Pycon apac 2014
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The document details the development and demonstration of 'ryaudio', a real-time audio spectrogram application utilizing Python 3, which is aimed at audio processing and sound-driven games. It includes reviewer feedback, technical aspects of signal processing using FFT, and emphasizes the advantages of programming in one's native language. The author shares insights on real-time processing tools and provides links to the source code and a demo video.
Pycon apac 2014
- 1. RyAudio, A Real-time Audio Spectrogram with Application to Sound-Driven Games in Python 3, Pyaudio, Pygame, and Pylab Renyuan Lyu 呂仁園 1 May 18, 14:30, @R1
- 2. Preface • Python helps me implement the real-time spectrogram at the beginning of this year (2014). – After doing speech signal processing research for a long time, I feel so excited to share that excitement with friends. – So I submit my program with a youtube demo to this conference 2
- 3. • The followings are the scores and comments given by the reviewers • Reviewer #1: Score: 2 – No comments • Reviewer #2: Score: 3 – real-time speech recognizer !!! • Reviewer #3: Score: 3 – I'll admit being a bit selfish here. I have been planning to work on audio analysing for a while. This looks like a good start. :) 3
- 4. • Reviewer #4: Score: 0 – After reviewing his code carefully, I have to say that his spectrogram analysis is not good for speech processing. He took every 512 samples to perform FFT to get spectrum under 16kHz sampling rate. As far as I know, speech processing will use so-called short-term frequency analysis, which is different than this one. Well, it might be an interesting topic for Python users as long as he provides accurate and correct information about DSP. 4
- 5. • Reviewer #5: Score: 2 – Sound recognition is different than speech recognition, right? • Reviewer #6: Score: 3 – I am too excited to give any comment. I would even love to pay for his ticket just to listen to this talk. 5
- 6. • By the way, Python 3 allows me to use my native (most fluent) language to name the variables, functions, and classes. – That is even a more wonderful experience. – I can have much more precise, more elegant vocabulary to construct the program. 6
- 7. Overview • Some Background on this talk • Signal Processing, Speech • Spectrum, Spectrogram • Processing in Real Time • An Awesome Example: Friture • RyAudio • A lighter example for realtime spectrogram • Demo • Some Comments on Programming in Native Languages • Using Chinese in Python 3 7
- 8. Signal Processing • Signal Processing deals with operations on or analysis of analog or digital signals, representing time varying or spatially varying physical quantities, like sound, image or video. 8http://upload.wikimedia.org/wikipedia/commons/4/46/Signal_processing_system.png
- 9. Speech • Speech is a 1-dimentional signal – a subclass of audio signal • a representation of sound, typically as an electrical voltage • with frequencies in the audio frequency range – roughly 20 to 20,000 Hz (the limits of human hearing) – the vocalized form of human language • carrying linguistic information – the frequency range within 8,000 Hz is enough 9
- 10. (Optical) Spectrum • The word spectrum was first used scientifically within the field of optics – to describe the rainbow of colors in visible light • when separated using a prism. 10
- 11. Audio/Speech Spectrum • Spectrum can be also obtained from audio/speech signal, • where it represents the frequency distribution of the signal. • Fast Fourier Transform (FFT) • the core algorithm to get such a spectrum. 11 FFT
- 12. Spectrogram • Speech as a time-varying signal • short-time FFT is applied in the spectral analysis to form a time-frequency spectrogram – Typically the short-time frame is about 20 ms long. • Free analysis tools for speech processing • Audacity, Praat, ..etc • Perfect for off-line, non-real-time processing 12
- 13. Processing in Real-time • Real-time processing – Acquiring, processing, responding simultaneously • An example: Friture – A Python application to visualize and analyze live audio data in real-time. – importing PyQt, PyQwt, PyAudio, Numpy, Scipy, Cython, OpenGL, etc,.. – http://friture.org/ 13
- 14. An Awesome Example: Friture • I found this app in 2011. • It was implemented in Python. – this is one of the reasons why I was attracted into Python’s world 14
- 15. • Comments on Friture: – Cool, Splendid, Wonderful, Awesome!! – But, • Importing too many modules – PyQt, PyQwt, PyAudio, Numpy, Scipy, Cython, OpenGL, etc,.. • Only in Python-2, Not yet in Python-3 – I have ONLY Python-3 environment installed • Too complicated for me as a newbie to follow – The Zen of Python » Simple is better than complex. » Complex is better than complicated. 15
- 16. A smaller dependent set • A smaller dependent module set to implement a real-time spectrogram – PyAudio • For acquiring speech – http://people.csail.mit.edu/hubert/pyaudio/ – Pylab • For DSP (FFT, etc) – http://wiki.scipy.org/PyLab – PyGame • For displaying and GUI – http://www.pygame.org/news.html 16
- 17. RyAudio ~ a class to deal with audio processing 17 Source Code can be found here https://gist.github.com/renyuanL/ f9cb017a3a5b6c621b43
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- 26. ryApp.py ~ an app of realtime spectrogram 26
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- 33. • Source Code can be found here – https://gist.github.com/renyuanL/f9cb017a3a5b6c621b43 33
- 34. Demo • Demo in Youtube • http://youtu.be/sFtKlLF88DU 34
- 35. Some Comments on Programming in Native Languages 設計程式對非英語為母語的人來說，(特別是小孩) 允許其運用 其「母語」 來 「寫」， 比較有可能「登門入室」甚至「文思泉湧」， 因此能迅速產生「內容」。 等到「內容」大致底定， 為了與全球人士分享智慧的結晶， 需要將這種「母語」程式轉成「英語」程式， 以利全球範圍的流通。 以寫文章來做類比， 金庸 要用 中文 才寫得出 「神鵰俠侶」， Mark Twain 要用 English 才寫得出 'Tom Sawyer' 一旦作品優秀、揚名了，自然有轉成其他語言與更多人 分享的需求 35
- 36. Python Code Translation ryApp.py ryApp_en.py 36
- 37. ryApp.py ryApp_en.py • https://gist.github.com/renyuanL/f9cb017a3a5b6c621b43 37
- 38. Examples of Chinese Programs • http://apython.blogspot.tw/ • A set of Chinese Programs in Python 3 – https://gist.github.com/renyuanL/044b6bc6142dc 71086bc – https://gist.github.com/renyuanL/a36f2a121c4d2 7753d8c 38
- 40. Coding in your own native language 40
- 41. • If readability counts, then it will achieve maximum when coding in your own native language. 41