File size: 2,542 Bytes
a75cfd0 |
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 |
import json
import itertools
from datasets import load_dataset, load_from_disk, Dataset
import re
from tqdm import tqdm
import sys
def clean_markdown(text):
text = re.sub(r'<.*?>','',text)
text = re.sub(r'\n+','',text)
text = text.replace('#','')
return text
def parse_data(ds):
"""Parse data into markdown-code pairs"""
for notebook in tqdm(ds):
types = notebook["cell_types"]
cells = notebook["cells"]
if len(types)>0:
if types[0] == "code":
# drop first cell of code to have the notebook start with markdown
cells = cells[1:]
types = types[1:]
#else:
# drop first the two cells of markdown followed by code
# the first markown cell of a notebook is often a long description of the whole notebook
# cells = notebooks["cells"][2:]
# types = notebooks["types"][2:]
if len(types)>0:
if types[-1] == 'markdown':
cells = cells[:-1]
types = types[:-1]
if len(cells) % 2 == 0:
inner_markdowns = [cells[j] for j in range(len(cells)) if j % 2 == 0]
inner_code_snippets = [cells[j+1] for j in range(len(cells) - 1) if j % 2 == 0]
for markdown_block, code_snippet in zip(inner_markdowns,inner_code_snippets):
markdown_block = ' '.join([clean_markdown(block[0]) for block in markdown_block])
code = '\n'.join([snippet[0] for snippet in code_snippet])
output = [snippet[1] for snippet in code_snippet][-1]
line = {'markdown':markdown_block,
'code':code,
'output':output,
'license':notebook['max_issues_repo_licenses'][0],
'path':notebook['max_stars_repo_path'],
'repo_name':notebook['max_stars_repo_name'],
}
yield line
if __name__ == "__main__":
file = sys.argv[1]
dataset = load_dataset("bigcode/jupyter-parsed")
with open(file,'w') as out:
for line in parse_data(data):
out.write(json.dumps(line)+'\n')
dataset = load_dataset('json',ata_files=file)
dataset.push_to_hub("bigcode/jupyter-code-text-pairs") |