FAUST (programming language)
||This article may contain too many colloquial terms, phrases or words. (September 2012)|
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|Original author(s)||Yann Orlarey, Dominique Fober, Stéphane Letz|
|Developer(s)||GRAME, Centre National de Création Musicale|
|Stable release||0.9.67 / May 19, 2014|
|Operating system||Linux, Mac OS X, Windows, Unix|
|Type||Functional programming language for audio signal processing|
FAUST (Functional AUdio STream) is a domain-specific purely functional programming language for implementing signal processing algorithms in the form of libraries, audio plug-ins, or standalone applications. A FAUST program denotes a signal processor: a mathematical function that is applied to some input signal and then fed out.
- The functional programming approach provides a natural framework for signal processing. Digital signals are modeled as discrete functions of time, signal processors as second order functions that operate on them, and FAUST’s block-diagram composition operators, used to combine signal processors together, as third order functions, etc. .
- Block-diagrams, even if purely textual like in FAUST, promote a modular approach of signal processing that complies with sound engineers' and audio developers' habits.
A FAUST program doesn’t describe a sound or a group of sounds, but a signal processor. The program source is organized as a set of definitions with at least the definition of the keyword
process (the equivalent of
main in C):
process = ...;
The generated code works at the sample level. It is therefore suited to implement low-level DSP functions like recursive filters. The code may also be embedded. It is self-contained and does not depend on any DSP library or runtime system. It has a very deterministic behavior and a constant memory footprint.
The semantic of FAUST is driven to be simple and well-defined. It allows the FAUST compiler to be semantically driven. Instead of compiling a program literally, it compiles the mathematical function it denotes. This may promote component reuse. Moreover, having access to the exact semantics of a FAUST program can simplify preservation issues.
FAUST is a textual language but block-diagram oriented. It combines two approaches: functional programming and algebraic block-diagrams, which are constructed via function composition. For that, FAUST relies on a block-diagram algebra of five composition operations.
FAUST programs define a
process function that operates on incoming data. This is analogous to the
main function in most programming languages. The following is an example that produces silence:
process = 0;
The second example copies the input signal to the output. It involves the
_ primitive that denotes the identity function for signals:
process = _;
Another example sums a stereo signal into a mono signal using the
process = +;
Most FAUST primitives are analogous to their C counterpart on numbers, but lifted to signals. For example, the FAUST primitive
sin operates on a signal X by applying the C function
sin to each sample X[t]. All C numerical functions have their counterpart in FAUST. Some signal processing primitives are specific to FAUST. For example the delay operator
@ takes two input signals: X (the signal to be delayed) and D (the delay to be applied), and produces an output signal Y such that Y(t) = X(t − D(t)).
Contrary to Max-like visual programming languages where the user does manual connections, FAUST primitives are assembled in block diagrams by using a set of high-level block diagram composition operations.
|f~g||Recursive composition (precedence 4)|
|f,g||Parallel composition (precedence 3)|
|f:g||Sequential composition (precedence 2)|
|f<:g||Split composition (precedence 1)|
|f:>g||Merge composition (precedence 1)|
Using the sequential composition operator
: the output of
+ can be routed to the input of
abs to compute the absolute value of the signal:
process = + : abs;
Here is an example of parallel composition using the
, operator that arranges its left and right expressions in parallel. This is analogous to a stereo cable.
process = _,_;
These operators can be arbitrarily combined. The following code multiplies an input signal with 0.5:
process = _,0.5 : *;
The above may be rewritten in curried form:
process = *(0.5);
The recursive composition operator
~ can be used to create block-diagrams with cycles (that include an implicit one-sample delay). Here is an example of an integrator that takes an input signal X and computes an output signal Y such that Y(t) = X(t) + Y(t−1):
process = + ~ _;
Full applications generation
Using specific architecture files, a FAUST program can be used to produce code for a variety of platforms and plug-in formats. These architecture files act as wrappers and describe the interactions with the host audio and GUI system. Currently more than 10 architectures are supported and new ones may be implemented by anyone.
|alsa-gtk.cpp||ALSA application + GTK|
|alsa-qt.cpp||ALSA application + QT4|
|au.cpp||Audio Unit plug-in|
|ca-qt.cpp||CoreAudio application + QT4|
|ios-coreaudio.cpp||iPhone and iPad applications|
|jack-gtk.cpp||JACK application + GTK|
|jack-qt.cpp||JACK application + QT4|
|max-msp.cpp||Max MSP plug-in|
|q.cpp||Q language plug-in|
|vsti-mono.cpp||Monophonic VST Instrument plug-in|
|vsti-poly.cpp||Polyphonic VST Instrument plug-in|
A useful option makes it possible to generates the block diagram representation of the program as one or more SVG graphic files. It is interesting to note the difference between the block diagram and the generated C++ code. As already said, the key idea here is not to compile the block diagram literally, but the mathematical function it denotes. Modern C/C++ compilers too don’t compile programs literally. But because of the complex semantic of C/C++ (due to side effects, pointer aliasing, etc.) they can’t go very far in that direction. This is a distinctive advantage of a purely functional language: it allows compilers to do very advanced optimisations.
Connection to Arrows
The Arrow combinators are more restrictive than their FAUST counterparts, e.g. the nesting of parallel composition is preserved and inputs of the operands of
&&& must match exactly.
- Michon, Romain; Smith, Julius O. III (2011). "Faust-STK: a Set of Linear and Nonlinear Physical Models for the Faust Programming Language" (PDF). Proceedings of the 11th Int. Conference on Digital Audio Effects (DAFx-11): 199–204.
- Fober, Dominique; Orlarey, Yann; Letz, Stéphane (2011). "Faust Architectures Design and OSC Support" (PDF). Proceedings of the 11th Int. Conference on Digital Audio Effects (DAFx-11): 213–216.
- Smith, Julius O. III; Michon, Romain (2011). "Nonlinear Allpass Ladder Filters in Faust" (PDF). Proceedings of the 11th Int. Conference on Digital Audio Effects (DAFx-11): 361–364.
- Jouvelot, Pierre; Orlarey, Yann (2011). "Dependent Vector Types for Data Structuring in Multirate Faust" (PDF). Computer Languages, Systems and Structures – Elsevier.
- Smith III, Julius O. (2011). "Audio Signal Processing in Faust" (PDF).
- Orlarey, Yann; Letz, Stéphane; Fober, Dominique (2010). "Automatic Parallelization of Audio Applications with Faust" (PDF). Proceedings of the Congrès Français d'Acoustique.
- Letz, Stéphane; Orlarey, Yann; Fober, Dominique (2010). "Work Stealing Scheduler for Automatic Parallelization in Faust" (PDF). Proceedings of the Linux Audio Conference (LAC-2010).
- Gräf, Albert (2010). "Term rewriting extension for the Faust programming language" (PDF). Proceedings of the 8th International Linux Audio Conference (LAC-2010): 117.
- Barthélemy, Jérôme; Bonardi, Alain; Orlarey, Yann; Lemouton, Serge; Ciavarella, Raffaele; Barkati, Karim (2010). "First Steps Towards an Organology of Virtual Instruments in Computer Music" (PDF). Proceedings of the 2010 International Computer Music Conference (ICMA-2010): 369–372.
- Jouvelot, Pierre; Orlarey, Yann (2010). "Depandant Vector Types for Multirate Faust" (PDF). Proceedings of the 7th Sound an Music Computing Conference (SMC-2010): 345–352.
- Orlarey, Yann; Letz, Stéphane; Fober, Dominique (2009). "Adding Automatic Parallelization to Faust" (PDF). Proceedings of the Linux Audio Conference (LAC-2009).
- Jouvelot, Pierre; Orlarey, Yann (2009). "Semantics for Multirate Faust". Technical Repports of Centre de Recherche en Informatique de MINES ParisTech (PDF).
- Orlarey, Yann; Fober, Dominique; Letz, Stéphane (2009). "Parallelization of Audio Applications with Faust" (PDF).
- Orlarey, Yann; Fober, Dominique; Letz, Stéphane (2009). "Faust: an Efficient Functional Approach to DSP Programming". New Computanionals Paradigms for Computer Music (PDF). Edition Delatour. ISBN 978-2-7521-0054-2.
- Orlarey, Yann; Letz, Stéphane; Fober, Dominique (2008). "Multicore Technologies in Jack and Faust" (PDF). Proceedings of the 2010 International Computer Music Conference (ICMC-2008).
- Gräf, Albert (2007). "Interfacing Pure Data with Faust" (PDF). Proceedings of the 5th International Linux Audio Conference (LAC2007): 24.
- Smith III, Julius O. (2007). "Appendix K. Digital Filtering in Faust and PD". Introduction to Digital Filters: With Audio Applications. W3K Publishing. pp. 417–?. ISBN 978-0-9745607-1-7.
- Gräf, Albert; Kersten, Stefan; Orlarey, Yann (2006). "DSP Programming with Faust, Q and SuperCollider" (PDF). Proceedings of the 4th International Linux Audio Conference (LAC2006).
- Trausmuth, Robert; Dusek, Christian; Orlarey, Yann (2006). "Using Faust for FPGA Programming" (PDF). Proceedings of the 9th Int. Conference on Digital Audio Effects (DAFx-09).
- Orlarey, Yann; Fober, Dominique; Letz, Stephone (2005). "Demonstration of Faust Signal Processing Language". Proceedings of the International Computer Music Conference 2005. Computer Music Association. p. 286.
- Orlarey, Yann; Fober, Dominique; Letz, Stéphane (2004). "Syntactical and Semantical Aspects of Faust". Soft Computing (PDF).
- Scaringella, Nicolas; Orlarey, Yann; Fober, Dominique (2003). "Automatic Vectorization in Faust" (PDF). Journée de l'Informatique Musicale (JIM-2003).
- Orlarey, Yann; Fober, Dominique; Letz, Stéphane (2002). "An Algebraic Approach to Block Diagram Constructions" (PDF). Journée de l'Informatique Musicale (JIM-2002).
- Orlarey, Yann; Fober, Dominique; Letz, Stéphane (2002). "An Algebra for Block Diagram Languages" (PDF). Proceedings of International Computer Music Conference (ICMA-2002).
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