POC-Turtle consistency test `2018-08-05` MULTI 10x¶

Updated optimal clustering search (2018-08-05), server 88.99.210.144
Each line is calculated 10x, parsing metrics tested 1x for each line.
This notebook is shared as static html via
http://langlearn.singularitynet.io/data/clustering_2018/html/POC-Turtle-2018-08-05-multi.html

Basic settings¶

import os, sys, time
from IPython.display import display
module_path = os.path.abspath(os.path.join('..'))
if module_path not in sys.path: 
    sys.path.append(module_path)
grammar_learner_path = module_path + '/src/grammar_learner/'
if os.path.exists(grammar_learner_path) and grammar_learner_path not in sys.path: 
    sys.path.append(grammar_learner_path)
from utl import UTC
from read_files import check_dir
from widgets import html_table
from pqa_table import table_cds
tmpath = module_path + '/tmp/'
if check_dir(tmpath, True, 'none'):
    table = []
    long_table = []
    header = ['Line','Corpus','Parsing','LW','"."','Generalization','Space','Rules','PA','PQ']
    start = time.time()
    print(UTC(), ':: module_path =', module_path)
else: print(UTC(), ':: could not create temporary files directory', tmpath)

2018-08-05 08:11:31 UTC :: module_path = /home/obaskov/language-learning

Grammar Learner corpus-specific parameters¶

corpus = 'POC-Turtle'
out_dir = module_path + '/output/'+ corpus + '-' + str(UTC())[:10]
runs = (10,1)    # (attempts to learn grammar per line, grammar tests per attempt)
if runs != (1,1): out_dir += '-multi'
kwargs = {
    'left_wall'     :   ''          ,
    'period'        :   False       ,
    'tmpath'        :   tmpath      , 
    'verbose'       :   'min'       ,
    'template_path' :   'poc-turtle',
    'linkage_limit' :   1000        ,
    'categories_generalization': 'off'}
lines = [
    [4, 'POC-Turtle'    , 'MST-fixed-manually'              ,'LW','.', 'none'  ],
    [5, 'POC-Turtle'    , 'MST-fixed-manually'              , 0  , 0 , 'none'  ],
    [6, 'POC-Turtle'    , 'R=6-Weight=6:R-mst-weight=+1:R'  ,'LW','.', 'none'  ],
    [7, 'POC-Turtle'    , 'R=6-Weight=6:R-mst-weight=+1:R'  , 0  , 0 , 'none'  ],
    [8, 'POC-Turtle'    , 'R=6-Weight=1-no-mst-weighting'   ,'LW','.', 'none'  ], 
    [9, 'POC-Turtle'    , 'R=6-Weight=1-no-mst-weighting'   , 0  , 0 , 'none'  ],
    [10, 'POC-Turtle'   , 'LG-ANY-all-parses'               ,'LW','.', 'none'  ],
    [11, 'POC-Turtle'   , 'LG-ANY-all-parses'               , 0  , 0 , 'none'  ]]
# cp,rp :: (test) corpus_path and reference_path
cp = module_path + '/data/POC-Turtle/poc-turtle-corpus.txt'
rp = module_path + '/data/POC-Turtle/MST-fixed-manually/poc-turtle-parses-gold.txt'

ULL Project Plan ⇒ Parses ⇒ lines 5-11¶

Connectors-DRK-Connectors¶

%%capture
kwargs['context'] = 1
kwargs['word_space'] = 'vectors'
kwargs['clustering'] = ('kmeans', 'kmeans++', 20) #*
kwargs['cluster_range'] = (2,50,10) #*
kwargs['grammar_rules'] = 1
average21, long21 = table_cds(lines, out_dir, cp, rp, runs, **kwargs)
table.extend(average21)
long_table.extend(long21)

#* Settings 20/10:
clustering n_init / top_n = 18/9 seemed enough, but:
2 of 10 runs found 9 clusters to be the best choice in the previous run 2018-08-05 07:59:52 UTC
Settings 20/10 -- still 1 run prefers 9 clusters :(

display(html_table([header]+average21))

Connectors-DRK-Disjuncts¶

%%capture
kwargs['grammar_rules'] = 2
average22, long22 = table_cds(lines, out_dir, cp, rp, runs, **kwargs)
table.extend(average22)
long_table.extend(long22)

display(html_table([header]+average22))

Disjuncts-DRK-Disjuncts¶

%%capture
kwargs['context'] = 2
average23, long23 = table_cds(lines, out_dir, cp, rp, runs, **kwargs)
table.extend(average23)
long_table.extend(long23)

display(html_table([header]+average23))

Disjuncts-ILE-Disjuncts¶

%%capture
kwargs['word_space'] = 'discrete'
kwargs['clustering'] = 'group'
average24, long24 = table_cds(lines, out_dir, cp, rp, runs, **kwargs)
table.extend(average24)
long_table.extend(long24)

display(html_table([header]+average24))

All tests (all entries for multi-test `runs > (1.1)`)¶

display(html_table([header]+long_table))

from write_files import list2file
print(UTC(), ':: finished, elapsed', str(round((time.time()-start)/60, 1)), 'min')
table_str = list2file(table, out_dir+'/short_table.txt')
if runs == (1,1):
    print('Results saved to', out_dir + '/short_table.txt')
else:
    long_table_str = list2file(long_table, out_dir+'/long_table.txt')
    print('Average results saved to', out_dir + '/short_table.txt\n'
          'Detailed results for every run saved to', out_dir + '/long_table.txt')

2018-08-05 08:17:30 UTC :: finished, elapsed 6.0 min
Average results saved to /home/obaskov/language-learning/output/POC-Turtle-2018-08-05-multi/short_table.txt
Detailed results for every run saved to /home/obaskov/language-learning/output/POC-Turtle-2018-08-05-multi/long_table.txt

Line	Corpus	Parsing	LW	"."	Generalization	Space	Rules	PA	PQ
4	POC-Turtle	MST-fixed-manually	LW	+	none	cDRKc	6	100%	100%
5	POC-Turtle	MST-fixed-manually	--	--	none	cDRKc	4	100%	100%
6	POC-Turtle	R=6-Weight=6:R-mst-weight=+1:R	LW	+	none	cDRKc	6	100%	100%
7	POC-Turtle	R=6-Weight=6:R-mst-weight=+1:R	--	--	none	cDRKc	4	100%	100%
8	POC-Turtle	R=6-Weight=1-no-mst-weighting	LW	+	none	cDRKc	7	67%	0%
9	POC-Turtle	R=6-Weight=1-no-mst-weighting	--	--	none	cDRKc	7	67%	0%
10	POC-Turtle	LG-ANY-all-parses	LW	+	none	cDRKc	8	100%	99%
11	POC-Turtle	LG-ANY-all-parses	--	--	none	cDRKc	7	97%	92%

POC-Turtle consistency test 2018-08-05 MULTI 10x¶