From 23905680f28a3447ec7dc3fc8e0910bcc7a0a9fc Mon Sep 17 00:00:00 2001 From: s426135 Date: Mon, 27 Apr 2020 11:40:28 +0200 Subject: [PATCH] First vowpal wabit --- dev-0/out.tsv | 10514 +++++++++++++++++++++++----------------------- prepare_data.py | 65 + test-A/out.tsv | 10282 ++++++++++++++++++++++----------------------- 3 files changed, 10463 insertions(+), 10398 deletions(-) create mode 100755 prepare_data.py diff --git a/dev-0/out.tsv b/dev-0/out.tsv index 56f5341..ced63a2 100644 --- a/dev-0/out.tsv +++ b/dev-0/out.tsv @@ -1,5272 +1,5272 @@ -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 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a/prepare_data.py b/prepare_data.py new file mode 100755 index 0000000..16994a7 --- /dev/null +++ b/prepare_data.py @@ -0,0 +1,65 @@ +#!/usr/bin/python3 +import re, sys, nltk +from nltk.tokenize import TweetTokenizer +from nltk.corpus import stopwords +from string import punctuation + +def clear_post(post): + post = post.replace('\\n', ' ') + post = re.sub(r'[\.\,\/\~]+', ' ', post) + post = re.sub(r'(<|>|\@[a-zA-Z0-9]+)','',post) + post = re.sub(r'[\'\(\)\?\*\"\`\;0-9\[\]\:\%\|\–\”\!\=\^]+', '', post) + post = re.sub(r'( \- |\-\-+)', ' ', post) + post = re.sub(r' +', ' ', post) + post = post.rstrip(' ') + return post + +def create_dict(in_file, expected_file): + posts = {} + tt = TweetTokenizer(preserve_case = False) + stoplist = set(stopwords.words('english') + list(punctuation)) + counter = 0 + with open(in_file) as in_f, open(expected_file) as exp_f: + for line, exp in zip(in_f, exp_f): + line = line.rstrip('\n').split("\t")[0] + exp = exp.rstrip("\n") + line = re.sub(r'(\(|)(http|https|www)[a-zA-Z0-9\.\:\/\_\=\&\;\?\+\-\%]+(\)|)', ' internetlink ', line) + line = line.replace("|", "") + line = line.replace(":", "") + post = line + #post = clear_post(line) + tokenized_line = [token for token in tt.tokenize(post) if token not in stoplist] + bigrams = nltk.bigrams(tokenized_line) + if exp == "d": + ex_val = "" + else: + ex_val = int(exp) + if ex_val == 0: + ex_val = -1 + counter+=1 + big_merged = [i[0] +"_" + i[1] for i in list(bigrams)] + posts[counter] = [ex_val, " ".join(tokenized_line), " ".join(big_merged)] + # TODO + # Można stworzyc tutaj juz bigramy + return posts + +def create_file(posts): + for c, v in posts.items(): + exp = v[0] + post = v[1] + big = v[2] + print(exp, "|", post) + #print(exp, "|words", post, "|bigrams", big) + +def main(): + if len(sys.argv) != 3: + print("Synthax is ./prepare_data.py in_file expected_file") + return + + in_file = str(sys.argv[1]) + expected_file = str(sys.argv[2]) + posts = create_dict(in_file, expected_file) + + create_file(posts) +main() +# --passes 18 -b 16 --random_seed 123456789 --link logistic --loss_function logistic -k cashe_file vw-meta-cashe diff --git a/test-A/out.tsv b/test-A/out.tsv index fbbcbdf..36cdef1 100644 --- a/test-A/out.tsv +++ b/test-A/out.tsv @@ -1,5152 +1,5152 @@ -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 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