Spaces:
Sleeping
Sleeping
Melika Kheirieh
commited on
Commit
·
343ad62
1
Parent(s):
76df10c
refactor(core): DI-ready Pipeline; add registry + YAML factory + typed trace/result
Browse files- app/routers/nl2sql.py +65 -49
- config/sqlite_pipeline.yaml +11 -0
- nl2sql/pipeline.py +73 -27
- nl2sql/pipeline_factory.py +84 -0
- nl2sql/registry.py +22 -0
- tests/test_nl2sql_router.py +9 -0
- tests/test_pipeline_factory.py +32 -0
app/routers/nl2sql.py
CHANGED
|
@@ -7,10 +7,10 @@ import os
|
|
| 7 |
from pathlib import Path
|
| 8 |
import time
|
| 9 |
import uuid
|
| 10 |
-
from typing import Any, Dict, Optional, TypedDict, Union, Protocol, cast
|
| 11 |
|
| 12 |
# --- Third-party ---
|
| 13 |
-
from fastapi import APIRouter, HTTPException, Request, UploadFile, File
|
| 14 |
|
| 15 |
# --- Local ---
|
| 16 |
from app.schemas import NL2SQLRequest, NL2SQLResponse, ClarifyResponse
|
|
@@ -25,6 +25,10 @@ from nl2sql.repair import Repair
|
|
| 25 |
from adapters.llm.openai_provider import OpenAIProvider
|
| 26 |
from adapters.db.sqlite_adapter import SQLiteAdapter
|
| 27 |
from adapters.db.postgres_adapter import PostgresAdapter
|
|
|
|
|
|
|
|
|
|
|
|
|
| 28 |
|
| 29 |
|
| 30 |
# Stable public re-exports
|
|
@@ -53,6 +57,10 @@ _DB_MAP_PATH.parent.mkdir(parents=True, exist_ok=True)
|
|
| 53 |
UPLOAD_DIR = Path("data/uploads")
|
| 54 |
UPLOAD_DIR.mkdir(parents=True, exist_ok=True)
|
| 55 |
|
|
|
|
|
|
|
|
|
|
|
|
|
| 56 |
|
| 57 |
class DBEntry(TypedDict):
|
| 58 |
path: str
|
|
@@ -110,42 +118,55 @@ _load_db_map()
|
|
| 110 |
# -------------------------------
|
| 111 |
# Adapter selection (lazy)
|
| 112 |
# -------------------------------
|
|
|
|
| 113 |
def _select_adapter(db_id: Optional[str]) -> Union[PostgresAdapter, SQLiteAdapter]:
|
| 114 |
"""
|
| 115 |
-
Resolve a DB adapter
|
| 116 |
-
|
| 117 |
-
|
| 118 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 119 |
"""
|
| 120 |
-
|
| 121 |
-
if mode == "postgres":
|
| 122 |
dsn = os.environ.get("POSTGRES_DSN")
|
| 123 |
if not dsn:
|
| 124 |
raise HTTPException(status_code=500, detail="POSTGRES_DSN env is missing")
|
| 125 |
return PostgresAdapter(dsn)
|
| 126 |
|
| 127 |
# sqlite mode
|
| 128 |
-
_cleanup_db_map()
|
| 129 |
if db_id:
|
| 130 |
-
#
|
| 131 |
-
|
| 132 |
-
candidates = []
|
| 133 |
-
if
|
| 134 |
-
candidates.append(
|
| 135 |
-
|
| 136 |
-
|
| 137 |
-
candidates.append(
|
| 138 |
-
|
| 139 |
-
|
| 140 |
-
|
| 141 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 142 |
|
| 143 |
raise HTTPException(status_code=400, detail="invalid db_id (file not found)")
|
| 144 |
|
| 145 |
-
# default sqlite
|
| 146 |
-
|
| 147 |
-
|
| 148 |
-
|
|
|
|
| 149 |
|
| 150 |
|
| 151 |
# -------------------------------
|
|
@@ -289,57 +310,52 @@ async def upload_db(file: UploadFile = File(...)):
|
|
| 289 |
# Main NL2SQL endpoint
|
| 290 |
# -------------------------------
|
| 291 |
@router.post("", name="nl2sql_handler")
|
| 292 |
-
def nl2sql_handler(
|
| 293 |
-
request: NL2SQLRequest,
|
| 294 |
-
run: Runner = Depends(get_runner),
|
| 295 |
-
):
|
| 296 |
"""
|
| 297 |
-
|
| 298 |
-
|
| 299 |
-
If db_id provided → builds a temporary per-request pipeline.
|
| 300 |
"""
|
| 301 |
db_id = getattr(request, "db_id", None)
|
| 302 |
-
provided_preview
|
| 303 |
-
Optional[str], getattr(request, "schema_preview", None)
|
| 304 |
)
|
| 305 |
|
| 306 |
-
#
|
| 307 |
if db_id:
|
| 308 |
adapter = _select_adapter(db_id)
|
| 309 |
-
pipeline
|
| 310 |
-
|
| 311 |
-
runner
|
| 312 |
-
final_preview = provided_preview
|
| 313 |
else:
|
| 314 |
-
runner = run
|
| 315 |
-
final_preview = provided_preview
|
| 316 |
|
| 317 |
-
# Execute
|
| 318 |
try:
|
| 319 |
result = runner(user_query=request.query, schema_preview=final_preview)
|
| 320 |
except Exception as exc:
|
| 321 |
raise HTTPException(status_code=500, detail=f"Pipeline crash: {exc!s}")
|
| 322 |
|
|
|
|
| 323 |
if not isinstance(result, FinalResult):
|
| 324 |
raise HTTPException(status_code=500, detail="Pipeline returned unexpected type")
|
| 325 |
|
| 326 |
-
#
|
| 327 |
if result.ambiguous and (result.questions is not None):
|
| 328 |
return ClarifyResponse(ambiguous=True, questions=result.questions)
|
| 329 |
|
| 330 |
-
# Error → 400
|
| 331 |
if (not result.ok) or result.error:
|
| 332 |
print("❌ Pipeline failure dump:")
|
| 333 |
print(" ok:", result.ok)
|
| 334 |
print(" error:", result.error)
|
| 335 |
print(" details:", result.details)
|
| 336 |
print(" traces:", result.traces)
|
| 337 |
-
|
| 338 |
-
|
| 339 |
-
detail="; ".join(result.details or []) or (result.error or "Unknown error"),
|
| 340 |
-
)
|
| 341 |
|
| 342 |
-
# Success → 200
|
| 343 |
traces = [_round_trace(t) for t in (result.traces or [])]
|
| 344 |
return NL2SQLResponse(
|
| 345 |
ambiguous=False,
|
|
|
|
| 7 |
from pathlib import Path
|
| 8 |
import time
|
| 9 |
import uuid
|
| 10 |
+
from typing import Any, Dict, Optional, TypedDict, Union, Protocol, cast, List
|
| 11 |
|
| 12 |
# --- Third-party ---
|
| 13 |
+
from fastapi import APIRouter, HTTPException, Request, UploadFile, File
|
| 14 |
|
| 15 |
# --- Local ---
|
| 16 |
from app.schemas import NL2SQLRequest, NL2SQLResponse, ClarifyResponse
|
|
|
|
| 25 |
from adapters.llm.openai_provider import OpenAIProvider
|
| 26 |
from adapters.db.sqlite_adapter import SQLiteAdapter
|
| 27 |
from adapters.db.postgres_adapter import PostgresAdapter
|
| 28 |
+
from nl2sql.pipeline_factory import (
|
| 29 |
+
pipeline_from_config,
|
| 30 |
+
pipeline_from_config_with_adapter,
|
| 31 |
+
)
|
| 32 |
|
| 33 |
|
| 34 |
# Stable public re-exports
|
|
|
|
| 57 |
UPLOAD_DIR = Path("data/uploads")
|
| 58 |
UPLOAD_DIR.mkdir(parents=True, exist_ok=True)
|
| 59 |
|
| 60 |
+
CONFIG_PATH = os.getenv("PIPELINE_CONFIG", "configs/sqlite_pipeline.yaml")
|
| 61 |
+
# Build a default pipeline once from config; adapter inside the config will be used.
|
| 62 |
+
_PIPELINE = pipeline_from_config(CONFIG_PATH)
|
| 63 |
+
|
| 64 |
|
| 65 |
class DBEntry(TypedDict):
|
| 66 |
path: str
|
|
|
|
| 118 |
# -------------------------------
|
| 119 |
# Adapter selection (lazy)
|
| 120 |
# -------------------------------
|
| 121 |
+
# ---------- SELECT ADAPTER ----------
|
| 122 |
def _select_adapter(db_id: Optional[str]) -> Union[PostgresAdapter, SQLiteAdapter]:
|
| 123 |
"""
|
| 124 |
+
Resolve a DB adapter based on module-level DB_MODE and an optional db_id.
|
| 125 |
+
|
| 126 |
+
- postgres mode:
|
| 127 |
+
requires POSTGRES_DSN in env
|
| 128 |
+
- sqlite mode:
|
| 129 |
+
if db_id provided, resolve file by:
|
| 130 |
+
1) absolute path (if user supplied a full path)
|
| 131 |
+
2) uploads/{db_id}.sqlite
|
| 132 |
+
3) uploads/{db_id}.db
|
| 133 |
+
4) data/{db_id}.sqlite
|
| 134 |
+
5) data/{db_id}.db
|
| 135 |
+
else fallback to DEFAULT_SQLITE_PATH
|
| 136 |
"""
|
| 137 |
+
if DB_MODE == "postgres":
|
|
|
|
| 138 |
dsn = os.environ.get("POSTGRES_DSN")
|
| 139 |
if not dsn:
|
| 140 |
raise HTTPException(status_code=500, detail="POSTGRES_DSN env is missing")
|
| 141 |
return PostgresAdapter(dsn)
|
| 142 |
|
| 143 |
# sqlite mode
|
|
|
|
| 144 |
if db_id:
|
| 145 |
+
# 1) absolute path
|
| 146 |
+
p = Path(db_id)
|
| 147 |
+
candidates: List[Path] = []
|
| 148 |
+
if p.is_absolute():
|
| 149 |
+
candidates.append(p)
|
| 150 |
+
|
| 151 |
+
# 2) uploads/
|
| 152 |
+
candidates.append(UPLOAD_DIR / f"{db_id}.sqlite")
|
| 153 |
+
candidates.append(UPLOAD_DIR / f"{db_id}.db")
|
| 154 |
+
|
| 155 |
+
# 3) data/
|
| 156 |
+
candidates.append(Path("data") / f"{db_id}.sqlite")
|
| 157 |
+
candidates.append(Path("data") / f"{db_id}.db")
|
| 158 |
+
|
| 159 |
+
for c in candidates:
|
| 160 |
+
if c.exists() and c.is_file():
|
| 161 |
+
return SQLiteAdapter(str(c))
|
| 162 |
|
| 163 |
raise HTTPException(status_code=400, detail="invalid db_id (file not found)")
|
| 164 |
|
| 165 |
+
# default sqlite fallback
|
| 166 |
+
default_path = Path(DEFAULT_SQLITE_PATH)
|
| 167 |
+
if not default_path.exists():
|
| 168 |
+
raise HTTPException(status_code=500, detail="default SQLite DB not found")
|
| 169 |
+
return SQLiteAdapter(str(default_path))
|
| 170 |
|
| 171 |
|
| 172 |
# -------------------------------
|
|
|
|
| 310 |
# Main NL2SQL endpoint
|
| 311 |
# -------------------------------
|
| 312 |
@router.post("", name="nl2sql_handler")
|
| 313 |
+
def nl2sql_handler(request: NL2SQLRequest):
|
|
|
|
|
|
|
|
|
|
| 314 |
"""
|
| 315 |
+
NL→SQL handler using YAML-driven DI. If 'db_id' is provided, we override only the adapter
|
| 316 |
+
while keeping all other stages from the YAML config intact.
|
|
|
|
| 317 |
"""
|
| 318 |
db_id = getattr(request, "db_id", None)
|
| 319 |
+
provided_preview = (
|
| 320 |
+
cast(Optional[str], getattr(request, "schema_preview", None)) or ""
|
| 321 |
)
|
| 322 |
|
| 323 |
+
# Choose runner: default pipeline from YAML OR per-request override with a specific adapter
|
| 324 |
if db_id:
|
| 325 |
adapter = _select_adapter(db_id)
|
| 326 |
+
# Build a temporary pipeline from YAML but bind the per-request adapter
|
| 327 |
+
pipeline = pipeline_from_config_with_adapter(CONFIG_PATH, adapter=adapter)
|
| 328 |
+
runner = pipeline.run
|
| 329 |
+
final_preview = provided_preview # keep simple; derive only if you have a SQLite schema helper
|
| 330 |
else:
|
| 331 |
+
runner = _PIPELINE.run
|
| 332 |
+
final_preview = provided_preview
|
| 333 |
|
| 334 |
+
# Execute pipeline
|
| 335 |
try:
|
| 336 |
result = runner(user_query=request.query, schema_preview=final_preview)
|
| 337 |
except Exception as exc:
|
| 338 |
raise HTTPException(status_code=500, detail=f"Pipeline crash: {exc!s}")
|
| 339 |
|
| 340 |
+
# Type sanity
|
| 341 |
if not isinstance(result, FinalResult):
|
| 342 |
raise HTTPException(status_code=500, detail="Pipeline returned unexpected type")
|
| 343 |
|
| 344 |
+
# Ambiguity path → 200 with questions
|
| 345 |
if result.ambiguous and (result.questions is not None):
|
| 346 |
return ClarifyResponse(ambiguous=True, questions=result.questions)
|
| 347 |
|
| 348 |
+
# Error path → 400 with joined details
|
| 349 |
if (not result.ok) or result.error:
|
| 350 |
print("❌ Pipeline failure dump:")
|
| 351 |
print(" ok:", result.ok)
|
| 352 |
print(" error:", result.error)
|
| 353 |
print(" details:", result.details)
|
| 354 |
print(" traces:", result.traces)
|
| 355 |
+
message = "; ".join(result.details or []) or "Unknown error"
|
| 356 |
+
raise HTTPException(status_code=400, detail=message)
|
|
|
|
|
|
|
| 357 |
|
| 358 |
+
# Success path → 200
|
| 359 |
traces = [_round_trace(t) for t in (result.traces or [])]
|
| 360 |
return NL2SQLResponse(
|
| 361 |
ambiguous=False,
|
config/sqlite_pipeline.yaml
ADDED
|
@@ -0,0 +1,11 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
detector: default
|
| 2 |
+
planner: default
|
| 3 |
+
generator: rules # or "llm" when available
|
| 4 |
+
safety: default
|
| 5 |
+
executor: default
|
| 6 |
+
verifier: basic
|
| 7 |
+
repair: default
|
| 8 |
+
|
| 9 |
+
adapter:
|
| 10 |
+
kind: sqlite
|
| 11 |
+
dsn: data/chinook.db
|
nl2sql/pipeline.py
CHANGED
|
@@ -2,6 +2,7 @@ from __future__ import annotations
|
|
| 2 |
import traceback
|
| 3 |
from dataclasses import dataclass
|
| 4 |
from typing import Dict, Any, Optional, List
|
|
|
|
| 5 |
|
| 6 |
from nl2sql.types import StageResult
|
| 7 |
from nl2sql.ambiguity_detector import AmbiguityDetector
|
|
@@ -31,6 +32,7 @@ class Pipeline:
|
|
| 31 |
"""
|
| 32 |
NL2SQL Copilot pipeline.
|
| 33 |
Stages return StageResult; final result is a type-safe FinalResult.
|
|
|
|
| 34 |
"""
|
| 35 |
|
| 36 |
def __init__(
|
|
@@ -53,19 +55,26 @@ class Pipeline:
|
|
| 53 |
self.repair = repair or NoOpRepair()
|
| 54 |
|
| 55 |
# ------------------------------------------------------------
|
| 56 |
-
|
| 57 |
-
|
|
|
|
|
|
|
| 58 |
for s in stages:
|
| 59 |
if not s:
|
| 60 |
continue
|
| 61 |
t = getattr(s, "trace", None)
|
| 62 |
-
if t:
|
| 63 |
-
|
|
|
|
| 64 |
return traces
|
| 65 |
|
| 66 |
# ------------------------------------------------------------
|
| 67 |
-
|
| 68 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
| 69 |
try:
|
| 70 |
r = fn(**kwargs)
|
| 71 |
if isinstance(r, StageResult):
|
|
@@ -75,6 +84,18 @@ class Pipeline:
|
|
| 75 |
tb = traceback.format_exc()
|
| 76 |
return StageResult(ok=False, data=None, trace=None, error=[f"{e}", tb])
|
| 77 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 78 |
# ------------------------------------------------------------
|
| 79 |
def run(
|
| 80 |
self,
|
|
@@ -88,11 +109,27 @@ class Pipeline:
|
|
| 88 |
sql: Optional[str] = None
|
| 89 |
rationale: Optional[str] = None
|
| 90 |
verified: Optional[bool] = None
|
|
|
|
|
|
|
| 91 |
schema_preview = schema_preview or ""
|
|
|
|
| 92 |
|
| 93 |
-
# --- 1) ambiguity detection ---
|
| 94 |
try:
|
|
|
|
| 95 |
questions = self.detector.detect(user_query, schema_preview)
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 96 |
if questions:
|
| 97 |
return FinalResult(
|
| 98 |
ok=True,
|
|
@@ -103,9 +140,11 @@ class Pipeline:
|
|
| 103 |
sql=None,
|
| 104 |
rationale=None,
|
| 105 |
verified=None,
|
| 106 |
-
traces=
|
| 107 |
)
|
| 108 |
except Exception as e:
|
|
|
|
|
|
|
| 109 |
return FinalResult(
|
| 110 |
ok=False,
|
| 111 |
ambiguous=True,
|
|
@@ -115,7 +154,7 @@ class Pipeline:
|
|
| 115 |
sql=None,
|
| 116 |
rationale=None,
|
| 117 |
verified=None,
|
| 118 |
-
traces=
|
| 119 |
)
|
| 120 |
|
| 121 |
# --- 2) planner ---
|
|
@@ -142,7 +181,7 @@ class Pipeline:
|
|
| 142 |
user_query=user_query,
|
| 143 |
schema_preview=schema_preview,
|
| 144 |
plan_text=(r_plan.data or {}).get("plan"),
|
| 145 |
-
clarify_answers=clarify_answers
|
| 146 |
)
|
| 147 |
traces.extend(self._trace_list(r_gen))
|
| 148 |
if not r_gen.ok:
|
|
@@ -183,7 +222,9 @@ class Pipeline:
|
|
| 183 |
)
|
| 184 |
traces.extend(self._trace_list(r_exec))
|
| 185 |
if not r_exec.ok:
|
| 186 |
-
|
|
|
|
|
|
|
| 187 |
|
| 188 |
# --- 6) verifier ---
|
| 189 |
r_ver = self._safe_stage(
|
|
@@ -203,13 +244,17 @@ class Pipeline:
|
|
| 203 |
)
|
| 204 |
traces.extend(self._trace_list(r_fix))
|
| 205 |
if not r_fix.ok:
|
|
|
|
| 206 |
break
|
| 207 |
|
| 208 |
-
|
|
|
|
|
|
|
| 209 |
r_safe = self._safe_stage(self.safety.run, sql=sql)
|
| 210 |
traces.extend(self._trace_list(r_safe))
|
| 211 |
if not r_safe.ok:
|
| 212 |
-
|
|
|
|
| 213 |
continue
|
| 214 |
|
| 215 |
r_exec = self._safe_stage(
|
|
@@ -217,7 +262,8 @@ class Pipeline:
|
|
| 217 |
)
|
| 218 |
traces.extend(self._trace_list(r_exec))
|
| 219 |
if not r_exec.ok:
|
| 220 |
-
|
|
|
|
| 221 |
continue
|
| 222 |
|
| 223 |
r_ver = self._safe_stage(
|
|
@@ -230,19 +276,19 @@ class Pipeline:
|
|
| 230 |
|
| 231 |
# --- 8) fallback: verifier silent but executor succeeded ---
|
| 232 |
if (verified is None or not verified) and not details:
|
| 233 |
-
|
| 234 |
-
t.get("stage") == "executor" and t.get("notes"
|
| 235 |
for t in traces
|
| 236 |
)
|
| 237 |
-
if
|
| 238 |
traces.append(
|
| 239 |
-
|
| 240 |
-
"
|
| 241 |
-
|
|
|
|
| 242 |
"auto_fix": "verified=True (executor succeeded, verifier silent)"
|
| 243 |
},
|
| 244 |
-
|
| 245 |
-
}
|
| 246 |
)
|
| 247 |
verified = True
|
| 248 |
|
|
@@ -252,11 +298,11 @@ class Pipeline:
|
|
| 252 |
err = has_errors and not bool(verified)
|
| 253 |
|
| 254 |
traces.append(
|
| 255 |
-
|
| 256 |
-
"
|
| 257 |
-
|
| 258 |
-
"
|
| 259 |
-
|
| 260 |
)
|
| 261 |
|
| 262 |
return FinalResult(
|
|
|
|
| 2 |
import traceback
|
| 3 |
from dataclasses import dataclass
|
| 4 |
from typing import Dict, Any, Optional, List
|
| 5 |
+
import time
|
| 6 |
|
| 7 |
from nl2sql.types import StageResult
|
| 8 |
from nl2sql.ambiguity_detector import AmbiguityDetector
|
|
|
|
| 32 |
"""
|
| 33 |
NL2SQL Copilot pipeline.
|
| 34 |
Stages return StageResult; final result is a type-safe FinalResult.
|
| 35 |
+
DI-ready: all dependencies are injected via __init__.
|
| 36 |
"""
|
| 37 |
|
| 38 |
def __init__(
|
|
|
|
| 55 |
self.repair = repair or NoOpRepair()
|
| 56 |
|
| 57 |
# ------------------------------------------------------------
|
| 58 |
+
@staticmethod
|
| 59 |
+
def _trace_list(*stages: Optional[StageResult]) -> List[dict]:
|
| 60 |
+
"""Collect .trace objects (as dict) from StageResult items if present."""
|
| 61 |
+
traces: List[dict] = []
|
| 62 |
for s in stages:
|
| 63 |
if not s:
|
| 64 |
continue
|
| 65 |
t = getattr(s, "trace", None)
|
| 66 |
+
if t is not None:
|
| 67 |
+
# t is likely a dataclass – expose as plain dict for JSON safety
|
| 68 |
+
traces.append(getattr(t, "__dict__", t))
|
| 69 |
return traces
|
| 70 |
|
| 71 |
# ------------------------------------------------------------
|
| 72 |
+
@staticmethod
|
| 73 |
+
def _safe_stage(fn, **kwargs) -> StageResult:
|
| 74 |
+
"""
|
| 75 |
+
Run a stage safely; if it throws, return a StageResult(ok=False, error=[...]).
|
| 76 |
+
If fn returns a non-StageResult (e.g., dict), coerce to StageResult(ok=True, data=...).
|
| 77 |
+
"""
|
| 78 |
try:
|
| 79 |
r = fn(**kwargs)
|
| 80 |
if isinstance(r, StageResult):
|
|
|
|
| 84 |
tb = traceback.format_exc()
|
| 85 |
return StageResult(ok=False, data=None, trace=None, error=[f"{e}", tb])
|
| 86 |
|
| 87 |
+
# ------------------------------------------------------------
|
| 88 |
+
@staticmethod
|
| 89 |
+
def _mk_trace(
|
| 90 |
+
stage: str, duration_ms: float, notes: Optional[Dict[str, Any]] = None
|
| 91 |
+
) -> dict:
|
| 92 |
+
"""Create a normalized trace dict."""
|
| 93 |
+
return {
|
| 94 |
+
"stage": stage,
|
| 95 |
+
"duration_ms": float(duration_ms),
|
| 96 |
+
"notes": notes or {},
|
| 97 |
+
}
|
| 98 |
+
|
| 99 |
# ------------------------------------------------------------
|
| 100 |
def run(
|
| 101 |
self,
|
|
|
|
| 109 |
sql: Optional[str] = None
|
| 110 |
rationale: Optional[str] = None
|
| 111 |
verified: Optional[bool] = None
|
| 112 |
+
|
| 113 |
+
# Normalize inputs
|
| 114 |
schema_preview = schema_preview or ""
|
| 115 |
+
clarify_answers = clarify_answers or {}
|
| 116 |
|
| 117 |
+
# --- 1) ambiguity detection (with explicit timing & trace) ---
|
| 118 |
try:
|
| 119 |
+
t0 = time.perf_counter()
|
| 120 |
questions = self.detector.detect(user_query, schema_preview)
|
| 121 |
+
t1 = time.perf_counter()
|
| 122 |
+
traces.append(
|
| 123 |
+
self._mk_trace(
|
| 124 |
+
"detector",
|
| 125 |
+
(t1 - t0) * 1000.0,
|
| 126 |
+
{
|
| 127 |
+
"ambiguous": bool(questions),
|
| 128 |
+
"questions_len": len(questions or []),
|
| 129 |
+
},
|
| 130 |
+
)
|
| 131 |
+
)
|
| 132 |
+
|
| 133 |
if questions:
|
| 134 |
return FinalResult(
|
| 135 |
ok=True,
|
|
|
|
| 140 |
sql=None,
|
| 141 |
rationale=None,
|
| 142 |
verified=None,
|
| 143 |
+
traces=traces,
|
| 144 |
)
|
| 145 |
except Exception as e:
|
| 146 |
+
# detector crash – mark as error but keep trace so far
|
| 147 |
+
traces.append(self._mk_trace("detector", 0.0, {"error": str(e)}))
|
| 148 |
return FinalResult(
|
| 149 |
ok=False,
|
| 150 |
ambiguous=True,
|
|
|
|
| 154 |
sql=None,
|
| 155 |
rationale=None,
|
| 156 |
verified=None,
|
| 157 |
+
traces=traces,
|
| 158 |
)
|
| 159 |
|
| 160 |
# --- 2) planner ---
|
|
|
|
| 181 |
user_query=user_query,
|
| 182 |
schema_preview=schema_preview,
|
| 183 |
plan_text=(r_plan.data or {}).get("plan"),
|
| 184 |
+
clarify_answers=clarify_answers,
|
| 185 |
)
|
| 186 |
traces.extend(self._trace_list(r_gen))
|
| 187 |
if not r_gen.ok:
|
|
|
|
| 222 |
)
|
| 223 |
traces.extend(self._trace_list(r_exec))
|
| 224 |
if not r_exec.ok:
|
| 225 |
+
# executor failure does not hard-fail the pipeline; accumulate details
|
| 226 |
+
if r_exec.error:
|
| 227 |
+
details.extend(r_exec.error)
|
| 228 |
|
| 229 |
# --- 6) verifier ---
|
| 230 |
r_ver = self._safe_stage(
|
|
|
|
| 244 |
)
|
| 245 |
traces.extend(self._trace_list(r_fix))
|
| 246 |
if not r_fix.ok:
|
| 247 |
+
# repair failed – stop trying further
|
| 248 |
break
|
| 249 |
|
| 250 |
+
# re-run safety → executor → verifier on the fixed SQL
|
| 251 |
+
sql = (r_fix.data or {}).get("sql", sql)
|
| 252 |
+
|
| 253 |
r_safe = self._safe_stage(self.safety.run, sql=sql)
|
| 254 |
traces.extend(self._trace_list(r_safe))
|
| 255 |
if not r_safe.ok:
|
| 256 |
+
if r_safe.error:
|
| 257 |
+
details.extend(r_safe.error)
|
| 258 |
continue
|
| 259 |
|
| 260 |
r_exec = self._safe_stage(
|
|
|
|
| 262 |
)
|
| 263 |
traces.extend(self._trace_list(r_exec))
|
| 264 |
if not r_exec.ok:
|
| 265 |
+
if r_exec.error:
|
| 266 |
+
details.extend(r_exec.error)
|
| 267 |
continue
|
| 268 |
|
| 269 |
r_ver = self._safe_stage(
|
|
|
|
| 276 |
|
| 277 |
# --- 8) fallback: verifier silent but executor succeeded ---
|
| 278 |
if (verified is None or not verified) and not details:
|
| 279 |
+
any_exec_ok = any(
|
| 280 |
+
t.get("stage") == "executor" and (t.get("notes") or {}).get("row_count")
|
| 281 |
for t in traces
|
| 282 |
)
|
| 283 |
+
if any_exec_ok:
|
| 284 |
traces.append(
|
| 285 |
+
self._mk_trace(
|
| 286 |
+
"pipeline",
|
| 287 |
+
0.0,
|
| 288 |
+
{
|
| 289 |
"auto_fix": "verified=True (executor succeeded, verifier silent)"
|
| 290 |
},
|
| 291 |
+
)
|
|
|
|
| 292 |
)
|
| 293 |
verified = True
|
| 294 |
|
|
|
|
| 298 |
err = has_errors and not bool(verified)
|
| 299 |
|
| 300 |
traces.append(
|
| 301 |
+
self._mk_trace(
|
| 302 |
+
"pipeline",
|
| 303 |
+
0.0,
|
| 304 |
+
{"final_verified": bool(verified), "details_len": len(details)},
|
| 305 |
+
)
|
| 306 |
)
|
| 307 |
|
| 308 |
return FinalResult(
|
nl2sql/pipeline_factory.py
ADDED
|
@@ -0,0 +1,84 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
import yaml
|
| 2 |
+
from typing import Any, Dict
|
| 3 |
+
from nl2sql.pipeline import Pipeline
|
| 4 |
+
from nl2sql.registry import (
|
| 5 |
+
DETECTORS,
|
| 6 |
+
PLANNERS,
|
| 7 |
+
GENERATORS,
|
| 8 |
+
SAFETIES,
|
| 9 |
+
EXECUTORS,
|
| 10 |
+
VERIFIERS,
|
| 11 |
+
REPAIRS,
|
| 12 |
+
)
|
| 13 |
+
from adapters.db.sqlite_adapter import SQLiteAdapter
|
| 14 |
+
from adapters.db.postgres_adapter import PostgresAdapter
|
| 15 |
+
from adapters.db.base import DBAdapter
|
| 16 |
+
|
| 17 |
+
|
| 18 |
+
def _build_adapter(adapter_cfg: Dict[str, Any]) -> DBAdapter:
|
| 19 |
+
kind = adapter_cfg.get("kind", "sqlite")
|
| 20 |
+
if kind == "sqlite":
|
| 21 |
+
return SQLiteAdapter(adapter_cfg.get("dsn"))
|
| 22 |
+
if kind == "postgres":
|
| 23 |
+
return PostgresAdapter(**adapter_cfg)
|
| 24 |
+
raise ValueError(f"Unknown adapter kind: {kind}")
|
| 25 |
+
|
| 26 |
+
|
| 27 |
+
def pipeline_from_config(path: str) -> Pipeline:
|
| 28 |
+
with open(path, "r", encoding="utf-8") as fh:
|
| 29 |
+
cfg: Dict[str, Any] = yaml.safe_load(fh)
|
| 30 |
+
|
| 31 |
+
detector = DETECTORS[cfg.get("detector", "default")]()
|
| 32 |
+
planner = PLANNERS[cfg.get("planner", "default")]()
|
| 33 |
+
generator = GENERATORS[cfg.get("generator", "rules")]()
|
| 34 |
+
safety = SAFETIES[cfg.get("safety", "default")]()
|
| 35 |
+
executor = EXECUTORS[cfg.get("executor", "default")]()
|
| 36 |
+
verifier = VERIFIERS[cfg.get("verifier", "basic")]()
|
| 37 |
+
repair = REPAIRS[cfg.get("repair", "default")]()
|
| 38 |
+
|
| 39 |
+
# If your Executor needs an adapter inside, set it there (common pattern):
|
| 40 |
+
adapter_cfg = cfg.get("adapter", {"kind": "sqlite", "dsn": "data/chinook.db"})
|
| 41 |
+
adapter = _build_adapter(adapter_cfg)
|
| 42 |
+
if hasattr(executor, "bind_adapter"):
|
| 43 |
+
executor.bind_adapter(adapter)
|
| 44 |
+
elif hasattr(executor, "adapter"):
|
| 45 |
+
executor.adapter = adapter # fallback
|
| 46 |
+
|
| 47 |
+
return Pipeline(
|
| 48 |
+
detector=detector,
|
| 49 |
+
planner=planner,
|
| 50 |
+
generator=generator,
|
| 51 |
+
safety=safety,
|
| 52 |
+
executor=executor,
|
| 53 |
+
verifier=verifier,
|
| 54 |
+
repair=repair,
|
| 55 |
+
)
|
| 56 |
+
|
| 57 |
+
|
| 58 |
+
def pipeline_from_config_with_adapter(path: str, *, adapter: DBAdapter) -> Pipeline:
|
| 59 |
+
"""Same as pipeline_from_config, but force a specific adapter (per-request override)."""
|
| 60 |
+
with open(path, "r", encoding="utf-8") as fh:
|
| 61 |
+
cfg: Dict[str, Any] = yaml.safe_load(fh)
|
| 62 |
+
|
| 63 |
+
detector = DETECTORS[cfg.get("detector", "default")]()
|
| 64 |
+
planner = PLANNERS[cfg.get("planner", "default")]()
|
| 65 |
+
generator = GENERATORS[cfg.get("generator", "rules")]()
|
| 66 |
+
safety = SAFETIES[cfg.get("safety", "default")]()
|
| 67 |
+
executor = EXECUTORS[cfg.get("executor", "default")]()
|
| 68 |
+
verifier = VERIFIERS[cfg.get("verifier", "basic")]()
|
| 69 |
+
repair = REPAIRS[cfg.get("repair", "default")]()
|
| 70 |
+
|
| 71 |
+
if hasattr(executor, "bind_adapter"):
|
| 72 |
+
executor.bind_adapter(adapter)
|
| 73 |
+
elif hasattr(executor, "adapter"):
|
| 74 |
+
executor.adapter = adapter
|
| 75 |
+
|
| 76 |
+
return Pipeline(
|
| 77 |
+
detector=detector,
|
| 78 |
+
planner=planner,
|
| 79 |
+
generator=generator,
|
| 80 |
+
safety=safety,
|
| 81 |
+
executor=executor,
|
| 82 |
+
verifier=verifier,
|
| 83 |
+
repair=repair,
|
| 84 |
+
)
|
nl2sql/registry.py
ADDED
|
@@ -0,0 +1,22 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
"""
|
| 2 |
+
Registry mapping simple string keys to concrete component classes.
|
| 3 |
+
Used by pipeline_factory to perform lightweight dependency injection.
|
| 4 |
+
"""
|
| 5 |
+
|
| 6 |
+
from typing import Dict, Type
|
| 7 |
+
from nl2sql.ambiguity_detector import AmbiguityDetector
|
| 8 |
+
from nl2sql.planner import Planner
|
| 9 |
+
from nl2sql.generator import Generator
|
| 10 |
+
from nl2sql.safety import Safety
|
| 11 |
+
from nl2sql.executor import Executor
|
| 12 |
+
from nl2sql.verifier import Verifier
|
| 13 |
+
from nl2sql.repair import Repair
|
| 14 |
+
|
| 15 |
+
# later you can add llm-aware generator variants, etc.
|
| 16 |
+
PLANNERS: Dict[str, Type[Planner]] = {"default": Planner}
|
| 17 |
+
DETECTORS: Dict[str, Type[AmbiguityDetector]] = {"default": AmbiguityDetector}
|
| 18 |
+
GENERATORS: Dict[str, Type[Generator]] = {"rules": Generator}
|
| 19 |
+
SAFETIES: Dict[str, Type[Safety]] = {"default": Safety}
|
| 20 |
+
EXECUTORS: Dict[str, Type[Executor]] = {"default": Executor}
|
| 21 |
+
VERIFIERS: Dict[str, Type[Verifier]] = {"basic": Verifier}
|
| 22 |
+
REPAIRS: Dict[str, Type[Repair]] = {"default": Repair}
|
tests/test_nl2sql_router.py
CHANGED
|
@@ -252,3 +252,12 @@ def test_traces_are_rounded_to_ints():
|
|
| 252 |
assert isinstance(traces[0]["duration_ms"], int)
|
| 253 |
finally:
|
| 254 |
app.dependency_overrides.pop(nl2sql.get_runner, None)
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 252 |
assert isinstance(traces[0]["duration_ms"], int)
|
| 253 |
finally:
|
| 254 |
app.dependency_overrides.pop(nl2sql.get_runner, None)
|
| 255 |
+
|
| 256 |
+
|
| 257 |
+
def test_nl2sql_handler_returns_sql(monkeypatch):
|
| 258 |
+
payload = {"query": "Top 5 albums by sales"}
|
| 259 |
+
r = client.post("/nl2sql", json=payload)
|
| 260 |
+
assert r.status_code == 200
|
| 261 |
+
data = r.json()
|
| 262 |
+
assert "sql" in data
|
| 263 |
+
assert "traces" in data
|
tests/test_pipeline_factory.py
ADDED
|
@@ -0,0 +1,32 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
from nl2sql.pipeline_factory import (
|
| 2 |
+
pipeline_from_config,
|
| 3 |
+
pipeline_from_config_with_adapter,
|
| 4 |
+
)
|
| 5 |
+
from adapters.db.sqlite_adapter import SQLiteAdapter
|
| 6 |
+
|
| 7 |
+
|
| 8 |
+
def test_pipeline_from_config_builds_and_runs(tmp_path):
|
| 9 |
+
p = pipeline_from_config("configs/sqlite_pipeline.yaml")
|
| 10 |
+
result = p.run(user_query="Top 3 albums by sales")
|
| 11 |
+
assert result.sql is not None
|
| 12 |
+
assert isinstance(result.traces, list)
|
| 13 |
+
|
| 14 |
+
|
| 15 |
+
def test_pipeline_from_config_with_adapter_override(tmp_path):
|
| 16 |
+
adapter = SQLiteAdapter("data/chinook.db")
|
| 17 |
+
p = pipeline_from_config_with_adapter(
|
| 18 |
+
"configs/sqlite_pipeline.yaml", adapter=adapter
|
| 19 |
+
)
|
| 20 |
+
result = p.run(user_query="Count customers")
|
| 21 |
+
assert "SELECT" in result.sql.upper()
|
| 22 |
+
assert isinstance(result.traces, list)
|
| 23 |
+
|
| 24 |
+
|
| 25 |
+
def test_full_pipeline_from_yaml(monkeypatch):
|
| 26 |
+
from nl2sql.pipeline_factory import pipeline_from_config
|
| 27 |
+
|
| 28 |
+
p = pipeline_from_config("configs/sqlite_pipeline.yaml")
|
| 29 |
+
res = p.run(user_query="List all artists")
|
| 30 |
+
assert res.ok
|
| 31 |
+
assert isinstance(res.sql, str)
|
| 32 |
+
assert any(t["stage"] == "executor" for t in res.traces)
|