dataset writing in HF format

This commit is contained in:
2025-09-03 14:52:10 -07:00
parent 46a693bf93
commit 0594899bdd

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@@ -117,12 +117,14 @@ def recommend(ctx, text, paths, interactive, skip_ucs):
@ucsinfer.command('gather')
@click.option('--outfile', type=click.File(mode='w', encoding='utf8'),
default='dataset.csv', show_default=True)
@click.option('--outfile', default='dataset', show_default=True)
@click.option('--ucs-data', flag_value=True, help="Create a dataset based "
"on the UCS category explanations and synonymns (PATHS will "
"be ignored.)")
@click.argument('paths', nargs=-1)
def gather(paths, outfile):
def gather(paths, outfile, ucs_data):
"""
Scan files to build a training dataset at PATH
Scan files to build a training dataset
The `gather` is used to build a training dataset for finetuning the
selected model. Description sentences and UCS categories are collected from
@@ -141,9 +143,13 @@ def gather(paths, outfile):
logger.debug(f"Loading category list...")
ucs = load_ucs()
catid_list = [cat.catid for cat in ucs]
scan_list = []
catid_list = [cat.catid for cat in ucs]
if ucs_data:
paths = []
for path in paths:
logger.info(f"Scanning directory {path}...")
for dirpath, _, filenames in os.walk(path):
@@ -166,7 +172,16 @@ def gather(paths, outfile):
assert comps
yield comps.fx_name, str(pair[0])
dataset = build_sentence_class_dataset(scan_metadata())
def ucs_metadata():
for cat in ucs:
yield cat.explanations, cat.catid
yield ", ".join(cat.synonymns), cat.catid
if ucs_data:
dataset = build_sentence_class_dataset(ucs_metadata(), catid_list)
else:
dataset = build_sentence_class_dataset(scan_metadata(), catid_list)
dataset.save_to_disk(outfile)