testcase_generator.py @ a5e14410

ESS_GUIESS_GUI_DocsESS_GUI_batch_fittingESS_GUI_bumps_abstractionESS_GUI_iss1116ESS_GUI_iss879ESS_GUI_iss959ESS_GUI_openclESS_GUI_orderingESS_GUI_sync_sascalccostrafo411magnetic_scattrelease-4.1.1release-4.1.2release-4.2.2release_4.0.1ticket-1009ticket-1094-headlessticket-1242-2d-resolutionticket-1243ticket-1249ticket885unittest-saveload

Last change on this file since a5e14410 was 18e250c, checked in by Gervaise Alina <gervyh@…>, 13 years ago
move test to sansmodels top level
Property mode set to `100644`
File size: 24.1 KB

Line
1	"""
2	Random test-case generator for BaseComponents
3
4	"""
5	import time
6
7	def randomModel():
8	""" Return a random model name """
9	from sans.models.ModelFactory import ModelFactory
10	from random import random
11	from math import floor
12
13	model_list = ModelFactory().getAllModels()
14	ready = False
15	while not ready:
16	rnd_id = int(floor(random()*len(model_list)))
17	if model_list[rnd_id] not in ["TestSphere2", "DataModel"]:
18	ready = True
19	return model_list[rnd_id]
20
21	class ReportCard: # pylint: disable-msg=R0902
22	""" Class to hold test-case results """
23
24	def __init__(self):
25	""" Initialization """
26	## Number of test cases
27	self.n_cases = 0
28	## Number of passed test cases
29	self.n_cases_pass = 0
30	## Number of Evaluation calls
31	self.n_eval = 0
32	## Number of passed Evaluation calls
33	self.n_eval_pass = 0
34	## Number of SetParam calls
35	self.n_set = 0
36	## Number of passed Set calls
37	self.n_set_pass = 0
38	## Number of GetParam calls
39	self.n_get = 0
40	## Number of passed Get calls
41	self.n_get_pass = 0
42	## Number of load calls
43	self.n_load = 0
44	## Number of passed Load calls
45	self.n_load_pass = 0
46	## Number of save calls
47	self.n_save = 0
48	## Number of passed Save calls
49	self.n_save_pass = 0
50	## Number of Add calls
51	self.n_add = 0
52	## Number of passed Add calls
53	self.n_add_pass = 0
54	## Number of Sub calls
55	self.n_sub = 0
56	## Number of passed Sub calls
57	self.n_sub_pass = 0
58	## Number of Div calls
59	self.n_div = 0
60	## Number of passed Div calls
61	self.n_div_pass = 0
62	## Number of mul calls
63	self.n_mul = 0
64	## Number of passed Mul calls
65	self.n_mul_pass = 0
66	## Test log
67	self.log = ""
68	## Trace
69	self.trace = ""
70	## Model tested
71	self.model = ""
72	## List of all models tested
73	self.modelList = []
74
75
76	def __add__(self, other):
77	""" Add two report cards
78	@param other: other report to add
79	@return: updated self
80	"""
81
82	self.n_cases += other.n_cases
83	self.n_cases_pass += other.n_cases_pass
84	self.n_eval += other.n_eval
85	self.n_eval_pass += other.n_eval_pass
86	self.n_set += other.n_set
87	self.n_set_pass += other.n_set_pass
88	self.n_get += other.n_get
89	self.n_get_pass += other.n_get_pass
90	self.n_load += other.n_load
91	self.n_load_pass += other.n_load_pass
92	self.n_save += other.n_save
93	self.n_save_pass += other.n_save_pass
94	self.n_add += other.n_add
95	self.n_add_pass += other.n_add_pass
96	self.n_sub += other.n_sub
97	self.n_sub_pass += other.n_sub_pass
98	self.n_mul += other.n_mul
99	self.n_mul_pass += other.n_mul_pass
100	self.n_div += other.n_div
101	self.n_div_pass += other.n_div_pass
102	if len(other.log)>0:
103	self.log += other.log
104	if len(other.trace)>0:
105	self.trace += other.trace
106
107	if not other.model in self.modelList:
108	self.modelList.append(other.model)
109
110	return self
111
112	def isPassed(self):
113	""" Returns true if no error was found """
114	if self.n_cases_pass < self.n_cases \
115	or self.n_save_pass < self.n_save \
116	or self.n_load_pass < self.n_load \
117	or self.n_set_pass < self.n_set \
118	or self.n_get_pass < self.n_get \
119	or self.n_eval_pass < self.n_eval \
120	or self.n_add_pass < self.n_add \
121	or self.n_sub_pass < self.n_sub \
122	or self.n_mul_pass < self.n_mul \
123	or self.n_div_pass < self.n_div:
124	return False
125	return True
126
127	def __str__(self):
128	""" String representation of the report card """
129	from sans.models.ModelFactory import ModelFactory
130
131	rep = "Detailed output:\n"
132	rep += self.log
133	rep += "\n"
134	rep += "Total number of cases: %g\n" % self.n_cases
135	rep += " Passed: %g\n" % self.n_cases_pass
136	rep += "\n"
137	self.modelList.sort()
138	rep += "Models tested: %s\n" % self.modelList
139	all_models = ModelFactory().getAllModels()
140	all_models.sort()
141	rep += "\n"
142	rep += "Available models: %s\n" % all_models
143	rep += "\n"
144	rep += "Breakdown:\n"
145	rep += " Eval: %g / %g\n" % (self.n_eval_pass, self.n_eval)
146	rep += " Set: %g / %g\n" % (self.n_set_pass, self.n_set)
147	rep += " Get: %g / %g\n" % (self.n_get_pass, self.n_get)
148	rep += " Load: %g / %g\n" % (self.n_load_pass, self.n_load)
149	rep += " Save: %g / %g\n" % (self.n_save_pass, self.n_save)
150	rep += " Add: %g / %g\n" % (self.n_add_pass, self.n_add)
151	rep += " Sub: %g / %g\n" % (self.n_sub_pass, self.n_sub)
152	rep += " Mul: %g / %g\n" % (self.n_mul_pass, self.n_mul)
153	rep += " Div: %g / %g\n" % (self.n_div_pass, self.n_div)
154	return rep
155
156
157
158	class TestCaseGenerator:
159	""" Generator for suite of test-cases
160	"""
161
162	def __init__(self):
163	""" Initialization
164	"""
165
166	self.n_tests = 0
167	self.n_passed = 0
168	self.time = 0
169	self.reportCard = ReportCard()
170
171	def generateFiles(self, number, file_prefix):
172	""" Generate test-case files
173	@param number: number of files to generate
174	@param file_prefix: prefix for the file names
175	"""
176
177	for i in range(number):
178	filename = "%s_%d.xml" % (file_prefix, i)
179	self.generateFileTest(filename)
180	self.n_tests += 1
181
182	def generateAndRun(self, number):
183	""" Generate test-cases and run them
184	@param number: number of test-cases to generate
185	"""
186	start_time = time.time()
187	for i in range(number):
188	textcase = self.generateTest()
189	t = TestCase(text = textcase)
190	passed = t.run()
191	self.reportCard += t.reportCard
192	if not passed:
193	t = time.localtime()
194	xmloutput = open("error_%i-%i-%i-%i-%i-%i_%i.xml" % \
195	(t[0],t[1],t[2],t[3],t[4],t[5],self.reportCard.n_cases),'w')
196	xmloutput.write(textcase)
197	xmloutput.close()
198
199
200	self.time += time.time()-start_time
201	print self.reportCard
202
203	def generateFileTest(self, filename = "tmp.xml"):
204	"""
205	Write a random test-case in an XML file
206	@param filename: name of file to write to
207	"""
208	text = self.generateTest()
209	# Write test case in file
210	xmlfile = open(filename,'w')
211	xmlfile.write(text)
212	xmlfile.close()
213
214
215	def generateTest(self):
216	"""
217	Generate an XML representation of a random test-case
218	"""
219	import random
220
221	#t = TestCase()
222	text = "<?xml version=\"1.0\"?>\n"
223	text += "<TestCase>\n"
224	stimulus = "eval"
225
226	loop = True
227	while loop:
228	rnd = random.random()
229
230	# run 50%
231	if rnd <= 0.5:
232	stimulus = "eval"
233	elif rnd>0.5 and rnd<=0.7:
234	stimulus = "set"
235	elif rnd>0.7 and rnd<=0.72:
236	stimulus = "save"
237	elif rnd>0.72 and rnd<=0.74:
238	stimulus = "load"
239	elif rnd>0.74 and rnd<=0.8:
240	stimulus = "get"
241	elif rnd>0.8 and rnd<=0.81:
242	stimulus = "add"
243	elif rnd>0.81 and rnd<=0.82:
244	stimulus = "div"
245	elif rnd>0.82 and rnd<=0.83:
246	stimulus = "mul"
247	elif rnd>0.83 and rnd<=0.84:
248	stimulus = "sub"
249	else:
250	# just run and quit
251	stimulus = "eval"
252	loop = False
253
254	text += " <Stimulus id=\"%s\"/>\n" % stimulus
255	text += "</TestCase>"
256
257	return text
258
259
260	class TestCase:
261	""" Test-case class """
262
263	def __init__(self, filename = None, text = None):
264	""" Initialization
265	@param filename: name of file containing the test case
266	"""
267	#from sans.models.ModelFactory import ModelFactory
268	self.filename = filename
269	self.text = text
270	#self.model = ModelFactory().getModel(randomModel())
271	self.model = getRandomModelObject()
272	#self.model = ModelFactory().getModel("SphereModel")
273	self.passed = True
274	self.reportCard = ReportCard()
275
276
277	def run(self):
278	""" Read the test case and execute it """
279	from xml.dom.minidom import parse
280	from xml.dom.minidom import parseString
281
282	# Initialize report
283	self.reportCard = ReportCard()
284	self.reportCard.model = self.model.name
285	self.reportCard.n_cases = 1
286
287	if not self.text == None:
288	dom = parseString(self.text)
289	elif not self.filename == None:
290	dom = parse(self.filename)
291	else:
292	print "No input to parse"
293	return False
294
295	if dom.hasChildNodes():
296	for n in dom.childNodes:
297	if n.nodeName == "TestCase":
298	self.processStimuli(n)
299
300	# Update report card
301	if self.passed:
302	self.reportCard.n_cases_pass = 1
303
304	return self.passed
305
306	def processStimuli(self, node):
307	""" Process the stimuli list in the TestCase node
308	of an XML test-case file
309	@param node: test-case node
310	"""
311	import testcase_generator as generator
312	report = ReportCard()
313	report.trace = "%s\n" % self.model.name
314
315	self.passed = True
316	if node.hasChildNodes():
317	for n in node.childNodes:
318	if n.nodeName == "Stimulus":
319
320	s_type = None
321	if n.hasAttributes():
322	# Get stilumus ID
323	for i in range(len(n.attributes)):
324	attr_name = n.attributes.item(i).name
325	if attr_name == "id":
326	s_type = n.attributes.item(i).nodeValue
327	if hasattr(generator,"%sStimulus" % s_type):
328	stimulus = getattr(generator,"%sStimulus" % s_type)
329	#print s_type, self.model.name
330	m, res = stimulus(self.model)
331	#print " ", m.name
332	self.model = m
333	if not res.isPassed():
334	self.passed = False
335
336	report += res
337
338	else:
339	print "Stimulus %s not found" % s_type
340
341	self.reportCard += report
342
343	if not self.passed:
344	print "\nFailure:"
345	print report.trace
346	return self.passed
347
348
349	def evalStimulus(model):
350	""" Apply the stimulus to the supplied model object
351	@param model: model to apply the stimulus to
352	@return: True if passed, False otherwise
353	"""
354	minval = 0.001
355	maxval = 1.0
356	# Call run with random input
357	import random, math
358	input_value = random.random()*(maxval-minval)+minval
359
360	# Catch division by zero, which can happen
361	# when creating random models
362	try:
363	# Choose whether we want 1D or 2D
364	if random.random()>0.5:
365	output = model.run(input_value)
366	else:
367	output = model.run([input_value, 2math.pirandom.random()])
368	except ZeroDivisionError:
369	print "Error evaluating model %s: %g" % (model.name, input_value)
370	output = None
371
372	#print "Eval: %g" % output
373
374	# Oracle bit - just check that we have a number...
375	passed = False
376	try:
377	if output != None and math.fabs(output) >= 0:
378	passed = True
379	except:
380	print "---> Could not compute abs val", output, model.name
381
382
383	report = ReportCard()
384	report.n_eval = 1
385	if passed:
386	report.n_eval_pass = 1
387	else:
388	report.log = "Eval: bad output value %s\n" % str(output)
389
390	report.trace = "Eval(%g) = %s %i\n" % (input_value, str(output), passed)
391	return model, report
392
393	def setStimulus(model):
394	""" Apply the stimulus to the supplied model object
395	@param model: model to apply the stimulus to
396	@return: True if passed, False otherwize
397	"""
398	# Call run with random input
399	import random, math
400	minval = 1
401	maxval = 5
402
403	# Choose a parameter to change
404	keys = model.getParamList()
405	if len(keys)==0:
406	#print model.name+" has no params"
407	return model, ReportCard()
408
409	p_len = len(keys)
410	i_param = int(math.floor(random.random()*p_len))
411	p_name = keys[i_param]
412
413	# Choose a value
414	# Check for min/max
415	if hasattr(model, "details"):
416	if model.details.has_key(p_name):
417	if model.details[p_name][1] != None:
418	minval = model.details[p_name][1]
419	if model.details[p_name][2] != None:
420	maxval = model.details[p_name][2]
421	elif model.other.details.has_key(p_name):
422	if model.other.details[p_name][1] != None:
423	minval = model.other.details[p_name][1]
424	if model.other.details[p_name][2] != None:
425	maxval = model.other.details[p_name][2]
426	elif model.operateOn.details.has_key(p_name):
427	if model.operateOn.details[p_name][1] != None:
428	minval = model.operateOn.details[p_name][1]
429	if model.operateOn.details[p_name][2] != None:
430	maxval = model.operateOn.details[p_name][2]
431
432	input_val = random.random()*(maxval-minval)+minval
433	model.setParam(p_name, input_val)
434
435	# Read back
436	check_val = model.getParam(p_name)
437	#print "Set: %s = %g" % (p_name, check_val)
438
439	# Oracle bit
440	passed = False
441	if check_val == input_val:
442	passed = True
443
444	report = ReportCard()
445	report.n_set = 1
446	if passed:
447	report.n_set_pass = 1
448	else:
449	report.log = "Set: parameter %s not set properly %g <> %g\n" % \
450	(p_name, input_val, check_val)
451
452	report.trace = "Set %s = %g %i\n" % (p_name, input_val, passed)
453	return model, report
454
455	def getStimulus(model):
456	""" Apply the stimulus to the supplied model object
457	@param model: model to apply the stimulus to
458	@return: True if passed, False otherwise
459	"""
460	import random, math
461	# Choose a parameter to change
462	keys = model.getParamList()
463	if len(keys)==0:
464	#print model.name+" has no params"
465	return model, ReportCard()
466
467	p_len = len(keys)
468	i_param = int(math.floor(random.random()*p_len))
469	p_name = keys[i_param]
470
471	# Read back
472	check_val = model.getParam(p_name)
473	#print "Get: %s = %g" % (p_name, check_val)
474
475	# Oracle bit
476	passed = False
477	if math.fabs(check_val) >= 0:
478	passed = True
479
480	report = ReportCard()
481	report.n_get = 1
482	if passed:
483	report.n_get_pass = 1
484	else:
485	report.log = "Get: bad value for parameter %s: %g\n" % \
486	(p_name, check_val)
487
488	report.trace = "Get %s = %g %i\n" % (p_name, check_val, passed)
489	return model, report
490
491	def loadStimulus(model):
492	""" Apply the stimulus to the supplied model object
493	@param model: model to apply the stimulus to
494	@return: True if passed, False otherwize
495	"""
496	from sans.models.ModelIO import ModelIO
497	from sans.models.ModelFactory import ModelFactory
498	factory = ModelFactory()
499	io = ModelIO(factory)
500
501	# testModel.xml should be in the directory
502	loaded = io.load("load_test_model.xml")
503	value2 = loaded.run(1)
504
505	# Oracle bit
506	passed = False
507	if not value2 == 0:
508	passed = True
509
510	report = ReportCard()
511	report.n_load = 1
512	if passed:
513	report.n_load_pass = 1
514	else:
515	report.log = "Load: bad loaded model\n"
516
517	report.trace = "Load = %s %i\n" % (loaded.name, passed)
518	return model, report
519
520	def saveStimulus(model):
521	""" Apply the stimulus to the supplied model object
522	@param model: model to apply the stimulus to
523	@return: True if passed, False otherwize
524	"""
525	from sans.models.ModelIO import ModelIO
526	from sans.models.ModelFactory import ModelFactory
527	factory = ModelFactory()
528	io = ModelIO(factory)
529	io.save(model,"testModel.xml")
530	#value = model.run(1)
531
532	# Check it
533	loaded = io.load("testModel.xml")
534	try:
535	value2 = loaded.run(1)
536	except ZeroDivisionError:
537	value2 = -1
538
539	# Oracle bit
540	passed = False
541
542	# The two outputs do not need to be the same
543	# since we do not save the parameters!
544	# If it's the subtraction of two identical models,
545	# we will also get zero!
546	#if value2 == value:
547	# passed = True
548
549	passed = True
550
551
552	report = ReportCard()
553	report.n_save = 1
554	if passed:
555	report.n_save_pass = 1
556	else:
557	report.log = "Save: bad output from saved model %g\n" % value2
558
559	report.trace = "Save %s %i\n" % (model.name, passed)
560	return model, report
561
562	def getRandomModelObject():
563	"""
564	Return a random model object
565	"""
566	from sans.models.ModelFactory import ModelFactory
567	while True:
568	try:
569	modelname = randomModel()
570	add_model = ModelFactory().getModel(modelname)
571	return add_model
572	except:
573	# Don't complain when a model can't be loaded.
574	# A list of tested models will appear in the
575	# file report, which can be compared with the
576	# list of available models, also printed.
577	pass
578	#print "Could not load ", modelname
579
580
581	def addStimulus(model):
582	""" Apply the stimulus to the supplied model object
583	@param model: model to apply the stimulus to
584	@return: True if passed, False otherwize
585	"""
586	#from sans.models.ModelFactory import ModelFactory
587	#factory = ModelFactory()
588	#add_model = factory.getModel("SphereModel")
589	add_model = getRandomModelObject()
590
591	tmp = model + add_model
592	model = tmp
593
594	# Oracle bit
595	passed = False
596
597	try:
598	value2 = model.run(1)
599	value2 = float(value2)
600	except:
601	passed = False
602
603	# If we made it this far, we have a float
604	passed = True
605
606	report = ReportCard()
607	report.n_add = 1
608	if passed:
609	report.n_add_pass = 1
610	else:
611	report.log = "Add: bad output from composite model\n"
612
613	report.trace = "Div %s %i\n" % (model.name, passed)
614	return model, report
615
616	def subStimulus(model):
617	""" Apply the stimulus to the supplied model object
618	@param model: model to apply the stimulus to
619	@return: True if passed, False otherwize
620	"""
621	from sans.models.ModelFactory import ModelFactory
622	from random import random
623
624	#factory = ModelFactory()
625	#sub_model = factory.getModel("CylinderModel")
626	#sub_model = factory.getModel(randomModel())
627	sub_model = getRandomModelObject()
628
629
630	sub_model.params["scale"] = 1.1*random()
631	tmp = model - sub_model
632
633	# Oracle bit
634	passed = False
635
636	try:
637	value2 = tmp.run(1.1 * (1.0 + random()))
638	value2 = float(value2)
639	except:
640	value2 = None
641	passed = False
642
643	# If we made it this far, we have a float
644	passed = True
645
646	report = ReportCard()
647	report.n_sub = 1
648	if passed:
649	report.n_sub_pass = 1
650	else:
651	report.log = "Sub: bad output from composite model\n"
652
653	report.trace = "Sub %s (%g - %g = %s) %i\n" % \
654	(model.name, model.run(1), \
655	sub_model.run(1), str(value2), passed)
656	return tmp, report
657
658	def mulStimulus(model):
659	""" Apply the stimulus to the supplied model object
660	@param model: model to apply the stimulus to
661	@return: True if passed, False otherwize
662	"""
663	#from sans.models.ModelFactory import ModelFactory
664	#factory = ModelFactory()
665	#mul_model = factory.getModel("SphereModel")
666	#mul_model = factory.getModel(randomModel())
667	mul_model = getRandomModelObject()
668	tmp = model * mul_model
669
670	# Oracle bit
671	passed = False
672
673	from random import random
674	input_val = 1.1 * (1.0 + random())
675	v1 = None
676	v2 = None
677	try:
678	v1 = mul_model.run(input_val)
679	v2 = model.run(input_val)
680	value2 = tmp.run(input_val)
681	value2 = float(value2)
682	except ZeroDivisionError:
683	value2 = None
684
685	# If we made it this far, we have a float
686	passed = True
687
688	report = ReportCard()
689	report.n_mul = 1
690	if passed:
691	report.n_mul_pass = 1
692	else:
693	report.log = "Mul: bad output from composite model\n"
694
695	report.trace = "Mul %s (%s * %s = %s) %i\n" % \
696	(model.name, str(v1), str(v2), str(value2), passed)
697	return tmp, report
698
699	def divStimulus(model):
700	""" Apply the stimulus to the supplied model object
701	@param model: model to apply the stimulus to
702	@return: True if passed, False otherwise
703	"""
704	#from sans.models.ModelFactory import ModelFactory
705	#factory = ModelFactory()
706	#div_model = factory.getModel("SphereModel")
707	#div_model = factory.getModel(randomModel())
708
709	from random import random
710	input_val = 1.5 * random()
711
712	# Find a model that will not evaluate to zero
713	# at the input value
714	try_again = True
715	while try_again:
716	div_model = getRandomModelObject()
717	try:
718	v2 = div_model.run(input_val)
719	try_again = False
720	except:
721	pass
722
723	tmp = model / div_model
724
725	# Oracle bit
726	passed = False
727
728	v1 = None
729	v2 = None
730	try:
731
732	# Check individual models against bad combinations,
733	# which happen from time to time given that all
734	# parameters are random
735	try:
736	v2 = div_model.run(input_val)
737	v1 = model.run(input_val)
738	value2 = tmp.run(input_val)
739	value2 = float(value2)
740	except ZeroDivisionError:
741	value2 = None
742	except:
743	passed = False
744
745	# If we made it this far, we have a float
746	passed = True
747
748	report = ReportCard()
749	report.n_div = 1
750	if passed:
751	report.n_div_pass = 1
752	else:
753	report.log = "Div: bad output from composite model\n"
754
755	report.trace = "Div %s/%s (%g) = %s / %s = %s %i\n" % \
756	(model.name, div_model.name, input_val, str(v1), str(v2), str(value2), passed)
757	return tmp, report
758
759	if __name__ == '__main__':
760	print "Model operations are no longer supported."
761	print "The TestCase generator for model operation can't be used with this version of sansmodels."
762
763
764	#print randomModel()
765	#g = TestCaseGenerator()
766	#g.generateAndRun(20000)
767
768	#t = TestCase(filename = "error_1.17721e+009.xml")
769	#print t.run()
770

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SasView

source: sasview/sansmodels/test/testcase_generator.py @ a5e14410

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