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152<p class="navigation-index">[<a href="#fx">The Fx Special Effects Image Operator</a> &bull; <a href="#anatomy">The Anatomy of an Fx Expression</a>]</p>
153
154<h2><a name="fx"></a>The Fx Special Effects Image Operator</h2>
155<div class="doc-section">
156
157<p>Use the Fx special effects image operator to apply a mathematical expression to an image or image channels.  Use Fx to:</p>
158
159<ul>
160  <li>create canvases, gradients, mathematical colormaps</li>
161  <li>move color values between images and channels</li>
162  <li>translate, flip, mirror, rotate, scale, shear and generally distort images</li>
163  <li>merge or composite multiple images together</li>
164  <li>convolve or merge neighboring pixels together</li>
165  <li>generate image metrics or 'fingerprints'</li>
166</ul>
167
168<p>The expression can be simple:</p>
169
170<p class='crt'><span class="crtprompt"> $magick&gt; </span><span class='crtin'>convert -size 64x64 xc:black -channel blue -fx "1/2" fx_navy.png</span></p>
171<p>Here, we convert a black to a navy blue image:</p>
172
173<p class="image">
174  <a href="/images/black.png"><img src="/images/black.png" width="64" height="64" alt="black" /></a>
175  <img style="margin-top:22px; margin-bottom:22px;" src="/images/right.gif" width="20" height="20" alt="==>" />
176  <a href="/images/navy.png"><img src="/images/navy.png" width="64" height="64" alt="navy" /></a>
177</p>
178
179<p>Or the expression can be complex:</p>
180
181<p class='crt'><span class="crtprompt"> $magick&gt; </span><span class='crtin'>convert rose.jpg \  <br/>
182          -fx "(1.0/(1.0+exp(10.0*(0.5-u)))-0.006693)*1.0092503" \ <br/>
183          rose-sigmoidal.png</span></p>
184<p>This expression results in a high contrast version of the image:</p>
185
186<p class="image">
187  <a href="/images/rose.jpg"><img src="/images/rose.jpg" width="70" height="46" alt="rose" /></a>
188  <img style="margin-top:13px; margin-bottom:13px;" src="/images/right.gif" width="20" height="20" alt="==>" />
189  <a href="/images/rose-sigmoidal.png"><img src="/images/rose-sigmoidal.png" width="70" height="46" alt="rose-sigmoidal" /></a>
190</p>
191
192<p>The expression can include variable assignments.  Assignments, in most cases, reduce the complexity of an expression and permit some operations that might not be possible any other way.  For example, lets create a radial gradient:</p>
193
194<p class='crt'><span class="crtprompt"> $magick&gt; </span><span class='crtin'>convert -size 70x70 xc: \  <br/>
195          -fx "Xi=i-w/2; Yj=j-h/2; 1.2*(0.5-hypot(Xi,Yj)/70.0)+0.5" \ <br/>
196          radial-gradient.png</span></p>
197<p>The command above returns this image:</p>
198
199<p class="image">
200  <a href="/images/radial-gradient.png"><img src="/images/radial-gradient.png" width="70" height="70" alt="radial-gradient" /></a>
201</p>
202<p>See <a href="http://www.imagemagick.org/Usage/transform/index.html#fx">Using FX, The Special Effects Image Operator</a> for more examples.</p>
203
204<p>The next section discusses the Fx expression language.</p>
205
206</div>
207
208<h2><a name="anatomy"></a>The Anatomy of an Fx Expression</h2>
209<div class="doc-section">
210
211<h3>The Fx Expression Language</h3>
212<div class="doc-section">
213
214<p>The formal Fx expression language is defined here:</p>
215
216<dl class="doc">
217  <dt class="doc"> numbers:</dt>
218  	<dd> integer, floating point, or scientfic notation (+/- required, e.g. 3.81469e-06)</dd>
219  <dt class="doc"> constants: </dt>
220    <dd> e, Epsilon, QuantumRange, QuantumScale, Opaque, Pi, Transparent</dd>
221  <dt class="doc"> Fx operators (in order of precedence): </dt>
222     <dd> ^ (power), *, /, % (modulo), +, -,
223     &lt;&lt;, &gt;&gt;, &lt;, &lt;=, &gt;, &gt;=, ==, !=,
224     &amp; (bitwise AND),   | (bitwise OR),
225     &amp;&amp; (logical AND),  || (logical OR),
226     ~ (logical NOT),  ?: (ternary conditional)</dd>
227  <dt class="doc"> math functions: </dt>
228     <dd> abs(), acos(), alt(), asin(), atan(), atan2(), ceil(), cos(), cosh(), debug(), exp(), floor(),
229     hypot(), int(), ln(), log(), logtwo(), max(), min(), mod(), pow(), rand(), round(),
230     sign(), sin(), sinh(), sqrt(), tan(), tanh()</dd>
231  <dt class="doc"> channel functions: </dt>
232    <dd> channel(r,g,b,a), channel(c,m,y,k,a)</dd>
233  <dt class="doc"> color names:</dt>
234    <dd> red, cyan, black, etc.</dd>
235  <dt class="doc"> color functions:</dt>
236    <dd> rgb(), rgba(), cmyk(), cmyka(), hsl(), hsla()</dd>
237  <dt class="doc"> color hex values:</dt>
238    <dd> #ccc, #cbfed0, #b9e1cc00</dd>
239  <dt class="doc"> symbols:</dt>
240     <dd style="white-space:pre">
241     s = current image in sequence
242     t = scene number of current image in sequence
243     u = first image in sequence
244     v = second image in sequence
245     n = number of images in sequence
246
247     i = column offset
248     j = row offset
249     p = pixel to use (absolute or relative to current pixel)
250
251     w = width of this image
252     h = height of this image
253     z = channel depth
254
255     r = red value (from RGBA), of a specific or current pixel
256     g = green    ''
257     b = blue     ''
258     a = alpha    ''
259     o = opacity  ''
260
261     c = cyan value of CMYK color of pixel
262     y = yellow   ''
263     m = magenta  ''
264     k = black    ''
265
266     intensity = pixel intensity
267
268     hue = pixel hue
269     saturation = pixel saturation
270     lightness = pixel lightness
271     luminance = pixel luminance
272
273     page.width = page width
274     page.height = page height
275     page.x = page x offset
276     page.y = page y offset
277
278     resolution.x = x resolution
279     resolution.y = y resolution
280
281     depth = image depth
282     minima = image minima
283     maxima = image maxima
284     mean = image mean
285     standard_deviation = image standard deviation
286     kurtosis = image kurtosis
287     skewness = image skewness
288       (add a channel specifier to compute a statistic for that channel, e.g. depth.r)
289     </dd>
290</dl>
291
292</div>
293
294<h3>The Fx Expression</h3>
295<div class="doc-section">
296
297<p>An Fx expression may include any combination of the following:</p>
298<ul>
299<li> <em>x</em> <kbd>^</kbd> <em>y</em>:  exponentiation (<em>x<sup>y</sup></em>)</li>
300<li> <kbd>(</kbd> ... <kbd>)</kbd>:  grouping</li>
301<li> <em>x</em> <kbd>*</kbd> <em>y</em>:  multiplication (the asterisk <kbd>*</kbd> is optional, for example, <kbd>2u</kbd> or <kbd>2(x+y)</kbd> are acceptable)</li>
302<li> <em>x</em> <kbd>/</kbd> <em>y</em>:  division</li>
303<li> <em>x</em> <kbd>%</kbd> <em>y</em>:  modulo</li>
304<li> <em>x</em> <kbd>+</kbd> <em>y</em>:  addition</li>
305<li> <em>x</em> <kbd>-</kbd> <em>y</em>:  subtraction</li>
306<li> <em>x</em> <kbd>&lt;&lt;</kbd> <em>y</em>:  left shift</li>
307<li> <em>x</em> <kbd>&gt;&gt;</kbd> <em>y</em>:  right shift</li>
308<li> <em>x</em> <kbd>&lt;</kbd> <em>y</em>:  boolean relation, return value 1.0 if <em>x</em> &lt; <em>y</em>,  otherwise 0.0</li>
309<li> <em>x</em> <kbd>&lt;=</kbd> <em>y</em>:  boolean relation, return value 1.0 if <em>x</em> &lt;= <em>y</em>,  otherwise 0.0</li>
310<li> <em>x</em> <kbd>&gt;</kbd> <em>y</em>:  boolean relation, return value 1.0 if <em>x</em> &gt; <em>y</em>,  otherwise 0.0</li>
311<li> <em>x</em> <kbd>&gt;=</kbd> <em>y</em>:  boolean relation, return value 1.0 if <em>x</em> &gt;= <em>y</em>,  otherwise 0.0</li>
312<li> <em>x</em> <kbd>==</kbd> <em>y</em>:  boolean relation, return value 1.0 if <em>x </em>==<em> y</em>, otherwise 0.0</li>
313<li> <em>x</em> <kbd>!=</kbd> <em>y</em>:  boolean relation, return value 1.0 if <em>x </em>!=<em> y</em>, otherwise 0.0</li>
314<li> <em>x</em> <kbd>&amp;</kbd> <em>y</em>:  binary AND</li>
315<li> <em>x</em> <kbd>|</kbd> <em>y</em>:  binary OR</li>
316<li> <em>x</em> <kbd>&amp;&amp;</kbd> <em>y</em>:  logical AND connective, return value 1.0 if <em>x</em> &gt; 0 and <em>y</em> &gt; 0,  otherwise 0.0</li>
317<li> <em>x</em> <kbd>||</kbd> <em>y</em>:  logical OR connective (inclusive), return value 1.0 if <em>x</em> &gt; 0 or <em>y</em> &gt; 0 (or both),  otherwise 0.0</li>
318<li> <kbd>~</kbd><em>x</em>:  logical NOT operator, return value 1.0 if <em>not</em> <em>x</em> &gt; 0,  otherwise 0.0</li>
319<li> <kbd>+</kbd><em>x</em>:  unary plus, return 1.0*value</li>
320<li> <kbd>-</kbd><em>x</em>:  unary minus, return -1.0*value</li>
321<li> <em>x</em> <kbd>?</kbd> <em>y</em> : <em>z</em>: ternary conditional expression, return value <em>y</em> if <em>x</em> != 0, otherwise <em>z</em>; only one ternary conditional permitted per statement</li>
322<li> <em>x</em> <kbd>=</kbd> <em>y</em>: assignment; assignment variables are restricted to letter combinations only (e.g. Xi not X1)</li>
323<li> <em>x</em> <kbd>;</kbd> <em>y</em>: statement separator </li>
324<li> <kbd>pi</kbd>:  constant (3.141659...)</li>
325<li> <kbd>e</kbd>:  constant (2.71828...)</li>
326<li> <kbd>QuantumRange</kbd>:  constant maximum pixel value (255 for Q8, 65535 for Q16)</li>
327<li> <kbd>QuantumScale</kbd>:  constant 1.0/<kbd>QuantumRange</kbd></li>
328<li> <kbd>intensity</kbd>:  pixel intensity; equivalent to 0.299*red+0.587*green+0.114*blue</li>
329<li> <kbd>hue</kbd>:  pixel hue</li>
330<li> <kbd>saturation</kbd>:  pixel saturation</li>
331<li> <kbd>lightness</kbd>:  pixel lightness; equivalent to 0.5*max(red,green,blue) + 0.5*min(red,green,blue)</li>
332<li> <kbd>luminance</kbd>:  pixel luminance; equivalent to 0.2126*red + 0.7152*green + 0.0722*blue</li>
333<li> <kbd>red, green, blue</kbd>, etc.:  color names</li>
334<li> <kbd>#ccc, #cbfed0, #b9e1cc00</kbd>, etc.:  color hex values</li>
335<li> <kbd>rgb(), rgba(), cmyk(), cmyka(), hsl(), hsla()</kbd>:  color functions</li>
336<li> <kbd>s, t, u, v, n, i, j, w, h, z, r, g, b, a, o, c, y, m, k</kbd>:  symbols</li>
337<li> <kbd>abs(</kbd><em>x</em><kbd>)</kbd>:  absolute value function</li>
338<li> <kbd>acos(</kbd><em>x</em><kbd>)</kbd>:  arc cosine function</li>
339<li> <kbd>alt(</kbd><em>x</em><kbd>)</kbd>:  sign alternation function (return 1.0 if <kbd>int(</kbd><em>x</em><kbd>)</kbd> is even, -1.0 if <kbd>int(</kbd><em>x</em><kbd>)</kbd> is odd)</li>
340<li> <kbd>asin(</kbd><em>x</em><kbd>)</kbd>:  arc sine function</li>
341<li> <kbd>atan(</kbd><em>x</em><kbd>)</kbd>:  arc tangent function</li>
342<li> <kbd>atan2(</kbd><em>y</em>,<em>x</em><kbd>)</kbd>:  arc tangent function of two variables</li>
343<li> <kbd>ceil(</kbd><em>x</em><kbd>)</kbd>: smallest integral value not less than argument</li>
344<li> <kbd>channel(</kbd><em>r</em>,<em>g</em>,<em>b</em>,<em>a</em><kbd>)</kbd>: select numeric argument based on current channel</li>
345<li> <kbd>channel(</kbd><em>c</em>,<em>m</em>,<em>y</em>,<em>k</em>,<em>a</em><kbd>)</kbd>: select numeric argument based on current channel</li>
346<li> <kbd>cos(</kbd><em>x</em><kbd>)</kbd>:  cosine function</li>
347<li> <kbd>cosh(</kbd><em>x</em><kbd>)</kbd>:  hyperbolic cosine function</li>
348<li> <kbd>debug(</kbd><em>x</em><kbd>)</kbd>:  print <em>x</em> (useful for debugging your expression)</li>
349<li> <kbd>exp(</kbd><em>x</em><kbd>)</kbd>:  natural exponential function (<em>e<sup>x</sup></em>)</li>
350<li> <kbd>floor(</kbd><em>x</em><kbd>)</kbd>:  largest integral value not greater than argument</li>
351<li> <kbd>hypot(</kbd><em>x</em>,<em>y</em><kbd>)</kbd>:  the square root of x<sup>2</sup>+y<sup>2</sup></li>
352<li> <kbd>int(</kbd><em>x</em><kbd>)</kbd>:  greatest integer function (return greatest integer less than or equal to <em>x</em>)</li>
353<li> <kbd>ln(</kbd><em>x</em><kbd>)</kbd>:  natural logarithm function</li>
354<li> <kbd>log(</kbd><em>x</em><kbd>)</kbd>:  logarithm base 10</li>
355<li> <kbd>logtwo(</kbd><em>x</em><kbd>)</kbd>:  logarithm base 2</li>
356<li> <kbd>ln(</kbd><em>x</em><kbd>)</kbd>:  natural logarithm</li>
357<li> <kbd>max(</kbd><em>x</em>, <em>y</em><kbd>)</kbd>:  maximum of <em>x</em> and <em>y</em></li>
358<li> <kbd>min(</kbd><em>x</em>, <em>y</em><kbd>)</kbd>:  minimum of <em>x</em> and <em>y</em></li>
359<li> <kbd>mod(</kbd><em>x</em>, <em>y</em><kbd>)</kbd>:  floating-point remainder function</li>
360<li> <kbd>pow(</kbd><em>x</em>,<em>y</em><kbd>)</kbd>:  power function (<em>x<sup>y</sup></em>)</li>
361<li> <kbd>rand()</kbd>:  value uniformly distributed over the interval [0.0, 1.0) with a 2 to the 128th-1 period</li>
362<li> <kbd>round()</kbd>:  round to integral value, regardless of rounding direction</li>
363<li> <kbd>sign(</kbd><em>x</em><kbd>)</kbd>:  return -1.0 if <em>x</em> is less than 0.0 otherwise 1.0</li>
364<li> <kbd>sin(</kbd><em>x</em><kbd>)</kbd>:  sine function</li>
365<li> <kbd>sinh(</kbd><em>x</em><kbd>)</kbd>:  hyperbolic sine function</li>
366<li> <kbd>sqrt(</kbd><em>x</em><kbd>)</kbd>:  square root function</li>
367<li> <kbd>tan(</kbd><em>x</em><kbd>)</kbd>:  tangent function</li>
368<li> <kbd>tanh(</kbd><em>x</em><kbd>)</kbd>:  hyperbolic tangent function</li>
369</ul>
370
371<p>The expression semantics include these rules:</p>
372
373<ul>
374<li>symbols are case insensitive</li>
375<li>only one ternary conditional (e.g. x ? y : z) per statement</li>
376<li>statements are assignments or the final expression to return</li>
377<li>an assignment starts a statement, it is not an operator</li>
378<li>assignments to built-ins do not throw an exception and have no effect;  e.g. <kbd>r=3.0; r</kbd> returns the pixel red color value, not 3.0</li>
379</ul>
380
381</div>
382
383<h3>Source Images</h3>
384<div class="doc-section">
385
386<p>The symbols <kbd>u</kbd> and <kbd>v</kbd> refer to the first and second images, respectively, in the current image sequence.  Refer to a particular image in a sequence by appending its index to any image reference (usually <kbd>u</kbd>), with a zero index for the beginning of the sequence. A negative index counts from the end.  For example, <kbd>u[0]</kbd> is the first image in the sequence, <kbd>u[2]</kbd> is the third, <kbd>u[-1]</kbd> is the last image, and <kbd>u[t]</kbd> is the current image. The current image can also be referenced by <kbd>s</kbd>. If the sequence number exceeds the length of the sequence, the count is wrapped. Thus in a 3-image sequence,  <kbd>u[-1]</kbd>, <kbd>u[2]</kbd>, and <kbd>u[5]</kbd> all refer to the same (third) image.</p>
387
388<p>As an example, we form an image by averaging the first image and third images:</p>
389
390<p class='crt'><span class="crtprompt"> $magick&gt; </span><span class='crtin'>convert image1.jpg image2.jpg image3.jpg -fx "(u+u[2])/2.0" image.jpg</span></p>
391<p>By default, the image to which <kbd>p</kbd>, <kbd>r</kbd>, <kbd>g</kbd>, <kbd>b</kbd>, <kbd>a</kbd>, etc., are applied is the first image <kbd>u</kbd> in the image list, which may also be referenced using <kbd>s</kbd>. </p>
392
393<p>It is important to note the special role played by the first image. This is the only image in the image sequence that is modified, any other images being used only for their data. As an illustrative example, comsider the following, and note that the setting <a href="/www/command-line-options.html#channel">-channel red</a> instructs <a href="/www/command-line-options.html#fx">-fx</a> to modify only the red channel; nothing in the green or blue channels will change. It is instructive to ponder why the result is not symmetric.</p>
394
395<p class='crt'><span class="crtprompt"> $magick&gt; </span><span class='crtin'>convert -channel red logo: -flop logo: -resize "20%"  -fx "(u+v)/2" image.jpg</span></p>
396<div class="image">
397<p>
398  <a href="/images/logo-sm-flop.png"><img src="/images/logo-sm-flop.png" width="128" height="96" alt="logo-sm-flop.png" /></a>
399  <a href="/images/logo-sm.png"><img src="/images/logo-sm.png" width="128" height="96" alt="logo-sm.png" /></a>
400<img style="margin-top:38px; margin-bottom:38px;" src="/images/right.gif" width="20" height="20" alt="==>" />
401  <a href="/images/logo-sm-fx.png"><img src="/images/logo-sm-fx.png" width="128" height="96" alt="logo-sm-fx.png" /></a>
402</p>
403</div>
404
405
406</div>
407
408<h3>Accessing Pixels</h3>
409<div class="doc-section">
410
411<p>All color values are normalized to the range of 0.0 to 1.0.  The alpha channel ranges from 0.0 (fully transparent) to 1.0 (fully opaque).</p>
412
413<p>The pixels are processed one at a time, but a different pixel of an image can be specified using a pixel index represented by <kbd>p</kbd>. For example,</p>
414
415<pre class="text">
416   p[-1].g      green value of pixel to the immediate left of the current pixel
417   p[-1,-1].r   red value of the pixel diagonally left and up from current pixel
418</pre>
419
420<p>To specify an absolute position, use braces, rather than brackets.</p>
421
422<pre class="text">
423  p{0,0}.r   red value of the pixel in the upper left corner of the image
424  p{12,34}.b   blue pixel value at column number 12, row 34 of the image
425</pre>
426
427<p>Integer values of the position retrieve the color of the pixel referenced, while non-integer position values return a blended color according to the current <a href="/www/command-line-options.html#interpolate">-interpolate</a> setting.</p>
428
429<p>A position outside the boundary of the image retrieves a value dictated by the <a href="/www/command-line-options.html#virtual-pixel">-virtual-pixel</a> option setting.</p>
430
431</div>
432
433<h3>Apply an Expression to Select Image Channels</h3>
434<div class="doc-section">
435
436<p>Use the <a href="/www/command-line-options.html#channel">-channel</a> setting to specify the output channel of the result. If no output channel is given, the result is set over all channels except the opacity channel. For example, to replace the red channel of <kbd>alpha.png</kbd> with the average of the green channels from the images <kbd>alpha.png</kbd> and <kbd>beta.png</kbd>, use:</p>
437
438<p class='crt'><span class="crtprompt"> $magick&gt; </span><span class='crtin'>convert alpha.png beta.png -channel red -fx "(u.g+v.g)/2" gamma.png</span></p>
439</div>
440
441<h3>Results</h3>
442<div class="doc-section">
443
444<p>The <a href="/www/command-line-options.html#fx">-fx</a> operator evaluates the given expression for each channel (set by <a href="/www/command-line-options.html#channel">-channel</a>) of each pixel in the first image (<kbd>u</kbd>) in the sequence. The computed values are temporarily stored in a copy (clone) of that first image until all the pixels have been processed, after which this single new image replaces the list of images in the current image sequence.  As such, in the previous example the updated version of <kbd>alpha.png</kbd> replaces both of the original images, <kbd>alpha.png</kbd> and <kbd>beta.png</kbd>, before being saved as <kbd>gamma.png</kbd>.</p>
445
446<p>The current image <kbd>s</kbd> is set to the first image in the sequence (<kbd>u</kbd>), and <kbd>t</kbd> to its index, 0.  The symbols <kbd>i</kbd> and <kbd>j</kbd> reference the current pixel being processed.</p>
447
448
449<p>For use with <a href="/www/command-line-options.html#format_identify_">-format</a>, the value-escape <kbd>%[fx: ]</kbd> is evaluated just once for each image in the current image sequence. As each image in the sequence is being evaluated, <kbd>s</kbd> and <kbd>t</kbd> successively refer to the current image and its index, while <kbd>i</kbd> and <kbd>j</kbd> are set to zero, and the current channel set to red (<a href="/www/command-line-options.html#channel">-channel</a> is ignored). An example:</p>
450
451<p class='crt'><span class="crtprompt"> $magick&gt; </span><span class='crtin'>convert  xc:'rgb(25%,50%,75%)' rose: -colorspace rgb  \ <br/>
452  -format 'Red channel of NW corner of image # %[fx:t] is %[fx: s]' info:</span><span class='crtout'>Red channel of NW corner of image # 0 is 0.250004 <br/>
453  Red channel of NW corner of image # 1 is 0.188235</span></p>
454<p>The color-escape <kbd>%[pixel: ]</kbd> is evaluated once per image and per color channel in that image (<a href="/www/command-line-options.html#channel">-channel</a> is ignored), The values generated are then converted into a color string (a named color or hex color value).  The symbols <kbd>i</kbd> and <kbd>j</kbd> are set to zero, and <kbd>s</kbd> and <kbd>t</kbd> refer to each successively current image and index.</p>
455
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