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test_generics.py
Source:test_generics.py
...658 tracker.append({2: decorated.args})659 def to_call_instead(decorated: Decorated):660 tracker.append({3: decorated.args})661 return decorated(*decorated.args, **decorated.kwargs)662 @decorate(663 before=to_call_before, after=to_call_after, instead=to_call_instead664 )665 def to_call(*args):666 tracker.append({4: args})667 to_call(1, 2)668 assert len(tracker) == 4669 assert tracker[0] == {1: (1, 2)} # before670 assert tracker[1] == {3: (1, 2)} # instead671 assert tracker[2] == {4: (1, 2)} # wrapped672 assert tracker[3] == {2: (1, 2)} # after673 def test_all_decorators_constructed(self):674 """A decorator can be "pre-made" if needed"""675 tracker: t.List[dict] = []676 def to_call_before(decorated: Decorated):677 tracker.append({1: decorated.args})678 def to_call_after(decorated: Decorated):679 tracker.append({2: decorated.args})680 def to_call_instead(decorated: Decorated):681 tracker.append({3: decorated.args})682 return decorated(*decorated.args, **decorated.kwargs)683 pre_made = construct_decorator(684 before=to_call_before, after=to_call_after, instead=to_call_instead685 )686 @pre_made()687 def to_call(*args):688 tracker.append({4: args})689 to_call(1, 2)690 assert len(tracker) == 4691 assert tracker[0] == {1: (1, 2)} # before692 assert tracker[1] == {3: (1, 2)} # instead693 assert tracker[2] == {4: (1, 2)} # wrapped694 assert tracker[3] == {2: (1, 2)} # after695 def test_all_callables_get_extras(self):696 """All of the callables get extra kwargs."""697 tracker: t.List[dict] = []698 def to_call_before(decorated: Decorated, kwarg=None):699 tracker.append({1: kwarg})700 def to_call_after(decorated: Decorated, kwarg=None):701 tracker.append({2: kwarg})702 def to_call_instead(decorated: Decorated, kwarg=None):703 tracker.append({3: kwarg})704 return decorated(*decorated.args, **decorated.kwargs)705 @decorate(706 before=to_call_before,707 after=to_call_after,708 instead=to_call_instead,709 kwarg=0,710 )711 def to_call(*args):712 tracker.append({4: args})713 to_call(1, 2)714 assert len(tracker) == 4715 assert tracker[0] == {1: 0} # before716 assert tracker[1] == {3: 0} # instead717 assert tracker[2] == {4: (1, 2)} # wrapped718 assert tracker[3] == {2: 0} # after719 def test_all_callables_get_specific_extras(self):720 """Specific extras are passed appropriately."""721 tracker: t.List[dict] = []722 def to_call_before(decorated: Decorated, kwarg=None):723 tracker.append({1: kwarg})724 def to_call_after(decorated: Decorated, kwarg=None):725 tracker.append({2: kwarg})726 def to_call_instead(decorated: Decorated, kwarg=None):727 tracker.append({3: kwarg})728 return decorated(*decorated.args, **decorated.kwargs)729 @decorate(730 before=to_call_before,731 before_kwargs={"kwarg": 0},732 after=to_call_after,733 after_kwargs={"kwarg": 1},734 instead=to_call_instead,735 instead_kwargs={"kwarg": 2},736 )737 def to_call(*args):738 tracker.append({4: args})739 to_call(1, 2)740 assert len(tracker) == 4741 assert tracker[0] == {1: 0} # before742 assert tracker[1] == {3: 2} # instead743 assert tracker[2] == {4: (1, 2)} # wrapped744 assert tracker[3] == {2: 1} # after745 def test_all_callables_specific_extras_overridden(self):746 """General kwargs override specific ones."""747 tracker: t.List[dict] = []748 def to_call_before(decorated: Decorated, kwarg=None):749 tracker.append({1: kwarg})750 def to_call_after(decorated: Decorated, kwarg=None):751 tracker.append({2: kwarg})752 def to_call_instead(decorated: Decorated, kwarg=None):753 tracker.append({3: kwarg})754 return decorated(*decorated.args, **decorated.kwargs)755 @decorate(756 before=to_call_before,757 before_kwargs={"kwarg": 0},758 after=to_call_after,759 after_kwargs={"kwarg": 1},760 instead=to_call_instead,761 instead_kwargs={"kwarg": 2},762 kwarg=3,763 )764 def to_call(*args):765 tracker.append({4: args})766 to_call(1, 2)767 assert len(tracker) == 4768 assert tracker[0] == {1: 3} # before769 assert tracker[1] == {3: 3} # instead770 assert tracker[2] == {4: (1, 2)} # wrapped771 assert tracker[3] == {2: 3} # after772 def test_just_before(self):773 """Test adding just before()."""774 tracker: t.List[dict] = []775 def to_call_before(decorated: Decorated):776 tracker.append({1: decorated.args})777 @decorate(before=to_call_before)778 def to_call(*args):779 tracker.append({2: args})780 to_call(1, 2)781 assert len(tracker) == 2782 assert tracker[0] == {1: (1, 2)}783 assert tracker[1] == {2: (1, 2)}784 def test_just_after(self):785 """Test adding just after()."""786 tracker: t.List[dict] = []787 def to_call_after(decorated: Decorated):788 tracker.append({1: decorated.args})789 @decorate(after=to_call_after)790 def to_call(*args):791 tracker.append({2: args})792 to_call(1, 2)793 assert len(tracker) == 2794 assert tracker[0] == {2: (1, 2)}795 assert tracker[1] == {1: (1, 2)}796 def test_just_instead(self):797 """Test adding just instead()."""798 tracker: t.List[dict] = []799 def to_call_instead(decorated: Decorated):800 tracker.append({1: decorated.args})801 @decorate(instead=to_call_instead)802 def to_call(*args):803 tracker.append({2: args})804 to_call(1, 2)805 assert len(tracker) == 1806 assert tracker[0] == {1: (1, 2)}807 def test_all_decorators_implicit_class(self):808 """Test adding one of each decorator type to a class."""809 tracker: t.List[dict] = []810 def to_call_before(decorated: Decorated):811 tracker.append({1: decorated.args})812 def to_call_after(decorated: Decorated):813 tracker.append({2: decorated.args})814 def to_call_instead(decorated: Decorated):815 tracker.append({3: decorated.args})816 return decorated(*decorated.args, **decorated.kwargs)817 @decorate(818 before=to_call_before, after=to_call_after, instead=to_call_instead819 )820 class _ToDecorate:821 def to_call(self, *args):822 tracker.append({4: args})823 _ToDecorate().to_call(1, 2)824 assert len(tracker) == 4825 assert tracker[0] == {1: (1, 2)} # before826 assert tracker[1] == {3: (1, 2)} # instead827 assert tracker[2] == {4: (1, 2)} # wrapped828 assert tracker[3] == {2: (1, 2)} # after829 def test_at_least_one_callable_must_be_specified(self):830 """Not specifying any callables does not work."""831 with pytest.raises(ValueError):832 @decorate()833 def _fn():834 pass835@pytest.mark.parametrize("decorator", [before, after, instead])836def test_extras_persistence(decorator):837 """Test the persistence across calls of extras"""838 def memo_func(_decorated, memo):839 memo.append("called")840 memo: list = []841 decorated = Mock(return_value=None)842 decorated.__name__ = str("decorated_mock")843 decorated = decorator(memo_func, memo=memo,)(decorated)844 for _ in range(5):845 decorated()846 assert len(memo) == 5...
mkhtml.py
Source:mkhtml.py
1#!/usr/bin/env python2import sys3import random4import re5from operator import itemgetter6import math7from itertools import islice8from datetime import datetime9from scipy.sparse import csr_matrix10from numpy import array, zeros, matrix11from sklearn import linear_model12from sklearn import cross_validation 13from sklearn import metrics14from sklearn.ensemble import RandomForestClassifier, RandomForestRegressor15from data import loadTestJson, loadTrainJson16from LM import KneserNeyLM, ngrams17from wordshape import wordShape, capCount18from features import *19from model import *20# Make submission using model21def mkSub(modelF, trainFile, testFile, outFile):22 printNow("make submission")23 trainRows = list(loadTrainJson(trainFile))24 printNow(" load train rows")25 m = modelF()26 m.train(trainRows)27 printNow(" trained")28 29 makeSubmission(m, testFile, outFile)30 return m31def makeSubmission(model, testFile, outFile):32 rows = loadTestJson(testFile)33 printNow(" load test rows")34 with open(outFile, 'w') as f:35 f.write('Insult,Date,Comment\n')36 f.writelines(['%f,%s,%s\n' % (model.classify1(row), row.dt, row.rawText) for row in rows])37 printNow(" submission created")38def printNow(msg):39 print '%s [%s]' % (msg, datetime.strftime(datetime.now(), '%H:%M:%S'))40def printOutliers(outliers, outFile):41 def insultText(insult):42 if insult: return 'Insult'43 return ''44 def norm(s):45 s = s.replace('\n', '<br>')46 return s47 with open(outFile, 'w') as f:48 f.write('<html><table border="1">\n')49 f.writelines('<tr><td><b>%s</b></td><td><b>%.3f</b></td></tr>\n<tr><td colspan="2">%s</td></tr>\n' % (insultText(insult), score, norm(text)) for diff, insult, score, text in outliers)50 f.write('</table></html>')51def getOutliers(modelF, rows, n = 20, insult = True, k = 4):52 kfold = cross_validation.KFold(len(rows), k = k, indices = True, shuffle = True)53 rows = array(rows)54 train, test = next(islice(kfold, 1))55 model = modelF()56 model.train(rows[train])57 def out(row):58 score = model.classify1(row)59 return (abs(float(row.insult) - score), row.insult, score, row.text)60 return sorted(map(out, filter(lambda row: insult == row.insult, rows[test])), key = itemgetter(0), reverse = True)[:n]61def printOutliersRF(outliers, outFile):62 def insultText(insult):63 if insult: return 'Insult'64 return ''65 def norm(s):66 s = s.replace('\n', '<br>')67 return s68 with open(outFile, 'w') as f:69 f.write('<html><table border="1">\n')70 f.writelines('<tr><td><b>%s</b></td><td><b>%.3f</b></td><td>%s</td></tr>\n<tr><td colspan="3">%s</td></tr>\n' % (insultText(insult), score, ' '.join(['<b>%.3f</b>' % f for f in features]), norm(text)) for diff, insult, score, features, text in outliers)71 f.write('</table></html>')72def getOutliersRF(model, rows, n = 20, insult = True):73 def out(row):74 score = model.classify1(row.text)75 return (abs(float(row.insult) - score), row.insult, score, model.featurize(row.text), row.text)76 return sorted(map(out, filter(lambda row: insult == row.insult, rows)), key = itemgetter(0), reverse = True)[:n]77#78# Print important features79def topFeatures(model, n = 10, reverse = 1):80 return sorted([(word, weight) for ((word, c), weight) in zip(model.featDict.items(), model.estimator.coef_[0])], key = itemgetter(1), reverse = reverse)[:n]81# some models82def wordsLogistic():83 return LogRegModel(SetExtractor(decorateFeat('w[%s]', textFeat(getWords)), probScore))84def words2Logistic():85 return LogRegModel(SetExtractor(decorateFeat('n2[%s]', textFeat(getNgrams(2))), probScore))86def words12Logistic():87 f1 = decorateFeat('w[%s]', textFeat(getWords))88 f2 = decorateFeat('n2[%s]', textFeat(getNgrams(2)))89 return LogRegModel(SetExtractor(combine(f1, f2), probScore))90def words12SortedLogistic():91 f1 = decorateFeat('w[%s]', textFeat(getWords))92 f2 = decorateFeat('n2[%s]', textFeat(getNgramsSorted(2)))93 return LogRegModel(SetExtractor(combine(f1, f2), probScore))94def ngramsLogistic(n):95 mask = 'ss' + str(n) + '[%s]'96 return lambda: LogRegModel(SetExtractor(decorateFeat(mask, textFeat(getCharNgrams(n))), probScore))97def ngramsRank(n):98 mask = 'ss' + str(n) + '[%s]'99 return lambda: RankModel(SetExtractor(decorateFeat(mask, textFeat(getCharNgrams(n))), probScore))100def ngramsTfLogistic(n):101 mask = 'ss' + str(n) + '[%s]'102 return lambda: LogRegModel(TFExtractor(decorateFeat(mask, textFeat(getCharNgrams(n)))))103def ngramsTfRank(n):104 mask = 'ss' + str(n) + '[%s]'105 return lambda: RankModel(TFExtractor(decorateFeat(mask, textFeat(getCharNgrams(n)))))106def wordShapesLogistic():107 return LogRegModel(SetExtractor(decorateFeat('shape[%s]', textFeat(wordShapes)), probScore))108def wordShapesTfLogistic():109 return LogRegModel(TFExtractor(decorateFeat('shape[%s]', textFeat(wordShapes))))110def stemLogistic():111 return LogRegModel(SetExtractor(decorateFeat('stem[%s]', getStems1), probScore))112def stemRank():113 return RankModel(SetExtractor(decorateFeat('stem[%s]', getStems1), probScore))114def stem2Logistic():115 f1 = decorateFeat('stem2[%s]', getStemNgrams(2))116 return LogRegModel(SetExtractor(f1, probScore), C = 11)117def stem12Logistic():118 f1 = decorateFeat('stem1[%s]', getStems1)119 f2 = decorateFeat('stem2[%s]', getStemNgrams(2))120 return LogRegModel(SetExtractor(combine(f1, f2), probScore), C = 11)121def stem12Rank():122 f1 = decorateFeat('stem1[%s]', getStems1)123 f2 = decorateFeat('stem2[%s]', getStemNgrams(2))124 return RankModel(SetExtractor(combine(f1, f2), probScore))125def stem12Ridge():126 f1 = decorateFeat('stem1[%s]', getStems1)127 f2 = decorateFeat('stem2[%s]', getStemNgrams(2))128 return RegModel(SetExtractor(combine(f1, f2), probScore), estimator = linear_model.Ridge(alpha = 14))129def stem12SortedLogistic():130 f1 = decorateFeat('stem1[%s]', getStems1)131 f2 = decorateFeat('stem2[%s]', getStemNgramsSorted(2))132 return LogRegModel(SetExtractor(combine(f1, f2), probScore))133def stem12SortedRank():134 f1 = decorateFeat('stem1[%s]', getStems1)135 f2 = decorateFeat('stem2[%s]', getStemNgramsSorted(2))136 return RankModel(SetExtractor(combine(f1, f2), probScore))137def tagsLogistic():138 f1 = decorateFeat('stem1[%s]', getTags)139 return LogRegModel(SetExtractor(f1, probScore))140def tags12Logistic():141 f1 = decorateFeat('tag[%s]', getTags)142 f2 = decorateFeat('tag2[%s]', getTagNgrams(2))143 return LogRegModel(SetExtractor(combine(f1, f2), probScore))144def tags12TfLogistic():145 f1 = decorateFeat('tag[%s]', getTags)146 f2 = decorateFeat('tag2[%s]', getTagNgrams(2))147 return LogRegModel(TFExtractor(combine(f1, f2)))148#149# LM classifiers150def wordsLm(n):151 return lambda: LMModel(WordsSeqExtractor(wordsSeq), n = n)152def stemLm(n):153 return lambda: LMModel(WordsSeqExtractor(getStems), n = n)154def tagLm(n):155 return lambda: LMModel(SeqExtractor(getTags), n = n)156#157# Subseq classifiers158def wordsSubseq2Logistic(n):159 return lambda: LogRegModel(SetExtractor(getSubseq2(wordsSeq, n), probScore))160def wordsSubseq3Logistic(n):161 return lambda: LogRegModel(SetExtractor(getSubseq3(wordsSeq, n), probScore))162def stemsSubseq2Logistic(n):163 return lambda: LogRegModel(SetExtractor(getSubseq2(getStems, n), probScore))164def stemsSubseq2Rank(n):165 return lambda: RankModel(SetExtractor(getSubseq2(getStems, n), probScore))166def stemsSubseq3Logistic(n):167 return lambda: LogRegModel(SetExtractor(getSubseq3(getStems, n), probScore))168def tagsSubseq2Logistic(n):169 return lambda: LogRegModel(SetExtractor(getSubseq2(getTags, n), probScore))170def tagsSubseq3Logistic(n):171 return lambda: LogRegModel(SetExtractor(getSubseq3(getTags, n), probScore))172def stemsSubseq2SortedLogistic(n):173 return lambda: LogRegModel(SetExtractor(getSubseq2Sorted(getStems, n), probScore))174def stemsSubseq2SortedRank(n):175 return lambda: RankModel(SetExtractor(getSubseq2Sorted(getStems, n), probScore))176def stemsSubseq2SortedRank(n):177 return lambda: RankModel(SetExtractor(getSubseq2Sorted(getStems, n), probScore))178def stemsSubseq3SortedLogistic(n):179 return lambda: LogRegModel(SetExtractor(getSubseq3Sorted(getStems, n), probScore))180def tagsSubseq2SortedLogistic(n):181 return lambda: LogRegModel(SetExtractor(getSubseq2Sorted(getTags, n), probScore))182def tagsSubseq3SortedLogistic(n):183 return lambda: LogRegModel(SetExtractor(getSubseq3Sorted(getTags, n), probScore))184#185# Mixed ngrams classifiers186def mixedST():187 return LogRegModel(SetExtractor(mixedNgramsST, probScore))188def mixedTS():189 return LogRegModel(SetExtractor(mixedNgramsTS, probScore))190def mixedST_TS():191 f1 = mixedNgramsST192 f2 = mixedNgramsTS193 return LogRegModel(SetExtractor(combine(f1, f2), probScore))194def mixedSST():195 return LogRegModel(SetExtractor(mixedNgramsSST, probScore))196def mixedSTS():197 return LogRegModel(SetExtractor(mixedNgramsSTS, probScore))198def mixedSTT():199 return LogRegModel(SetExtractor(mixedNgramsSTT, probScore))200def mixedTSS():201 return LogRegModel(SetExtractor(mixedNgramsTSS, probScore))202def mixedTST():203 return LogRegModel(SetExtractor(mixedNgramsTST, probScore))204def mixedTTS():205 return LogRegModel(SetExtractor(mixedNgramsTTS, probScore))206def mixedSTT_TST_TTS():207 f1 = mixedNgramsSTT208 f2 = mixedNgramsTST209 f3 = mixedNgramsTTS210 return LogRegModel(SetExtractor(combine(f1, f2, f3), probScore))211# Syntax classifiers212def syntaxStems12():213 f1 = decorateFeat('stem1[%s]', getStems1)214 f2 = decorateFeat('syn[%s]', synStems2)215 return LogRegModel(SetExtractor(combine(f1, f2), probScore))216def syntaxStems2():217 return LogRegModel(SetExtractor(synStems2, probScore))218def syntaxStems2Dep():219 return LogRegModel(SetExtractor(synStems2Dep, probScore))220def syntaxStemsL():221 return LogRegModel(SetExtractor(synStemsL, probScore))222def syntaxStemsR():223 return LogRegModel(SetExtractor(synStemsR, probScore))224def syntaxStemsLR():225 f1 = decorateFeat('synL[%s]', synStemsL)226 f2 = decorateFeat('synR[%s]', synStemsR)227 return LogRegModel(SetExtractor(combine(f1, f2), probScore))228def syntaxStems12_LR():229 f1 = decorateFeat('stem1[%s]', getStems1)230 f2 = decorateFeat('syn[%s]', synStems2)231 f3 = decorateFeat('synL[%s]', synStemsL)232 f4 = decorateFeat('synR[%s]', synStemsR)233 return LogRegModel(SetExtractor(combine(f1, f2, f3, f4), probScore))234# syntax - from dependency graph235def syntaxStems3():236 return LogRegModel(SetExtractor(synStems3, probScore))237def syntaxStems123():238 f1 = decorateFeat('stem1[%s]', getStems1)239 f2 = decorateFeat('syn2[%s]', synStems2)240 f3 = decorateFeat('syn3[%s]', synStems3)241 return LogRegModel(SetExtractor(combine(f1, f2, f3), probScore))242def syntaxTags2():243 return LogRegModel(SetExtractor(synTags2, probScore))244def syntaxTags3():245 return LogRegModel(SetExtractor(synTags3, probScore))246def syntaxTags12():247 f1 = decorateFeat('tags1[%s]', getTags)248 f2 = decorateFeat('tags2[%s]', synTags2)249 return LogRegModel(SetExtractor(combine(f1, f2), probScore))250def syntaxTags123():251 f1 = decorateFeat('tags1[%s]', getTags)252 f2 = decorateFeat('tags2[%s]', synTags2)253 f3 = decorateFeat('tags3[%s]', synTags3)254 return LogRegModel(SetExtractor(combine(f1, f2, f3), probScore))255def syntaxMixedST():256 return LogRegModel(SetExtractor(synMixedST, probScore))257def syntaxMixedTS():258 return LogRegModel(SetExtractor(synMixedTS, probScore))259def syntaxMixedST_TS():260 f1 = synMixedST261 f2 = synMixedTS262 return LogRegModel(SetExtractor(combine(f1, f2), probScore))263def syntaxMixedSST():264 return LogRegModel(SetExtractor(synMixedSST, probScore))265def syntaxMixedSTS():266 return LogRegModel(SetExtractor(synMixedSTS, probScore))267def syntaxMixedSTT():268 return LogRegModel(SetExtractor(synMixedSTT, probScore))269def syntaxMixedTSS():270 return LogRegModel(SetExtractor(synMixedTSS, probScore))271def syntaxMixedTST():272 return LogRegModel(SetExtractor(synMixedTST, probScore))273def syntaxMixedTTS():274 return LogRegModel(SetExtractor(synMixedTTS, probScore))275def syntaxMixedSTT_TST_TTS():276 f1 = synMixedSTT277 f2 = synMixedTST278 f3 = synMixedTTS279 return LogRegModel(SetExtractor(combine(f1, f2, f3), probScore))280# syntax - sentence level281def syntaxStems12Sen():282 return SenModel(syntaxStems12())283def syntaxStems2Sen():284 return SenModel(syntaxStems2())285def syntaxStems2DepSen():286 return SenModel(syntaxStems2Dep())287def syntaxStemsLSen():288 return SenModel(syntaxStemsL())289def syntaxStemsRSen():290 return SenModel(syntaxStemsR())291def syntaxStemsLRSen():292 return SenModel(syntaxStemsLR())293def syntaxStems12_LRSen():294 return SenModel(syntaxStems12_LR())295#296# Basic exctractors297def logLen():298 return Basic(lambda row: math.log(1.0 + sum(map(lambda sen: len(sen.tokens), row.sentences))))299def logSentencesCount():300 return Basic(lambda row: math.log(1.0 + len(row.sentences)))301def upperPortion():302 def f(row):303 u, l, d, p, o = capCount(row.text)304 return (1.0 + u)/(1.0 + u + l + d + p + o)305 return Basic(f)306def lowerPortion():307 def f(row):308 u, l, d, p, o = capCount(row.text)309 return (1.0 + l)/(1.0 + u + l + d + p + o)310 return Basic(f)311def digitPortion():312 def f(row):313 u, l, d, p, o = capCount(row.text)314 return (1.0 + d)/(1.0 + u + l + d + p + o)315 return Basic(f)316def puncPortion():317 def f(row):318 u, l, d, p, o = capCount(row.text)319 return (1.0 + p)/(1.0 + u + l + d + p + o)320 return Basic(f)321def otherPortion():322 def f(row):323 u, l, d, p, o = capCount(row.text)324 return (1.0 + o)/(1.0 + u + l + d + p + o)325 return Basic(f)326#327# Combined classifiers328def sub5():329 f1 = getStems1330 f2 = getStemNgrams(2)331 f3 = textFeat(getCharNgrams(2))332 return LogRegModel(SetExtractor(combine(f1, f2, f3), probScore))333def sub8():334 f1 = getStems1335 f2 = getStemNgrams(2)336 e1 = SetExtractor(combine(f1, f2), probScore)337 f3 = textFeat(getCharNgrams(2))338 e2 = TFExtractor(f3)339 return LogRegModel(CombinedExtractor(e1, e2), C = 6)340def sub8Ridge():341 f1 = getStems1342 f2 = getStemNgrams(2)343 e1 = SetExtractor(combine(f1, f2), probScore)344 f3 = textFeat(getCharNgrams(2))345 e2 = TFExtractor(f3)346 return RegModel(CombinedExtractor(e1, e2), estimator = linear_model.Ridge(alpha = 1))347def sub5_1():348 f1 = getStems1349 f2 = getStemNgramsSorted(2)350 f3 = textFeat(getCharNgrams(2))351 return LogRegModel(SetExtractor(combine(f1, f2, f3), probScore))352# specialized353def ngramsLogistic_2():354 return ngramsLogistic(2)()355def ngramsLogistic_3():356 return ngramsLogistic(3)()357def ngramsLogistic_4():358 return ngramsLogistic(4)()359def ngramsTfLogistic_2():360 return ngramsLogistic(2)()361def ngramsTfLogistic_3():362 return ngramsLogistic(3)()363def ngramsTfLogistic_4():364 return ngramsLogistic(4)()365def ngramsRank_2():366 return ngramsLogistic(2)()367def ngramsRank_3():368 return ngramsLogistic(3)()369def ngramsRank_4():370 return ngramsLogistic(4)()371def ngramsTfRank_2():372 return ngramsLogistic(2)()373def ngramsTfRank_3():374 return ngramsLogistic(3)()375def ngramsTfRank_4():376 return ngramsLogistic(4)()377def ngramsLogisticSen_2():378 return SenModel(ngramsLogistic(2)())379def ngramsLogisticSen_3():380 return SenModel(ngramsLogistic(3)())381def ngramsLogisticSen_4():382 return SenModel(ngramsLogistic(4)())383def ngramsTfLogisticSen_2():384 return SenModel(ngramsLogistic(2)())385def ngramsTfLogisticSen_3():386 return SenModel(ngramsLogistic(3)())387def ngramsTfLogisticSen_4():388 return SenModel(ngramsLogistic(4)())389def ngramsRankSen_2():390 return SenModel(ngramsLogistic(2)())391def ngramsRankSen_3():392 return SenModel(ngramsLogistic(3)())393def ngramsRankSen_4():394 return SenModel(ngramsLogistic(4)())395def ngramsTfRankSen_2():396 return SenModel(ngramsLogistic(2)())397def ngramsTfRankSen_3():398 return SenModel(ngramsLogistic(3)())399def ngramsTfRankSen_4():400 return SenModel(ngramsLogistic(4)())401#402# LM403def wordsLm_2():404 return wordsLm(2)()405def wordsLm_3():406 return wordsLm(3)()407def wordsLm_4():408 return wordsLm(4)()409def stemLm_2():410 return stemLm(2)()411def stemLm_3():412 return stemLm(3)()413def stemLm_4():414 return stemLm(4)()415def stemLm_5():416 return stemLm(5)()417def stemLm_6():418 return stemLm(6)()419def stemLm_7():420 return stemLm(7)()421def stemLmSen_2():422 return SenModel(stemLm(2)())423def stemLmSen_3():424 return SenModel(stemLm(3)())425def stemLmSen_4():426 return SenModel(stemLm(4)())427def stemLmSen_5():428 return SenModel(stemLm(5)())429def stemLmSen_6():430 return SenModel(stemLm(6)())431def stemLmSen_7():432 return SenModel(stemLm(7)())433def tagLm_2():434 return tagLm(2)()435def tagLm_3():436 return tagLm(3)()437def tagLm_4():438 return tagLm(4)()439def tagLm_5():440 return tagLm(5)()441def tagLm_6():442 return tagLm(6)()443def tagLm_7():444 return tagLm(7)()445def tagLmSen_2():446 return SenModel(tagLm(2)())447def tagLmSen_3():448 return SenModel(tagLm(3)())449def tagLmSen_4():450 return SenModel(tagLm(4)())451def tagLmSen_5():452 return SenModel(tagLm(5)())453def tagLmSen_6():454 return SenModel(tagLm(6)())455def tagLmSen_7():456 return SenModel(tagLm(7)())457# subseq2458def stemsSubseq2Logistic_5():459 return stemsSubseq2Logistic(5)()460def stemsSubseq2Logistic_6():461 return stemsSubseq2Logistic(6)()462def stemsSubseq2SortedLogistic_5():463 return stemsSubseq2SortedLogistic(5)()464def stemsSubseq2SortedLogistic_6():465 return stemsSubseq2SortedLogistic(6)()466def stemsSubseq2Rank_5():467 return stemsSubseq2Rank(5)()468def stemsSubseq2SortedRank_5():469 return stemsSubseq2SortedRank(5)()470def tagsSubseq2Logistic_5():471 return tagsSubseq2Logistic(5)()472def tagsSubseq2Logistic_6():473 return tagsSubseq2Logistic(6)()474def tagsSubseq2SortedLogistic_5():475 return tagsSubseq2SortedLogistic(5)()476def tagsSubseq2SortedLogistic_6():477 return tagsSubseq2SortedLogistic(6)()478# subseq3479def stemsSubseq3Logistic_5():480 return stemsSubseq3Logistic(5)()481def stemsSubseq3Logistic_6():482 return stemsSubseq3Logistic(6)()483def stemsSubseq3SortedLogistic_5():484 return stemsSubseq3SortedLogistic(5)()485def stemsSubseq3SortedLogistic_6():486 return stemsSubseq3SortedLogistic(6)()487def tagsSubseq3Logistic_4():488 return tagsSubseq3Logistic(4)()489def tagsSubseq3Logistic_5():490 return tagsSubseq3Logistic(5)()491def tagsSubseq3Logistic_6():492 return tagsSubseq3Logistic(6)()493def tagsSubseq3SortedLogistic_5():494 return tagsSubseq3SortedLogistic(5)()495def tagsSubseq3SortedLogistic_6():...
mapped.py
Source:mapped.py
...93def read_key(k):94 if isinstance(k, dict):95 return k['k']96 return k97def decorate(ax, d, m, **kwargs):98 if 'x' in kwargs:99 ax.set_xlabel(read_key(m[kwargs['x']]))100 if 'y' in kwargs:101 ax.set_ylabel(read_key(m[kwargs['y']]))102 if 'z' in kwargs:103 ax.set_zlabel(read_key(m[kwargs['z']]))104 if any([k in ('xt', 'xtl', 'yt', 'ytl', 'zt', 'ztl') for k in m]):105 rm = remap(d, m, asdocs=False)106 else:107 return108 if 'xt' in m:109 ax.set_xticks(rm['xt'])110 if 'xtl' in m:111 ax.set_xticklabels(rm['xtl'])112 if 'yt' in m:113 ax.set_yticks(rm['yt'])114 if 'ytl' in m:115 ax.set_yticklabels(rm['ytl'])116 if 'zt' in m:117 ax.set_zticks(rm['zt'])118 if 'ztl' in m:119 ax.set_zticklabels(rm['ztl'])120@pfunc(required=('left', 'height'))121def bar(d, m, *args, **kwargs):122 if kwargs.get('decorate', False):123 decorate(pylab.gca(), d, m, x='left', y='height')124 return125@pfunc(required=('bottom', 'width'))126def barh(d, m, *args, **kwargs):127 if kwargs.get('decorate', False):128 decorate(pylab.gca(), d, m, x='width', y='bottom')129 return130@pfunc(required=('x'), optional='y', auto=False)131def bin(d, m, *args, **kwargs):132 ax = pylab.gca()133 g = grouping.group(args[0], gtype='d') # thing to group134 lefts = [i for i in range(len(g))]135 labels = sorted(g.keys())136 if len(args) == 1:137 values = [len(g[k]) for k in labels]138 elif len(args) > 1: # a y was provided139 stat = np.flookup.lookup(kwargs.get('stat', 'mean'))140 d = np.convert.labeled_array(x=args[0], y=args[1])141 values = []142 for l in labels:143 values.append(stat(d[d['x'] == l]['y']))144 r = ax.bar(lefts, values)145 if kwargs.get('decorate', False):146 decorate(ax, d, m, x='x', y='y')147 # make xticks & xticklabels if they're not defined148 if 'xt' not in m:149 ax.set_xticks([i + 0.5 for i in lefts])150 if 'xtl' not in m:151 ax.set_xticklabels(labels)152 return r153@pfunc(required=('x', 'y'))154def errorbar(d, m, *args, **kwargs):155 if kwargs.get('decorate', False):156 decorate(pylab.gca(), d, m, x='x', y='y')157 return158@pfunc(required='x')159def hist(d, m, *args, **kwargs):160 if kwargs.get('decorate', False):161 decorate(pylab.gca(), d, m, x='x')162 return163@pfunc(required='x', optional=('y', 'fmt'))164def plot(d, m, *args, **kwargs):165 if kwargs.get('decorate', False):166 decorate(pylab.gca(), d, m, x='x', y='y')167 return168@pfunc(required=('x', 'y'))169def scatter(d, m, *args, **kwargs):170 if kwargs.get('decorate', False):171 decorate(pylab.gca(), d, m, x='x', y='y')172 return173@pfunc(required='x')174def boxplot(d, m, *args, **kwargs):175 if kwargs.get('decorate', False):176 decorate(pylab.gca(), d, m, x='x')177 return178@pfunc(required='y')179def axhline(d, m, *args, **kwargs):180 if kwargs.get('decorate', False):181 decorate(pylab.gca(), d, m, y='y')182 return183@pfunc(required='x')184def axvline(d, m, *args, **kwargs):185 if kwargs.get('decorate', False):186 decorate(pylab.gca(), d, m, x='x')187 return188@pfunc(required=('ymin', 'ymax'))189def axhspan(d, m, *args, **kwargs):190 if kwargs.get('decorate', False):191 decorate(pylab.gca(), d, m, y='ymin')192 return193@pfunc(required=('xmin', 'xmax'))194def axvspan(d, m, *args, **kwargs):195 if kwargs.get('decorate', False):196 decorate(pylab.gca(), d, m, x='xmin')197 return198@pfunc(required=('x', 'y'), optional='c')199def fill(d, m, *args, **kwargs):200 if kwargs.get('decorate', False):201 decorate(pylab.gca(), d, m, x='x', y='y')202 return203@pfunc(required=('x', 'y1'))204def fill_between(d, m, *args, **kwargs):205 if kwargs.get('decorate', False):206 decorate(pylab.gca(), d, m, x='x', y='y1')207 return208@pfunc(required=('y', 'x1'))209def fill_betweenx(d, m, *args, **kwargs):210 if kwargs.get('decorate', False):211 decorate(pylab.gca(), d, m, x='x1', y='y')212 return213@pfunc(required=('y', 'xmin', 'xmax'))214def hlines(d, m, *args, **kwargs):215 if kwargs.get('decorate', False):216 decorate(pylab.gca(), d, m, x='xmin', y='y')217 return218@pfunc(required=('x', 'ymin', 'ymax'))219def vlines(d, m, *args, **kwargs):220 if kwargs.get('decorate', False):221 decorate(pylab.gca(), d, m, x='x', y='ymin')222 return223# ======= 3D =======224def get_3d_axes():225 ax = pylab.gca()226 if not isinstance(ax, mplot3d.Axes3D):227 # remove axis from plot228 axg = ax.get_geometry()229 # replace with a 3d projected one230 f = pylab.gcf()231 f.delaxes(ax)232 ax = f.add_subplot(*axg, projection='3d')233 return ax234@pfunc(required=('x', 'y'), optional='z', auto=False)235def plot3d(d, m, *args, **kwargs):236 ax = get_3d_axes()237 d = kwargs.pop('decorate', False)238 r = ax.plot(*args, **kwargs)239 if d:240 decorate(ax, d, m, x='x', y='y', z='z')241 return r242@pfunc(required=('x', 'y'), optional='z', auto=False)243def scatter3d(d, m, *args, **kwargs):244 ax = get_3d_axes()245 d = kwargs.pop('decorate', False)246 r = ax.scatter(*args, **kwargs)247 if d:248 decorate(ax, d, m, x='x', y='y', z='z')249 return r250@pfunc(required=('x', 'y', 'z'), auto=False)251def wireframe3d(d, m, *args, **kwargs):252 ax = get_3d_axes()253 d = kwargs.pop('decorate', False)254 r = ax.plot_wireframe(*args, **kwargs)255 if d:256 decorate(ax, d, m, x='x', y='y', z='z')257 return r258@pfunc(required=('x', 'y', 'z'), auto=False)259def surface3d(d, m, *args, **kwargs):260 ax = get_3d_axes()261 d = kwargs.pop('decorate', False)262 r = ax.plot_surface(*args, **kwargs)263 if d:264 decorate(ax, d, m, x='x', y='y', z='z')265 return r266@pfunc(required=('x', 'y', 'z'), auto=False)267def trisurf3d(d, m, *args, **kwargs):268 ax = get_3d_axes()269 d = kwargs.pop('decorate', False)270 r = ax.plot_trisurf(*args, **kwargs)271 if d:272 decorate(ax, d, m, x='x', y='y', z='z')273 return r274@pfunc(required=('x', 'y', 'z'), auto=False)275def contour3d(d, m, *args, **kwargs):276 ax = get_3d_axes()277 d = kwargs.pop('decorate', False)278 r = ax.contour(*args, **kwargs)279 if d:280 decorate(ax, d, m, x='x', y='y', z='z')281 return r282@pfunc(required=('x', 'y', 'z'), auto=False)283def contourf3d(d, m, *args, **kwargs):284 ax = get_3d_axes()285 d = kwargs.pop('decorate', False)286 r = ax.contourf(*args, **kwargs)287 if d:288 decorate(ax, d, m, x='x', y='y', z='z')289 return r290@pfunc(required='col', auto=False)291def collection3d(d, m, *args, **kwargs):292 ax = get_3d_axes()293 kwargs.pop('decorate', False)294 r = ax.add_collection3d(*args, **kwargs)295 return r296@pfunc(required=('left', 'height'), optional='zs', auto=False)297def bar3d(d, m, *args, **kwargs):298 ax = get_3d_axes()299 d = kwargs.pop('decorate', False)300 r = ax.bar3d(*args, **kwargs)301 if d:302 decorate(ax, d, m, x='left', y='height', z='zs')303 return r304@pfunc(required=('x', 'y', 'z', 's'), auto=False)305def text3d(d, m, *args, **kwargs):306 ax = get_3d_axes()307 d = kwargs.pop('decorate', False)308 r = ax.text3d(*args, **kwargs)309 if d:310 decorate(ax, d, m, x='x', y='y', z='z')...
testWff.py
Source:testWff.py
...29 def test_false(self):30 self.assertEqual("FALSE", str(Wff.false()))31 self.assertEqual(0, Wff.false().depth)32 33 def test_decorate(self):34 for prop in glob.prop_database():35 # can decorate a property36 dec = Wff.decorate(prop.exprcore)37 self.assertEqual(str(dec), str(prop.exprcore))38 39 # can decorate a plain node40 x = self.enc.by_name["x"]41 _x = Wff.decorate(x.name)42 self.assertEqual("x", str(_x))43 44 # combination possible between plain nodes and specs45 self.assertEqual(str(dec | _x), '('+str(prop.exprcore)+" | x)")46 47 def test_depth(self):48 # raw symbol has no depth49 x = self.enc.by_name["x"]50 y = self.enc.by_name["y"]51 52 x_ = Wff.decorate(x.name)53 y_ = Wff.decorate(y.name)54 55 # propositional connectives do not increase the depth56 self.assertEqual(0, (x_ & y_).depth)57 self.assertEqual(0, (x_ | y_).depth)58 self.assertEqual(0, (- x_).depth)59 self.assertEqual(0, (x_.implies(y_)).to_negation_normal_form().depth)60 self.assertEqual(0, (x_.iff(y_)).to_negation_normal_form().depth)61 62 # temporal operators do increase the depth63 self.assertEqual(42, x_.next_times(42).depth) # 42 times X ( .. X(x))64 self.assertEqual( 1, x_.opnext().depth) # X x65 self.assertEqual( 1, x_.opprec().depth) # Y x66 self.assertEqual( 1, x_.opnotprecnot().depth) # Z x67 self.assertEqual( 1, x_.globally().depth) # G x68 self.assertEqual( 1, x_.historically().depth) # H x69 self.assertEqual( 1, x_.eventually().depth) # F x70 self.assertEqual( 1, x_.once().depth) # O x71 self.assertEqual( 1, x_.until(y_).depth) # x U y72 self.assertEqual( 1, x_.since(y_).depth) # x S y73 self.assertEqual( 1, x_.releases(y_).depth) # x V y74 self.assertEqual( 1, x_.triggered(y_).depth) # x T y75 76 def test_to_negation_normal_form(self):77 x = self.enc.by_name["x"]78 y = self.enc.by_name["y"]79 80 x_ = Wff.decorate(x.name)81 y_ = Wff.decorate(y.name)82 83 self.assertEqual("(x -> y)", str(x_.implies(y_)))84 self.assertEqual("(!x | y)", str(x_.implies(y_).to_negation_normal_form()))85 86 self.assertEqual("(x <-> y)", str(x_.iff(y_)))87 self.assertEqual("((!x | y) & (x | !y))", str(x_.iff(y_).to_negation_normal_form()))88 89 def test_to_node(self):90 x = self.enc.by_name["x"]91 x_ = Wff.decorate(x.name)92 93 self.assertEqual(x.name, x_.to_node())94 95 def test_to_boolean_wff(self):96 x = self.enc.by_name["x"]97 x_ = Wff.decorate(x.name).to_boolean_wff(glob.bdd_encoding())98 # TODO: find something better to validate this99 self.assertIsNotNone(x_)100 101 def test_to_be(self):102 x = self.enc.by_name["x"]103 x_ = Wff.decorate(x.name).to_be(self.enc)104 self.assertIsNotNone(self.enc.by_expr[x_], x.boolean_expression)105 106 def test_not_(self):107 x = self.enc.by_name["x"]108 x_ = Wff.decorate(x.name)109 self.assertEqual("!x", str(x_.not_()))110 111 def test_and_(self):112 x = self.enc.by_name["x"]113 y = self.enc.by_name["y"]114 115 x_ = Wff.decorate(x.name)116 y_ = Wff.decorate(y.name)117 self.assertEqual("(x & y)", str(x_.and_(y_)))118 119 def test_or_(self):120 x = self.enc.by_name["x"]121 y = self.enc.by_name["y"]122 123 x_ = Wff.decorate(x.name)124 y_ = Wff.decorate(y.name)125 self.assertEqual("(x | y)", str(x_.or_(y_)))126 127 def test_implies(self):128 x = self.enc.by_name["x"]129 y = self.enc.by_name["y"]130 131 x_ = Wff.decorate(x.name)132 y_ = Wff.decorate(y.name)133 self.assertEqual("(x -> y)", str(x_.implies(y_)))134 135 def test_iff(self):136 x = self.enc.by_name["x"]137 y = self.enc.by_name["y"]138 139 x_ = Wff.decorate(x.name)140 y_ = Wff.decorate(y.name)141 self.assertEqual("(x <-> y)", str(x_.iff(y_)))142 143 def test_next(self):144 x = self.enc.by_name["x"]145 x_ = Wff.decorate(x.name)146 self.assertEqual("next(x)", str(x_.next_()))147 148 def test_next_times(self):149 x = self.enc.by_name["x"]150 x_ = Wff.decorate(x.name)151 self.assertEqual("x", str(x_.next_times(0)))152 self.assertEqual(" X x", str(x_.next_times(1)))153 self.assertEqual(" X ( X ( X x))", str(x_.next_times(3)))154 155 def test_opnext(self):156 x = self.enc.by_name["x"]157 x_ = Wff.decorate(x.name)158 self.assertEqual(" X x", str(x_.opnext()))159 def test_opprec(self):160 x = self.enc.by_name["x"]161 x_ = Wff.decorate(x.name)162 self.assertEqual(" Y x", str(x_.opprec()))163 164 def test_opnotprecnot(self):165 x = self.enc.by_name["x"]166 x_ = Wff.decorate(x.name)167 self.assertEqual(" Z x", str(x_.opnotprecnot()))168 169 def test_globally(self):170 x = self.enc.by_name["x"]171 x_ = Wff.decorate(x.name)172 self.assertEqual(" G x", str(x_.globally()))173 174 def test_historically(self):175 x = self.enc.by_name["x"]176 x_ = Wff.decorate(x.name)177 self.assertEqual(" H x", str(x_.historically()))178 179 def test_eventually(self):180 x = self.enc.by_name["x"]181 x_ = Wff.decorate(x.name)182 self.assertEqual(" F x", str(x_.eventually()))183 184 def test_once(self):185 x = self.enc.by_name["x"]186 x_ = Wff.decorate(x.name)187 self.assertEqual(" O x", str(x_.once()))188 189 def test_until(self):190 x = self.enc.by_name["x"]191 y = self.enc.by_name["y"]192 193 x_ = Wff.decorate(x.name)194 y_ = Wff.decorate(y.name)195 self.assertEqual("(x U y)", str(x_.until(y_)))196 197 def test_since(self):198 x = self.enc.by_name["x"]199 y = self.enc.by_name["y"]200 201 x_ = Wff.decorate(x.name)202 y_ = Wff.decorate(y.name)203 self.assertEqual("(x S y)", str(x_.since(y_)))204 205 def test_releases(self):206 x = self.enc.by_name["x"]207 y = self.enc.by_name["y"]208 209 x_ = Wff.decorate(x.name)210 y_ = Wff.decorate(y.name)211 self.assertEqual("(x V y)", str(x_.releases(y_)))212 213 def test_triggered(self):214 x = self.enc.by_name["x"]215 y = self.enc.by_name["y"]216 217 x_ = Wff.decorate(x.name)218 y_ = Wff.decorate(y.name)219 self.assertEqual("(x T y)", str(x_.triggered(y_)))220 221 def test_magicmethod_and(self):222 x = self.enc.by_name["x"]223 y = self.enc.by_name["y"]224 225 x_ = Wff.decorate(x.name)226 y_ = Wff.decorate(y.name)227 self.assertEqual("(x & y)", str(x_ & y_))228 229 def test_magicmethod_or(self):230 x = self.enc.by_name["x"]231 y = self.enc.by_name["y"]232 233 x_ = Wff.decorate(x.name)234 y_ = Wff.decorate(y.name)235 self.assertEqual("(x | y)", str(x_ | y_))236 237 def test_magicmethod_neg(self):238 x = self.enc.by_name["x"]239 240 x_ = Wff.decorate(x.name)241 self.assertEqual("!x", str( - x_ ))242 243 def test_magicmethod_invert(self):244 x = self.enc.by_name["x"]245 246 x_ = Wff.decorate(x.name)...
decorators.py
Source:decorators.py
...1112 self._params_decoration = None13 self._result_decoration = None1415 def _decorate(self, fn, mode, **kwargs):16 if mode == self.MODE_OVERRIDE:17 self._decorate_full(fn, **kwargs)18 elif mode == self.MODE_PARAMS:19 self._decorate_params(fn)20 elif mode == self.MODE_RESULT:21 self._decorate_result(fn, **kwargs)2223 def _decorate_full(self, fn, needs_origin=True):24 origin = self._callable2526 if needs_origin:27 if self.is_method:28 self._callable = lambda inst, *args, **kwargs: fn(inst, origin, *args, **kwargs)29 else:30 self._callable = lambda *args, **kwargs: fn(origin, *args, **kwargs)31 else:32 self._callable = fn3334 def _decorate_params(self, fn):35 if not self._params_decoration:36 self._params_decoration = []3738 self._params_decoration.append(fn)3940 def _decorate_result(self, fn, needs_params=False):41 if not self._result_decoration:42 self._result_decoration = []4344 fn._needs_params = needs_params45 self._result_decoration.append(fn)4647 def __call__(self, *args, **kwargs):48 if self._params_decoration:49 for dec in self._params_decoration:50 try:51 args, kwargs = dec(*args, **kwargs)52 except ReturnImediatelyException, e:53 return e.ret5455 res = self._callable(*args, **kwargs)5657 if self._result_decoration:58 for dec in self._result_decoration:59 if dec._needs_params:60 res = dec(res, *args, **kwargs)61 else:62 res = dec(res)6364 return res6566class ReturnImediatelyException(Exception):67 def __init__(self, ret):68 super(Exception, self).__init__()69 self.ret = ret7071def _check_decoratable(origin, install=True):72 if not hasattr(origin, '_decoratable_obj'):73 if inspect.ismethod(origin) and not hasattr(origin, '_decoratable_obj'):74 decoratable = DecoratableObject(origin)7576 def decoratable_method(self, *args, **kwargs):77 return decoratable(self, *args, **kwargs)7879 decoratable_method._decoratable_obj = decoratable8081 def decoratable_decorate(fn, mode, **kwargs):82 decoratable._decorate(fn, mode, **kwargs)8384 decoratable_method._decorate = decoratable_decorate8586 if install:87 setattr(origin.im_class, origin.__name__, decoratable_method)8889 return decoratable_method90 91 elif inspect.isfunction(origin):92 decoratable = DecoratableObject(origin)9394 def decorated(*args, **kwargs):95 return decoratable(*args, **kwargs)9697 decorated._decoratable_obj = decoratable9899 if install:100 setattr(inspect.getmodule(origin), origin.__name__, decorated)101102 decorated.__name__ = origin.__name__103 decorated.__module__ = origin.__module__104105 return decorated106107 return origin108109110def decorate(origin, needs_origin=True):111 origin = _check_decoratable(origin)112113 def decorator(fn):114 origin._decoratable_obj._decorate(fn, DecoratableObject.MODE_OVERRIDE, needs_origin=needs_origin)115 116 return decorator117118119def _decorate_params(origin):120 origin = _check_decoratable(origin)121122 def decorator(fn):123 origin._decoratable_obj._decorate(fn, DecoratableObject.MODE_PARAMS)124125 return decorator126127decorate.params = _decorate_params128129def _decorate_result(origin, needs_params=False):130 origin = _check_decoratable(origin)131132 def decorator(fn):133 origin._decoratable_obj._decorate(fn, DecoratableObject.MODE_RESULT, needs_params=needs_params)134135 return decorator136137decorate.result = _decorate_result138139def _decorate_with(fn):140 def decorator(origin):141 origin = _check_decoratable(origin)142 origin._decoratable_obj._decorate(fn, DecoratableObject.MODE_OVERRIDE, needs_origin=True)143 return origin144 return decorator145146decorate.withfn = _decorate_with147148def _decorate_result_with(fn, needs_params=False):149 def decorator(origin):150 origin = _check_decoratable(origin)151 origin._decoratable_obj._decorate(fn, DecoratableObject.MODE_RESULT, needs_params=needs_params)152 return origin153 return decorator154155decorate.result.withfn = _decorate_result_with156157def _decorate_params_with(fn):158 def decorator(origin):159 origin = _check_decoratable(origin)160 origin._decoratable_obj._decorate(fn, DecoratableObject.MODE_PARAMS)161 return origin162 return decorator163
...
metadata.py
Source:metadata.py
1"""2.. module:: metadata3 :platform: Darwin, Linux, Unix, Windows4 :synopsis: Module that contains decorators that can be utilized to attach metadata to automation5 tasks, tests, scopes, and integrations.6.. moduleauthor:: Myron Walker <myron.walker@gmail.com>7"""8# pylint: disable=too-few-public-methods9__author__ = "Myron Walker"10__copyright__ = "Copyright 2020, Myron W Walker"11__credits__ = []12__version__ = "1.0.0"13__maintainer__ = "Myron Walker"14__email__ = "myron.walker@gmail.com"15__status__ = "Development" # Prototype, Development or Production16__license__ = "MIT"17class Category:18 """19 The 'Category' decorator allows test engineers to associate categories with individual test20 cases or collections of tests.21 """22 def __init__(self, *categories):23 if len(categories) == 0:24 raise ValueError("The 'Category' decorator requires at least one category arguement.")25 self._categories = categories26 return27 def __call__(self, obj_to_decorate):28 if not hasattr(obj_to_decorate, "_metadata_"):29 obj_to_decorate._metadata_ = {}30 if "categories" in obj_to_decorate._metadata_:31 obj_to_decorate._metadata_["categories"].extend(self._categories)32 else:33 obj_to_decorate._metadata_["categories"] = self._categories34 return obj_to_decorate35class Keywords:36 """37 The 'Keywords' decorator allows test engineers to associate keywords with individual test38 cases or collections of tests.39 """40 def __init__(self, *keywords):41 if len(keywords) == 0:42 raise ValueError("The 'Keyword' decorator requires at least one keyword arguement.")43 self._keywords = keywords44 return45 def __call__(self, obj_to_decorate):46 if not hasattr(obj_to_decorate, "_metadata_"):47 obj_to_decorate._metadata_ = {}48 if "keywords" in obj_to_decorate._metadata_:49 obj_to_decorate._metadata_["keywords"].extend(self._keywords)50 else:51 obj_to_decorate._metadata_["keywords"] = self._keywords52 return obj_to_decorate53class Priority:54 """55 The 'Priority' decorator allows test engineers to associate a test priority with56 individual test cases or collections of tests.57 """58 def __init__(self, priority):59 self._priority = priority60 return61 def __call__(self, obj_to_decorate):62 if not hasattr(obj_to_decorate, "_metadata_"):63 obj_to_decorate._metadata_ = {}64 if "priority" in obj_to_decorate._metadata_:65 obj_to_decorate._metadata_["priority"].extend(self._priority)66 else:67 obj_to_decorate._metadata_["priority"] = self._priority...
decoall-deco-any3.py
Source:decoall-deco-any3.py
1# Class decorator factory: apply any decorator to all methods of a class2from types import FunctionType3from decotools import tracer, timer4def decorateAll(decorator):5 def DecoDecorate(aClass):6 for attr, attrval in aClass.__dict__.items():7 if type(attrval) is FunctionType:8 setattr(aClass, attr, decorator(attrval)) # Not __dict__9 return aClass10 return DecoDecorate11#@decorateAll(tracer) # Use a class decorator12#@decorateAll(tracer(timer(label='@@'))) 13#@decorateAll(timer(label='@@')(tracer)) # Times applying the tracer!14#@decorateAll(tracer(timer(label='@@'))) # Traces applying the timer!15#@decorateAll(tracer) # Traces onCall wrapper, times methods16#@decorateAll(timer(label='@@'))17#@decorateAll(timer(label='@@'))18#@decorateAll(tracer) # Times onCall wrapper, traces methods19 20@decorateAll(timer(label='@@'))21@decorateAll(tracer) # Times onCall wrapper, traces methods22class Person: # Applies func decorator to methods23 def __init__(self, name, pay): # Person = decorateAll(..)(Person)24 self.name = name # Person = DecoDecorate(Person)25 self.pay = pay26 def giveRaise(self, percent):27 self.pay *= (1.0 + percent)28 def lastName(self):29 return self.name.split()[-1]30bob = Person('Bob Smith', 50000)31sue = Person('Sue Jones', 100000)32print(bob.name, sue.name)33sue.giveRaise(.10)34print('%.2f' % sue.pay)35print(bob.lastName(), sue.lastName())36# If using timer: total time per method37"""38print('-'*40)39print('%.5f' % Person.__init__.alltime)40print('%.5f' % Person.giveRaise.alltime)41print('%.5f' % Person.lastName.alltime)...
decorate.py
Source:decorate.py
...45class DecoratePlan(Decorate):46 call('plan')47 def __call__(self):48 return None49def decorate(binding):50 decorations = {}51 for name in Decorate.__catalogue__():52 value = Decorate.__invoke__(name, binding)53 decorations[name] = value54 return Profile(**decorations)55def decorate_void():...
Using AI Code Generation
1import { decorate } from 'storybook-root-decorator';2import { addDecorator } from '@storybook/react';3import { addParameters } from '@storybook/react';4import { withInfo } from '@storybook/addon-info';5import { withKnobs } from '@storybook/addon-knobs';6import { withA11y } from '@storybook/addon-a11y';7import { withTests } from '@storybook/addon-jest';8import { withPerformance } from 'storybook-addon-performance';9import { withConsole } from 'storybook-addon-console';10import { withOptions } from '@storybook/addon-options';11import { withViewport } from '@storybook/addon-viewport';12import { withBackgrounds } from '@storybook/addon-backgrounds';13import { withContexts } from '@storybook/addon-contexts';14import { withRedux } from 'addon-redux';15import { withSmartKnobs } from 'storybook-addon-smart-knobs';16import { withThemes } from 'storybook-addon-themes';17import { withCSSResources } from 'storybook-addon-cssresources';18import { withPaddings } from 'storybook-addon-paddings';19import { withEmotion } from '
Using AI Code Generation
1import { addDecorator } from '@storybook/react';2import withRootDecorator from 'storybook-root-decorator';3addDecorator(withRootDecorator);4import { addParameters } from '@storybook/react';5import withRootDecorator from 'storybook-root-decorator';6addParameters(withRootDecorator);7import { addDecorator, addParameters } from '@storybook/react';8import withRootDecorator from 'storybook-root-decorator';9addDecorator(withRootDecorator);10addParameters(withRootDecorator);11import { addDecorator, addParameters, configure } from '@storybook/react';12import withRootDecorator from 'storybook-root-decorator';13addDecorator(withRootDecorator);14addParameters(withRootDecorator);15configure(withRootDecorator);16import { addDecorator, addParameters, configure } from '@storybook/react';17import withRootDecorator from 'storybook-root-decorator';18addDecorator(withRootDecorator);19addParameters(withRootDecorator);20configure(withRootDecorator);21addDecorator(withRootDecorator);22import { addDecorator, addParameters, configure } from '@storybook/react';23import withRootDecorator from 'storybook-root-decorator';24addDecorator(withRootDecorator);25addParameters(withRootDecorator);26configure(withRootDecorator);27addDecorator(withRootDecorator);28addParameters(withRootDecorator);29import { addDecorator, addParameters, configure } from '@storybook/react';30import withRootDecorator from 'storybook-root-decorator';31addDecorator(withRootDecorator);32addParameters(withRootDecorator);33configure(withRootDecorator);34addDecorator(withRootDecorator);35addParameters(withRootDecorator);36configure(withRootDecorator);37import { addDecorator, addParameters, configure } from '@storybook/react';38import withRootDecorator from 'storybook-root-decorator';39addDecorator(withRootDecorator);40addParameters(withRootDecorator);41configure(withRootDecorator);42addDecorator(withRoot
Using AI Code Generation
1import { decorate } from 'storybook-root-decorator';2import { addDecorator } from '@storybook/react';3import { storiesOf } from '@storybook/react';4import { withInfo } from '@storybook/addon-info';5import { withKnobs } from '@storybook/addon-knobs';6import { withOptions } from '@storybook/addon-options';7import { withNotes } from '@storybook/addon-notes';8import { withConsole } from 'storybook-addon-console';9import { withViewport } from '@storybook/addon-viewport';10import { withA11y } from '@storybook/addon-a11y';11import { withTests } from 'storybook-addon-jest';12import { withBackgrounds } from '@storybook/addon-backgrounds';13import { withReadme } from 'storybook-readme';14import { withDocs } from 'storybook-addon-docs';15import { withInfoAddon } from 'storybook-addon-info';16import { withStorySource } from '@storybook/addon-storysource';17import { withPaddings } from 'storybook-addon-paddings';18import { withPerformance } from 'storybook-addon-performance';19import { withRedux } from 'storybook-addon-redux';20import { withReduxPanel } from 'storybook-addon-redux';
Using AI Code Generation
1import { addDecorator } from '@storybook/react';2import { withRootDecorator } from 'storybook-root-decorator';3addDecorator(withRootDecorator);4import { addDecorator } from '@storybook/react';5import { withRootDecorator } from 'storybook-root-decorator';6addDecorator(withRootDecorator);7import { addDecorator } from '@storybook/react';8import { withRootDecorator } from 'storybook-root-decorator';9addDecorator(withRootDecorator);10import { addDecorator } from '@storybook/react';11import { withRootDecorator } from 'storybook-root-decorator';12addDecorator(withRootDecorator);13import { addDecorator } from '@storybook/react';14import { withRootDecorator } from 'storybook-root-decorator';15addDecorator(withRootDecorator);16import { addDecorator } from '@storybook/react';17import { withRootDecorator } from 'storybook-root-decorator';18addDecorator(withRootDecorator);19import { addDecorator } from '@storybook/react';20import { withRootDecorator } from 'storybook-root-decorator';21addDecorator(withRootDecorator);22import { addDecorator } from '@storybook/react';23import { withRootDecorator } from 'storybook-root-decorator';24addDecorator(withRootDecorator);25import { addDecorator } from '@storybook/react';26import { withRootDecorator } from 'storybook-root-decorator';27addDecorator(withRootDecorator);28import { addDecorator } from '@storybook/react';29import
Using AI Code Generation
1import { decorate } from 'storybook-root-decorator';2import { withKnobs } from '@storybook/addon-knobs';3export const decorators = decorate([4]);5module.exports = {6 stories: ['../src/**/*.stories.mdx', '../src/**/*.stories.@(js|jsx|ts|tsx)'],7 core: {8 },9};10const path = require('path');11const rootDecorator = require('storybook-root-decorator/webpack');12module.exports = async ({ config }) => {13 config.resolve.alias['@'] = path.resolve(__dirname, '../src');14 return rootDecorator(config);15};16{17 "compilerOptions": {18 },19}20module.exports = {21 {22 targets: {23 },24 },25};26import { decorate } from 'storybook-root-decorator';27import { withKnobs } from '@storybook/addon-knobs';28export const decorators = decorate([29]);30import { decorate } from 'storybook-root-decorator';31import { withKnobs } from '@storybook/addon-knobs';32export const decorators = decorate([33]);34import { decorate } from 'storybook-root-decorator';35import
Using AI Code Generation
1import { decorate } from 'storybook-root-decorator';2import withRoot from './withRoot';3export const decorators = [decorate(withRoot)];4import { addDecorator } from '@storybook/react';5import withRoot from './withRoot';6addDecorator(withRoot);7module.exports = {8};9import React from 'react';10import { ThemeProvider } from '@material-ui/core/styles';11import CssBaseline from '@material-ui/core/CssBaseline';12import theme from '../src/theme';13function withRoot(Component) {14 function WithRoot(props) {15 return (16 <ThemeProvider theme={theme}>17 <Component {...props} />18 );19 }20 return WithRoot;21}22export default withRoot;
Using AI Code Generation
1import { addDecorator } from '@storybook/react';2import RootDecorator from 'storybook-root-decorator';3addDecorator(RootDecorator);4import { addDecorator } from '@storybook/react';5import { withInfo } from '@storybook/addon-info';6addDecorator(withInfo);7import { addDecorator } from '@storybook/react';8import { withInfo } from '@storybook/addon-info';9addDecorator(withInfo);10import { addDecorator } from '@storybook/react';11import { withInfo } from '@storybook/addon-info';12addDecorator(withInfo);13import { addDecorator } from '@storybook/react';14import { withInfo } from '@storybook/addon-info';15addDecorator(withInfo);16import { addDecorator } from '@storybook/react';17import { withInfo } from '@storybook/addon-info';18addDecorator(withInfo);19import { addDecorator } from '@storybook/react';20import { withInfo } from '@storybook/addon-info';21addDecorator(withInfo);22import { addDecorator } from '@storybook/react';23import { withInfo } from '@storybook/addon-info';24addDecorator(withInfo);25import { addDecorator } from '@storybook/react';26import { withInfo } from '@storybook/addon-info';27addDecorator(withInfo);28import { addDecorator } from '@storybook/react';29import { withInfo } from '@storybook/addon-info';30addDecorator(withInfo);31import { addDecorator } from '@storybook/react';32import { withInfo } from '@storybook/addon-info';33addDecorator(withInfo);34import
Using AI Code Generation
1import { addDecorator } from '@storybook/react';2import withRootDecorator from 'storybook-root-decorator';3addDecorator(withRootDecorator);4import { configure, addDecorator } from '@storybook/react';5import withRootDecorator from 'storybook-root-decorator';6addDecorator(withRootDecorator);7import { configure, addDecorator } from '@storybook/react';8import withRootDecorator from 'storybook-root-decorator';9addDecorator(withRootDecorator);10import { configure, addDecorator } from '@storybook/react';11import withRootDecorator from 'storybook-root-decorator';12addDecorator(withRootDecorator);13import { configure, addDecorator } from '@storybook/react';14import withRootDecorator from 'storybook-root-decorator';15addDecorator(withRootDecorator);16import { configure, addDecorator } from '@storybook/react';17import withRootDecorator from 'storybook-root-decorator';18addDecorator(withRootDecorator);19import { configure, addDecorator } from '@storybook/react';20import withRootDecorator from 'storybook-root-decorator';21addDecorator(withRootDecorator);22import { configure, addDecorator } from '@storybook/react';23import withRootDecorator from 'storybook-root-decorator';24addDecorator(withRootDecorator);25import { configure, addDecorator } from '@storybook/react';26import withRootDecorator from 'storybook-root-decorator';27addDecorator(withRootDecorator);28import { configure, addDecorator } from '@storybook/react';29import withRootDecorator from 'storybook-root-decorator';30addDecorator(withRootDecorator);31import { configure, addDecorator } from '@storybook/react';32import withRootDecorator from 'storybook-root-decorator';33addDecorator(withRootDecorator);34import { configure, addDecorator } from '@storybook/react';35import withRootDecorator from 'storybook-root-decorator';36addDecorator(withRootDecorator);
Using AI Code Generation
1import { decorate } from 'storybook-root-decorator';2decorate([3 (story) => <div style={{ color: 'red' }}>{story()}</div>,4]);5decorate([6 (story) => <div style={{ color: 'red' }}>{story()}</div>,7 (story) => <div style={{ color: 'blue' }}>{story()}</div>,8]);9decorate([10 (story) => <div style={{ color: 'red' }}>{story()}</div>,11 (story) => <div style={{ color: 'blue' }}>{story()}</div>,12 (story) => <div style={{ color: 'green' }}>{story()}</div>,13]);14decorate([15 (story) => <div style={{ color: 'red' }}>{story()}</div>,16 (story) => <div style={{ color: 'blue' }}>{story()}</div>,17 (story) => <div style={{ color: 'green' }}>{story()}</div>,18 (story) => <div style={{ color: 'orange' }}>{story()}</div>,19]);20decorate([21 (story) => <div style={{ color: 'red' }}>{story()}</div>,22 (story) => <div style={{ color: 'blue' }}>{story()}</div>,23 (story) => <div style={{ color: 'green' }}>{story()}</div>,24 (story) => <div style={{ color: 'orange' }}>{story()}</div>,25 (story) => <div style={{ color: 'yellow' }}>{story()}</div>,26]);27decorate([28 (story) => <div style={{ color: 'red' }}>{story()}</div>,29 (story) => <div style={{ color: 'blue' }}>{story()}</div>,30 (story) => <div style={{ color: 'green' }}>{story()}</div>,31 (story) => <div style={{ color: 'orange' }}>{story()}</div>,32 (story) => <div style={{ color: 'yellow' }}>{story()}</div>,33 (story) => <div style={{ color: 'purple' }}>{story()}</div>,34]);
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