How to use test_tagging method in locust

Best Python code snippet using locust

grader.py

Source:grader.py Github

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2from tagger import *3from collections import defaultdict4def read_data_test(path):5 return open(path, 'r').read().split('\n')6def test_tagging(test_file):7 pred = np.asarray(read_data_test(test_file+'.pred'))8 soln = np.asarray(read_data_test(test_file+'.soln')[:-1])9 acc = np.sum(pred==soln) / len(soln)10 pct = min(acc, tagging_threshold) / tagging_threshold11 return pct12def almost_equal(a, b, diff=1e-4):13 if a == -np.inf:14 return b == -np.inf15 return np.abs(a-b) < diff16def array_almost_equal(a, b, diff=1e-4):17 if a.shape != b.shape:18 return False19 a_flat = a.flatten()20 b_flat = b.flatten()21 for i in range(a_flat.shape[0]):22 if not almost_equal(a_flat[i], b_flat[i]):23 return False24 return True25scheme = {26 'prior': 14,27 'transition':14,28 'emission':14,29 'tagging_small':35,30 'tagging_large':2331}32tagging_threshold = 0.8533test_names = list(scheme.keys())34if __name__ == '__main__':35 prior, transition, emission = train_HMM('data/train-public')36 results = defaultdict(float)37 solutions = np.load('soln.npz')38 # Prior Tests39 try:40 assert(array_almost_equal(prior, solutions['prior']))41 results['prior'] = scheme['prior']42 except Exception:43 pass44 # Transition Tests45 try:46 assert(array_almost_equal(transition, solutions['transition']))47 results['transition'] = scheme['transition']48 except Exception:49 pass50 # Emission Tests51 try:52 assert(array_almost_equal(np.asarray([emission[(key[0], key[1])] for key in solutions['emission_key']]), solutions['emission_val']))53 results['emission'] = scheme['emission']54 except Exception:55 pass56 # Tagging tests57 # Small58 try:59 results['tagging_small'] = test_tagging('data/test-public-small') * scheme['tagging_small']60 except Exception:61 pass62 # Large63 try:64 results['tagging_large'] = test_tagging('data/test-public-large') * scheme['tagging_large']65 except Exception:66 pass67 for t in test_names:68 print(t+": %.1f/%.1f" % (results[t], scheme[t]))...

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