SNOWBOYDETECTSWIGLIBFILE) + +%.a: + $(MAKE) -C ${@D} ${@F} + +$(SNOWBOYDETECTSWIGCC): $(SNOWBOYDETECTSWIGITF) + $(SWIG) -I$(TOPDIR) -c++ -python -o $(SNOWBOYDETECTSWIGCC) $(SNOWBOYDETECTSWIGITF) + +$(SNOWBOYDETECTSWIGOBJ): $(SNOWBOYDETECTSWIGCC) + $(CXX) $(PYINC) $(CXXFLAGS) -c $(SNOWBOYDETECTSWIGCC) + +$(SNOWBOYDETECTSWIGLIBFILE): $(SNOWBOYDETECTSWIGOBJ) $(SNOWBOYDETECTLIBFILE) + $(CXX) $(CXXFLAGS) $(LDFLAGS) $(SWIGFLAGS) $(SNOWBOYDETECTSWIGOBJ) \ + $(SNOWBOYDETECTLIBFILE) $(PYLIBS) $(LDLIBS) -o $(SNOWBOYDETECTSWIGLIBFILE) + +clean: + -rm -f *.o *.a *.so snowboydetect.py *.pyc $(SNOWBOYDETECTSWIGCC) diff --git a/swig/python/demo.py b/swig/python/demo.py new file mode 100644 index 00000000..305b8b62 --- /dev/null +++ b/swig/python/demo.py @@ -0,0 +1,35 @@ +import snowboydecoder +import sys +import signal + +interrupted = False + + +def signal_handler(signal, frame): + global interrupted + interrupted = True + + +def interrupt_callback(): + global interrupted + return interrupted + +if len(sys.argv) == 1: + print("Error: need to specify model name") + print("Usage: python demo.py your.model") + sys.exit(-1) + +model = sys.argv[1] + +# capture SIGINT signal, e.g., Ctrl+C +signal.signal(signal.SIGINT, signal_handler) + +detector = snowboydecoder.HotwordDetector(model, sensitivity=0.5) +print('Listening... Press Ctrl+C to exit') + +# main loop +detector.start(detected_callback=snowboydecoder.play_audio_file, + interrupt_check=interrupt_callback, + sleep_time=0.03) + +detector.terminate() diff --git a/swig/python/demo2.py b/swig/python/demo2.py new file mode 100644 index 00000000..489254ab --- /dev/null +++ b/swig/python/demo2.py @@ -0,0 +1,41 @@ +import snowboydecoder +import sys +import signal + +# Demo code for listening two hotwords at the same time + +interrupted = False + + +def signal_handler(signal, frame): + global interrupted + interrupted = True + + +def interrupt_callback(): + global interrupted + return interrupted + +if len(sys.argv) != 3: + print("Error: need to specify 2 model names") + print("Usage: python demo.py 1st.model 2nd.model") + sys.exit(-1) + +models = sys.argv[1:] + +# capture SIGINT signal, e.g., Ctrl+C +signal.signal(signal.SIGINT, signal_handler) + +sensitivity = [0.5]*len(models) +detector = snowboydecoder.HotwordDetector(models, sensitivity=sensitivity) +callbacks = [lambda: snowboydecoder.play_audio_file(snowboydecoder.DETECT_DING), + lambda: snowboydecoder.play_audio_file(snowboydecoder.DETECT_DONG)] +print('Listening... Press Ctrl+C to exit') + +# main loop +# make sure you have the same numbers of callbacks and models +detector.start(detected_callback=callbacks, + interrupt_check=interrupt_callback, + sleep_time=0.03) + +detector.terminate() diff --git a/swig/python/requirements.txt b/swig/python/requirements.txt new file mode 100644 index 00000000..68d034ac --- /dev/null +++ b/swig/python/requirements.txt @@ -0,0 +1 @@ +PyAudio==0.2.9 diff --git a/swig/python/resources b/swig/python/resources new file mode 120000 index 00000000..81bd1c59 --- /dev/null +++ b/swig/python/resources @@ -0,0 +1 @@ +../../resources/ \ No newline at end of file diff --git a/swig/python/snowboy-detect-swig.i b/swig/python/snowboy-detect-swig.i new file mode 100644 index 00000000..8fe450eb --- /dev/null +++ b/swig/python/snowboy-detect-swig.i @@ -0,0 +1,15 @@ +// swig/snowboy-detect-swig.i + +// Copyright 2016 KITT.AI (author: Guoguo Chen) + +%module snowboydetect + +// Suppress SWIG warnings. +#pragma SWIG nowarn=SWIGWARN_PARSE_NESTED_CLASS +%include "std_string.i" + +%{ +#include "include/snowboy-detect.h" +%} + +%include "include/snowboy-detect.h" diff --git a/swig/python/snowboydecoder.py b/swig/python/snowboydecoder.py new file mode 100644 index 00000000..77a20b94 --- /dev/null +++ b/swig/python/snowboydecoder.py @@ -0,0 +1,183 @@ +#!/usr/bin/env python + +import collections +import pyaudio +import snowboydetect +import time +import wave +import os +import logging + +logging.basicConfig() +logger = logging.getLogger("snowboy") +logger.setLevel(logging.INFO) +TOP_DIR = os.path.dirname(os.path.abspath(__file__)) + +RESOURCE_FILE = os.path.join(TOP_DIR, "resources/common.res") +DETECT_DING = os.path.join(TOP_DIR, "resources/ding.wav") +DETECT_DONG = os.path.join(TOP_DIR, "resources/dong.wav") + + +class RingBuffer(object): + """Ring buffer to hold audio from PortAudio""" + def __init__(self, size = 4096): + self._buf = collections.deque(maxlen=size) + + def extend(self, data): + """Adds data to the end of buffer""" + self._buf.extend(data) + + def get(self): + """Retrieves data from the beginning of buffer and clears it""" + tmp = ''.join(self._buf) + self._buf.clear() + return tmp + + +def play_audio_file(fname=DETECT_DING): + """Simple callback function to play a wave file. By default it plays + a Ding sound. + + :param str fname: wave file name + :return: None + """ + ding_wav = wave.open(fname, 'rb') + ding_data = ding_wav.readframes(ding_wav.getnframes()) + audio = pyaudio.PyAudio() + stream_out = audio.open( + format=audio.get_format_from_width(ding_wav.getsampwidth()), + channels=ding_wav.getnchannels(), + rate=ding_wav.getframerate(), input=False, output=True) + stream_out.start_stream() + stream_out.write(ding_data) + time.sleep(0.2) + stream_out.stop_stream() + stream_out.close() + audio.terminate() + + +class HotwordDetector(object): + """ + Snowboy decoder to detect whether a keyword specified by `decoder_model` + exists in a microphone input stream. + + :param decoder_model: decoder model file path, a string or a list of strings + :param resource: resource file path. + :param sensitivity: decoder sensitivity, a float of a list of floats. + The bigger the value, the more senstive the + decoder. If an empty list is provided, then the + default sensitivity in the model will be used. + :param audio_gain: multiply input volume by this factor. + """ + def __init__(self, decoder_model, + resource=RESOURCE_FILE, + sensitivity=[], + audio_gain=1): + + def audio_callback(in_data, frame_count, time_info, status): + self.ring_buffer.extend(in_data) + play_data = chr(0) * len(in_data) + return play_data, pyaudio.paContinue + + tm = type(decoder_model) + ts = type(sensitivity) + if tm is not list: + decoder_model = [decoder_model] + if ts is not list: + sensitivity = [sensitivity] + model_str = ",".join(decoder_model) + + self.detector = snowboydetect.SnowboyDetect( + resource_filename=resource, model_str=model_str) + self.detector.SetAudioGain(audio_gain) + self.num_hotwords = self.detector.NumHotwords() + + if len(decoder_model) > 1 and len(sensitivity) == 1: + sensitivity = sensitivity*self.num_hotwords + if len(sensitivity) != 0: + assert self.num_hotwords == len(sensitivity), \ + "number of hotwords in decoder_model (%d) and sensitivity " \ + "(%d) does not match" % (self.num_hotwords, len(sensitivity)) + sensitivity_str = ",".join([str(t) for t in sensitivity]) + if len(sensitivity) != 0: + self.detector.SetSensitivity(sensitivity_str); + + self.ring_buffer = RingBuffer( + self.detector.NumChannels() * self.detector.SampleRate() * 5) + self.audio = pyaudio.PyAudio() + self.stream_in = self.audio.open( + input=True, output=False, + format=self.audio.get_format_from_width( + self.detector.BitsPerSample() / 8), + channels=self.detector.NumChannels(), + rate=self.detector.SampleRate(), + frames_per_buffer=2048, + stream_callback=audio_callback) + + + def start(self, detected_callback=play_audio_file, + interrupt_check=lambda: False, + sleep_time=0.03): + """ + Start the voice detector. For every `sleep_time` second it checks the + audio buffer for triggering keywords. If detected, then call + corresponding function in `detected_callback`, which can be a single + function (single model) or a list of callback functions (multiple + models). Every loop it also calls `interrupt_check` -- if it returns + True, then breaks from the loop and return. + + :param detected_callback: a function or list of functions. The number of + items must match the number of models in + `decoder_model`. + :param interrupt_check: a function that returns True if the main loop + needs to stop. + :param float sleep_time: how much time in second every loop waits. + :return: None + """ + if interrupt_check(): + logger.debug("detect voice return") + return + + tc = type(detected_callback) + if tc is not list: + detected_callback = [detected_callback] + if len(detected_callback) == 1 and self.num_hotwords > 1: + detected_callback *= self.num_hotwords + + assert self.num_hotwords == len(detected_callback), \ + "Error: hotwords in your models (%d) do not match the number of " \ + "callbacks (%d)" % (self.num_hotwords, len(detected_callback)) + + logger.debug("detecting...") + + while True: + if interrupt_check(): + logger.debug("detect voice break") + break + data = self.ring_buffer.get() + if len(data) == 0: + time.sleep(sleep_time) + continue + + ans = self.detector.RunDetection(data) + if ans == -1: + logger.warning("Error initializing streams or reading audio data") + elif ans > 0: + message = "Keyword " + str(ans) + " detected at time: " + message += time.strftime("%Y-%m-%d %H:%M:%S", + time.localtime(time.time())) + logger.info(message) + callback = detected_callback[ans-1] + if callback is not None: + callback() + + logger.debug("finished.") + + def terminate(self): + """ + Terminate audio stream. Users cannot call start() again to detect. + :return: None + """ + self.stream_in.stop_stream() + self.stream_in.close() + self.audio.terminate()

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