kumarabd1996's picture
laya loop-taxonomy v2: nine labels incl. plan; 5,154 train + 54 held-out
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"""Build corpus_v2/: the v1 corpus relabelled onto the v2 set + the life/finance scenarios (generate_life_finance.py),
and the held-out eval set. Labels mapped by taxonomy_labels_v2.V1_TO_V2."""
import collections
import json
import random
from taxonomy_labels_v2 import QUESTIONS, V1_TO_V2
rng = random.Random(7)
CAPS = {"conversation": 1300, "transact": 1200} # keep one class from pulling the head toward collapse
def rows(path):
return [json.loads(l) for l in open(path) if l.strip()]
def item(state, label, src, id_):
return {"state": state, "questions": QUESTIONS, "expected": {"loop": label}, "src": src, "id": id_}
train = [item(r["state"], V1_TO_V2[r["expected"]["loop"]], r["src"], r["id"]) for r in rows("corpus/train.jsonl")]
train += [item(r["state"], r["label"], r["src"], r["id"]) for r in rows("corpus_v2/life_finance.jsonl")]
rng.shuffle(train)
kept, count = [], collections.Counter()
for r in train:
label = r["expected"]["loop"]
if count[label] < CAPS.get(label, 10**9):
count[label] += 1
kept.append(r)
with open("corpus_v2/train.jsonl", "w") as fh:
for r in kept:
fh.write(json.dumps(r) + "\n")
# held out: the 24 taxonomy drills, mapped, plus hand-written life/finance boundary cases no template produced
held = [item(r["state"], V1_TO_V2[r["expected"]["loop"]], "drill", r["id"]) for r in rows("corpus/eval_drills.jsonl")]
for i, (text, label) in enumerate(rows_ := [tuple(x) for x in json.load(open("eval_life_finance.json"))]):
held.append(item(text, label, "lf-eval", f"lfe-{i}"))
with open("corpus_v2/eval.jsonl", "w") as fh:
for r in held:
fh.write(json.dumps(r) + "\n")
print("train", len(kept), dict(count), "eval", len(held))