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ΠΡΠΎΠ³ΠΎΠ½ΡΠ΅Ρ ΠΊΠ»ΡΡΠ΅Π²ΡΠ΅ ΡΠ»ΠΎΠΈ Π±Π΅Π· ΠΏΠΎΠ΄Π½ΡΡΠΈΡ Streamlit/FastAPI ΠΊΠ°ΠΊ ΠΎΡΠ΄Π΅Π»ΡΠ½ΡΡ
ΠΏΡΠΎΡΠ΅ΡΡΠΎΠ². ΠΠΎΠΊΡΡΠ²Π°Π΅Ρ: ΠΈΠΌΠΏΠΎΡΡΡ, demo-Π±Π°Π·Ρ, vocabulary, prompt,
ΠΏΠΎΡΡΠΎΠ±ΡΠ°Π±ΠΎΡΠΊΡ, guardrail, Π½ΠΎΠ²ΡΠΉ API ΡΠ΅ΡΠ΅Π· FastAPI TestClient ΠΈ
ΠΎΠΏΡΠΈΠΎΠ½Π°Π»ΡΠ½ΠΎ β ΠΊΠΎΡΠΎΡΠΊΠΈΠΉ ΠΈΠ½ΡΠ΅ΡΠ΅Π½Ρ ΡΠ΅Π°Π»ΡΠ½ΠΎΠΉ ΠΌΠΎΠ΄Π΅Π»ΠΈ.
ΠΠ°ΠΏΡΡΠΊ:
python scripts/smoke_local.py
python scripts/smoke_local.py --with-model # ΠΌΠ΅Π΄Π»Π΅Π½Π½ΠΎ, Π³ΡΡΠ·ΠΈΡ Qwen
"""
from __future__ import annotations
import argparse
import sys
import time
from pathlib import Path
ROOT = Path(__file__).resolve().parent.parent
sys.path.insert(0, str(ROOT))
GREEN = "\033[32m"
RED = "\033[31m"
YELLOW = "\033[33m"
RESET = "\033[0m"
results: list[tuple[str, str, str]] = []
def check(name: str):
def decorator(fn):
try:
t0 = time.time()
fn()
dt = time.time() - t0
results.append(("OK", name, f"{dt*1000:.0f} ΠΌΡ"))
except Exception as e:
results.append(("FAIL", name, f"{type(e).__name__}: {e}"))
return fn
return decorator
# ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
# Π‘Π»ΠΎΠΉ 1 β ΠΈΠΌΠΏΠΎΡΡΡ, ΠΊΠΎΠ½ΡΠΈΠ³
# ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
@check("ΠΠΌΠΏΠΎΡΡΡ ΡΠ΄ΡΠ°")
def _():
from src.config import settings
from src.api.schemas import GenerateRequest, QueryRequest, SchemaRequest
from src.business.vocabulary import BusinessVocabulary
from src.data.prompt import build_chat_messages, BASE_SYSTEM_PROMPT
from src.data.schema_provider import (
SpiderSchemaProvider, ConnectionSchemaProvider, TableSchema,
)
from src.db.connector import DbConnector
from src.db.executor import SqlExecutor
from src.models.postprocess import postprocess, is_select_only, is_valid_sql
assert settings.base_model_name.startswith("Qwen")
# ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
# Π‘Π»ΠΎΠΉ 2 β Π΄Π΅ΠΌΠΎ-Π±Π°Π·Π° ΠΈ read-only guardrail
# ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
@check("ΠΠ΅ΠΌΠΎ-Π±Π°Π·Π° sales.sqlite: ΠΏΠΎΠ΄ΠΊΠ»ΡΡΠ΅Π½ΠΈΠ΅ ΠΈ ΡΡ
Π΅ΠΌΠ°")
def _():
from src.db.connector import DbConnector
db = ROOT / "data" / "demo" / "sales.sqlite"
assert db.exists(), f"ΠΠ΅ Π½Π°ΠΉΠ΄Π΅Π½ ΡΠ°ΠΉΠ» {db} β Π·Π°ΠΏΡΡΡΠΈ data/demo/create_demo_db.py"
conn = DbConnector(str(db))
tables = conn.list_tables()
assert set(tables) == {"customers", "managers", "products", "orders", "order_items"}
@check("ΠΠ΅ΠΌΠΎ-Π±Π°Π·Π°: ΡΠ΅Π°Π»ΡΠ½ΡΠΉ SELECT Π²ΡΡΡΡΠΊΠΈ")
def _():
from src.db.executor import SqlExecutor
ex = SqlExecutor(str(ROOT / "data" / "demo" / "sales.sqlite"))
res = ex.run("SELECT SUM(amount) FROM orders WHERE status='paid'")
assert res.success, res.error
assert res.rows[0][0] > 0
@check("Read-only guardrail: DELETE ΠΎΡΠΊΠ»ΠΎΠ½ΡΠ΅ΡΡΡ Π΄ΡΠ°ΠΉΠ²Π΅ΡΠΎΠΌ")
def _():
from src.db.executor import SqlExecutor
ex = SqlExecutor(str(ROOT / "data" / "demo" / "sales.sqlite"))
res = ex.run("DELETE FROM orders")
assert not res.success
assert ex.run("SELECT COUNT(*) FROM orders").rows[0][0] == 120
# ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
# Π‘Π»ΠΎΠΉ 3 β BusinessVocabulary ΠΈΠ· YAML
# ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
@check("BusinessVocabulary ΠΈΠ· configs/example_vocabulary.yaml")
def _():
from src.business.vocabulary import BusinessVocabulary
vocab = BusinessVocabulary.from_yaml(ROOT / "configs" / "example_vocabulary.yaml")
assert bool(vocab)
assert "Π²ΡΡΡΡΠΊΠ°" in vocab.terms
assert "SUM(orders.amount)" in vocab.render_system_context()
# ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
# Π‘Π»ΠΎΠΉ 4 β PromptBuilder Ρ ΡΠ΅Π°Π»ΡΠ½ΠΎΠΉ ΡΡ
Π΅ΠΌΠΎΠΉ ΠΈ ΡΠ»ΠΎΠ²Π°ΡΡΠΌ
# ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
@check("PromptBuilder: vocabulary ΡΡ
ΠΎΠ΄ΠΈΡ Π² system, Π½Π΅ Π² user")
def _():
from src.business.vocabulary import BusinessVocabulary
from src.data.prompt import build_chat_messages
from src.db.connector import DbConnector
vocab = BusinessVocabulary.from_yaml(ROOT / "configs" / "example_vocabulary.yaml")
schema = DbConnector(str(ROOT / "data" / "demo" / "sales.sqlite")).render_schema()
msgs = build_chat_messages(schema, "ΠΠ°ΠΊΠ°Ρ Π²ΡΡΡΡΠΊΠ° Π·Π° 2026 Π³ΠΎΠ΄?", vocabulary=vocab)
assert "SUM(orders.amount)" in msgs[0]["content"]
assert "SUM(orders.amount)" not in msgs[1]["content"]
# ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
# Π‘Π»ΠΎΠΉ 5 β ΠΏΠΎΡΡΠΎΠ±ΡΠ°Π±ΠΎΡΠΊΠ° ΠΈ guardrail
# ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
@check("ΠΠΎΡΡΠΎΠ±ΡΠ°Π±ΠΎΡΠΊΠ°: markdown, ΠΏΡΠ΅ΡΠΈΠΊΡΡ, truncated, ΠΌΡΡΠΎΡ")
def _():
from src.models.postprocess import postprocess, is_select_only
cases = [
("```sql\nSELECT 1;\n```", lambda s: s.upper().startswith("SELECT")),
("ΠΡΠ²Π΅Ρ: SELECT name FROM customers;", lambda s: s.startswith("SELECT name")),
("SELECT * FROM orders WHERE", lambda s: s == ""),
("ΠΏΡΠΎΡΡΠΎ ΡΠ΅ΠΊΡΡ Π±Π΅Π· SQL", lambda s: s == ""),
]
for raw, ok in cases:
assert ok(postprocess(raw)), f"Π‘Π±ΠΎΠΉ Π½Π°: {raw!r} β {postprocess(raw)!r}"
assert is_select_only("SELECT 1") is True
assert is_select_only("DROP TABLE x") is False
assert is_select_only("DELETE FROM x") is False
# ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
# Π‘Π»ΠΎΠΉ 6 β FastAPI ΡΠ΅ΡΠ΅Π· TestClient Ρ Π·Π°ΠΌΠΎΠΊΠ°Π½Π½ΡΠΌ InferenceEngine
# ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
@check("FastAPI: /health, /schema, /query Ρ ΠΏΠΎΠ΄ΠΌΠ΅Π½ΡΠ½Π½ΡΠΌ engine")
def _():
try:
from fastapi.testclient import TestClient
except ImportError:
raise AssertionError("ΠΠΎΡΡΠ°Π²Ρ fastapi[all] ΠΈΠ»ΠΈ httpx β TestClient Π½Π΅Π΄ΠΎΡΡΡΠΏΠ΅Π½")
from src.api import dependencies as deps
from src.api.main import app
from src.models.inference import GenerationResult
class FakeEngine:
loaded = True
base_model_name = "Qwen/Qwen2.5-Coder-3B-Instruct"
def generate(self, schema, question, vocabulary=None, **kw):
# ΠΠΌΡΠ»ΠΈΡΡΠ΅ΠΌ Π²Π°Π»ΠΈΠ΄Π½ΡΠΉ SQL β pipeline Π΄ΠΎΠ»ΠΆΠ΅Π½ ΠΏΡΠΎΠΏΡΡΡΠΈΡΡ ΡΠ΅ΡΠ΅Π· guardrail.
sql = "SELECT SUM(amount) FROM orders WHERE status = 'paid'"
return GenerationResult(sql=sql, raw_output=sql)
app.dependency_overrides[deps.get_engine] = lambda: FakeEngine()
try:
with TestClient(app) as client:
# /health
r = client.get("/health")
assert r.status_code == 200
assert r.json()["model_loaded"] is True
# /schema Π½Π° ΡΠ΅Π°Π»ΡΠ½ΠΎΠΉ demo-Π±Π°Π·Π΅
db_path = ROOT / "data" / "demo" / "sales.sqlite"
r = client.post("/schema", json={
"connection_string": str(db_path),
"include_samples": True,
})
assert r.status_code == 200, r.text
tables = r.json()["tables"]
assert {t["name"] for t in tables} == {
"customers", "managers", "products", "orders", "order_items"
}
# /query Π½Π° ΡΠ΅Π°Π»ΡΠ½ΠΎΠΉ demo-Π±Π°Π·Π΅, FakeEngine ΠΎΡΠ΄Π°ΡΡ Π²Π°Π»ΠΈΠ΄Π½ΡΠΉ SELECT
r = client.post("/query", json={
"question": "ΠΠ°ΠΊΠ°Ρ Π²ΡΡΡΡΠΊΠ° Π·Π° ΠΎΠΏΠ»Π°ΡΠ΅Π½Π½ΡΠ΅ Π·Π°ΠΊΠ°Π·Ρ?",
"connection_string": str(db_path),
"execute": True,
"vocabulary": {
"company": "ΠΠ΅ΠΌΠΎ",
"terms": {"Π²ΡΡΡΡΠΊΠ°": "SUM(amount) WHERE status='paid'"},
},
})
assert r.status_code == 200, r.text
body = r.json()
assert body["is_valid_sql"] is True
assert body["execution"] is not None
assert body["execution"]["rows"][0][0] > 0
# /query Ρ DELETE β Π΄ΠΎΠ»ΠΆΠ΅Π½ Π±ΡΡΡ ΠΎΡΠ±ΠΈΡ guardrail'ΠΎΠΌ
class DropEngine(FakeEngine):
def generate(self, *a, **kw):
return GenerationResult(
sql="DELETE FROM orders WHERE id=1",
raw_output="DELETE FROM orders WHERE id=1",
)
app.dependency_overrides[deps.get_engine] = lambda: DropEngine()
r = client.post("/query", json={
"question": "Π£Π΄Π°Π»ΠΈ Π·Π°ΠΊΠ°Π· 1",
"connection_string": str(db_path),
"execute": True,
})
assert r.status_code == 200, r.text
body = r.json()
assert body["execution"] is None
assert body["error"] and "Π³Π²Π°ΡΠ΄Π΅ΠΉΠ»" in body["error"].lower()
finally:
app.dependency_overrides.clear()
# ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
# Π‘Π»ΠΎΠΉ 7 β ΠΎΠΏΡΠΈΠΎΠ½Π°Π»ΡΠ½ΡΠΉ ΠΈΠ½ΡΠ΅ΡΠ΅Π½Ρ ΡΠ΅Π°Π»ΡΠ½ΠΎΠΉ ΠΌΠΎΠ΄Π΅Π»ΠΈ
# ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
def run_model_smoke():
@check("InferenceEngine: Π·Π°Π³ΡΡΠ·ΠΊΠ° ΠΌΠΎΠ΄Π΅Π»ΠΈ ΠΈ ΠΎΠ΄Π½Π° Π³Π΅Π½Π΅ΡΠ°ΡΠΈΡ")
def _():
from src.business.vocabulary import BusinessVocabulary
from src.db.connector import DbConnector
from src.models.inference import InferenceEngine
engine = InferenceEngine()
engine.load()
assert engine.loaded
schema = DbConnector(str(ROOT / "data" / "demo" / "sales.sqlite")).render_schema()
vocab = BusinessVocabulary.from_yaml(ROOT / "configs" / "example_vocabulary.yaml")
res = engine.generate(schema, "ΠΠ°ΠΊΠ°Ρ ΡΡΠΌΠΌΠ°ΡΠ½Π°Ρ Π²ΡΡΡΡΠΊΠ° Π·Π° 2026 Π³ΠΎΠ΄?", vocab)
assert res.sql and res.sql.upper().startswith("SELECT"), \
f"ΠΠΎΠ΄Π΅Π»Ρ Π²Π΅ΡΠ½ΡΠ»Π°: {res.raw_output!r}"
# ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
# main
# ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
def main():
parser = argparse.ArgumentParser()
parser.add_argument(
"--with-model", action="store_true",
help="ΠΠΎΠΏΠΎΠ»Π½ΠΈΡΠ΅Π»ΡΠ½ΠΎ ΠΏΡΠΎΠ³Π½Π°ΡΡ ΡΠ΅Π°Π»ΡΠ½ΡΠΉ ΠΈΠ½ΡΠ΅ΡΠ΅Π½Ρ Qwen (ΠΌΠ΅Π΄Π»Π΅Π½Π½ΠΎ, ~30 ΡΠ΅ΠΊ Π½Π° CPU)",
)
args = parser.parse_args()
if args.with_model:
run_model_smoke()
print()
print("=" * 64)
print("Smoke-ΠΏΡΠΎΠ²Π΅ΡΠΊΠ° Ru2SQL")
print("=" * 64)
for status, name, info in results:
color = GREEN if status == "OK" else RED
mark = "β" if status == "OK" else "β"
print(f" {color}{mark}{RESET} {name} {YELLOW}[{info}]{RESET}")
ok = sum(1 for s, _, _ in results if s == "OK")
print("=" * 64)
summary_color = GREEN if ok == len(results) else RED
print(f" {summary_color}{ok} / {len(results)} ΠΏΡΠΎΠ²Π΅ΡΠΎΠΊ ΠΏΡΠΎΠΉΠ΄Π΅Π½ΠΎ{RESET}")
print("=" * 64)
if ok < len(results):
print()
print("ΠΠΎΠ΄ΡΠΊΠ°Π·ΠΊΠ°: Π·Π°ΠΏΡΡΡΠΈ 'pytest -v' Π΄Π»Ρ ΠΏΠΎΠ΄ΡΠΎΠ±Π½ΡΡ
Π΄ΠΈΠ°Π³Π½ΠΎΡΡΠΈΠΊ.")
sys.exit(0 if ok == len(results) else 1)
if __name__ == "__main__":
main()
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