From e0e7302e8d94f75fdf86ffaa4b329324fab02d5a Mon Sep 17 00:00:00 2001 From: Alagris Date: Mon, 4 Apr 2022 18:41:05 +0200 Subject: [PATCH] 434749 --- Main.py | 45 +- dev-0/out.tsv | 21038 +++++++++++++++++++++++------------------------ test-A/out.tsv | 14828 ++++++++++++++++----------------- 3 files changed, 17968 insertions(+), 17943 deletions(-) diff --git a/Main.py b/Main.py index 1fb6af5..10edb5f 100644 --- a/Main.py +++ b/Main.py @@ -1,5 +1,5 @@ import re -import numpy as np +import math from tqdm import tqdm from collections import defaultdict @@ -36,11 +36,12 @@ for w in lexicon_array: trigrams = defaultdict(lambda: defaultdict(lambda: defaultdict(int))) bigrams = defaultdict(lambda: defaultdict(int)) +reverse_bigrams = defaultdict(lambda: defaultdict(int)) with open('train/in.tsv') as f, open('train/expected.tsv') as e: for line_no, (line, expected) in tqdm(enumerate(zip(f, e)), total=432022): - if line_no == 4000: - break + # if line_no == 4000: + # break line = line.split('\t') expected = ALPH.sub('', expected.lower()) l_ctx = preprocess(line[6]) @@ -57,9 +58,11 @@ with open('train/in.tsv') as f, open('train/expected.tsv') as e: for next in sentence[2:]: trigrams[prev_prev][next][prev] += 1 bigrams[prev_prev][prev] += 1 + reverse_bigrams[prev][prev_prev] += 1 prev_prev = prev prev = next bigrams[prev_prev][prev] += 1 + reverse_bigrams[prev][prev_prev] += 1 def max_val(d): @@ -72,9 +75,28 @@ def max_val(d): return max_key +def words_and_probs(d): + alpha = 0.01 + k = 10 + s = sum(d.values()) + denominator = s + len(lexicon_array) * alpha + denominator_log = math.log10(denominator) + items = list(d.items()) + items.sort(key=lambda x: x[1], reverse=True) + top_k = items[:k] + top_k_probs = [(key, math.log10(elem + alpha) - denominator_log) for key, elem in top_k] + strings = [lexicon_array[key] + ":" + str(prob) for key, prob in top_k_probs] + sum_top_k = sum(map(lambda x: x[1], top_k)) + smoothed_sum_top_k = sum_top_k + k * alpha + remaining = denominator - smoothed_sum_top_k + remaining_log = math.log10(remaining) - denominator_log + return " ".join(strings) + " :" + str(remaining_log) + + def infer(d): + empty = 0 with open(d + '/in.tsv') as f, open(d + '/out.tsv', "w+") as o: - for line in f: + for line in tqdm(f, desc=d): line = line.split('\t') l_ctx = preprocess(line[6]) r_ctx = preprocess(line[7]) @@ -87,17 +109,20 @@ def infer(d): if next_i is not None: options = trigrams[prev_prev_i][next_i] if len(options) > 0: - prev_i = max_val(options) - prev = lexicon_array[prev_i] - print(prev, file=o) + print(words_and_probs(options), file=o) continue options = bigrams[prev_prev_i] if len(options) > 0: - prev_i = max_val(options) - prev = lexicon_array[prev_i] - print(prev, file=o) + print(words_and_probs(options), file=o) + continue + if next_i is not None: + options = reverse_bigrams[next_i] + if len(options) > 0: + print(words_and_probs(options), file=o) continue print("", file=o) + empty += 1 + print("empty=", empty) infer('dev-0') diff --git a/dev-0/out.tsv b/dev-0/out.tsv index 53854cc..3dd5107 100644 --- a/dev-0/out.tsv +++ b/dev-0/out.tsv @@ -1,10519 +1,10519 @@ -the -appearance -the - -any -power -and -and -and -as -are -the -much -people -to -neither -for -as -on -the -and -will -carried -bound -made -in -the - -the -h -of - -conflict -know -less -fifty -of -feet -part -by -was -the -of -the -of -was -the -in - -the -deal -of -in -the -of -the -of -own -of -city -is -election -the -luckily -his -gun -condition -keys -little -way -husband -title -the -scornful -said -in -city -the -party -burying -city -the -in -in -in -to -scientific - -husband -paid -of -of -men -and -the -a -at -the -of -connected -husband -a -accepted - -which -to -the -to -not -festooned -also -value -the -in -be -right -the -parts -of -will - -from -home -was -of -and -of -of -his -believes -years -trust -the -and -public -people -they -open -the - -from -is -and -of - -the -the -air -the -to -number -in -is -time -and -or -house -it -impossible -own -favor -the -upon -the -a -it -to - -half -sunday -and - -the -his -of -the -of -feet -of - -and -favor -the -the -five -american -to -the -several -who - -and -header -which -him -no -of -city -wife -be -the -last -others -the -the -and -beginning -they -the -be -and -of -in - -carry -range -people -in - -and -he -morning -of -and -on -mr -of -said -few -the -in -less -attention -trust -house -with -of -the -estate -and - -of - -stealing -was -south -w - - -who -and -billows -the -the -to -by -in -side -that -the - -the - -been -concerned -the -have -when -a -what -of -of -action -of -originally -bowsprit -of -the -of -and -the -a -went -mortgage -year -to -the - -the -to -in -has -is -city -lower -pendent - -nightmare -am -that -or -n -a -the -it -the -the -of -by -the -sisters - - -the -purified -mention -cent - -sexton -and -charged -and -the -the -that -at -fond -be -in - - -of - -not -time -of -been -not -who -are -of -the -cos - -of -part -end -a -the - -the -much -in -thus -wednesday -converted -little -jewish -the -that -lincoln -city -opinion -m -case - -the -of -of -power -favor -people -year -been -canada - -relied -i -around -of -in -cheers -in -be -a -not -for -that -and -away -the -of -was -and -the -and -real -actual -received -and - -of -for -the -gave -of -of -payable -and -claim -and - -not -and -the -carefully -she -hopes -will -each -a -will -and -things -sideration -i -to -of -well -city -the -and -do -hair -and -and -of -of -been -the -to -by -called -to -the -in - -for -it -vicinity -not -of -and -west -the -the -dressing -number -correspondence -fair -good -nobility -and - -for -county -the -fact -of -to -of -lived -same - -and -of -year -but -the - -are -the -all -but -the -men - -hand -up -him -his - -of -house -the -ml -know -y -leave -go -a -are -a -e -own -there -the -a -and -committee -minutes -all -who -bunny -through - -of -the -railroad -the -a -of -tailed -and -be -on -the -of -has -have -event -the -and -the -that - -of -by - -coast -census -not -and -of -in -of -of -the -city -all -and -committee -as -the -to -demand -we -do -of -touching - -and -the -not -was -with -the -they -make -to -it -a -city -gentlemen -the -of -and -which -and -have -of -he -whose -the -of -make -re -the -few -and -it -than -of -the -he -of -m -much - -growth -it -it -compromise -figures -think -this -tho -people -young -years -mexico -time -command -in -and -and -was -the - -was - -costing -as -more - -of -and - -of -not -variety -the -dwelling -always -more -the -company -the -of - -are -the -house -know -street -one -about -nation -faith -is -they -the -of - -to -of -notorious -s -office -why -the -was -the -the -of -able -in -and -the - -the -the -without -interest -that -so - -do -in -few -city -of -in -ago -av -in -the -the -the -and -the -us -for -to -but -the -of -ed - -the -and - -honors -be -circumstances -of -the -he -these -was -not -city -of -the -by -to -francisco -the -boy - -and -less -a -the -has -be -that -in -of -ever -been -the -per -based -such -that -instruments -everybody -and -of -the -people -people -the -of -per -and -and -and -man -said -wait -in -of -and -kinds -of - -meeting - -the -of -at -and -furnished -in -of -all -of -rock -his -the -be -the -max - -the -the -employing -the - -mrs -all -and -of -that - -to -demand -in -will -than -in -of -is -their -own -hoped -his -was -avenue -said -of -of - -of -house -and -the -house - -the -auction -take -be -of -hour -to -beloved -years -be -road -and -city -of -be -microbes -church -on -i -the -own -to -in -the - -from -to -and -the -be -people -house -court -who -diseases -the -from -the - -of -that -brilliant -among -first -of -the -the -men -of -flood -county -is -him -table -the -more -w - -of -remained -hill -cannot -the -make -york -he - -all -is -of -knows -and -in -the -and -that -it -in - -in -louis -in -it -of - -a -been -the -been -of -also -up -away -the -by -of -that -now -of - -day -and -him 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-was -lower -and -was -increase -it - -of -state -to -free -mr -with -to -room - -by -rev -to -of -all -and -be - -external -now -resort -the -paper -to -me -hour -or -containing -ago -commodore -to -trust -was -that -will -gether -to -and -of -papal -and -and -within -that -m -and - -been -manner -more -of -was -in -party -and -and - -of -u -not -only -with -all -them -the - - -the -will -which -only - -for -and -followed -in -per -the -the -in -as -city -directors -promotion -in -company -have -in -the -is -not -where - -of -it -the -if -state -the -that - -own -one -per -be -in -charges -in -tomb -went -they -which -soon -school -springs -what -the -a -war -the -away -be -or - -of -city -and -the -sistent -are -form -of -said -by -do -city -j - -we -to -have -and -of -the -when -water -between -there -few -both -him -of -the - -hour -company -been -h -and -the -the -and -not -ten -been -of -and -advance -slaughtered -and -the -be -right -is -the -section - -decide -time -the -party 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-been -been -few -the -order -of -have -of -the -number -be -any -present -few -made -of - -of -to -amendment -to -state -and -a -small -until -suffering -two -of -the -had -the -the -the -again -his -is -we -york -the -are -great -said -ago -the -been -from -dollars -the -the -it -of -house -form -monday -astonished -the - -of -sunday -and -foundling -city -the -johnson -not - - -same -the -it -of -moved - -of -the - -be -to -and -city -due - -the -at -the -he -power -for -reason -right -i -them -a -hud -hundred - -and -and -he -been -the -a - -and -by -congress -side -at - -f -and -fact -built -axiom -amount - -pared -no -and -range -been -the - -placed -by - -york -h -of -i -of -be -the -level -i -to -flows - -matter -which - -in -of -th -a -and -weighed - -and -of -no - -the -committee -be -the -up -few -his - -by -made -cablegram -to -foundation -to -is -the -go -were -same -was -which -on - -a -other -of -corporation -of -which -of -the -described -will -of -small -changes - - 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-of -that -to -born -en -to -only -brain -described -own -that -or -be -of - -in - -not -day -to -he -cent -poor -of -the -of - - -of -same -called -of -the - -do -of -the -that - -own -lore -of -the -result -notice -that -his -of -the -within -do -in -the -th -than -of -come -he -and -be -proceed -that -of -of -public -six -minutes -teen -mere -for -and -number -the -and -eight - - -s -cate -one -because -hogs -with - -the -his -the -that -again -of -number -procuring - -been -the -to - - -part -all -inferences -of -the -of -shall -favor - -tin -case -and - - -the - -tangled -to -door -of -the -court -the -number - -the -year -in -the -the -good -detriment -party -the -greed -the -pursuant -us -the -of -to -true -e -years -h -with -the -in -of -and -very -time -behold -os -how -have -jack -and -between -to -the -the -a -the -the -poison -the -go - -be -the -of -in -and -the -influence - -be -was -not -of -is -oakland -but -r -of -the -had -not -an -of -hay -for -being - -equipped -is 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