gpt-engineer-app[bot] commited on
Commit ·
edf4fd4
1
Parent(s): be3f641
Changes
Browse files- src/server/forensic.functions.ts +492 -0
src/server/forensic.functions.ts
ADDED
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@@ -0,0 +1,492 @@
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| 1 |
+
import { createServerFn } from "@tanstack/react-start";
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| 2 |
+
import { z } from "zod";
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| 3 |
+
import { sanitize, restore } from "./branch-debug.functions";
|
| 4 |
+
|
| 5 |
+
// ───────────────────────── Types ─────────────────────────
|
| 6 |
+
|
| 7 |
+
export type VehicleManifest = {
|
| 8 |
+
vehicleId: string;
|
| 9 |
+
commitHash: string;
|
| 10 |
+
branch: string;
|
| 11 |
+
source: "manifest" | "git" | "github" | "manual";
|
| 12 |
+
fetchedAt: number;
|
| 13 |
+
warnings: string[];
|
| 14 |
+
};
|
| 15 |
+
|
| 16 |
+
export type FetchedCode = {
|
| 17 |
+
manifest: VehicleManifest;
|
| 18 |
+
files: { path: string; content: string }[];
|
| 19 |
+
fetchMethod: string;
|
| 20 |
+
warnings: string[];
|
| 21 |
+
};
|
| 22 |
+
|
| 23 |
+
export type Hypothesis = {
|
| 24 |
+
id: string;
|
| 25 |
+
title: string;
|
| 26 |
+
confidence: "High" | "Medium" | "Low";
|
| 27 |
+
mechanism: string;
|
| 28 |
+
code_evidence: string;
|
| 29 |
+
log_signatures: string[];
|
| 30 |
+
eliminates_if: string;
|
| 31 |
+
};
|
| 32 |
+
|
| 33 |
+
export type Stage1Result = {
|
| 34 |
+
stage: 1;
|
| 35 |
+
summary: string;
|
| 36 |
+
critical_path: string[];
|
| 37 |
+
hypotheses: Hypothesis[];
|
| 38 |
+
what_to_grep: string[];
|
| 39 |
+
timeline_question: string;
|
| 40 |
+
unknowns: string[];
|
| 41 |
+
};
|
| 42 |
+
|
| 43 |
+
export type Stage2Result = {
|
| 44 |
+
stage: 2;
|
| 45 |
+
summary: string;
|
| 46 |
+
timeline: { offset: string; event: string; source: string }[];
|
| 47 |
+
hypothesis_verdicts: { id: string; verdict: "CONFIRMED" | "ELIMINATED" | "POSSIBLE"; evidence: string }[];
|
| 48 |
+
root_cause: { function: string; line_hint: string; mechanism: string; confidence: "High" | "Medium" | "Low" };
|
| 49 |
+
what_vehicle_saw: string;
|
| 50 |
+
still_unknown: string[];
|
| 51 |
+
};
|
| 52 |
+
|
| 53 |
+
export type Stage3Result = {
|
| 54 |
+
stage: 3;
|
| 55 |
+
summary: string;
|
| 56 |
+
failure_layer: "SENSING" | "PROCESSING" | "PLANNING" | "CONTROL";
|
| 57 |
+
perception_state: { what_vehicle_saw: string; what_it_should_have_seen: string; discrepancy: string };
|
| 58 |
+
full_chain: { layer: string; input: string; output: string; issue: string }[];
|
| 59 |
+
definitive_cause: { function: string; mechanism: string; confidence: "High" };
|
| 60 |
+
fix: string;
|
| 61 |
+
test_case: string;
|
| 62 |
+
};
|
| 63 |
+
|
| 64 |
+
export type StageResult = Stage1Result | Stage2Result | Stage3Result;
|
| 65 |
+
|
| 66 |
+
// ───────────────────────── Connect / Fetch ─────────────────────────
|
| 67 |
+
//
|
| 68 |
+
// The Worker runtime cannot SSH. Two real fetch strategies work here:
|
| 69 |
+
// 1. Central manifest endpoint (HTTP GET) – vehicles push build info on startup
|
| 70 |
+
// 2. GitHub raw / API (HTTP) – fetch exact files at the manifest commit
|
| 71 |
+
// SSH-into-vehicle is intentionally surfaced as "agent required" to the user.
|
| 72 |
+
|
| 73 |
+
const ConnectSchema = z.object({
|
| 74 |
+
vehicleId: z.string().min(1).max(80),
|
| 75 |
+
manifestUrl: z.string().url().optional().or(z.literal("")),
|
| 76 |
+
githubRepo: z.string().max(160).optional(), // "org/repo"
|
| 77 |
+
githubBranch: z.string().max(80).optional(),
|
| 78 |
+
githubToken: z.string().max(200).optional(),
|
| 79 |
+
});
|
| 80 |
+
|
| 81 |
+
export const testVehicleConnection = createServerFn({ method: "POST" })
|
| 82 |
+
.inputValidator((d: unknown) => ConnectSchema.parse(d))
|
| 83 |
+
.handler(async ({ data }) => {
|
| 84 |
+
const results: Record<string, unknown> = {};
|
| 85 |
+
const t0 = Date.now();
|
| 86 |
+
|
| 87 |
+
if (data.manifestUrl) {
|
| 88 |
+
try {
|
| 89 |
+
const url = `${data.manifestUrl.replace(/\/$/, "")}/vehicles/${encodeURIComponent(data.vehicleId)}/manifest`;
|
| 90 |
+
const res = await fetch(url, { signal: AbortSignal.timeout(8000) });
|
| 91 |
+
results.manifestReachable = res.ok;
|
| 92 |
+
results.manifestStatus = res.status;
|
| 93 |
+
if (res.ok) {
|
| 94 |
+
const m = await res.json().catch(() => null);
|
| 95 |
+
if (m && typeof m === "object") {
|
| 96 |
+
results.deployedCommit = (m as any).commit ?? null;
|
| 97 |
+
results.branch = (m as any).branch ?? null;
|
| 98 |
+
}
|
| 99 |
+
}
|
| 100 |
+
} catch (e) {
|
| 101 |
+
results.manifestReachable = false;
|
| 102 |
+
results.manifestError = (e as Error).message;
|
| 103 |
+
}
|
| 104 |
+
}
|
| 105 |
+
|
| 106 |
+
if (data.githubRepo) {
|
| 107 |
+
try {
|
| 108 |
+
const headers: Record<string, string> = { Accept: "application/vnd.github+json" };
|
| 109 |
+
if (data.githubToken) headers.Authorization = `Bearer ${data.githubToken}`;
|
| 110 |
+
const r = await fetch(`https://api.github.com/repos/${data.githubRepo}`, {
|
| 111 |
+
headers,
|
| 112 |
+
signal: AbortSignal.timeout(8000),
|
| 113 |
+
});
|
| 114 |
+
results.githubReachable = r.ok;
|
| 115 |
+
results.githubStatus = r.status;
|
| 116 |
+
} catch (e) {
|
| 117 |
+
results.githubReachable = false;
|
| 118 |
+
results.githubError = (e as Error).message;
|
| 119 |
+
}
|
| 120 |
+
}
|
| 121 |
+
|
| 122 |
+
results.latencyMs = Date.now() - t0;
|
| 123 |
+
return { vehicleId: data.vehicleId, results };
|
| 124 |
+
});
|
| 125 |
+
|
| 126 |
+
const FetchSchema = z.object({
|
| 127 |
+
vehicleId: z.string().min(1).max(80),
|
| 128 |
+
targetFiles: z.array(z.string().min(1).max(300)).min(1).max(20),
|
| 129 |
+
manifestUrl: z.string().optional(),
|
| 130 |
+
githubRepo: z.string().optional(), // "org/repo"
|
| 131 |
+
githubBranch: z.string().optional().default("main"),
|
| 132 |
+
githubToken: z.string().optional(),
|
| 133 |
+
manualCommit: z.string().optional(), // override commit when no manifest
|
| 134 |
+
});
|
| 135 |
+
|
| 136 |
+
export const fetchVehicleCode = createServerFn({ method: "POST" })
|
| 137 |
+
.inputValidator((d: unknown) => FetchSchema.parse(d))
|
| 138 |
+
.handler(async ({ data }): Promise<FetchedCode> => {
|
| 139 |
+
const warnings: string[] = [];
|
| 140 |
+
let commit = data.manualCommit?.trim() || "";
|
| 141 |
+
let branch = data.githubBranch || "main";
|
| 142 |
+
let source: VehicleManifest["source"] = "manual";
|
| 143 |
+
|
| 144 |
+
// Strategy 1: manifest endpoint
|
| 145 |
+
if (!commit && data.manifestUrl) {
|
| 146 |
+
try {
|
| 147 |
+
const url = `${data.manifestUrl.replace(/\/$/, "")}/vehicles/${encodeURIComponent(data.vehicleId)}/manifest`;
|
| 148 |
+
const r = await fetch(url, { signal: AbortSignal.timeout(8000) });
|
| 149 |
+
if (r.ok) {
|
| 150 |
+
const m = (await r.json()) as { commit?: string; branch?: string };
|
| 151 |
+
if (m.commit) {
|
| 152 |
+
commit = m.commit;
|
| 153 |
+
branch = m.branch || branch;
|
| 154 |
+
source = "manifest";
|
| 155 |
+
}
|
| 156 |
+
} else {
|
| 157 |
+
warnings.push(`Manifest endpoint returned ${r.status}`);
|
| 158 |
+
}
|
| 159 |
+
} catch (e) {
|
| 160 |
+
warnings.push(`Manifest fetch failed: ${(e as Error).message}`);
|
| 161 |
+
}
|
| 162 |
+
}
|
| 163 |
+
|
| 164 |
+
// If still no commit, fall back to branch HEAD via GitHub
|
| 165 |
+
if (!commit && data.githubRepo) {
|
| 166 |
+
try {
|
| 167 |
+
const headers: Record<string, string> = { Accept: "application/vnd.github+json" };
|
| 168 |
+
if (data.githubToken) headers.Authorization = `Bearer ${data.githubToken}`;
|
| 169 |
+
const r = await fetch(
|
| 170 |
+
`https://api.github.com/repos/${data.githubRepo}/commits/${encodeURIComponent(branch)}`,
|
| 171 |
+
{ headers, signal: AbortSignal.timeout(8000) },
|
| 172 |
+
);
|
| 173 |
+
if (r.ok) {
|
| 174 |
+
const j = (await r.json()) as { sha?: string };
|
| 175 |
+
if (j.sha) {
|
| 176 |
+
commit = j.sha;
|
| 177 |
+
source = "github";
|
| 178 |
+
warnings.push(`No manifest — fell back to ${branch} HEAD on GitHub`);
|
| 179 |
+
}
|
| 180 |
+
}
|
| 181 |
+
} catch (e) {
|
| 182 |
+
warnings.push(`GitHub HEAD lookup failed: ${(e as Error).message}`);
|
| 183 |
+
}
|
| 184 |
+
}
|
| 185 |
+
|
| 186 |
+
if (!commit) {
|
| 187 |
+
throw new Error(
|
| 188 |
+
"Could not determine deployed commit. Provide a manifest URL, a GitHub repo, or paste the commit hash manually. (Direct SSH-into-vehicle is not available from this serverless runtime — use a manifest endpoint or git mirror.)",
|
| 189 |
+
);
|
| 190 |
+
}
|
| 191 |
+
|
| 192 |
+
// Fetch each file from GitHub raw at that commit
|
| 193 |
+
if (!data.githubRepo) {
|
| 194 |
+
throw new Error("GitHub repo (org/repo) is required to fetch the file contents at the resolved commit.");
|
| 195 |
+
}
|
| 196 |
+
const files: { path: string; content: string }[] = [];
|
| 197 |
+
const headers: Record<string, string> = {};
|
| 198 |
+
if (data.githubToken) headers.Authorization = `Bearer ${data.githubToken}`;
|
| 199 |
+
for (const path of data.targetFiles) {
|
| 200 |
+
const url = `https://raw.githubusercontent.com/${data.githubRepo}/${commit}/${path}`;
|
| 201 |
+
try {
|
| 202 |
+
const r = await fetch(url, { headers, signal: AbortSignal.timeout(10_000) });
|
| 203 |
+
if (r.ok) {
|
| 204 |
+
const content = await r.text();
|
| 205 |
+
files.push({ path, content: content.slice(0, 80_000) });
|
| 206 |
+
} else {
|
| 207 |
+
warnings.push(`${path}: HTTP ${r.status}`);
|
| 208 |
+
}
|
| 209 |
+
} catch (e) {
|
| 210 |
+
warnings.push(`${path}: ${(e as Error).message}`);
|
| 211 |
+
}
|
| 212 |
+
}
|
| 213 |
+
|
| 214 |
+
if (files.length === 0) {
|
| 215 |
+
throw new Error(`Could not fetch any of the requested files at commit ${commit.slice(0, 8)}.`);
|
| 216 |
+
}
|
| 217 |
+
|
| 218 |
+
return {
|
| 219 |
+
manifest: {
|
| 220 |
+
vehicleId: data.vehicleId,
|
| 221 |
+
commitHash: commit,
|
| 222 |
+
branch,
|
| 223 |
+
source,
|
| 224 |
+
fetchedAt: Date.now(),
|
| 225 |
+
warnings,
|
| 226 |
+
},
|
| 227 |
+
files,
|
| 228 |
+
fetchMethod: source === "manifest" ? "manifest+github" : source === "github" ? "github-head" : "manual+github",
|
| 229 |
+
warnings,
|
| 230 |
+
};
|
| 231 |
+
});
|
| 232 |
+
|
| 233 |
+
// ───────────────────────── Stage analysis ─────────────────────────
|
| 234 |
+
|
| 235 |
+
const STAGE_PROMPTS: Record<1 | 2 | 3, string> = {
|
| 236 |
+
1: `You are an expert AV engineer specializing in post-deployment forensic debugging.
|
| 237 |
+
Inputs: deployed vehicle code (identifiers anonymized as fn_NNNN) and a failure description.
|
| 238 |
+
Logs are NOT yet available. Analyze the code statically. Generate ranked hypotheses and predict log signatures.
|
| 239 |
+
Always call submit_stage1.`,
|
| 240 |
+
2: `You are an expert AV engineer. You have anonymized deployed code, a failure description, AND system logs.
|
| 241 |
+
Correlate log evidence against the prior hypotheses (passed in). Reconstruct the timeline. Find the root cause.
|
| 242 |
+
Always call submit_stage2.`,
|
| 243 |
+
3: `You are an expert AV engineer. You have anonymized code, logs, AND ROS bag / sensor data excerpts.
|
| 244 |
+
Trace the full perception → planning → control chain. Determine the failure layer and the definitive root cause.
|
| 245 |
+
Always call submit_stage3.`,
|
| 246 |
+
};
|
| 247 |
+
|
| 248 |
+
const stage1Tool = {
|
| 249 |
+
type: "function" as const,
|
| 250 |
+
function: {
|
| 251 |
+
name: "submit_stage1",
|
| 252 |
+
description: "Submit Stage 1 hypotheses.",
|
| 253 |
+
parameters: {
|
| 254 |
+
type: "object",
|
| 255 |
+
properties: {
|
| 256 |
+
summary: { type: "string" },
|
| 257 |
+
critical_path: { type: "array", items: { type: "string" } },
|
| 258 |
+
hypotheses: {
|
| 259 |
+
type: "array",
|
| 260 |
+
minItems: 1,
|
| 261 |
+
items: {
|
| 262 |
+
type: "object",
|
| 263 |
+
properties: {
|
| 264 |
+
id: { type: "string" },
|
| 265 |
+
title: { type: "string" },
|
| 266 |
+
confidence: { type: "string", enum: ["High", "Medium", "Low"] },
|
| 267 |
+
mechanism: { type: "string" },
|
| 268 |
+
code_evidence: { type: "string" },
|
| 269 |
+
log_signatures: { type: "array", items: { type: "string" } },
|
| 270 |
+
eliminates_if: { type: "string" },
|
| 271 |
+
},
|
| 272 |
+
required: ["id", "title", "confidence", "mechanism", "code_evidence", "log_signatures", "eliminates_if"],
|
| 273 |
+
additionalProperties: false,
|
| 274 |
+
},
|
| 275 |
+
},
|
| 276 |
+
what_to_grep: { type: "array", items: { type: "string" } },
|
| 277 |
+
timeline_question: { type: "string" },
|
| 278 |
+
unknowns: { type: "array", items: { type: "string" } },
|
| 279 |
+
},
|
| 280 |
+
required: ["summary", "critical_path", "hypotheses", "what_to_grep", "timeline_question", "unknowns"],
|
| 281 |
+
additionalProperties: false,
|
| 282 |
+
},
|
| 283 |
+
},
|
| 284 |
+
};
|
| 285 |
+
|
| 286 |
+
const stage2Tool = {
|
| 287 |
+
type: "function" as const,
|
| 288 |
+
function: {
|
| 289 |
+
name: "submit_stage2",
|
| 290 |
+
description: "Submit Stage 2 root cause from code + logs.",
|
| 291 |
+
parameters: {
|
| 292 |
+
type: "object",
|
| 293 |
+
properties: {
|
| 294 |
+
summary: { type: "string" },
|
| 295 |
+
timeline: {
|
| 296 |
+
type: "array",
|
| 297 |
+
items: {
|
| 298 |
+
type: "object",
|
| 299 |
+
properties: {
|
| 300 |
+
offset: { type: "string" },
|
| 301 |
+
event: { type: "string" },
|
| 302 |
+
source: { type: "string" },
|
| 303 |
+
},
|
| 304 |
+
required: ["offset", "event", "source"],
|
| 305 |
+
additionalProperties: false,
|
| 306 |
+
},
|
| 307 |
+
},
|
| 308 |
+
hypothesis_verdicts: {
|
| 309 |
+
type: "array",
|
| 310 |
+
items: {
|
| 311 |
+
type: "object",
|
| 312 |
+
properties: {
|
| 313 |
+
id: { type: "string" },
|
| 314 |
+
verdict: { type: "string", enum: ["CONFIRMED", "ELIMINATED", "POSSIBLE"] },
|
| 315 |
+
evidence: { type: "string" },
|
| 316 |
+
},
|
| 317 |
+
required: ["id", "verdict", "evidence"],
|
| 318 |
+
additionalProperties: false,
|
| 319 |
+
},
|
| 320 |
+
},
|
| 321 |
+
root_cause: {
|
| 322 |
+
type: "object",
|
| 323 |
+
properties: {
|
| 324 |
+
function: { type: "string" },
|
| 325 |
+
line_hint: { type: "string" },
|
| 326 |
+
mechanism: { type: "string" },
|
| 327 |
+
confidence: { type: "string", enum: ["High", "Medium", "Low"] },
|
| 328 |
+
},
|
| 329 |
+
required: ["function", "line_hint", "mechanism", "confidence"],
|
| 330 |
+
additionalProperties: false,
|
| 331 |
+
},
|
| 332 |
+
what_vehicle_saw: { type: "string" },
|
| 333 |
+
still_unknown: { type: "array", items: { type: "string" } },
|
| 334 |
+
},
|
| 335 |
+
required: ["summary", "timeline", "hypothesis_verdicts", "root_cause", "what_vehicle_saw", "still_unknown"],
|
| 336 |
+
additionalProperties: false,
|
| 337 |
+
},
|
| 338 |
+
},
|
| 339 |
+
};
|
| 340 |
+
|
| 341 |
+
const stage3Tool = {
|
| 342 |
+
type: "function" as const,
|
| 343 |
+
function: {
|
| 344 |
+
name: "submit_stage3",
|
| 345 |
+
description: "Submit Stage 3 definitive cause from code + logs + sensor data.",
|
| 346 |
+
parameters: {
|
| 347 |
+
type: "object",
|
| 348 |
+
properties: {
|
| 349 |
+
summary: { type: "string" },
|
| 350 |
+
failure_layer: { type: "string", enum: ["SENSING", "PROCESSING", "PLANNING", "CONTROL"] },
|
| 351 |
+
perception_state: {
|
| 352 |
+
type: "object",
|
| 353 |
+
properties: {
|
| 354 |
+
what_vehicle_saw: { type: "string" },
|
| 355 |
+
what_it_should_have_seen: { type: "string" },
|
| 356 |
+
discrepancy: { type: "string" },
|
| 357 |
+
},
|
| 358 |
+
required: ["what_vehicle_saw", "what_it_should_have_seen", "discrepancy"],
|
| 359 |
+
additionalProperties: false,
|
| 360 |
+
},
|
| 361 |
+
full_chain: {
|
| 362 |
+
type: "array",
|
| 363 |
+
items: {
|
| 364 |
+
type: "object",
|
| 365 |
+
properties: {
|
| 366 |
+
layer: { type: "string" },
|
| 367 |
+
input: { type: "string" },
|
| 368 |
+
output: { type: "string" },
|
| 369 |
+
issue: { type: "string" },
|
| 370 |
+
},
|
| 371 |
+
required: ["layer", "input", "output", "issue"],
|
| 372 |
+
additionalProperties: false,
|
| 373 |
+
},
|
| 374 |
+
},
|
| 375 |
+
definitive_cause: {
|
| 376 |
+
type: "object",
|
| 377 |
+
properties: {
|
| 378 |
+
function: { type: "string" },
|
| 379 |
+
mechanism: { type: "string" },
|
| 380 |
+
confidence: { type: "string", enum: ["High"] },
|
| 381 |
+
},
|
| 382 |
+
required: ["function", "mechanism", "confidence"],
|
| 383 |
+
additionalProperties: false,
|
| 384 |
+
},
|
| 385 |
+
fix: { type: "string" },
|
| 386 |
+
test_case: { type: "string" },
|
| 387 |
+
},
|
| 388 |
+
required: ["summary", "failure_layer", "perception_state", "full_chain", "definitive_cause", "fix", "test_case"],
|
| 389 |
+
additionalProperties: false,
|
| 390 |
+
},
|
| 391 |
+
},
|
| 392 |
+
};
|
| 393 |
+
|
| 394 |
+
const StageInput = z.object({
|
| 395 |
+
stage: z.union([z.literal(1), z.literal(2), z.literal(3)]),
|
| 396 |
+
code: z.string().min(1).max(200_000),
|
| 397 |
+
failureDescription: z.string().min(1).max(5_000),
|
| 398 |
+
logs: z.string().max(120_000).optional(),
|
| 399 |
+
bagData: z.string().max(120_000).optional(),
|
| 400 |
+
priorStage1: z.unknown().optional(),
|
| 401 |
+
priorStage2: z.unknown().optional(),
|
| 402 |
+
});
|
| 403 |
+
|
| 404 |
+
function deepRestore(value: any, rev: Map<string, string>): any {
|
| 405 |
+
if (typeof value === "string") return restore(value, rev);
|
| 406 |
+
if (Array.isArray(value)) return value.map((v) => deepRestore(v, rev));
|
| 407 |
+
if (value && typeof value === "object") {
|
| 408 |
+
const out: any = {};
|
| 409 |
+
for (const [k, v] of Object.entries(value)) out[k] = deepRestore(v, rev);
|
| 410 |
+
return out;
|
| 411 |
+
}
|
| 412 |
+
return value;
|
| 413 |
+
}
|
| 414 |
+
|
| 415 |
+
export const runForensicStage = createServerFn({ method: "POST" })
|
| 416 |
+
.inputValidator((d: unknown) => StageInput.parse(d))
|
| 417 |
+
.handler(async ({ data }): Promise<{ result: StageResult; sanitizationStats: { identifiersTokenized: number; commentsStripped: number; secretsBlocked: number } }> => {
|
| 418 |
+
const apiKey = process.env.LOVABLE_API_KEY;
|
| 419 |
+
if (!apiKey) throw new Error("LOVABLE_API_KEY not configured");
|
| 420 |
+
|
| 421 |
+
const codeS = sanitize(data.code);
|
| 422 |
+
const failureS = sanitize(data.failureDescription);
|
| 423 |
+
const logsS = data.logs ? sanitize(data.logs) : null;
|
| 424 |
+
const bagS = data.bagData ? sanitize(data.bagData) : null;
|
| 425 |
+
|
| 426 |
+
// Combine reverse maps so restore() works on AI output that references any token
|
| 427 |
+
const reverse = new Map<string, string>();
|
| 428 |
+
for (const m of [codeS.reverseMap, failureS.reverseMap, logsS?.reverseMap, bagS?.reverseMap]) {
|
| 429 |
+
if (m) for (const [k, v] of m.entries()) reverse.set(k, v);
|
| 430 |
+
}
|
| 431 |
+
|
| 432 |
+
const tools = [stage1Tool, stage2Tool, stage3Tool];
|
| 433 |
+
const toolName = `submit_stage${data.stage}` as const;
|
| 434 |
+
|
| 435 |
+
const userParts: string[] = [
|
| 436 |
+
`DEPLOYED CODE (anonymized):\n${codeS.sanitized.slice(0, 50_000)}`,
|
| 437 |
+
`\n\nFAILURE DESCRIPTION:\n${failureS.sanitized}`,
|
| 438 |
+
];
|
| 439 |
+
if (data.priorStage1) userParts.push(`\n\nSTAGE 1 HYPOTHESES:\n${JSON.stringify(data.priorStage1)}`);
|
| 440 |
+
if (data.priorStage2) userParts.push(`\n\nSTAGE 2 ROOT CAUSE:\n${JSON.stringify(data.priorStage2)}`);
|
| 441 |
+
if (logsS) userParts.push(`\n\nSYSTEM LOGS (anonymized):\n${logsS.sanitized.slice(0, 40_000)}`);
|
| 442 |
+
if (bagS) userParts.push(`\n\nROS BAG / SENSOR DATA (anonymized):\n${bagS.sanitized.slice(0, 40_000)}`);
|
| 443 |
+
|
| 444 |
+
const resp = await fetch("https://ai.gateway.lovable.dev/v1/chat/completions", {
|
| 445 |
+
method: "POST",
|
| 446 |
+
headers: { Authorization: `Bearer ${apiKey}`, "Content-Type": "application/json" },
|
| 447 |
+
body: JSON.stringify({
|
| 448 |
+
model: "google/gemini-2.5-flash",
|
| 449 |
+
messages: [
|
| 450 |
+
{ role: "system", content: STAGE_PROMPTS[data.stage] },
|
| 451 |
+
{ role: "user", content: userParts.join("") },
|
| 452 |
+
],
|
| 453 |
+
tools,
|
| 454 |
+
tool_choice: { type: "function", function: { name: toolName } },
|
| 455 |
+
}),
|
| 456 |
+
});
|
| 457 |
+
|
| 458 |
+
if (!resp.ok) {
|
| 459 |
+
const text = await resp.text();
|
| 460 |
+
if (resp.status === 429) throw new Error("Rate limit reached. Try again shortly.");
|
| 461 |
+
if (resp.status === 402) throw new Error("AI credits exhausted. Add credits in Workspace > Usage.");
|
| 462 |
+
throw new Error(`AI gateway error ${resp.status}: ${text.slice(0, 300)}`);
|
| 463 |
+
}
|
| 464 |
+
|
| 465 |
+
const json = await resp.json();
|
| 466 |
+
const toolCall = json.choices?.[0]?.message?.tool_calls?.[0];
|
| 467 |
+
if (!toolCall?.function?.arguments) throw new Error("AI did not return structured analysis.");
|
| 468 |
+
|
| 469 |
+
const parsedRaw = JSON.parse(toolCall.function.arguments);
|
| 470 |
+
const restored = deepRestore(parsedRaw, reverse) as StageResult;
|
| 471 |
+
restored.stage = data.stage as any;
|
| 472 |
+
|
| 473 |
+
return {
|
| 474 |
+
result: restored,
|
| 475 |
+
sanitizationStats: {
|
| 476 |
+
identifiersTokenized:
|
| 477 |
+
codeS.stats.identifiersTokenized +
|
| 478 |
+
failureS.stats.identifiersTokenized +
|
| 479 |
+
(logsS?.stats.identifiersTokenized ?? 0) +
|
| 480 |
+
(bagS?.stats.identifiersTokenized ?? 0),
|
| 481 |
+
commentsStripped:
|
| 482 |
+
codeS.stats.commentsStripped +
|
| 483 |
+
(logsS?.stats.commentsStripped ?? 0) +
|
| 484 |
+
(bagS?.stats.commentsStripped ?? 0),
|
| 485 |
+
secretsBlocked:
|
| 486 |
+
codeS.stats.secretsBlocked +
|
| 487 |
+
failureS.stats.secretsBlocked +
|
| 488 |
+
(logsS?.stats.secretsBlocked ?? 0) +
|
| 489 |
+
(bagS?.stats.secretsBlocked ?? 0),
|
| 490 |
+
},
|
| 491 |
+
};
|
| 492 |
+
});
|