chore: import upstream snapshot with attribution
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This commit is contained in:
wehub-resource-sync
2026-07-13 12:03:20 +08:00
commit 0ef5fcb1c5
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#!/usr/bin/env python3
"""
Proxy-in-the-loop integration test: Cortex Code + Headroom Proxy
Tests the FULL path:
Cortex Code (simulated) → headroom FastAPI proxy → Snowflake Cortex
Key insight: headroom compresses CONVERSATION HISTORY.
Turn 1: nothing to compress yet — baseline
Turn 2: proxy compresses turn 1 history before sending
Turn 3: proxy compresses turns 1+2 history
→ token count should DROP on turns 2+ vs a direct client
Usage:
SF_CONN=<connection-name> python3 tests/e2e_cortex_proxy.py
"""
from __future__ import annotations
import json
import os
import signal
import subprocess
import sys
import time
import urllib.error
import urllib.request
from dataclasses import dataclass
from pathlib import Path
REPO_ROOT = Path(__file__).resolve().parent.parent
_VENV_SITE = REPO_ROOT / ".venv" / "lib"
try:
from headroom import compress as _hc_check # noqa: F401
except ImportError:
sys.path.insert(0, str(REPO_ROOT))
for _d in _VENV_SITE.glob("python*/site-packages"):
sys.path.insert(0, str(_d))
_SF_CONN = os.environ.get("SF_CONN", "")
_SF_HOST = os.environ.get("SF_HOST", "")
_SF_MODEL = os.environ.get("SF_MODEL", "claude-sonnet-4-6")
_PROXY_PORT = int(os.environ.get("PROXY_PORT", "8797"))
_TURNS = int(os.environ.get("TURNS", "4"))
# ── Auth ──────────────────────────────────────────────────────────────────────
def _get_sf_token_and_host():
"""Returns (token, host, conn) — caller must keep conn open."""
import io
import snowflake.connector
_s = sys.stdout
sys.stdout = io.StringIO()
try:
conn = snowflake.connector.connect(connection_name=_SF_CONN)
token = conn.rest.token
if _SF_HOST:
host = _SF_HOST
else:
cur = conn.cursor()
cur.execute("SELECT CURRENT_ACCOUNT_LOCATOR()")
locator = cur.fetchone()[0].lower()
host = f"{locator}.snowflakecomputing.com"
finally:
sys.stdout = _s
return token, host, conn
# ── API calls ─────────────────────────────────────────────────────────────────
def _call(url: str, messages: list[dict], token: str) -> dict:
token_field = "max_completion_tokens"
body = json.dumps(
{"model": _SF_MODEL, "messages": messages, token_field: 200, "stream": False}
).encode()
auth_header = f'Snowflake Token="{token}"'
req = urllib.request.Request(
url,
data=body,
headers={
"Authorization": auth_header,
"Content-Type": "application/json",
"User-Agent": "headroom-proxy-test/1.0",
},
method="POST",
)
with urllib.request.urlopen(req, timeout=90) as r:
return json.loads(r.read())
def _tokens(resp: dict) -> tuple[int, int]:
u = resp.get("usage", {})
pt = u.get("prompt_tokens") or u.get("input_tokens", 0)
ct = u.get("completion_tokens") or u.get("output_tokens", 0)
return pt, ct
def _content(resp: dict) -> str:
return resp.get("choices", [{}])[0].get("message", {}).get("content", "")
# ── Proxy lifecycle ───────────────────────────────────────────────────────────
def _wait_for_proxy(port: int, timeout: int = 40) -> bool:
deadline = time.time() + timeout
while time.time() < deadline:
try:
urllib.request.urlopen(f"http://127.0.0.1:{port}/health", timeout=2)
return True
except Exception:
time.sleep(0.5)
return False
# ── Conversation turns ────────────────────────────────────────────────────────
# Each turn adds a large JSON tool-result style blob as context
# so SmartCrusher has something to compress from turn 2 onwards.
_TURN_QUESTIONS = [
"Here is our dbt run output: {ctx}\n\nWhich models failed?",
"Now here are the raw table stats: {ctx}\n\nWhich table has the most rows?",
"Here are the Cortex Search results: {ctx}\n\nWhat is the top ranked document?",
"Given everything above, what should I fix first and why?",
]
def _dbt_ctx() -> str:
return json.dumps(
[
{
"unique_id": f"model.analytics.fct_{i:03d}",
"status": "error" if i % 7 == 0 else "success",
"execution_time": round(0.8 + i * 0.12, 3),
"failures": [{"message": f"col_{i} not found"}] if i % 7 == 0 else None,
}
for i in range(40)
],
indent=2,
)
def _tables_ctx() -> str:
return json.dumps(
[
{
"TABLE_NAME": f"FACT_ORDERS_{i:03d}",
"ROW_COUNT": i * 1_423_001,
"BYTES": i * 8_192_000,
"STATUS": "active" if i % 3 != 0 else "archived",
}
for i in range(1, 60)
],
indent=2,
)
def _search_ctx() -> str:
return json.dumps(
[
{
"rank": i + 1,
"score": round(0.98 - i * 0.03, 4),
"document_id": f"doc_{i:04d}",
"content": f"Engineering runbook #{i:03d}: covers deployment and config for service_{i}.",
}
for i in range(20)
],
indent=2,
)
_CONTEXTS = [_dbt_ctx(), _tables_ctx(), _search_ctx(), ""]
@dataclass
class TurnResult:
turn: int
direct_pt: int
proxy_pt: int
@property
def saved(self) -> int:
return self.direct_pt - self.proxy_pt
@property
def pct(self) -> float:
return self.saved / max(self.direct_pt, 1) * 100
# ── Main ──────────────────────────────────────────────────────────────────────
def main() -> int:
print()
print("╔═══════════════════════════════════════════════════════════════╗")
print("║ Cortex Code × Headroom — Proxy-in-the-Loop (Multi-Turn) ║")
print("║ Agent → FastAPI proxy → Snowflake Cortex ║")
print("╚═══════════════════════════════════════════════════════════════╝")
print()
print(" Insight: compression = 0% on turn 1 (no history yet)")
print(" compression grows each subsequent turn as history accumulates")
if not _SF_CONN:
print("\n ✗ Set SF_CONN=<connection-name>")
return 1
print("\n [1/4] Authenticating ...", end=" ", flush=True)
try:
token, host, _sf_conn = _get_sf_token_and_host()
print(f"OK ({host})")
except Exception as e:
print(f"FAILED: {e}")
return 1
cortex_direct_url = f"https://{host}/api/v2/cortex/v1/chat/completions"
cortex_base = f"https://{host}/api/v2/cortex"
proxy_url = f"http://127.0.0.1:{_PROXY_PORT}/v1/chat/completions"
print(f" [2/4] Starting headroom proxy on :{_PROXY_PORT} ...", end=" ", flush=True)
proxy_env = os.environ.copy()
proxy_log = open("/tmp/headroom_proxy.log", "w")
proxy_proc = subprocess.Popen(
[
sys.executable,
"-m",
"headroom.proxy.server",
"--port",
str(_PROXY_PORT),
"--openai-api-url",
cortex_base,
],
env=proxy_env,
cwd=str(REPO_ROOT),
stdout=proxy_log,
stderr=proxy_log,
)
if not _wait_for_proxy(_PROXY_PORT):
proxy_proc.send_signal(signal.SIGTERM)
proxy_proc.wait(timeout=5)
proxy_log.close()
print("FAILED")
return 1
print("OK")
turns: list[TurnResult] = []
direct_history: list[dict] = []
proxy_history: list[dict] = []
print(f"\n [3/4] Running {_TURNS} conversation turns ...\n")
print(f" {'Turn':<6} {'Direct prompt':>14} {'Proxy prompt':>13} {'Saved':>8} {'Note'}")
print(f" {'' * 6} {'' * 14} {'' * 13} {'' * 8} {'' * 30}")
try:
for t in range(1, _TURNS + 1):
ctx = _CONTEXTS[min(t - 1, len(_CONTEXTS) - 1)]
question = _TURN_QUESTIONS[min(t - 1, len(_TURN_QUESTIONS) - 1)].format(ctx=ctx)
# ── Direct: accumulate full uncompressed history ────────────────
direct_history.append({"role": "user", "content": question})
try:
dr = _call(cortex_direct_url, direct_history, token)
d_pt, _ = _tokens(dr)
d_answer = _content(dr)
direct_history.append({"role": "assistant", "content": d_answer})
except urllib.error.HTTPError as e:
print(f" Direct turn {t} FAILED: HTTP {e.code} {e.read().decode()[:100]}")
break
except Exception as e:
print(f" Direct turn {t} FAILED: {e}")
break
# ── Proxy: send history through headroom proxy ──────────────────
proxy_history.append({"role": "user", "content": question})
try:
pr = _call(proxy_url, proxy_history, token)
p_pt, _ = _tokens(pr)
p_answer = _content(pr)
proxy_history.append({"role": "assistant", "content": p_answer})
except urllib.error.HTTPError as e:
print(f" Proxy turn {t} FAILED: HTTP {e.code} {e.read().decode()[:100]}")
break
except Exception as e:
print(f" Proxy turn {t} FAILED: {e}")
break
result = TurnResult(turn=t, direct_pt=d_pt, proxy_pt=p_pt)
turns.append(result)
note = "← baseline (no history yet)" if t == 1 else f"{result.pct:.0f}% saved"
sym = "" if result.saved > 0 else ("·" if t == 1 else "")
print(f" {sym} T{t:<4} {d_pt:>14,} {p_pt:>13,} {result.saved:>+8,} {note}")
finally:
proxy_proc.send_signal(signal.SIGTERM)
proxy_proc.wait(timeout=5)
proxy_log.close()
_sf_conn.close()
if not turns:
print("\n No results collected.")
return 1
# ── Summary ───────────────────────────────────────────────────────────────
later_turns = [r for r in turns if r.turn > 1]
avg_saving = sum(r.pct for r in later_turns) / max(len(later_turns), 1)
total_direct = sum(r.direct_pt for r in turns)
total_proxy = sum(r.proxy_pt for r in turns)
total_saved = total_direct - total_proxy
print()
print(" [4/4] Summary")
print(f" {'' * 60}")
print(f" Total direct tokens : {total_direct:,}")
print(f" Total proxy tokens : {total_proxy:,} (saved {total_saved:,})")
print(f" Avg compression T2+ : {avg_saving:.1f}%")
print()
if avg_saving > 5:
print(" ✓ PROXY COMPRESSION CONFIRMED")
print(" headroom proxy transparently compresses conversation history")
print(f" Average {avg_saving:.0f}% token reduction from turn 2 onwards")
else:
print(" ⚠ Low compression — proxy routed correctly but history")
print(" may be below SmartCrusher threshold. Try longer conversations.")
return 0 if len(turns) == _TURNS else 1
if __name__ == "__main__":
sys.exit(main())