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Knowing this, you should be able to nd your way around a Pixel Bender kernel. These programs are structurally simple, so there are no classes or OOP, and only a few built-in types and functions. The Adobe Pixel Bender Toolkit is an IDE for these programs, so its editor gives you code hinting and compiler errors and warnings. Be sure to turn on Flash Player warnings and errors in the IDE to limit yourself to Pixel Bender features supported in Flash Player.



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where i is the mean vector of class i and i is the covariance matrix. In our experiments, we use the full covariance matrix. Three types of SVM kernel function are evaluated on the Deterding database. The formulation of kernel functions is as follows: Linear kernel k x y = x y Polynomial kernel k x y = x y + 1 RBF kernel k x y = e x y

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If you want to create a kernel that executes speci c code only if the kernel is being used in Flash Player, use the compiler preprocessor symbol AIF_FLASH_TARGET. This is a C-style #define, so you can include code if the kernel is being run in Flash Player. Instead of #ifdef, use #if. There is no #ifndef.





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#if AIF_FLASH_TARGET //code that runs if you re in Flash Player #endif //code that runs no matter what #if !AIF_FLASH_TARGET //code that runs if you re NOT in Flash Player #endif

// //

A Pixel Bender kernel is like a simpli ed class. Every kernel compatible with Flash Player follows this template:

find short vectors in the lattice spanned by the columns of M = (bo, b l , . . . ,b,)

<languageVersion: 1.0;> kernel (kernel name) < namespace: (a namespace); vendor: (name of your entity); version: (version number); > { (member declarations including consts, parameters, inputs, and outputs) void evaluatePixel() { (statements, including an assignment to the output) } }

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I ve removed all elements that Flash Player doesn t support from this template. Most importantly, no extra functions are allowed in the kernel. Pixel Bender de nes several other reserved functions, but they all relate to Pixel Bender operations that Flash Player does not currently support, like regions and dependents. Your only function should be evaluatePixel(), so I ve baked it into the template. The metadata included in this template is also required. Metadata is placed within angled brackets and is in pairs of

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( X , Y ) GS(M) =

name: value;

The semicolons are required, including the one trailing the last name-value pair in the metadata block. The name of the kernel is pretty arbitrary. Name it like you would name a class. Don t use periods in the name: a namespace, if required, can go in the kernel metadata.

with m = 41 and modulus n = 491. Then, m-l = 12 (mod 491). The corresponding general knapsack T is obtained by computing ti = 41si (mod 491), for i = 0 , 1 , 2 , . . . , 7 , which was found above t o be T = (to,tl,.. . , t 7 ) = (82,123,287,83,248,373,10,471). Alice's knapsack key pair is defined by Public key: T and Private key: S and rr- (mod n ) . Suppose Bob wants t o encrypt the message M = 10010110 for Alice. Then, as discussed above, Bob computes

The language version tag simply marks the source code as conforming to a certain version of the Pixel Bender kernel language. For now, 1.0 is the only version, so just use this. The kernel metadata, also required, includes the three pairs you see in the template and may contain an optional description. The tags should be self-explanatory. See the example:

(16.40)

kernel FillColor < namespace : "com.actionscriptbible"; vendor : "ActionScript 3.0 Bible"; version : 1; description : "Fills image with a single color"; >

// Gram--Schmidt M = (bo, b l , . . . , b,) GS(Rf) 20 = bo for j = I t o n 2; = b . .I 3 for i =0 t o j - 1 yl/ij = ( x i . bj)/\lx:l/il12

The Pixel Bender Toolkit generates a working template for you when you choose New Kernel, automatically lling in your vendor and namespace from its preferences.

The member declarations are like instance variables in a class, but each one must have a stated purpose. You can only declare members that are constants, parameters, inputs, or outputs. For a basic instance variable, instead use a local variable declaration inside evaluatePixel(). All member declarations take the form:

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