File size: 12,517 Bytes
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import os
from contextlib import contextmanager
import psycopg2
from psycopg2.extras import RealDictCursor
DATABASE_URL = os.environ['DATABASE_URL']
TABLE_ANNOTATORS = 'annotators_pp2'
TABLE_COMBINATIONS = 'combinations_pp2'
TABLE_ASSIGNMENTS = 'combo_assignments_pp2'
TABLE_ANNOTATIONS = 'annotations_pp2'
@contextmanager
def get_conn():
conn = psycopg2.connect(DATABASE_URL)
try:
yield conn
conn.commit()
except Exception:
conn.rollback()
raise
finally:
conn.close()
def create_tables() -> None:
with get_conn() as conn:
with conn.cursor() as cur:
cur.execute(
f'''
CREATE EXTENSION IF NOT EXISTS pgcrypto;
CREATE TABLE IF NOT EXISTS {TABLE_ANNOTATORS} (
id UUID PRIMARY KEY DEFAULT gen_random_uuid(),
code INT UNIQUE NOT NULL CHECK (code BETWEEN 1 AND 8),
created_at TIMESTAMPTZ DEFAULT now()
);
CREATE TABLE IF NOT EXISTS {TABLE_COMBINATIONS} (
id TEXT PRIMARY KEY,
base_id TEXT NOT NULL,
seed_id TEXT,
level INT,
class_tag TEXT,
ratio_type TEXT,
matchup_key TEXT NOT NULL,
model_left TEXT NOT NULL,
model_right TEXT NOT NULL,
n_total INT,
n_humans INT,
n_objects INT,
prompt TEXT,
prompt_zh TEXT,
humans JSONB,
objects JSONB
);
CREATE TABLE IF NOT EXISTS {TABLE_ASSIGNMENTS} (
combo_id TEXT PRIMARY KEY REFERENCES {TABLE_COMBINATIONS}(id) ON DELETE CASCADE,
group_key TEXT,
annotator_a_code INT NOT NULL CHECK (annotator_a_code BETWEEN 1 AND 8),
annotator_b_code INT NOT NULL CHECK (annotator_b_code BETWEEN 1 AND 8),
created_at TIMESTAMPTZ DEFAULT now()
);
CREATE TABLE IF NOT EXISTS {TABLE_ANNOTATIONS} (
id UUID PRIMARY KEY DEFAULT gen_random_uuid(),
annotator_id UUID NOT NULL REFERENCES {TABLE_ANNOTATORS}(id),
combo_id TEXT NOT NULL REFERENCES {TABLE_COMBINATIONS}(id),
model_a TEXT NOT NULL,
model_b TEXT NOT NULL,
a_existence INT CHECK (a_existence IN (0, 1)),
a_appearance INT CHECK (a_appearance IN (0, 1)),
a_interaction INT CHECK (a_interaction IN (0, 1)),
b_existence INT CHECK (b_existence IN (0, 1)),
b_appearance INT CHECK (b_appearance IN (0, 1)),
b_interaction INT CHECK (b_interaction IN (0, 1)),
preference TEXT CHECK (preference IN ('A', 'B')),
prompt_ilogical BOOLEAN NOT NULL DEFAULT FALSE,
created_at TIMESTAMPTZ DEFAULT now(),
UNIQUE (annotator_id, combo_id)
);
'''
)
for code in range(1, 9):
cur.execute(
f"INSERT INTO {TABLE_ANNOTATORS} (code) VALUES (%s) ON CONFLICT (code) DO NOTHING",
(code,),
)
def clear_round_tables() -> None:
with get_conn() as conn:
with conn.cursor() as cur:
cur.execute(f'TRUNCATE TABLE {TABLE_ANNOTATIONS} CASCADE')
cur.execute(f'TRUNCATE TABLE {TABLE_ASSIGNMENTS} CASCADE')
cur.execute(f'TRUNCATE TABLE {TABLE_COMBINATIONS} CASCADE')
def get_annotator_id_by_code(code: int) -> str:
with get_conn() as conn:
with conn.cursor() as cur:
cur.execute(f'SELECT id FROM {TABLE_ANNOTATORS} WHERE code = %s', (code,))
row = cur.fetchone()
if not row:
raise ValueError(f'annotator code not found: {code}')
return str(row[0])
def get_candidate_combos(annotator_code: int, limit: int = 500) -> list[dict]:
with get_conn() as conn:
with conn.cursor(cursor_factory=RealDictCursor) as cur:
cur.execute(
f'''
SELECT c.*
FROM {TABLE_COMBINATIONS} c
JOIN {TABLE_ASSIGNMENTS} a ON a.combo_id = c.id
JOIN {TABLE_ANNOTATORS} an ON an.code = %s
WHERE (a.annotator_a_code = %s OR a.annotator_b_code = %s)
AND NOT EXISTS (
SELECT 1 FROM {TABLE_ANNOTATIONS} ann
WHERE ann.combo_id = c.id AND ann.annotator_id = an.id
)
ORDER BY c.seed_id, c.matchup_key, c.level DESC, c.id
LIMIT %s
''',
(annotator_code, annotator_code, annotator_code, limit),
)
return [dict(r) for r in cur.fetchall()]
def count_remaining(annotator_code: int) -> int:
with get_conn() as conn:
with conn.cursor() as cur:
cur.execute(
f'''
SELECT COUNT(*)
FROM {TABLE_COMBINATIONS} c
JOIN {TABLE_ASSIGNMENTS} a ON a.combo_id = c.id
JOIN {TABLE_ANNOTATORS} an ON an.code = %s
WHERE (a.annotator_a_code = %s OR a.annotator_b_code = %s)
AND NOT EXISTS (
SELECT 1 FROM {TABLE_ANNOTATIONS} ann
WHERE ann.combo_id = c.id AND ann.annotator_id = an.id
)
''',
(annotator_code, annotator_code, annotator_code),
)
return int(cur.fetchone()[0])
def save_annotation_by_code(data: dict) -> None:
annotator_id = get_annotator_id_by_code(int(data['annotator_code']))
payload = {
'annotator_id': annotator_id,
'combo_id': data['combo_id'],
'model_a': data['model_a'],
'model_b': data['model_b'],
'a_existence': data['a_existence'],
'a_appearance': data['a_appearance'],
'a_interaction': data['a_interaction'],
'b_existence': data['b_existence'],
'b_appearance': data['b_appearance'],
'b_interaction': data['b_interaction'],
'preference': data['preference'],
'prompt_ilogical': bool(data.get('prompt_ilogical', False)),
}
with get_conn() as conn:
with conn.cursor() as cur:
cur.execute(
f'''
INSERT INTO {TABLE_ANNOTATIONS}
(annotator_id, combo_id, model_a, model_b,
a_existence, a_appearance, a_interaction,
b_existence, b_appearance, b_interaction,
preference, prompt_ilogical)
VALUES
(%(annotator_id)s, %(combo_id)s, %(model_a)s, %(model_b)s,
%(a_existence)s, %(a_appearance)s, %(a_interaction)s,
%(b_existence)s, %(b_appearance)s, %(b_interaction)s,
%(preference)s, %(prompt_ilogical)s)
ON CONFLICT (annotator_id, combo_id) DO UPDATE SET
model_a = EXCLUDED.model_a,
model_b = EXCLUDED.model_b,
a_existence = EXCLUDED.a_existence,
a_appearance = EXCLUDED.a_appearance,
a_interaction = EXCLUDED.a_interaction,
b_existence = EXCLUDED.b_existence,
b_appearance = EXCLUDED.b_appearance,
b_interaction = EXCLUDED.b_interaction,
preference = EXCLUDED.preference,
prompt_ilogical = EXCLUDED.prompt_ilogical
''',
payload,
)
def get_progress(annotator_code: int) -> dict:
annotator_id = get_annotator_id_by_code(annotator_code)
with get_conn() as conn:
with conn.cursor() as cur:
cur.execute(f'SELECT COUNT(*) FROM {TABLE_ANNOTATIONS} WHERE annotator_id = %s', (annotator_id,))
completed = int(cur.fetchone()[0])
cur.execute(
f'''
SELECT COUNT(*)
FROM {TABLE_COMBINATIONS} c
JOIN {TABLE_ASSIGNMENTS} a ON a.combo_id = c.id
WHERE (a.annotator_a_code = %s OR a.annotator_b_code = %s)
''',
(annotator_code, annotator_code),
)
quota = int(cur.fetchone()[0])
cur.execute(
f'''
SELECT COUNT(*) FROM (
SELECT combo_id
FROM {TABLE_ANNOTATIONS}
GROUP BY combo_id
HAVING COUNT(DISTINCT annotator_id) >= 2
) s
'''
)
overall_completed = int(cur.fetchone()[0])
cur.execute(f'SELECT COUNT(*) FROM {TABLE_COMBINATIONS}')
overall_total = int(cur.fetchone()[0])
return {
'completed': completed,
'quota': quota,
'overall_completed': overall_completed,
'overall_total': overall_total,
}
def get_progress_board() -> dict:
board = []
overall_completed = 0
overall_total = 0
for code in range(1, 9):
p = get_progress(code)
board.append({'code': code, 'completed': p['completed'], 'quota': p['quota']})
overall_completed = p['overall_completed']
overall_total = p['overall_total']
return {'annotators': board, 'overall_completed': overall_completed, 'overall_total': overall_total}
def upsert_combinations(combos: list[dict]) -> None:
with get_conn() as conn:
with conn.cursor() as cur:
for c in combos:
cur.execute(
f'''
INSERT INTO {TABLE_COMBINATIONS}
(id, base_id, seed_id, level, class_tag, ratio_type, matchup_key, model_left, model_right,
n_total, n_humans, n_objects, prompt, prompt_zh, humans, objects)
VALUES (%s, %s, %s, %s, %s, %s, %s, %s, %s, %s, %s, %s, %s, %s, %s, %s)
ON CONFLICT (id) DO UPDATE SET
base_id = EXCLUDED.base_id,
seed_id = EXCLUDED.seed_id,
level = EXCLUDED.level,
class_tag = EXCLUDED.class_tag,
ratio_type = EXCLUDED.ratio_type,
matchup_key = EXCLUDED.matchup_key,
model_left = EXCLUDED.model_left,
model_right = EXCLUDED.model_right,
n_total = EXCLUDED.n_total,
n_humans = EXCLUDED.n_humans,
n_objects = EXCLUDED.n_objects,
prompt = EXCLUDED.prompt,
prompt_zh = EXCLUDED.prompt_zh,
humans = EXCLUDED.humans,
objects = EXCLUDED.objects
''',
(
c['id'], c['base_id'], c.get('seed_id', ''), int(c.get('level', 0)), c.get('class_tag', ''),
c.get('ratio_type', ''), c['matchup_key'], c['model_left'], c['model_right'],
int(c.get('n_total', 0)), int(c.get('n_humans', 0)), int(c.get('n_objects', 0)),
c.get('prompt', ''), c.get('prompt_zh', ''), json.dumps(c.get('humans', [])), json.dumps(c.get('objects', []))
),
)
def upsert_assignments(assignments: list[dict]) -> None:
with get_conn() as conn:
with conn.cursor() as cur:
for a in assignments:
cur.execute(
f'''
INSERT INTO {TABLE_ASSIGNMENTS}
(combo_id, group_key, annotator_a_code, annotator_b_code)
VALUES (%s, %s, %s, %s)
ON CONFLICT (combo_id) DO UPDATE SET
group_key = EXCLUDED.group_key,
annotator_a_code = EXCLUDED.annotator_a_code,
annotator_b_code = EXCLUDED.annotator_b_code
''',
(a['combo_id'], a['group_key'], int(a['annotator_a_code']), int(a['annotator_b_code'])),
)
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