In our project, if it is a process or a number of modules involved in computing, is there a need for dynamic computing.
For example, we read a formula from the configuration, for example, the simplest sin (A) + cos (B), how do you implement it,
This implementation is not much difficult, from the simplest hard code parsing, to regular expression parsing, or ast syntax tree parsing, or using bsh, Jython, jruby, groovy, and other script engines, or even more directly run SQL statements, and so on. However, each method has its own limitations. How can we find a better solution.
Here we recommend you to use the Java implementation equals of a flexible formula module.
Equals is a project contributed by David. Liu of exceoon in Google codes. Is a solution for implementing the formula calculation template. This project has been widely used in the self-developed rules and indicators modules of multiple commercial stock market software, and has friends who have used stock software, you should be familiar with the stock selector and custom indicator functions.
That is to say, the customer must define one or a set of computing formulas in the editor, and then the program will calculate according to the formula you specify, of course, as a commercial application, the calculation here is not limited to addition, subtraction, multiplication, division, but also to calculation of indicators such as standard deviation, average line, and moving average line.
First define a formula. This formula calculates the stock index macd.
Declare a formula variable. Here is the entry calculated by the entire formula.
Declare the input variables required by the formula.
{DEA = [0.9358484784928137, 5.223248740604646, 9.484484720782131, 12.812405231923686, 17.625797032274512, 21.48934699188941, 24.338687429831023, 24.967767843873517, 23.713504323762475, 23.419514164728735, 22.735086398910138, 22.495512066265064, 22.42045061047972, 21.686444772033873, 20.699838512275377, 19.800386512274844, 20.637560544699593, 22.159859719130218, 24.403776610862046, 24.227408662528966, 22.137340048573154, 21.27741048836811, 20.240579387890197, 19.05695339586254, 16.70384447055847, 16.076128111445378, 14.878188371277464, 13.761807666795649, 13.446553319790361, 14.507684011227127, 13.374907832743064,-10.633227879860222,-8.01815943098602, -2.007847505375248,-3.3771308924710546,-2.992205267376599,-3.409601523132302,-3.152630485981012,-1.652301728989015, 0.06031436069506646, 2.1743828361502264, 3.225697255197028, 5.4291566819545904, 5.2381674589246146, 6.318190562739442, 6.539097031605232, 8.047663761906332, 6.987127060299267, 6.393116866583883, 5.5090016976278795, 5.697663742732732, 4.697814328207814, 2.9086831988864628, 2.2716142389282123, 1.5414277242134833, 0.511061516567303, 0.5807628095128398, 2.356397569537216, 4.278134723604381, 4.052172273526611, 5.2945745230142816, 4.856523216525936, 4.856215977440695, 4.448840846212395, 4.620369162264453, 4.711465166220274, 5.204702439818421, 6.139324792095153, 6.07435288804274, 5.050472337328575, 2.760808950677174, 1.0762871740060749,-0.3525313760925096,-0.4576312199107083,-0.3576855874336494,-0.047701505433911356,-0.45477110003830445,-1.5058191379602623,-3.437010627869526,-4.072244650056223,-2.541007163949839,-2.0103388844296686,-2.50312479232222,-2.2894491447695273, -0.5914388323214326,-0.4169389134949677,-0.012264436855367211, 0.687085671118843, 2.5344611936514294, 4.747483969091154, 5.063547335745879, 6.866522716801898, 6.918328460171757, 7.541830872993569, 8.271715110463383, 10.144861208894433], macd = [7.48678782794251, 34.29920209689466, 34.08988784141987, 26.623364089132433, 38.5071344028066, 30.90839967691918, 22.794723503532886, 5.032643312339985,-10.03410816088833,-2.3519212722699123,-5.4754221265487715,-1.9165946611605875,-0.6004916462827623,-5.872046707566781,-7.892850078067966,-7.1956160000042715, 6.6973922593979935, 12.178393395444985, 17.951335133854613, -1.4109435866646578,-16.720548911646496,-6.879436481640376,-8.2946488038233,-9.469007936221267,-18.82487140243257,-5.021730872904712,-9.583517921343322,-8.931045635854506,-2.522034776042304, 8.489045531494128,-9.062209427872492,-21.93343962306274, -20.92054759099361,-23.325877701202014,-22.362520387976904,-21.365917141354,-5.702631078006446,-7.4511091823507725,-10.95426709676645, 3.079405000755645,-3.3391700460456244, 2.0557682972103173, 12.002630055935978, 13.70092871747265, 16.91254780364128, 8.410515352374414, 17.627675414060498, -1.5279137842398, 8.640184830518628, 1.7672517509263166, 12.06853384240879,-8.484293612856522,-4.752081549723076,-7.0729213516480325, 1.5092963608388121,-7.998795316199338,-14.313049034570806,-5.096551679666001,-5.8414921177178325,-8.242929661169443, 0.5576103435642941, 14.205078080195007, 15.373897232537331,-1.807699600622163, 9.939217995901362,-3.5044104519067645,-0.002457912681927965,-3.259001049826402, 1.372226528416462, 0.7287680316465632, 3.9458981887851756,-7.476978818213864,-0.5197752324193079,-8.19104440571332,-18.317307093211213,-13.476174213368791,-11.430548400788675, -0.8407987505455898, 0.7995650598164714, 2.4798726559979047,-3.2565567568351446,-8.408384303375662,-15.449531919274108,-5.081872177493574, 12.249899888851068, 4.245346236161361,-3.942287263140411, 1.709405180421541, 13.584082499584758, 1.395999350611719, 3.237395813116804, 5.594800863793681, 14.779004180260689, 17.704182203517796, 2.5285069332377965, 14.423803048448146, 0.41444594695887815, 4.988019302574491, 5.839073899758503, 14.985168787448416], DIF = [4.679242392464069, 22.372849789051976, 26.529428641492068, 26.124087276489902, 36.87936423367781, 36.943546830349, 35.736049181597465, 27.48408950004351, 18.69645024331831, 22.24355352859378, 19.997375335635752, 21.53721473568477, 22.120204787338338, 18.750421418250482, 16.753413473241395, 16.20257851227271, 23.98625667439859, 28.24905641685271, 33.37944417778935, 23.521936869196637, 13.777065592749906, 17.83769224754792, 16.093254985978547, 14.322449427751906, 7.291408769342183, 13.565262674993022, 10.086429410605803, 9.296284848868396, 12.18553593176921, 18.75220677697419, 8.843803118806818, -0.33349193167114777,-2.442114364510786,-6.56051413226524,-8.874150524149798,-11.046588543507596,-3.927774396584624,-5.733402096550634,-8.85426444085428,-1.4525027669987765,-5.079186546155114,-2.1247463373758535, 4.349013298978974, 6.910778719431391, 7.430954931384235, 14.24299438898484, 4.4742105668047145, 10.638282977998756, 7.42272290706839, 14.081930683110727, 2.744980253871006, 4.017076091722345, 1.9725410218038633, 6.452311923152138, 0.6984166701081449,-4.24784131839894,-0.276661600904788,-1.3793183346454327, 3.610403314017418, 0.8595679812949868, 9.45893660963472, 11.965083339873047, 3.1483224732155293, 10.264183520964963, 3.1043179905725538, 4.854987021099731, 2.819340321299194, 5.306482426472684, 5.075849182043555, 7.177651534211009, 9.877814201202085, 5.814465271833086, 0.9549501344719147,-6.397844595928433,-5.661799932678321,-6.0678055764868475, 0.8780305951835032, 0.042096942474586285, 1.192234822565041, -2.0830494784558766,-5.710011289648094,-11.16177658750658,-6.61318073880301, 3.583942780475695, 0.11233423365101203,-4.4742684238924255,-1.4347465545587568, 6.200602417470947, 0.2810607618108918, 1.6064334697030347, 3.4844861030156835, 9.923963283781774, 13.599575070850051, 6.327800802364777, 14.07842424102597, 7.1255514336511965, 10.035840524280815, 11.191252060342634, 17.63744560261864]}
This example is a formula specific to an index in a stock. The final calculation result is the result of the test data,
Project address: http://code.google.com/p/exceoon/source/browse/trunk#trunk/components/equals