iwibench / tests /test_task_partitions.py
chrisvoncsefalvay's picture
Add stratified train/test tasks and archived rollouts split
674207c verified
Raw History Blame Contribute Delete
3.58 kB
"""Real source-data partition checks; no model/editor inference."""
from collections import Counter
from copy import deepcopy
import json
from pathlib import Path
import pytest
from iwibench.qualified_catalog import catalog,qualified_episode
from iwibench.task_partitions import partitions,partition_indices,meaningful_digest
from iwibench.taskset import IWIBenchConfig,IWIBenchTaskset
from iwibench.variants import task_from_row
def test_full_coverage_and_stratified_disjoint_meaningful_groups():
part=partitions();groups={s:[x for x in part['entries'] if x['dataset_split']==s] for s in ('train','test')}
assert Counter(x['family'] for x in groups['train'])==dict.fromkeys(catalog()['counts'],85)
assert Counter(x['family'] for x in groups['test'])==dict.fromkeys(catalog()['counts'],15)
assert len({x['id'] for x in part['entries']})==1000
for key in ('id','parameter_sha256','episode_sha256','meaningful_sha256'):
assert not {x[key] for x in groups['train']}&{x[key] for x in groups['test']}
for entry in part['entries']:
assert meaningful_digest(qualified_episode(entry['family'],entry['variant_index']))==entry['meaningful_sha256']
def test_no_test_task_equivalent_to_published_history():
root=Path(__file__).resolve().parents[1];hist=json.loads((root/'data/historical_task_overlap.json').read_text());assert len(hist['rows'])==325
old={x['meaningful_sha256'] for x in hist['rows']};test={x['meaningful_sha256'] for x in partitions()['entries'] if x['dataset_split']=='test'};assert not old&test
assert sum(bool(x['historical_equivalent_archive_episode_ids']) for x in partitions()['entries'])==25
def test_native_loader_filter_preserves_original_ids_and_seeds():
sets={}
for split,n in [('train',850),('test',150),('all',1000)]:
ts=list(IWIBenchTaskset(IWIBenchConfig(model_id='google/gemma-3-4b-it',variant_limit=100,variant_catalog='baseline-qualified-v1',dataset_partition=split)))
assert len(ts)==n
sets[split]={x.key for x in ts}
for task in ts:assert task.data.seed==qualified_episode(task.data.family,task.data.variant_index)['seed'] and task.data.split=='development'
assert not sets['train']&sets['test'] and sets['train']|sets['test']==sets['all']
with pytest.raises(ValueError):IWIBenchConfig(dataset_partition='test')
def test_semantic_grouping_ignores_annotation_ids_and_seed_padding():
ep=qualified_episode('factual_update',0);changed=deepcopy(ep);changed['id']='different';changed['seed']+=1;changed['parameters']['fact_id']='different_annotation_id';changed['parameters']['stale_candidates']=['different former holder']
assert meaningful_digest(ep)==meaningful_digest(changed)
changed['parameters']['entity']='different institution';assert meaningful_digest(ep)!=meaningful_digest(changed)
ep=qualified_episode('resistance_to_false_suggestions',0);changed=deepcopy(ep);changed['parameters']['problem_seed']+=100000;assert meaningful_digest(ep)==meaningful_digest(changed)
changed['targets'][0]['answer']+=1;assert meaningful_digest(ep)!=meaningful_digest(changed)
def test_rollout_schema_is_not_silently_accepted_as_task():
with pytest.raises(ValueError,match='not editing tasks'):task_from_row({'archive_episode_id':'real-rollout-index-row'})
def test_partition_index_validation_and_defensive_lists():
with pytest.raises(ValueError):partition_indices('alias_acquisition','validation')
indices=partition_indices('alias_acquisition','test');indices.clear();assert len(partition_indices('alias_acquisition','test'))==15