Update main.py
Browse files
main.py
CHANGED
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@@ -23,21 +23,17 @@ GATE_API_BASE = os.getenv("GATE_API_BASE", "https://api.gate.io/api/v4")
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LOG_FILE = os.getenv("TRADE_LOG_FILE", "trading_log.jsonl")
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BAL_FILE = os.getenv("BALANCE_SNAP_FILE", "balance_snapshots.jsonl")
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LLM_ENDPOINT = os.getenv("LLM_ENDPOINT")
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LLM_API_KEY = os.getenv("LLM_API_KEY")
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-
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-
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# FastAPI app
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# -----------------------------------------------------------------------------
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app = FastAPI(title="gate4-alpha-api", version="0.2.0")
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app.add_middleware(
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CORSMiddleware,
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allow_origins=["*"], #
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allow_credentials=True,
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allow_methods=["*"],
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allow_headers=["*"],
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@@ -81,7 +77,6 @@ class KPIResponse(BaseModel):
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class AlphaRequest(BaseModel):
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contract: str
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context: Optional[str] = None
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# Optional overrides for KPI input if caller wants to inject their data
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kpis_override: Optional[Dict[str, float]] = None
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@@ -96,7 +91,54 @@ class AlphaDecision(BaseModel):
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# -----------------------------------------------------------------------------
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#
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# -----------------------------------------------------------------------------
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def sign_request(method: str, path: str, query_string: str, body: str, timestamp: str) -> str:
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@@ -109,6 +151,9 @@ def sign_request(method: str, path: str, query_string: str, body: str, timestamp
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def gate_private_get(path: str, query: str = "") -> Any:
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method = "GET"
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timestamp = str(int(time.time()))
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body = ""
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@@ -128,14 +173,17 @@ def gate_private_get(path: str, query: str = "") -> Any:
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res.raise_for_status()
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except requests.RequestException as e:
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raise HTTPException(status_code=502, detail=f"Gate.io request failed: {e}")
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-
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return res.json()
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def gate_public_get(path: str, query: str = "") -> Any:
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url = f"{GATE_API_BASE}{path}"
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if query:
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url = f"{url}?{query}"
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try:
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res = requests.get(url, timeout=10)
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res.raise_for_status()
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@@ -145,9 +193,15 @@ def gate_public_get(path: str, query: str = "") -> Any:
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def get_futures_account_total_balance() -> float:
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path = "/futures/usdt/accounts"
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accounts = gate_private_get(path)
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# Gate futures account endpoint returns a list of account objects
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total = 0.0
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for acc in accounts:
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try:
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@@ -158,9 +212,10 @@ def get_futures_account_total_balance() -> float:
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def get_contract_spread_bps(contract: str) -> float:
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-
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path = "/futures/usdt/tickers"
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query = f"contract={contract}"
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tickers = gate_public_get(path, query=query)
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@@ -183,54 +238,6 @@ def get_contract_spread_bps(contract: str) -> float:
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return spread_bps
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# -----------------------------------------------------------------------------
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# File-backed state
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# -----------------------------------------------------------------------------
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def _safe_read_lines(path: str) -> List[str]:
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if not os.path.exists(path):
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return []
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with open(path, "r") as f:
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return [line for line in f if line.strip()]
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def load_trades() -> List[TradeLog]:
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lines = _safe_read_lines(LOG_FILE)
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out: List[TradeLog] = []
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for line in lines:
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try:
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raw = json.loads(line)
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out.append(TradeLog(**raw))
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except (json.JSONDecodeError, ValidationError):
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# skip malformed line
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continue
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return out
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def load_balances() -> List[BalanceSnapshot]:
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lines = _safe_read_lines(BAL_FILE)
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out: List[BalanceSnapshot] = []
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for line in lines:
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try:
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raw = json.loads(line)
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out.append(BalanceSnapshot(**raw))
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except (json.JSONDecodeError, ValidationError):
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continue
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return out
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def append_trade(trade: TradeLog) -> None:
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with _log_lock, open(LOG_FILE, "a") as f:
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f.write(trade.model_json() + "\n")
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def append_balance_snapshot(balance: float) -> BalanceSnapshot:
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snap = BalanceSnapshot(timestamp=int(time.time()), balance=balance)
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with _bal_lock, open(BAL_FILE, "a") as f:
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f.write(snap.model_json() + "\n")
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return snap
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# -----------------------------------------------------------------------------
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# KPI logic
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# -----------------------------------------------------------------------------
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# -----------------------------------------------------------------------------
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# LLM integration
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# -----------------------------------------------------------------------------
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def _build_alpha_prompt(req: AlphaRequest, spread_bps: float, kpis: Dict[str, float]) -> str:
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def call_llm_for_alpha(prompt: str) -> Dict[str, Any]:
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if not LLM_ENDPOINT:
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-
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payload = {
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"inputs": prompt,
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# HF / generic text generation params; adjust per endpoint
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"parameters": {
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"max_new_tokens": 256,
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"temperature": 0.1,
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except json.JSONDecodeError:
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raise HTTPException(status_code=502, detail="LLM returned non-JSON payload")
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# HF endpoints often return [{"generated_text": "..."}]
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if isinstance(data, list) and data and isinstance(data[0], dict) and "generated_text" in data[0]:
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text = data[0]["generated_text"]
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elif isinstance(data, dict) and "generated_text" in data:
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text = data["generated_text"]
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else:
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# assume raw text
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text = str(data)
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# extract JSON from text
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text = text.strip()
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# best-effort: find first '{' ... last '}'
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start = text.find("{")
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end = text.rfind("}")
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if start == -1 or end == -1 or end <= start:
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kpi_features: Dict[str, float],
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raw_model_out: Dict[str, Any],
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) -> AlphaDecision:
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action = raw_model_out.get("action", "").lower().strip()
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if action not in ("long", "short", "flat"):
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action = "flat"
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size_factor = float(raw_model_out.get("size_factor", 0.0))
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comment = str(raw_model_out.get("comment", "")).strip()[:240]
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# Hard safety clamps
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if confidence < 0.0:
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confidence = 0.0
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if confidence > 1.0:
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if size_factor > 1.0:
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size_factor = 1.0
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# Deterministic risk gating based on KPIs
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if kpi_features.get("max_drawdown_pct", 0.0) < -30.0:
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# lock system to flat on deep drawdown
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action = "flat"
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confidence = min(confidence, 0.3)
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size_factor = 0.0
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spread_bps=spread_bps,
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kpis=kpi_features,
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comment=comment,
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raw_model_output=raw_model_out,
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)
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@app.get("/", response_class=HTMLResponse)
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def home() -> str:
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<html>
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<body>
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<h2>gate4-alpha-api</h2>
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<p>Endpoints:</p>
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<ul>
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<li>GET /balance</li>
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<li>POST /log_trade</li>
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<li>POST /alpha/entry</li>
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<li>GET /openapi.yaml</li>
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</ul>
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</body>
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</html>
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@app.get("/openapi.yaml")
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def get_openapi():
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"""
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Serve static OpenAPI file if you generate one externally.
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"""
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if not os.path.exists("openapi.yaml"):
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raise HTTPException(status_code=404, detail="openapi.yaml not found")
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return FileResponse("openapi.yaml", media_type="text/yaml")
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@app.get("/balance")
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def get_balance():
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"""
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Snapshot Gate.io USDT futures account and persist balance curve.
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"""
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total = get_futures_account_total_balance()
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snap = append_balance_snapshot(total)
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return {
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"timestamp": snap.timestamp,
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"balance": round(snap.balance, 6),
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}
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@app.get("/performance")
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def get_performance():
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"""
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Human-readable PnL summary + last few trades.
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"""
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trades = load_trades()
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balances = load_balances()
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if not trades and not balances:
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return {"summary": "No trades or balances logged yet."}
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kpis = compute_kpis(trades, balances)
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summary = (
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"summary": summary,
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"last_trades": tail,
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"kpis": kpis.model_dump(),
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}
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@app.get("/kpis", response_model=KPIResponse)
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def get_kpis():
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"""
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Machine-consumable KPI surface for external systems.
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"""
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trades = load_trades()
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balances = load_balances()
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return compute_kpis(trades, balances)
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@app.post("/log_trade", response_model=TradeLog)
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async def log_trade(request: Request):
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"""
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Append a trade event into the trading log.
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Request body must match TradeLog schema (fields can be omitted if defaulted).
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"""
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payload = await request.json()
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try:
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trade = TradeLog(**payload)
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@app.post("/alpha/entry", response_model=AlphaDecision)
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async def alpha_entry(req: AlphaRequest):
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"""
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LLM-based entry decision:
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- Derives KPIs from logs unless overridden.
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- Computes current spread in bps for the requested contract.
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- Calls LLM policy layer and enforces deterministic risk clamps.
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"""
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trades = load_trades()
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balances = load_balances()
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base_kpis = compute_kpis(trades, balances)
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LOG_FILE = os.getenv("TRADE_LOG_FILE", "trading_log.jsonl")
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BAL_FILE = os.getenv("BALANCE_SNAP_FILE", "balance_snapshots.jsonl")
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LLM_ENDPOINT = os.getenv("LLM_ENDPOINT")
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LLM_API_KEY = os.getenv("LLM_API_KEY")
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# DRY_RUN = true when explicitly set OR when exchange keys are missing
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DRY_RUN = os.getenv("DRY_RUN", "0") == "1" or not (GATE_API_KEY and GATE_API_SECRET)
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app = FastAPI(title="gate4-alpha-api", version="0.3.0", docs_url="/docs", redoc_url="/redoc")
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app.add_middleware(
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CORSMiddleware,
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allow_origins=["*"], # tighten for prod
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allow_credentials=True,
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allow_methods=["*"],
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allow_headers=["*"],
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class AlphaRequest(BaseModel):
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contract: str
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context: Optional[str] = None
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kpis_override: Optional[Dict[str, float]] = None
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# -----------------------------------------------------------------------------
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# File-backed state
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# -----------------------------------------------------------------------------
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def _safe_read_lines(path: str) -> List[str]:
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if not os.path.exists(path):
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return []
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with open(path, "r") as f:
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return [line for line in f if line.strip()]
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def load_trades() -> List[TradeLog]:
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lines = _safe_read_lines(LOG_FILE)
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out: List[TradeLog] = []
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for line in lines:
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try:
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raw = json.loads(line)
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out.append(TradeLog(**raw))
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except (json.JSONDecodeError, ValidationError):
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continue
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return out
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def load_balances() -> List[BalanceSnapshot]:
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lines = _safe_read_lines(BAL_FILE)
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out: List[BalanceSnapshot] = []
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for line in lines:
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try:
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raw = json.loads(line)
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out.append(BalanceSnapshot(**raw))
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except (json.JSONDecodeError, ValidationError):
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continue
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return out
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def append_trade(trade: TradeLog) -> None:
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with _log_lock, open(LOG_FILE, "a") as f:
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f.write(trade.model_json() + "\n")
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def append_balance_snapshot(balance: float) -> BalanceSnapshot:
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snap = BalanceSnapshot(timestamp=int(time.time()), balance=balance)
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with _bal_lock, open(BAL_FILE, "a") as f:
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f.write(snap.model_json() + "\n")
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return snap
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# -----------------------------------------------------------------------------
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# Gate.io helpers (dry-run aware)
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# -----------------------------------------------------------------------------
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def sign_request(method: str, path: str, query_string: str, body: str, timestamp: str) -> str:
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def gate_private_get(path: str, query: str = "") -> Any:
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if DRY_RUN:
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raise HTTPException(status_code=503, detail="Exchange private API disabled in dry-run mode")
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method = "GET"
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timestamp = str(int(time.time()))
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body = ""
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| 173 |
res.raise_for_status()
|
| 174 |
except requests.RequestException as e:
|
| 175 |
raise HTTPException(status_code=502, detail=f"Gate.io request failed: {e}")
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| 176 |
return res.json()
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| 178 |
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| 179 |
def gate_public_get(path: str, query: str = "") -> Any:
|
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+
if DRY_RUN:
|
| 181 |
+
raise HTTPException(status_code=503, detail="Exchange public API disabled in dry-run mode")
|
| 182 |
+
|
| 183 |
url = f"{GATE_API_BASE}{path}"
|
| 184 |
if query:
|
| 185 |
url = f"{url}?{query}"
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+
|
| 187 |
try:
|
| 188 |
res = requests.get(url, timeout=10)
|
| 189 |
res.raise_for_status()
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| 194 |
|
| 195 |
def get_futures_account_total_balance() -> float:
|
| 196 |
+
if DRY_RUN:
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| 197 |
+
# In dry-run: use last balance if exists, else deterministic constant
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| 198 |
+
balances = load_balances()
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| 199 |
+
if balances:
|
| 200 |
+
return balances[-1].balance
|
| 201 |
+
return float(os.getenv("DRY_RUN_BALANCE", "10000.0"))
|
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+
|
| 203 |
path = "/futures/usdt/accounts"
|
| 204 |
accounts = gate_private_get(path)
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| 205 |
total = 0.0
|
| 206 |
for acc in accounts:
|
| 207 |
try:
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| 213 |
|
| 214 |
def get_contract_spread_bps(contract: str) -> float:
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| 215 |
+
if DRY_RUN:
|
| 216 |
+
# Deterministic spread for offline mode; override via env if needed
|
| 217 |
+
return float(os.getenv("DRY_RUN_SPREAD_BPS", "5.0"))
|
| 218 |
+
|
| 219 |
path = "/futures/usdt/tickers"
|
| 220 |
query = f"contract={contract}"
|
| 221 |
tickers = gate_public_get(path, query=query)
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|
| 238 |
return spread_bps
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|
| 241 |
# -----------------------------------------------------------------------------
|
| 242 |
# KPI logic
|
| 243 |
# -----------------------------------------------------------------------------
|
|
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|
| 289 |
|
| 290 |
|
| 291 |
# -----------------------------------------------------------------------------
|
| 292 |
+
# LLM integration (dry-run aware)
|
| 293 |
# -----------------------------------------------------------------------------
|
| 294 |
|
| 295 |
def _build_alpha_prompt(req: AlphaRequest, spread_bps: float, kpis: Dict[str, float]) -> str:
|
|
|
|
| 313 |
|
| 314 |
def call_llm_for_alpha(prompt: str) -> Dict[str, Any]:
|
| 315 |
if not LLM_ENDPOINT:
|
| 316 |
+
# Dry-run LLM: force flat, no external call
|
| 317 |
+
return {
|
| 318 |
+
"action": "flat",
|
| 319 |
+
"confidence": 0.0,
|
| 320 |
+
"size_factor": 0.0,
|
| 321 |
+
"comment": "LLM endpoint not configured; dry-run flat policy.",
|
| 322 |
+
}
|
| 323 |
|
| 324 |
payload = {
|
| 325 |
"inputs": prompt,
|
|
|
|
| 326 |
"parameters": {
|
| 327 |
"max_new_tokens": 256,
|
| 328 |
"temperature": 0.1,
|
|
|
|
| 345 |
except json.JSONDecodeError:
|
| 346 |
raise HTTPException(status_code=502, detail="LLM returned non-JSON payload")
|
| 347 |
|
|
|
|
| 348 |
if isinstance(data, list) and data and isinstance(data[0], dict) and "generated_text" in data[0]:
|
| 349 |
text = data[0]["generated_text"]
|
| 350 |
elif isinstance(data, dict) and "generated_text" in data:
|
| 351 |
text = data["generated_text"]
|
| 352 |
else:
|
|
|
|
| 353 |
text = str(data)
|
| 354 |
|
|
|
|
| 355 |
text = text.strip()
|
|
|
|
| 356 |
start = text.find("{")
|
| 357 |
end = text.rfind("}")
|
| 358 |
if start == -1 or end == -1 or end <= start:
|
|
|
|
| 373 |
kpi_features: Dict[str, float],
|
| 374 |
raw_model_out: Dict[str, Any],
|
| 375 |
) -> AlphaDecision:
|
| 376 |
+
action = str(raw_model_out.get("action", "")).lower().strip()
|
| 377 |
if action not in ("long", "short", "flat"):
|
| 378 |
action = "flat"
|
| 379 |
|
|
|
|
| 381 |
size_factor = float(raw_model_out.get("size_factor", 0.0))
|
| 382 |
comment = str(raw_model_out.get("comment", "")).strip()[:240]
|
| 383 |
|
|
|
|
| 384 |
if confidence < 0.0:
|
| 385 |
confidence = 0.0
|
| 386 |
if confidence > 1.0:
|
|
|
|
| 390 |
if size_factor > 1.0:
|
| 391 |
size_factor = 1.0
|
| 392 |
|
|
|
|
| 393 |
if kpi_features.get("max_drawdown_pct", 0.0) < -30.0:
|
|
|
|
| 394 |
action = "flat"
|
| 395 |
confidence = min(confidence, 0.3)
|
| 396 |
size_factor = 0.0
|
|
|
|
| 409 |
spread_bps=spread_bps,
|
| 410 |
kpis=kpi_features,
|
| 411 |
comment=comment,
|
| 412 |
+
raw_model_output=raw_model_out if LLM_ENDPOINT else None,
|
| 413 |
)
|
| 414 |
|
| 415 |
|
|
|
|
| 419 |
|
| 420 |
@app.get("/", response_class=HTMLResponse)
|
| 421 |
def home() -> str:
|
| 422 |
+
mode = "DRY-RUN" if DRY_RUN else "LIVE"
|
| 423 |
+
return f"""
|
| 424 |
<html>
|
| 425 |
<body>
|
| 426 |
+
<h2>gate4-alpha-api ({mode})</h2>
|
| 427 |
<p>Endpoints:</p>
|
| 428 |
<ul>
|
| 429 |
<li>GET /balance</li>
|
|
|
|
| 432 |
<li>POST /log_trade</li>
|
| 433 |
<li>POST /alpha/entry</li>
|
| 434 |
<li>GET /openapi.yaml</li>
|
| 435 |
+
<li>GET /docs</li>
|
| 436 |
</ul>
|
| 437 |
</body>
|
| 438 |
</html>
|
|
|
|
| 441 |
|
| 442 |
@app.get("/openapi.yaml")
|
| 443 |
def get_openapi():
|
|
|
|
|
|
|
|
|
|
| 444 |
if not os.path.exists("openapi.yaml"):
|
| 445 |
raise HTTPException(status_code=404, detail="openapi.yaml not found")
|
| 446 |
return FileResponse("openapi.yaml", media_type="text/yaml")
|
|
|
|
| 448 |
|
| 449 |
@app.get("/balance")
|
| 450 |
def get_balance():
|
|
|
|
|
|
|
|
|
|
| 451 |
total = get_futures_account_total_balance()
|
| 452 |
snap = append_balance_snapshot(total)
|
| 453 |
return {
|
| 454 |
"timestamp": snap.timestamp,
|
| 455 |
"balance": round(snap.balance, 6),
|
| 456 |
+
"dry_run": DRY_RUN,
|
| 457 |
}
|
| 458 |
|
| 459 |
|
| 460 |
@app.get("/performance")
|
| 461 |
def get_performance():
|
|
|
|
|
|
|
|
|
|
| 462 |
trades = load_trades()
|
| 463 |
balances = load_balances()
|
| 464 |
if not trades and not balances:
|
| 465 |
+
return {"summary": "No trades or balances logged yet.", "dry_run": DRY_RUN}
|
| 466 |
|
| 467 |
kpis = compute_kpis(trades, balances)
|
| 468 |
summary = (
|
|
|
|
| 490 |
"summary": summary,
|
| 491 |
"last_trades": tail,
|
| 492 |
"kpis": kpis.model_dump(),
|
| 493 |
+
"dry_run": DRY_RUN,
|
| 494 |
}
|
| 495 |
|
| 496 |
|
| 497 |
@app.get("/kpis", response_model=KPIResponse)
|
| 498 |
def get_kpis():
|
|
|
|
|
|
|
|
|
|
| 499 |
trades = load_trades()
|
| 500 |
balances = load_balances()
|
| 501 |
return compute_kpis(trades, balances)
|
|
|
|
| 503 |
|
| 504 |
@app.post("/log_trade", response_model=TradeLog)
|
| 505 |
async def log_trade(request: Request):
|
|
|
|
|
|
|
|
|
|
|
|
|
| 506 |
payload = await request.json()
|
| 507 |
try:
|
| 508 |
trade = TradeLog(**payload)
|
|
|
|
| 514 |
|
| 515 |
@app.post("/alpha/entry", response_model=AlphaDecision)
|
| 516 |
async def alpha_entry(req: AlphaRequest):
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 517 |
trades = load_trades()
|
| 518 |
balances = load_balances()
|
| 519 |
base_kpis = compute_kpis(trades, balances)
|