diff --git a/challam-roberta-with-date/00_preprocess.py b/challam-roberta-with-date/00_preprocess.py new file mode 100644 index 0000000..32229ee --- /dev/null +++ b/challam-roberta-with-date/00_preprocess.py @@ -0,0 +1,64 @@ +import calendar +import datetime + +def to_fractional_year(d: datetime.datetime) -> float: + """ + Converts a date stamp to a fractional year (i.e. number like `1939.781`) + """ + is_leap = calendar.isleap(d.year) + t = d.timetuple() + day_of_year = t.tm_yday + day_time = (60 * 60 * t.tm_hour + 60 * t.tm_min + t.tm_sec) / (24 * 60 * 60) + + days_in_year = 366 if is_leap else 365 + + return d.year + ((day_of_year - 1 + day_time) / days_in_year) + +def fractional_to_date(fractional): + eps = 0.0001 + year = int(fractional) + is_leap = calendar.isleap(year) + + modulus = fractional % 1 + + days_in_year = 366 if is_leap else 365 + + day_of_year = int( days_in_year * modulus + eps ) + + d = datetime.datetime(year, 1,1) + datetime.timedelta(days = day_of_year ) + + return d + +dates = (datetime.datetime(1825,10,30), + datetime.datetime(1825,10,31), + datetime.datetime(1900,1,1), + datetime.datetime(1900,12,1), + datetime.datetime(1900,12,31), + datetime.datetime(1930,2,28), + datetime.datetime(1932,2,29), + ) + +for d in dates: + inverted = fractional_to_date(to_fractional_year(d)) + assert d == inverted + + + +def convert_to_year_text_format(line): + _,_,_,fractional_year, _, _, text_l, text_r = line.split('\t') + date = fractional_to_date(float(fractional_year)) + year = date.year + month = date.month + day = date.day + weekday = date.weekday() + return f'year: {year} month: {month} day: {day} weekday: {weekday} text: \t' + text_l + '\t' + text_r + + +def convert_dataset(f_in_path, f_out_path): + with open(f_in_path,'r') as f_in, open(f_out_path, 'w') as f_out: + for line in f_in: + out = convert_to_year_text_format(line) + f_out.write(out) + +convert_dataset('../dev-0/in.tsv', './dev-0-date.tsv') +convert_dataset('../test-A/in.tsv', './test-A-date.tsv') diff --git a/challam-roberta-with-date/04_predict.py b/challam-roberta-with-date/04_predict.py new file mode 100644 index 0000000..423e570 --- /dev/null +++ b/challam-roberta-with-date/04_predict.py @@ -0,0 +1,47 @@ +from tqdm import tqdm +from transformers import pipeline + +def get_formatted(text): + answers = unmasker(text, top_k=15) + answers = {x['token_str']:x['score'] for x in answers} + empty = 1 - sum(answers.values()) + answers[''] = empty + answers_str ='' + for k,v in answers.items(): + answers_str += k.strip()+':'+str(v) + ' ' + return answers_str.rstrip(' ').lstrip(' ') + +def write(f_path_in, f_path_out): + with open(f_path_in) as f_in, open(f_path_out,'w') as f_out: + i = 0 + for line in tqdm(f_in,total=10_600): + char_context = 400 + i+=1 + #print(i) + is_ok = False + while not is_ok: + try: + date, left_text, right_text = line.rstrip().split('\t') + l_in = date + left_text[-char_context:] + ' ' + right_text[:char_context] + a = get_formatted(l_in) + is_ok = True + except: + print('lowering context') + char_context -= 50 + if char_context < 60: + a = ':1' + print('lower threshold context exceeded') + is_ok = True + + f_out.write(a + '\n') + #left_text = line.rstrip().split('\t')[-2] + #right_text = line.rstrip().split('\t')[-1] + #l_in = left_text[-char_context:] + ' ' + right_text[:char_context] + #a = get_formatted(l_in) + + #f_out.write(a + '\n') + +model = 'with_date/checkpoint-396000' +unmasker = pipeline('fill-mask', model=model, device=0) +write('./dev-0-date.tsv', '../dev-0/out.tsv') +write('./test-A-date.tsv', '../test-A/out.tsv') diff --git a/dev-0/out.tsv b/dev-0/out.tsv index 04f7ac5..4598bc2 100644 --- a/dev-0/out.tsv +++ b/dev-0/out.tsv @@ -1,10519 +1,10519 @@ -the:0.05085321143269539 th:0.049816932529211044 hn:0.027290254831314087 inn:0.021188676357269287 lie:0.018394064158201218 tin:0.016569653525948524 ith:0.014512244611978531 >:0.013227744959294796 .:0.01153063029050827 »:0.01146822888404131 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