TestTopicGPT_prompting.py
19 KB
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
463
464
465
466
467
468
469
470
471
472
473
474
475
476
"""
This class is used to test the init and fit functions of the TopicGPT class
"""
import os
import sys
import inspect
currentdir = os.path.dirname(os.path.abspath(inspect.getfile(inspect.currentframe())))
parentdir = os.path.dirname(currentdir)
sys.path.insert(0, f"{parentdir}/src")
from topicgpt.TopicGPT import TopicGPT
sys.path.insert(0, parentdir)
import openai
import pickle
import unittest
from src.topicgpt.TopicRepresentation import Topic
from src.topicgpt.Clustering import Clustering_and_DimRed
from src.topicgpt.TopwordEnhancement import TopwordEnhancement
from src.topicgpt.TopicPrompting import TopicPrompting
# TODO: The 'openai.organization' option isn't read in the client API. You will need to pass it when you instantiate the client, e.g. 'OpenAI(organization=os.environ.get('OPENAI_ORG'))'
# openai.organization = os.environ.get('OPENAI_ORG')
class TestTopicGPT_prompting(unittest.TestCase):
"""
This class is used to mainly test the prompting functionality of the TopicGPT class.
"""
@classmethod
def setUp(self):
"""
load the necessary topic prompting object
"""
print("Setting up class...")
try:
with open("Data/SavedTopicRepresentations/TopicGpt_20ng.pkl", "rb") as f:
self.topicgpt = pickle.load(f)
except FileNotFoundError:
with open("../Data/SavedTopicRepresentations/TopicGpt_20ng.pkl", "rb") as f:
self.topicgpt = pickle.load(f)
print(f"The topic list of this object is: \n {self.topicgpt.topic_lis} \n\n")
def test_visualize_clusters(self):
"""
test the visualize_clusters function of the TopicGPT class
"""
print("Testing visualize_clusters...")
self.topicgpt.visualize_clusters()
def test_repr_topics(self):
"""
test the repr_topics function of the TopicGPT class
"""
print("Testing repr_topics...")
self.assertTrue(type(self.topicgpt.repr_topics()) == str)
def test_promt_knn_search(self):
"""
test the ppromt function that calls knn_search of the TopicPrompting class
"""
print("Testing ppromt_knn_search...")
prompt_lis = ["Is topic 0 about Bananas? Use knn Search",
"Is topic 0 about Space? Use knn Search",
"Is topic 13 about Space exploration? Use knn Search"]
for prompt in prompt_lis:
answer, function_result = self.topicgpt.prompt(prompt)
print(f"Answer to the prompt '{prompt}' \n is \n '{answer}'")
self.assertTrue(type(answer) == str)
self.assertTrue(type(function_result[0]) == list)
self.assertTrue(type(function_result[1]) == list)
self.assertTrue(type(function_result[0][0]) == str)
self.assertTrue(type(function_result[1][0]) == int)
def test_promt_identify_topic_idx(self):
"""
test the ppromt function that calls identify_topic_idx of the TopicPrompting class
"""
print("Testing ppromt_identify_topic_idx...")
prompt_lis = ["What is the index of the topic about Space?",
"What is the index of the topic about cars?",
"What is the index of the topic about gun control?"]
correct_indices = [13, 9, 2]
for prompt, correct_idx in zip(prompt_lis, correct_indices):
answer, function_result = self.topicgpt.prompt(prompt)
print(f"Answer to the prompt '{prompt}' \n is \n '{answer}'")
print("function_result: ", function_result)
self.assertTrue(type(answer) == str)
self.assertTrue(type(function_result) == int)
self.assertTrue(function_result == correct_idx) # topic 14 is about space
def test_prompt_identify_topc_idx_no_index_prompt(self):
"""
test the ppromt function that calls identify_topic_idx of the TopicPrompting class
"""
print("Testing ppromt_identify_topic_idx...")
no_index_prompt = "What is the index of the topic about bananas?"
answer, function_result = self.topicgpt.prompt(no_index_prompt)
print(f"Answer to the prompt '{no_index_prompt}' \n is \n '{answer}'")
self.assertTrue(type(answer) == str)
self.assertTrue(function_result == None)
def test_prompt_split_topic_kmeans(self):
"""
test the ppromt function that calls split_topic_kmeans of the TopicPrompting class
"""
print("Testing ppromt_split_topic_kmeans...")
prompt_lis = ["Split topic 0 into 2 subtopics using kmeans",
"Split topic 1 into 3 subtopics using kmeans",
"Split topic 2 into 4 subtopics using kmeans"]
added_topic_lis_len = [2, 3, 4]
for prompt, added_topic_len in zip(prompt_lis, added_topic_lis_len):
answer, function_result = self.topicgpt.prompt(prompt)
print(f"Answer to the prompt '{prompt}' \n is \n '{answer}'")
print("function_result: ", function_result)
self.assertTrue(type(answer) == str)
self.assertTrue(type(function_result) == list)
self.assertTrue(type(function_result[0]) == Topic)
self.assertTrue(len(function_result) == added_topic_len + len(self.topicgpt.topic_lis) -1 )
def test_prompt_split_topic_kmeans_inplace(self):
"""
test the ppromt function that calls split_topic_kmeans of the TopicPrompting class
"""
print("Testing ppromt_split_topic_kmeans...")
prompt_lis = ["Split topic 0 into 2 subtopics using kmeans. Do this inplace"]
added_topic_lis_len = [2]
old_number_of_topics = len(self.topicgpt.topic_lis)
for prompt, added_topic_len in zip(prompt_lis, added_topic_lis_len):
answer, function_result = self.topicgpt.prompt(prompt)
print(f"Answer to the prompt '{prompt}' \n is \n '{answer}'")
print("function_result: ", function_result)
self.assertTrue(type(answer) == str)
self.assertTrue(type(function_result) == list)
self.assertTrue(type(function_result[0]) == Topic)
self.assertTrue(len(self.topicgpt.topic_lis) == old_number_of_topics + added_topic_len -1 )
self.assertTrue(self.topicgpt.topic_lis == function_result)
def test_prompt_split_topic_hdbscan(self):
"""
test the ppromt function that calls split_topic_hdbscan of the TopicPrompting class
"""
print("Testing ppromt_split_topic_hdbscan...")
prompt_lis = ["Split topic 0 into subtopics using hdbscan",
"Split topic 1 into subtopics using hdbscan",
"Split topic 2 into subtopics using hdbscan"]
for prompt in prompt_lis:
answer, function_result = self.topicgpt.prompt(prompt)
print(f"Answer to the prompt '{prompt}' \n is \n '{answer}'")
print("function_result: ", function_result)
self.assertTrue(type(answer) == str)
self.assertTrue(type(function_result) == list)
self.assertTrue(type(function_result[0]) == Topic)
def test_prompt_split_topic_hdbscan_inplace(self):
"""
test the ppromt function that calls split_topic_hdbscan of the TopicPrompting class
"""
print("Testing ppromt_split_topic_hdbscan...")
prompt_lis = ["Split topic 4 into subtopics using hdbscan. Do this inplace"]
for prompt in prompt_lis:
answer, function_result = self.topicgpt.prompt(prompt)
print(f"Answer to the prompt '{prompt}' \n is \n '{answer}'")
print("function_result: ", function_result)
self.assertTrue(type(answer) == str)
self.assertTrue(type(function_result) == list)
self.assertTrue(type(function_result[0]) == Topic)
self.assertTrue(self.topicgpt.topic_lis == function_result)
def test_prompt_split_topic_keywords(self):
"""
test the prompt function that calls split_topic_keywords of the TopicPrompting class. This test works almost the same as the test_prompt_split_topic_kmeans
"""
print("Testing ppromt_split_topic_keywords...")
prompt_lis = ["Split topic 0 into 2 subtopics based on the keywords Technology and Computers",
"Split topic 14 into two subbtopics based on the keywords Space and Exploration"]
added_topic_lis_len = [2, 2]
for prompt, added_topic_len in zip(prompt_lis, added_topic_lis_len):
answer, function_result = self.topicgpt.prompt(prompt)
print(f"Answer to the prompt '{prompt}' \n is \n '{answer}'")
print("function_result: ", function_result)
self.assertTrue(type(answer) == str)
self.assertTrue(type(function_result) == list)
print(type(function_result[0]))
self.assertTrue(type(function_result[0]) == Topic)
self.assertTrue(len(function_result) == added_topic_len + len(self.topicgpt.topic_lis) -1 )
def test_prompt_split_topic_keywords_inplace(self):
"""
test the prompt function that calls split_topic_keywords of the TopicPrompting class. This test works almost the same as the test_prompt_split_topic_kmeans
"""
print("Testing ppromt_split_topic_keywords...")
prompt_lis = ["Split topic 0 into 2 subtopics based on the keywords Technology and Computers. Do this inplace"]
added_topic_lis_len = [2]
old_number_of_topics = len(self.topicgpt.topic_lis)
for prompt, added_topic_len in zip(prompt_lis, added_topic_lis_len):
answer, function_result = self.topicgpt.prompt(prompt)
print(f"Answer to the prompt '{prompt}' \n is \n '{answer}'")
print("function_result: ", function_result)
self.assertTrue(type(answer) == str)
self.assertTrue(type(function_result) == list)
self.assertTrue(type(function_result[0]) == Topic)
self.assertTrue(len(self.topicgpt.topic_lis) == old_number_of_topics + added_topic_len -1 )
self.assertTrue(self.topicgpt.topic_lis == function_result)
def test_prompt_split_topic_single_keyword(self):
"""
test the prompt function that calls split_topic_keywords of the TopicPrompting class. This test works almost the same as the test_prompt_split_topic_kmeans
"""
print("Testing ppromt_split_topic_keywords...")
prompt_lis = ["Split topic into two topics using the additional keyword 'Technology'",
"Split topic into two topics using the additional keyword 'Space'"]
added_topic_lis_len = [2, 2]
for prompt, added_topic_len in zip(prompt_lis, added_topic_lis_len):
answer, function_result = self.topicgpt.prompt(prompt)
print(f"Answer to the prompt '{prompt}' \n is \n '{answer}'")
print("function_result: ", function_result)
self.assertTrue(type(answer) == str)
self.assertTrue(type(function_result) == list)
self.assertTrue(type(function_result[0]) == Topic)
self.assertTrue(len(function_result) == added_topic_len + len(self.topicgpt.topic_lis) -1 )
def test_prompt_split_topic_single_keyword_inplace(self):
"""
test the prompt function that calls split_topic_keywords of the TopicPrompting class. This test works almost the same as the test_prompt_split_topic_kmeans
"""
print("Testing ppromt_split_topic_keywords...")
prompt_lis = ["Split topic 0 into 2 subtopics based on the keywords Technology and Computers. Do this inplace"]
added_topic_lis_len = [2]
old_number_of_topics = len(self.topicgpt.topic_lis)
for prompt, added_topic_len in zip(prompt_lis, added_topic_lis_len):
answer, function_result = self.topicgpt.prompt(prompt)
print(f"Answer to the prompt '{prompt}' \n is \n '{answer}'")
print("function_result: ", function_result)
self.assertTrue(type(answer) == str)
self.assertTrue(type(function_result) == list)
self.assertTrue(type(function_result[0]) == Topic)
self.assertTrue(len(self.topicgpt.topic_lis) == old_number_of_topics + added_topic_len -1 )
self.assertTrue(self.topicgpt.topic_lis == function_result)
def test_prompt_combine_topics(self):
"""
test the prompt function that calls combine_topics of the TopicPrompting class
"""
print("Testing ppromt_combine_topics...")
prompt_lis = ["Combine topic 0 and topic 1 into one topic",
"Combine topic 1 and topic 2 into one topic",
"Combine topic 2 and topic 3 into one topic"]
for prompt in prompt_lis:
answer, function_result = self.topicgpt.prompt(prompt)
print(f"Answer to the prompt '{prompt}' \n is \n '{answer}'")
print("function_result: ", function_result)
self.assertTrue(type(answer) == str)
self.assertTrue(type(function_result) == list)
self.assertTrue(type(function_result[0]) == Topic)
self.assertTrue(len(function_result) == len(self.topicgpt.topic_lis) -1)
def test_prompt_combine_topics_inplace(self):
"""
test the prompt function that calls combine_topics of the TopicPrompting class
"""
print("Testing ppromt_combine_topics...")
prompt_lis = ["Combine topic 0 and topic 1 into one topic. Do this inplace"]
old_number_topics = len(self.topicgpt.topic_lis)
for prompt in prompt_lis:
answer, function_result = self.topicgpt.prompt(prompt)
print(f"Answer to the prompt '{prompt}' \n is \n '{answer}'")
print("function_result: ", function_result)
print("topic_gpt_topic_list: ", self.topicgpt.topic_lis)
self.assertTrue(type(answer) == str)
self.assertTrue(type(function_result) == list)
self.assertTrue(type(function_result[0]) == Topic)
self.assertTrue(self.topicgpt.topic_lis == function_result)
self.assertTrue(len(self.topicgpt.topic_lis) == old_number_topics -1)
def test_prompt_add_new_topic_keyword(self):
"""
test the prompt function that calls add_new_topic_keyword of the TopicPrompting class
"""
print("Testing ppromt_add_new_topic_keyword...")
prompt_lis = ["Add a new topic with the keyword 'Politics'",
"Add a new topic with the keyword 'Climate Change'",
"Add a new topic with the keyword 'Computers'"]
for prompt in prompt_lis:
answer, function_result = self.topicgpt.prompt(prompt)
print(f"Answer to the prompt '{prompt}' \n is \n '{answer}'")
print("function_result: ", function_result)
self.assertTrue(type(answer) == str)
self.assertTrue(type(function_result) == list)
print(type(function_result[0]))
self.assertTrue(type(function_result[0]) == Topic)
self.assertTrue(len(function_result) == len(self.topicgpt.topic_lis) +1)
def test_prompt_add_new_topic_keyword_inplace(self):
"""
test the prompt function that calls add_new_topic_keyword of the TopicPrompting class
"""
print("Testing ppromt_add_new_topic_keyword...")
prompt_lis = ["Add a new topic with the keyword 'Politics'. Do this inplace"]
old_number_topics = len(self.topicgpt.topic_lis)
for prompt in prompt_lis:
answer, function_result = self.topicgpt.prompt(prompt)
print(f"Answer to the prompt '{prompt}' \n is \n '{answer}'")
print("function_result: ", function_result)
self.assertTrue(type(answer) == str)
self.assertTrue(type(function_result) == list)
self.assertTrue(type(function_result[0]) == Topic)
self.assertTrue(self.topicgpt.topic_lis == function_result)
self.assertTrue(len(self.topicgpt.topic_lis) == old_number_topics +1)
def test_prompt_delete_topic(self):
"""
test the prompt function that calls delete_topic of the TopicPrompting class
"""
print("Testing ppromt_delete_topic...")
prompt_lis = ["Delete topic 0",
"Delete topic 1",
"Delete topic 2"]
for prompt in prompt_lis:
answer, function_result = self.topicgpt.prompt(prompt)
print(f"Answer to the prompt '{prompt}' \n is \n '{answer}'")
print("function_result: ", function_result)
self.assertTrue(type(answer) == str)
self.assertTrue(type(function_result) == list)
self.assertTrue(type(function_result[0]) == Topic)
self.assertTrue(len(function_result) == len(self.topicgpt.topic_lis) -1)
def test_prompt_delete_topic_inplace(self):
"""
test the prompt function that calls delete_topic of the TopicPrompting class
"""
print("Testing ppromt_delete_topic...")
prompt_lis = ["Delete topic 0. Do this inplace"]
old_number_topics = len(self.topicgpt.topic_lis)
for prompt in prompt_lis:
answer, function_result = self.topicgpt.prompt(prompt)
print(f"Answer to the prompt '{prompt}' \n is \n '{answer}'")
print("function_result: ", function_result)
self.assertTrue(type(answer) == str)
self.assertTrue(type(function_result) == list)
self.assertTrue(type(function_result[0]) == Topic)
self.assertTrue(self.topicgpt.topic_lis == function_result)
self.assertTrue(len(self.topicgpt.topic_lis) == old_number_topics -1)
def test_prompt_get_topic_information(self):
"""
test the get_topic_information function of the TopicGPT class
"""
print("Testing get_topic_information...")
prompt_lis = ["Please compare topic 0 and topic 1",
"Please compare topic 3,4,5"]
for prompt in prompt_lis:
answer, function_result = self.topicgpt.prompt(prompt)
print(f"Answer to the prompt '{prompt}' \n is \n '{answer}'")
print("function_result: ", function_result)
self.assertTrue(type(answer) == str)
self.assertTrue(type(function_result) == dict)
if __name__ == "__main__":
unittest.main()