gg

ai-engine/scripts/backtest_hitrate.py

@@ -0,0 +1,257 @@
+"""
+Multi-market hit-rate backtest.
+
+Runs the orchestrator against historical finished matches and measures raw V25
+pick accuracy per market — independent of the "playable" gate. This isolates
+model quality from the value-detection thresholds.
+
+Usage:
+    python scripts/backtest_hitrate.py --start 2026-05-01 --end 2026-05-09 [--limit 500]
+"""
+
+from __future__ import annotations
+
+import argparse
+import json
+import os
+import sys
+import time
+from collections import defaultdict
+from typing import Any, Dict, List, Optional, Tuple
+
+import psycopg2
+from psycopg2.extras import RealDictCursor
+
+sys.path.insert(0, os.path.dirname(os.path.dirname(os.path.abspath(__file__))))
+
+from data.db import get_clean_dsn
+from services.single_match_orchestrator import SingleMatchOrchestrator
+
+
+def fetch_matches(cur, start_date: str, end_date: str, limit: Optional[int]) -> List[Dict[str, Any]]:
+    cur.execute(
+        """
+        SELECT m.id, m.score_home, m.score_away, m.ht_score_home, m.ht_score_away,
+               m.mst_utc, t1.name as home_name, t2.name as away_name
+        FROM matches m
+        LEFT JOIN teams t1 ON m.home_team_id = t1.id
+        LEFT JOIN teams t2 ON m.away_team_id = t2.id
+        WHERE m.status IN ('FT', 'AET', 'PEN')
+          AND m.sport = 'football'
+          AND to_timestamp(m.mst_utc / 1000.0)::date BETWEEN %s::date AND %s::date
+          AND m.score_home IS NOT NULL
+          AND m.score_away IS NOT NULL
+        ORDER BY m.mst_utc ASC
+        """ + (f" LIMIT {int(limit)}" if limit else ""),
+        (start_date, end_date),
+    )
+    return cur.fetchall()
+
+
+def actual_ms(h: int, a: int) -> str:
+    return "1" if h > a else ("X" if h == a else "2")
+
+
+def actual_ht(hh: Optional[int], ha: Optional[int]) -> Optional[str]:
+    if hh is None or ha is None:
+        return None
+    return "1" if hh > ha else ("X" if hh == ha else "2")
+
+
+OVER_TOKENS = {"over", "üst", "ust"}
+UNDER_TOKENS = {"under", "alt"}
+YES_TOKENS = {"yes", "var", "kg var"}
+NO_TOKENS = {"no", "yok", "kg yok"}
+ODD_TOKENS = {"odd", "tek"}
+EVEN_TOKENS = {"even", "çift", "cift"}
+
+
+def _norm(s: str) -> str:
+    return str(s or "").strip().lower()
+
+
+def score_pick(market: str, predicted: str, h: int, a: int, hh: Optional[int], ha: Optional[int]) -> Optional[bool]:
+    """Return True/False for hit, or None if cannot evaluate."""
+    total = h + a
+    ht_total = (hh + ha) if hh is not None and ha is not None else None
+    p = _norm(predicted)
+
+    if market == "MS":
+        return p.upper() == actual_ms(h, a)
+    if market in ("OU15", "OU25", "OU35"):
+        line = {"OU15": 1.5, "OU25": 2.5, "OU35": 3.5}[market]
+        if p in OVER_TOKENS:
+            return total > line
+        if p in UNDER_TOKENS:
+            return total < line
+        return None
+    if market == "BTTS":
+        btts = h > 0 and a > 0
+        if p in YES_TOKENS:
+            return btts
+        if p in NO_TOKENS:
+            return not btts
+        return None
+    if market == "HT":
+        ht = actual_ht(hh, ha)
+        return None if ht is None else p.upper() == ht
+    if market in ("HT_OU05", "HT_OU15"):
+        if ht_total is None:
+            return None
+        line = 0.5 if market == "HT_OU05" else 1.5
+        if p in OVER_TOKENS:
+            return ht_total > line
+        if p in UNDER_TOKENS:
+            return ht_total < line
+        return None
+    if market == "HTFT":
+        ht = actual_ht(hh, ha)
+        if ht is None:
+            return None
+        full = actual_ms(h, a)
+        norm = p.replace(" ", "").upper().replace("0", "X")
+        return norm == f"{ht}/{full}"
+    if market == "OE":
+        odd = total % 2 == 1
+        if p in ODD_TOKENS:
+            return odd
+        if p in EVEN_TOKENS:
+            return not odd
+        return None
+    if market == "DC":
+        ms = actual_ms(h, a)
+        compact = p.replace("-", "").upper()
+        if compact == "1X":
+            return ms in ("1", "X")
+        if compact == "X2":
+            return ms in ("X", "2")
+        if compact == "12":
+            return ms in ("1", "2")
+        return None
+    # CARDS / HCAP cannot be scored without extra data
+    return None
+
+
+def top_pick(probs: Dict[str, float]) -> Tuple[Optional[str], float]:
+    if not probs:
+        return None, 0.0
+    key = max(probs, key=lambda k: float(probs.get(k, 0) or 0))
+    return key, float(probs.get(key, 0) or 0)
+
+
+def run(start_date: str, end_date: str, limit: Optional[int], out_path: Optional[str]) -> None:
+    dsn = get_clean_dsn()
+    print(f"DSN host={dsn.split('@')[-1].split('/')[0]}")
+    conn = psycopg2.connect(dsn)
+    cur = conn.cursor(cursor_factory=RealDictCursor)
+
+    matches = fetch_matches(cur, start_date, end_date, limit)
+    print(f"Found {len(matches)} matches between {start_date} and {end_date}")
+    if not matches:
+        return
+
+    orchestrator = SingleMatchOrchestrator()
+
+    market_stats: Dict[str, Dict[str, Any]] = defaultdict(lambda: {
+        "total": 0, "hits": 0, "skipped": 0,
+        "playable_total": 0, "playable_hits": 0,
+        "conf_sum": 0.0,
+    })
+    detailed_rows: List[Dict[str, Any]] = []
+    errors = 0
+    started = time.time()
+
+    for idx, m in enumerate(matches, 1):
+        try:
+            pkg = orchestrator.analyze_match(m["id"])
+        except Exception as e:
+            errors += 1
+            if errors <= 5:
+                print(f"[ERR] {m['id']}: {e}")
+            continue
+        if not pkg:
+            continue
+
+        board = pkg.get("market_board", {}) or {}
+        h = int(m["score_home"])
+        a = int(m["score_away"])
+        hh = m.get("ht_score_home")
+        ha = m.get("ht_score_away")
+
+        for market, entry in board.items():
+            if not isinstance(entry, dict):
+                continue
+            probs = entry.get("probs") or {}
+            pick, prob = top_pick(probs)
+            if pick is None:
+                continue
+            hit = score_pick(market, pick, h, a, hh, ha)
+            stats = market_stats[market]
+            if hit is None:
+                stats["skipped"] += 1
+                continue
+            stats["total"] += 1
+            stats["conf_sum"] += prob
+            if hit:
+                stats["hits"] += 1
+            if entry.get("playable") is True:
+                stats["playable_total"] += 1
+                if hit:
+                    stats["playable_hits"] += 1
+            detailed_rows.append({
+                "match_id": m["id"],
+                "market": market,
+                "pick": pick,
+                "prob": round(prob, 4),
+                "hit": hit,
+                "playable": bool(entry.get("playable")),
+                "score": f"{h}-{a}",
+                "ht_score": f"{hh}-{ha}" if hh is not None else None,
+            })
+
+        if idx % 25 == 0:
+            elapsed = time.time() - started
+            print(f"  ... processed {idx}/{len(matches)} ({elapsed:.1f}s)")
+
+    elapsed = time.time() - started
+    print("\n" + "=" * 72)
+    print(f"BACKTEST {start_date} .. {end_date}  |  matches={len(matches)}  errors={errors}  elapsed={elapsed:.1f}s")
+    print("=" * 72)
+    header = f"{'Market':<10} {'N':>5} {'Hit':>5} {'Rate':>7} {'AvgConf':>8} | {'PlayN':>6} {'PlayHit':>7} {'PlayRate':>8}"
+    print(header)
+    print("-" * 72)
+    for market in sorted(market_stats.keys()):
+        s = market_stats[market]
+        n = s["total"]
+        rate = (s["hits"] / n * 100) if n else 0.0
+        avg_conf = (s["conf_sum"] / n * 100) if n else 0.0
+        pn = s["playable_total"]
+        prate = (s["playable_hits"] / pn * 100) if pn else 0.0
+        print(f"{market:<10} {n:>5} {s['hits']:>5} {rate:>6.1f}% {avg_conf:>7.1f}% | {pn:>6} {s['playable_hits']:>7} {prate:>7.1f}%")
+
+    if out_path:
+        payload = {
+            "range": {"start": start_date, "end": end_date},
+            "match_count": len(matches),
+            "errors": errors,
+            "elapsed_sec": round(elapsed, 1),
+            "market_stats": {k: dict(v) for k, v in market_stats.items()},
+            "rows": detailed_rows,
+        }
+        with open(out_path, "w") as f:
+            json.dump(payload, f, indent=2, ensure_ascii=False)
+        print(f"\nSaved details to {out_path}")
+
+
+def main() -> None:
+    p = argparse.ArgumentParser()
+    p.add_argument("--start", required=True, help="YYYY-MM-DD")
+    p.add_argument("--end", required=True, help="YYYY-MM-DD")
+    p.add_argument("--limit", type=int, default=None)
+    p.add_argument("--out", default=None, help="Optional JSON output path")
+    args = p.parse_args()
+    run(args.start, args.end, args.limit, args.out)
+
+
+if __name__ == "__main__":
+    main()

package-lock.json

@@ -26,7 +26,7 @@
         "@nestjs/swagger": "^11.2.4",
         "@nestjs/terminus": "^11.0.0",
         "@nestjs/throttler": "^6.5.0",
-        "@prisma/client": "5.22.0",
+        "@prisma/client": "^6.19.3",
         "axios": "^1.13.6",
         "bcrypt": "^6.0.0",
         "bullmq": "^5.66.4",
@@ -46,7 +46,7 @@
         "passport-jwt": "^4.0.1",
         "pino": "^10.1.0",
         "pino-http": "^11.0.0",
-        "prisma": "5.22.0",
+        "prisma": "^6.19.3",
         "reflect-metadata": "^0.2.2",
         "rxjs": "^7.8.1",
         "twitter-api-v2": "^1.29.0",
@@ -3773,60 +3773,75 @@
       }
     },
     "node_modules/@prisma/client": {
-      "version": "5.22.0",
+      "version": "6.19.3",
-      "resolved": "https://registry.npmjs.org/@prisma/client/-/client-5.22.0.tgz",
+      "resolved": "https://registry.npmjs.org/@prisma/client/-/client-6.19.3.tgz",
-      "integrity": "sha512-M0SVXfyHnQREBKxCgyo7sffrKttwE6R8PMq330MIUF0pTwjUhLbW84pFDlf06B27XyCR++VtjugEnIHdr07SVA==",
+      "integrity": "sha512-mKq3jQFhjvko5LTJFHGilsuQs+W+T3Gm451NzuTDGQxwCzwXHYnIu2zGkRoW+Exq3Rob7yp2MfzSrdIiZVhrBg==",
       "hasInstallScript": true,
       "engines": {
-        "node": ">=16.13"
+        "node": ">=18.18"
       },
       "peerDependencies": {
-        "prisma": "*"
+        "prisma": "*",
+        "typescript": ">=5.1.0"
       },
       "peerDependenciesMeta": {
         "prisma": {
           "optional": true
+        },
+        "typescript": {
+          "optional": true
         }
       }
     },
+    "node_modules/@prisma/config": {
+      "version": "6.19.3",
+      "resolved": "https://registry.npmjs.org/@prisma/config/-/config-6.19.3.tgz",
+      "integrity": "sha512-CBPT44BjlQxEt8kiMEauji2WHTDoVBOKl7UlewXmUgBPnr/oPRZC3psci5chJnYmH0ivEIog2OU9PGWoki3DLQ==",
+      "dependencies": {
+        "c12": "3.1.0",
+        "deepmerge-ts": "7.1.5",
+        "effect": "3.21.0",
+        "empathic": "2.0.0"
+      }
+    },
     "node_modules/@prisma/debug": {
-      "version": "5.22.0",
+      "version": "6.19.3",
-      "resolved": "https://registry.npmjs.org/@prisma/debug/-/debug-5.22.0.tgz",
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     },
     "node_modules/@prisma/engines": {
-      "version": "5.22.0",
+      "version": "6.19.3",
-      "resolved": "https://registry.npmjs.org/@prisma/engines/-/engines-5.22.0.tgz",
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       "hasInstallScript": true,
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-        "@prisma/debug": "5.22.0",
+        "@prisma/debug": "6.19.3",
-        "@prisma/engines-version": "5.22.0-44.605197351a3c8bdd595af2d2a9bc3025bca48ea2",
+        "@prisma/engines-version": "7.1.1-3.c2990dca591cba766e3b7ef5d9e8a84796e47ab7",
-        "@prisma/fetch-engine": "5.22.0",
+        "@prisma/fetch-engine": "6.19.3",
-        "@prisma/get-platform": "5.22.0"
+        "@prisma/get-platform": "6.19.3"
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     },
     "node_modules/@prisma/fetch-engine": {
-      "version": "5.22.0",
+      "version": "6.19.3",
-      "resolved": "https://registry.npmjs.org/@prisma/fetch-engine/-/fetch-engine-5.22.0.tgz",
+      "resolved": "https://registry.npmjs.org/@prisma/fetch-engine/-/fetch-engine-6.19.3.tgz",
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+      "integrity": "sha512-tKtl/qco9Nt7LU5iKhpultD8O4vMCZcU2CHjNTnRrL1QvSUr5W/GcyFPjNL87GtRrwBc7ubXXD9xy4EvLvt8JA==",
       "dependencies": {
-        "@prisma/debug": "5.22.0",
+        "@prisma/debug": "6.19.3",
-        "@prisma/engines-version": "5.22.0-44.605197351a3c8bdd595af2d2a9bc3025bca48ea2",
+        "@prisma/engines-version": "7.1.1-3.c2990dca591cba766e3b7ef5d9e8a84796e47ab7",
-        "@prisma/get-platform": "5.22.0"
+        "@prisma/get-platform": "6.19.3"
       }
     },
     "node_modules/@prisma/get-platform": {
-      "version": "5.22.0",
+      "version": "6.19.3",
-      "resolved": "https://registry.npmjs.org/@prisma/get-platform/-/get-platform-5.22.0.tgz",
+      "resolved": "https://registry.npmjs.org/@prisma/get-platform/-/get-platform-6.19.3.tgz",
-      "integrity": "sha512-pHhpQdr1UPFpt+zFfnPazhulaZYCUqeIcPpJViYoq9R+D/yw4fjE+CtnsnKzPYm0ddUbeXUzjGVGIRVgPDCk4Q==",
+      "integrity": "sha512-xFj1VcJ1N3MKooOQAGO0W5tsd0W2QzIvW7DD7c/8H14Zmp4jseeWAITm+w2LLoLrlhoHdPPh0NMZ8mfL6puoHA==",
       "dependencies": {
-        "@prisma/debug": "5.22.0"
+        "@prisma/debug": "6.19.3"
       }
     },
     "node_modules/@redis/bloom": {
@@ -4603,6 +4618,11 @@
       "resolved": "https://registry.npmjs.org/@socket.io/component-emitter/-/component-emitter-3.1.2.tgz",
       "integrity": "sha512-9BCxFwvbGg/RsZK9tjXd8s4UcwR0MWeFQ1XEKIQVVvAGJyINdrqKMcTRyLoK8Rse1GjzLV9cwjWV1olXRWEXVA=="
     },
+    "node_modules/@standard-schema/spec": {
+      "version": "1.1.0",
+      "resolved": "https://registry.npmjs.org/@standard-schema/spec/-/spec-1.1.0.tgz",
+      "integrity": "sha512-l2aFy5jALhniG5HgqrD6jXLi/rUWrKvqN/qJx6yoJsgKhblVd+iqqU4RCXavm/jPityDo5TCvKMnpjKnOriy0w=="
+    },
     "node_modules/@tokenizer/inflate": {
       "version": "0.4.1",
       "resolved": "https://registry.npmjs.org/@tokenizer/inflate/-/inflate-0.4.1.tgz",
@@ -6366,6 +6386,44 @@
         "node": ">= 0.8"
       }
     },
+    "node_modules/c12": {
+      "version": "3.1.0",
+      "resolved": "https://registry.npmjs.org/c12/-/c12-3.1.0.tgz",
+      "integrity": "sha512-uWoS8OU1MEIsOv8p/5a82c3H31LsWVR5qiyXVfBNOzfffjUWtPnhAb4BYI2uG2HfGmZmFjCtui5XNWaps+iFuw==",
+      "dependencies": {
+        "chokidar": "^4.0.3",
+        "confbox": "^0.2.2",
+        "defu": "^6.1.4",
+        "dotenv": "^16.6.1",
+        "exsolve": "^1.0.7",
+        "giget": "^2.0.0",
+        "jiti": "^2.4.2",
+        "ohash": "^2.0.11",
+        "pathe": "^2.0.3",
+        "perfect-debounce": "^1.0.0",
+        "pkg-types": "^2.2.0",
+        "rc9": "^2.1.2"
+      },
+      "peerDependencies": {
+        "magicast": "^0.3.5"
+      },
+      "peerDependenciesMeta": {
+        "magicast": {
+          "optional": true
+        }
+      }
+    },
+    "node_modules/c12/node_modules/dotenv": {
+      "version": "16.6.1",
+      "resolved": "https://registry.npmjs.org/dotenv/-/dotenv-16.6.1.tgz",
+      "integrity": "sha512-uBq4egWHTcTt33a72vpSG0z3HnPuIl6NqYcTrKEg2azoEyl2hpW0zqlxysq2pK9HlDIHyHyakeYaYnSAwd8bow==",
+      "engines": {
+        "node": ">=12"
+      },
+      "funding": {
+        "url": "https://dotenvx.com"
+      }
+    },
     "node_modules/cache-manager": {
       "version": "7.2.7",
       "resolved": "https://registry.npmjs.org/cache-manager/-/cache-manager-7.2.7.tgz",
@@ -6582,7 +6640,6 @@
       "version": "4.0.3",
       "resolved": "https://registry.npmjs.org/chokidar/-/chokidar-4.0.3.tgz",
       "integrity": "sha512-Qgzu8kfBvo+cA4962jnP1KkS6Dop5NS6g7R5LFYJr4b8Ub94PPQXUksCw9PvXoeXPRRddRNC5C1JQUR2SMGtnA==",
-      "dev": true,
       "dependencies": {
         "readdirp": "^4.0.1"
       },
@@ -6623,6 +6680,14 @@
         "node": ">=8"
       }
     },
+    "node_modules/citty": {
+      "version": "0.1.6",
+      "resolved": "https://registry.npmjs.org/citty/-/citty-0.1.6.tgz",
+      "integrity": "sha512-tskPPKEs8D2KPafUypv2gxwJP8h/OaJmC82QQGGDQcHvXX43xF2VDACcJVmZ0EuSxkpO9Kc4MlrA3q0+FG58AQ==",
+      "dependencies": {
+        "consola": "^3.2.3"
+      }
+    },
     "node_modules/cjs-module-lexer": {
       "version": "2.2.0",
       "resolved": "https://registry.npmjs.org/cjs-module-lexer/-/cjs-module-lexer-2.2.0.tgz",
@@ -6852,6 +6917,11 @@
         "typedarray": "^0.0.6"
       }
     },
+    "node_modules/confbox": {
+      "version": "0.2.4",
+      "resolved": "https://registry.npmjs.org/confbox/-/confbox-0.2.4.tgz",
+      "integrity": "sha512-ysOGlgTFbN2/Y6Cg3Iye8YKulHw+R2fNXHrgSmXISQdMnomY6eNDprVdW9R5xBguEqI954+S6709UyiO7B+6OQ=="
+    },
     "node_modules/consola": {
       "version": "3.4.2",
       "resolved": "https://registry.npmjs.org/consola/-/consola-3.4.2.tgz",
@@ -7109,6 +7179,14 @@
         "node": ">=0.10.0"
       }
     },
+    "node_modules/deepmerge-ts": {
+      "version": "7.1.5",
+      "resolved": "https://registry.npmjs.org/deepmerge-ts/-/deepmerge-ts-7.1.5.tgz",
+      "integrity": "sha512-HOJkrhaYsweh+W+e74Yn7YStZOilkoPb6fycpwNLKzSPtruFs48nYis0zy5yJz1+ktUhHxoRDJ27RQAWLIJVJw==",
+      "engines": {
+        "node": ">=16.0.0"
+      }
+    },
     "node_modules/defaults": {
       "version": "1.0.4",
       "resolved": "https://registry.npmjs.org/defaults/-/defaults-1.0.4.tgz",
@@ -7121,6 +7199,11 @@
         "url": "https://github.com/sponsors/sindresorhus"
       }
     },
+    "node_modules/defu": {
+      "version": "6.1.7",
+      "resolved": "https://registry.npmjs.org/defu/-/defu-6.1.7.tgz",
+      "integrity": "sha512-7z22QmUWiQ/2d0KkdYmANbRUVABpZ9SNYyH5vx6PZ+nE5bcC0l7uFvEfHlyld/HcGBFTL536ClDt3DEcSlEJAQ=="
+    },
     "node_modules/delayed-stream": {
       "version": "1.0.0",
       "resolved": "https://registry.npmjs.org/delayed-stream/-/delayed-stream-1.0.0.tgz",
@@ -7145,6 +7228,11 @@
         "node": ">= 0.8"
       }
     },
+    "node_modules/destr": {
+      "version": "2.0.5",
+      "resolved": "https://registry.npmjs.org/destr/-/destr-2.0.5.tgz",
+      "integrity": "sha512-ugFTXCtDZunbzasqBxrK93Ik/DRYsO6S/fedkWEMKqt04xZ4csmnmwGDBAb07QWNaGMAmnTIemsYZCksjATwsA=="
+    },
     "node_modules/detect-libc": {
       "version": "2.1.2",
       "resolved": "https://registry.npmjs.org/detect-libc/-/detect-libc-2.1.2.tgz",
@@ -7292,6 +7380,15 @@
       "resolved": "https://registry.npmjs.org/ee-first/-/ee-first-1.1.1.tgz",
       "integrity": "sha512-WMwm9LhRUo+WUaRN+vRuETqG89IgZphVSNkdFgeb6sS/E4OrDIN7t48CAewSHXc6C8lefD8KKfr5vY61brQlow=="
     },
+    "node_modules/effect": {
+      "version": "3.21.0",
+      "resolved": "https://registry.npmjs.org/effect/-/effect-3.21.0.tgz",
+      "integrity": "sha512-PPN80qRokCd1f015IANNhrwOnLO7GrrMQfk4/lnZRE/8j7UPWrNNjPV0uBrZutI/nHzernbW+J0hdqQysHiSnQ==",
+      "dependencies": {
+        "@standard-schema/spec": "^1.0.0",
+        "fast-check": "^3.23.1"
+      }
+    },
     "node_modules/electron-to-chromium": {
       "version": "1.5.267",
       "resolved": "https://registry.npmjs.org/electron-to-chromium/-/electron-to-chromium-1.5.267.tgz",
@@ -7315,6 +7412,14 @@
       "resolved": "https://registry.npmjs.org/emoji-regex/-/emoji-regex-8.0.0.tgz",
       "integrity": "sha512-MSjYzcWNOA0ewAHpz0MxpYFvwg6yjy1NG3xteoqz644VCo/RPgnr1/GGt+ic3iJTzQ8Eu3TdM14SawnVUmGE6A=="
     },
+    "node_modules/empathic": {
+      "version": "2.0.0",
+      "resolved": "https://registry.npmjs.org/empathic/-/empathic-2.0.0.tgz",
+      "integrity": "sha512-i6UzDscO/XfAcNYD75CfICkmfLedpyPDdozrLMmQc5ORaQcdMoc21OnlEylMIqI7U8eniKrPMxxtj8k0vhmJhA==",
+      "engines": {
+        "node": ">=14"
+      }
+    },
     "node_modules/encodeurl": {
       "version": "2.0.0",
       "resolved": "https://registry.npmjs.org/encodeurl/-/encodeurl-2.0.0.tgz",
@@ -7862,11 +7967,52 @@
         "url": "https://opencollective.com/express"
       }
     },
+    "node_modules/exsolve": {
+      "version": "1.0.8",
+      "resolved": "https://registry.npmjs.org/exsolve/-/exsolve-1.0.8.tgz",
+      "integrity": "sha512-LmDxfWXwcTArk8fUEnOfSZpHOJ6zOMUJKOtFLFqJLoKJetuQG874Uc7/Kki7zFLzYybmZhp1M7+98pfMqeX8yA=="
+    },
     "node_modules/extend": {
       "version": "3.0.2",
       "resolved": "https://registry.npmjs.org/extend/-/extend-3.0.2.tgz",
       "integrity": "sha512-fjquC59cD7CyW6urNXK0FBufkZcoiGG80wTuPujX590cB5Ttln20E2UB4S/WARVqhXffZl2LNgS+gQdPIIim/g=="
     },
+    "node_modules/fast-check": {
+      "version": "3.23.2",
+      "resolved": "https://registry.npmjs.org/fast-check/-/fast-check-3.23.2.tgz",
+      "integrity": "sha512-h5+1OzzfCC3Ef7VbtKdcv7zsstUQwUDlYpUTvjeUsJAssPgLn7QzbboPtL5ro04Mq0rPOsMzl7q5hIbRs2wD1A==",
+      "funding": [
+        {
+          "type": "individual",
+          "url": "https://github.com/sponsors/dubzzz"
+        },
+        {
+          "type": "opencollective",
+          "url": "https://opencollective.com/fast-check"
+        }
+      ],
+      "dependencies": {
+        "pure-rand": "^6.1.0"
+      },
+      "engines": {
+        "node": ">=8.0.0"
+      }
+    },
+    "node_modules/fast-check/node_modules/pure-rand": {
+      "version": "6.1.0",
+      "resolved": "https://registry.npmjs.org/pure-rand/-/pure-rand-6.1.0.tgz",
+      "integrity": "sha512-bVWawvoZoBYpp6yIoQtQXHZjmz35RSVHnUOTefl8Vcjr8snTPY1wnpSPMWekcFwbxI6gtmT7rSYPFvz71ldiOA==",
+      "funding": [
+        {
+          "type": "individual",
+          "url": "https://github.com/sponsors/dubzzz"
+        },
+        {
+          "type": "opencollective",
+          "url": "https://opencollective.com/fast-check"
+        }
+      ]
+    },
     "node_modules/fast-copy": {
       "version": "4.0.2",
       "resolved": "https://registry.npmjs.org/fast-copy/-/fast-copy-4.0.2.tgz",
@@ -8388,6 +8534,22 @@
         "url": "https://github.com/sponsors/sindresorhus"
       }
     },
+    "node_modules/giget": {
+      "version": "2.0.0",
+      "resolved": "https://registry.npmjs.org/giget/-/giget-2.0.0.tgz",
+      "integrity": "sha512-L5bGsVkxJbJgdnwyuheIunkGatUF/zssUoxxjACCseZYAVbaqdh9Tsmmlkl8vYan09H7sbvKt4pS8GqKLBrEzA==",
+      "dependencies": {
+        "citty": "^0.1.6",
+        "consola": "^3.4.0",
+        "defu": "^6.1.4",
+        "node-fetch-native": "^1.6.6",
+        "nypm": "^0.6.0",
+        "pathe": "^2.0.3"
+      },
+      "bin": {
+        "giget": "dist/cli.mjs"
+      }
+    },
     "node_modules/github-from-package": {
       "version": "0.0.0",
       "resolved": "https://registry.npmjs.org/github-from-package/-/github-from-package-0.0.0.tgz",
@@ -9727,6 +9889,14 @@
         "url": "https://github.com/chalk/supports-color?sponsor=1"
       }
     },
+    "node_modules/jiti": {
+      "version": "2.7.0",
+      "resolved": "https://registry.npmjs.org/jiti/-/jiti-2.7.0.tgz",
+      "integrity": "sha512-AC/7JofJvZGrrneWNaEnJeOLUx+JlGt7tNa0wZiRPT4MY1wmfKjt2+6O2p2uz2+skll8OZZmJMNqeke7kKbNgQ==",
+      "bin": {
+        "jiti": "lib/jiti-cli.mjs"
+      }
+    },
     "node_modules/joycon": {
       "version": "3.1.1",
       "resolved": "https://registry.npmjs.org/joycon/-/joycon-3.1.1.tgz",
@@ -10575,6 +10745,11 @@
         "url": "https://opencollective.com/node-fetch"
       }
     },
+    "node_modules/node-fetch-native": {
+      "version": "1.6.7",
+      "resolved": "https://registry.npmjs.org/node-fetch-native/-/node-fetch-native-1.6.7.tgz",
+      "integrity": "sha512-g9yhqoedzIUm0nTnTqAQvueMPVOuIY16bqgAJJC8XOOubYFNwz6IER9qs0Gq2Xd0+CecCKFjtdDTMA4u4xG06Q=="
+    },
     "node_modules/node-gyp-build": {
       "version": "4.8.4",
       "resolved": "https://registry.npmjs.org/node-gyp-build/-/node-gyp-build-4.8.4.tgz",
@@ -10651,6 +10826,27 @@
         "url": "https://github.com/fb55/nth-check?sponsor=1"
       }
     },
+    "node_modules/nypm": {
+      "version": "0.6.6",
+      "resolved": "https://registry.npmjs.org/nypm/-/nypm-0.6.6.tgz",
+      "integrity": "sha512-vRyr0r4cbBapw07Xw8xrj9Teq3o7MUD35rSaTcanDbW+aK2XHDgJFiU6ZTj2GBw7Q12ysdsyFss+Vdz4hQ0Y6Q==",
+      "dependencies": {
+        "citty": "^0.2.2",
+        "pathe": "^2.0.3",
+        "tinyexec": "^1.1.1"
+      },
+      "bin": {
+        "nypm": "dist/cli.mjs"
+      },
+      "engines": {
+        "node": ">=18"
+      }
+    },
+    "node_modules/nypm/node_modules/citty": {
+      "version": "0.2.2",
+      "resolved": "https://registry.npmjs.org/citty/-/citty-0.2.2.tgz",
+      "integrity": "sha512-+6vJA3L98yv+IdfKGZHBNiGW5KHn22e/JwID0Strsz8h4S/csAu/OuICwxrg44k5MRiZHWIo8XXuJgQTriRP4w=="
+    },
     "node_modules/object-assign": {
       "version": "4.1.1",
       "resolved": "https://registry.npmjs.org/object-assign/-/object-assign-4.1.1.tgz",
@@ -10679,6 +10875,11 @@
         "url": "https://github.com/sponsors/ljharb"
       }
     },
+    "node_modules/ohash": {
+      "version": "2.0.11",
+      "resolved": "https://registry.npmjs.org/ohash/-/ohash-2.0.11.tgz",
+      "integrity": "sha512-RdR9FQrFwNBNXAr4GixM8YaRZRJ5PUWbKYbE5eOsrwAjJW0q2REGcf79oYPsLyskQCZG1PLN+S/K1V00joZAoQ=="
+    },
     "node_modules/on-exit-leak-free": {
       "version": "2.1.2",
       "resolved": "https://registry.npmjs.org/on-exit-leak-free/-/on-exit-leak-free-2.1.2.tgz",
@@ -10995,11 +11196,21 @@
         "node": ">=8"
       }
     },
+    "node_modules/pathe": {
+      "version": "2.0.3",
+      "resolved": "https://registry.npmjs.org/pathe/-/pathe-2.0.3.tgz",
+      "integrity": "sha512-WUjGcAqP1gQacoQe+OBJsFA7Ld4DyXuUIjZ5cc75cLHvJ7dtNsTugphxIADwspS+AraAUePCKrSVtPLFj/F88w=="
+    },
     "node_modules/pause": {
       "version": "0.0.1",
       "resolved": "https://registry.npmjs.org/pause/-/pause-0.0.1.tgz",
       "integrity": "sha512-KG8UEiEVkR3wGEb4m5yZkVCzigAD+cVEJck2CzYZO37ZGJfctvVptVO192MwrtPhzONn6go8ylnOdMhKqi4nfg=="
     },
+    "node_modules/perfect-debounce": {
+      "version": "1.0.0",
+      "resolved": "https://registry.npmjs.org/perfect-debounce/-/perfect-debounce-1.0.0.tgz",
+      "integrity": "sha512-xCy9V055GLEqoFaHoC1SoLIaLmWctgCUaBaWxDZ7/Zx4CTyX7cJQLJOok/orfjZAh9kEYpjJa4d0KcJmCbctZA=="
+    },
     "node_modules/picocolors": {
       "version": "1.1.1",
       "resolved": "https://registry.npmjs.org/picocolors/-/picocolors-1.1.1.tgz",
@@ -11181,6 +11392,16 @@
         "node": ">=8"
       }
     },
+    "node_modules/pkg-types": {
+      "version": "2.3.1",
+      "resolved": "https://registry.npmjs.org/pkg-types/-/pkg-types-2.3.1.tgz",
+      "integrity": "sha512-y+ichcgc2LrADuhLNAx8DFjVfgz91pRxfZdI3UDhxHvcVEZsenLO+7XaU5vOp0u/7V/wZ+plyuQxtrDlZJ+yeg==",
+      "dependencies": {
+        "confbox": "^0.2.4",
+        "exsolve": "^1.0.8",
+        "pathe": "^2.0.3"
+      }
+    },
     "node_modules/pluralize": {
       "version": "8.0.0",
       "resolved": "https://registry.npmjs.org/pluralize/-/pluralize-8.0.0.tgz",
@@ -11308,21 +11529,27 @@
       }
     },
     "node_modules/prisma": {
-      "version": "5.22.0",
+      "version": "6.19.3",
-      "resolved": "https://registry.npmjs.org/prisma/-/prisma-5.22.0.tgz",
+      "resolved": "https://registry.npmjs.org/prisma/-/prisma-6.19.3.tgz",
-      "integrity": "sha512-vtpjW3XuYCSnMsNVBjLMNkTj6OZbudcPPTPYHqX0CJfpcdWciI1dM8uHETwmDxxiqEwCIE6WvXucWUetJgfu/A==",
+      "integrity": "sha512-++ZJ0ijLrDJF6hNB4t4uxg2br3fC4H9Yc9tcbjr2fcNFP3rh/SBNrAgjhsqBU4Ght8JPrVofG/ZkXfnSfnYsFg==",
       "hasInstallScript": true,
       "dependencies": {
-        "@prisma/engines": "5.22.0"
+        "@prisma/config": "6.19.3",
+        "@prisma/engines": "6.19.3"
       },
       "bin": {
         "prisma": "build/index.js"
       },
       "engines": {
-        "node": ">=16.13"
+        "node": ">=18.18"
       },
-      "optionalDependencies": {
+      "peerDependencies": {
-        "fsevents": "2.3.3"
+        "typescript": ">=5.1.0"
+      },
+      "peerDependenciesMeta": {
+        "typescript": {
+          "optional": true
+        }
       }
     },
     "node_modules/process-warning": {
@@ -11474,6 +11701,15 @@
         "node": ">=0.10.0"
       }
     },
+    "node_modules/rc9": {
+      "version": "2.1.2",
+      "resolved": "https://registry.npmjs.org/rc9/-/rc9-2.1.2.tgz",
+      "integrity": "sha512-btXCnMmRIBINM2LDZoEmOogIZU7Qe7zn4BpomSKZ/ykbLObuBdvG+mFq11DL6fjH1DRwHhrlgtYWG96bJiC7Cg==",
+      "dependencies": {
+        "defu": "^6.1.4",
+        "destr": "^2.0.3"
+      }
+    },
     "node_modules/react-is": {
       "version": "18.3.1",
       "resolved": "https://registry.npmjs.org/react-is/-/react-is-18.3.1.tgz",
@@ -11497,7 +11733,6 @@
       "version": "4.1.2",
       "resolved": "https://registry.npmjs.org/readdirp/-/readdirp-4.1.2.tgz",
       "integrity": "sha512-GDhwkLfywWL2s6vEjyhri+eXmfH6j1L7JE27WhqLeYzoh/A3DBaYGEj2H/HFZCn/kMfim73FXxEJTw06WtxQwg==",
-      "dev": true,
       "engines": {
         "node": ">= 14.18.0"
       },
@@ -12593,6 +12828,14 @@
         "real-require": "^0.2.0"
       }
     },
+    "node_modules/tinyexec": {
+      "version": "1.1.2",
+      "resolved": "https://registry.npmjs.org/tinyexec/-/tinyexec-1.1.2.tgz",
+      "integrity": "sha512-dAqSqE/RabpBKI8+h26GfLq6Vb3JVXs30XYQjdMjaj/c2tS8IYYMbIzP599KtRj7c57/wYApb3QjgRgXmrCukA==",
+      "engines": {
+        "node": ">=18"
+      }
+    },
     "node_modules/tinyglobby": {
       "version": "0.2.15",
       "resolved": "https://registry.npmjs.org/tinyglobby/-/tinyglobby-0.2.15.tgz",
@@ -12918,7 +13161,7 @@
       "version": "5.9.3",
       "resolved": "https://registry.npmjs.org/typescript/-/typescript-5.9.3.tgz",
       "integrity": "sha512-jl1vZzPDinLr9eUt3J/t7V6FgNEw9QjvBPdysz9KfQDD41fQrC2Y4vKQdiaUpFT4bXlb1RHhLpp8wtm6M5TgSw==",
-      "dev": true,
+      "devOptional": true,
       "bin": {
         "tsc": "bin/tsc",
         "tsserver": "bin/tsserver"

package.json

@@ -55,7 +55,7 @@
     "@nestjs/swagger": "^11.2.4",
     "@nestjs/terminus": "^11.0.0",
     "@nestjs/throttler": "^6.5.0",
-    "@prisma/client": "5.22.0",
+    "@prisma/client": "^6.19.3",
     "axios": "^1.13.6",
     "bcrypt": "^6.0.0",
     "bullmq": "^5.66.4",
@@ -75,7 +75,7 @@
     "passport-jwt": "^4.0.1",
     "pino": "^10.1.0",
     "pino-http": "^11.0.0",
-    "prisma": "5.22.0",
+    "prisma": "^6.19.3",
     "reflect-metadata": "^0.2.2",
     "rxjs": "^7.8.1",
     "twitter-api-v2": "^1.29.0",
@@ -110,9 +110,6 @@
     "typescript": "^5.7.3",
     "typescript-eslint": "^8.20.0"
   },
-  "prisma": {
-    "seed": "ts-node prisma/seed.ts"
-  },
   "jest": {
     "moduleFileExtensions": [
       "js",
@@ -129,5 +126,8 @@
     ],
     "coverageDirectory": "../coverage",
     "testEnvironment": "node"
+  },
+  "prisma": {
+    "seed": "ts-node prisma/seed.ts"
   }
 }

prisma.config.ts

@@ -1,7 +1,15 @@
-module.exports = {
+import path from 'node:path';
-  datasource: {
+import { defineConfig, env } from 'prisma/config';
-    url:
+import { config } from 'dotenv';
-      process.env.DATABASE_URL ||
+
-      'postgresql://suggestbet:SuGGesT2026SecuRe@localhost:15432/boilerplate_db?schema=public',
+config({ path: '.env.local' });
+
+export default defineConfig({
+  schema: path.join('prisma', 'schema.prisma'),
+  migrations: {
+    path: path.join('prisma', 'migrations'),
   },
-};
+  datasource: {
+    url: env('DATABASE_URL'),
+  },
+});

prisma/schema.prisma

@@ -111,6 +111,7 @@ model Match {
   league                League?                    @relation(fields: [leagueId], references: [id])
   oddCategories         OddCategory[]
   prediction            Prediction?
+  predictionOutcomes    PredictionOutcome[]
   couponItems           UserCouponItem[]
 
   @@index([awayTeamId])
@@ -505,6 +506,29 @@ model PredictionRun {
   @@map("prediction_runs")
 }
 
+model PredictionOutcome {
+  id            BigInt    @id @default(autoincrement())
+  matchId       String    @map("match_id")
+  market        String
+  pick          String
+  probability   Float
+  confidence    Float
+  odds          Float?
+  playable      Boolean   @default(false)
+  engineVersion String    @map("engine_version")
+  generatedAt   DateTime  @default(now()) @map("generated_at")
+  resolved      Boolean   @default(false)
+  hit           Boolean?
+  resolvedAt    DateTime? @map("resolved_at")
+  match         Match     @relation(fields: [matchId], references: [id], onDelete: Cascade)
+
+  @@unique([matchId, market, engineVersion])
+  @@index([market, resolvedAt(sort: Desc)])
+  @@index([resolved, generatedAt])
+  @@index([playable, resolved])
+  @@map("prediction_outcomes")
+}
+
 model AiPredictionsLog {
   id              Int      @id @default(autoincrement())
   matchId         String   @map("match_id")

src/modules/auth/auth.controller.ts

@@ -1,4 +1,5 @@
 import { Controller, Post, Body, HttpCode } from "@nestjs/common";
+import { Throttle } from "@nestjs/throttler";
 import { I18n, I18nContext } from "nestjs-i18n";
 import { ApiTags, ApiOperation, ApiOkResponse } from "@nestjs/swagger";
 import { AuthService } from "./auth.service";
@@ -21,6 +22,7 @@ export class AuthController {
 
   @Post("register")
   @Public()
+  @Throttle({ default: { limit: 10, ttl: 60000 } })
   @HttpCode(200)
   @ApiOperation({ summary: "Register a new user" })
   @ApiOkResponse({
@@ -37,6 +39,7 @@ export class AuthController {
 
   @Post("login")
   @Public()
+  @Throttle({ default: { limit: 5, ttl: 60000 } })
   @HttpCode(200)
   @ApiOperation({ summary: "Login with email and password" })
   @ApiOkResponse({ description: "Login successful", type: TokenResponseDto })
@@ -50,6 +53,7 @@ export class AuthController {
 
   @Post("refresh")
   @Public()
+  @Throttle({ default: { limit: 10, ttl: 60000 } })
   @HttpCode(200)
   @ApiOperation({ summary: "Refresh access token" })
   @ApiOkResponse({

src/modules/coupons/services/frequency-engine.service.ts

@@ -1,4 +1,5 @@
 import { Injectable, Logger } from "@nestjs/common";
+import { Prisma } from "@prisma/client";
 import { PrismaService } from "../../../database/prisma.service";
 
 // ─────────────────────────────────────────────────────────────
@@ -108,16 +109,21 @@ export class FrequencyEngineService {
     venue: "home" | "away",
     oddsBand: string,
   ): Promise<TeamFrequencyRow | null> {
-    const venueColumn = venue === "home" ? "m.home_team_id" : "m.away_team_id";
+    // venue is a typed literal ("home"|"away") — safe to use with Prisma.raw()
-    const oddsSelection = venue === "home" ? "'1'" : "'2'";
+    const venueColumnRaw = Prisma.raw(
+      venue === "home" ? "m.home_team_id" : "m.away_team_id",
+    );
+    const oddsSelectionValue = venue === "home" ? "1" : "2";
+    const winConditionRaw = Prisma.raw(
+      venue === "home" ? "score_home > score_away" : "score_away > score_home",
+    );
     const bandRange = this.parseBandRange(oddsBand);
 
     if (!bandRange) {
       return null;
     }
 
-    const rows = await this.prisma.$queryRawUnsafe<TeamFrequencyRow[]>(
+    const rows = await this.prisma.$queryRaw<TeamFrequencyRow[]>(Prisma.sql`
-      `
       WITH team_matches AS (
         SELECT
           m.id AS match_id,
@@ -127,32 +133,26 @@ export class FrequencyEngineService {
           CAST(os.odd_value AS DECIMAL) AS team_odds
         FROM matches m
         JOIN odd_categories oc ON oc.match_id = m.id AND oc.name = 'Maç Sonucu'
-        JOIN odd_selections os ON os.odd_category_db_id = oc.db_id AND os.name = ${oddsSelection}
+        JOIN odd_selections os ON os.odd_category_db_id = oc.db_id AND os.name = ${oddsSelectionValue}
         WHERE m.status = 'FT'
           AND m.score_home IS NOT NULL
-          AND ${venueColumn} = $1
+          AND ${venueColumnRaw} = ${teamId}
-          AND CAST(os.odd_value AS DECIMAL) >= $2
+          AND CAST(os.odd_value AS DECIMAL) >= ${bandRange.min}
-          AND CAST(os.odd_value AS DECIMAL) < $3
+          AND CAST(os.odd_value AS DECIMAL) < ${bandRange.max}
       )
       SELECT
-        $1::text AS team_id,
+        ${teamId}::text AS team_id,
-        $4::text AS venue,
+        ${venue}::text AS venue,
-        $5::text AS odds_band,
+        ${oddsBand}::text AS odds_band,
         COUNT(*)::int AS total_matches,
         COALESCE(AVG(CASE WHEN total_goals > 1 THEN 1.0 ELSE 0.0 END), 0)::float AS ou15_rate,
         COALESCE(AVG(CASE WHEN total_goals > 2 THEN 1.0 ELSE 0.0 END), 0)::float AS ou25_rate,
         COALESCE(AVG(CASE WHEN total_goals > 3 THEN 1.0 ELSE 0.0 END), 0)::float AS ou35_rate,
         COALESCE(AVG(CASE WHEN score_home > 0 AND score_away > 0 THEN 1.0 ELSE 0.0 END), 0)::float AS btts_rate,
-        COALESCE(AVG(CASE WHEN ${venue === "home" ? "score_home > score_away" : "score_away > score_home"} THEN 1.0 ELSE 0.0 END), 0)::float AS win_rate,
+        COALESCE(AVG(CASE WHEN ${winConditionRaw} THEN 1.0 ELSE 0.0 END), 0)::float AS win_rate,
         COALESCE(AVG(total_goals), 0)::float AS avg_goals
       FROM team_matches
-      `,
+    `);
-      teamId,
-      bandRange.min,
-      bandRange.max,
-      venue,
-      oddsBand,
-    );
 
     if (!rows.length || rows[0].total_matches < MIN_MATCHES) {
       return null;
@@ -335,8 +335,7 @@ export class FrequencyEngineService {
 
     if (matchIds && matchIds.length > 0) {
       // Belirli maçlar istendi
-      return this.prisma.$queryRawUnsafe<UpcomingMatchRow[]>(
+      return this.prisma.$queryRaw<UpcomingMatchRow[]>(Prisma.sql`
-        `
         SELECT
           lm.id AS match_id,
           lm.home_team_id,
@@ -359,18 +358,15 @@ export class FrequencyEngineService {
         LEFT JOIN teams ht ON lm.home_team_id = ht.id
         LEFT JOIN teams at ON lm.away_team_id = at.id
         LEFT JOIN leagues l ON lm.league_id = l.id
-        WHERE lm.id = ANY($1)
+        WHERE lm.id = ANY(${matchIds})
           AND lm.odds IS NOT NULL
           AND lm.odds != 'null'::jsonb
         ORDER BY lm.mst_utc ASC
-        `,
+      `);
-        matchIds,
-      );
     }
 
     // Otomatik: yaklaşan tüm maçlar
-    return this.prisma.$queryRawUnsafe<UpcomingMatchRow[]>(
+    return this.prisma.$queryRaw<UpcomingMatchRow[]>(Prisma.sql`
-      `
       SELECT
         lm.id AS match_id,
         lm.home_team_id,
@@ -393,26 +389,22 @@ export class FrequencyEngineService {
       LEFT JOIN teams ht ON lm.home_team_id = ht.id
       LEFT JOIN teams at ON lm.away_team_id = at.id
       LEFT JOIN leagues l ON lm.league_id = l.id
-      WHERE lm.mst_utc >= $1
+      WHERE lm.mst_utc >= ${BigInt(nowMs)}
         AND lm.sport = 'football'
         AND lm.odds IS NOT NULL
         AND lm.odds != 'null'::jsonb
         AND (lm.status IS NULL OR lm.status NOT IN ('FT', 'AET', 'PEN', 'ABD', 'CANC', 'PST', 'SUSP', 'INT', 'AWD', 'WO'))
         AND (lm.state IS NULL OR lm.state NOT IN ('after', 'postponed', 'cancelled', 'abandoned'))
       ORDER BY lm.mst_utc ASC
-      LIMIT $2
+      LIMIT ${limit}
-      `,
+    `);
-      BigInt(nowMs),
-      limit,
-    );
   }
 
   /**
    * Lig bazlı gol profili.
    */
   async getLeagueProfile(leagueId: string): Promise<LeagueProfileRow | null> {
-    const rows = await this.prisma.$queryRawUnsafe<LeagueProfileRow[]>(
+    const rows = await this.prisma.$queryRaw<LeagueProfileRow[]>(Prisma.sql`
-      `
       SELECT
         m.league_id,
         l.name AS league_name,
@@ -424,12 +416,10 @@ export class FrequencyEngineService {
       JOIN leagues l ON m.league_id = l.id
       WHERE m.status = 'FT'
         AND m.score_home IS NOT NULL
-        AND m.league_id = $1
+        AND m.league_id = ${leagueId}
       GROUP BY m.league_id, l.name
       HAVING COUNT(*) >= 20
-      `,
+    `);
-      leagueId,
-    );
 
     return rows.length > 0 ? rows[0] : null;
   }

src/modules/feeder/feeder-persistence.service.ts

@@ -6,6 +6,7 @@
  */
 
 import { Injectable, Logger } from "@nestjs/common";
+import { Prisma } from "@prisma/client";
 import { PrismaService } from "../../database/prisma.service";
 import {
   Sport,
@@ -858,11 +859,11 @@ export class FeederPersistenceService {
     // Use raw SQL for performance — Prisma's { some: {} } relation filters
     // generate heavy correlated subqueries that hang on Raspberry Pi with
     // large tables (15M+ odd_selections, 3M+ participations).
-    const result = await this.prisma.$queryRawUnsafe<Array<{ id: string }>>(
+    const result = await this.prisma.$queryRaw<Array<{ id: string }>>(
-      `
+      Prisma.sql`
       SELECT m.id
       FROM matches m
-      WHERE m.id = ANY($1::text[])
+      WHERE m.id = ANY(${matchIds}::text[])
         AND EXISTS (SELECT 1 FROM odd_categories oc WHERE oc.match_id = m.id)
         AND (
           (m.sport = 'football'
@@ -875,7 +876,6 @@ export class FeederPersistenceService {
            AND EXISTS (SELECT 1 FROM basketball_player_stats bps WHERE bps.match_id = m.id))
         )
       `,
-      matchIds,
     );
 
     return result.map((r) => r.id);