GLM-5.3-Flash Provider Benchmark

[{"_1":2,"_3":-5,"_4":-5},"loaderData",{"_5":6,"_7":8,"_9":10},"actionData","errors","root",{"_421":422,"_423":424},"routes/_app.x.$handle.$name",{"_99":98,"_31":44,"_108":89,"_26":109,"_13":14,"_110":-5,"_11":111,"_112":113,"_114":115,"_116":117,"_118":119,"_20":-5,"_120":-5,"_121":-5,"_122":24,"_123":124,"_125":58,"_126":-5,"_127":-5,"_128":129},"routes/_app.x.$handle.$name.branch.$branch.version.$version.diff",{"_11":12,"_13":14,"_15":16,"_17":-5,"_18":-5},"project",{"_42":43,"_31":44,"_37":45,"_46":-5,"_47":24,"_48":49,"_50":49,"_51":52,"_53":-5,"_18":54,"_55":56,"_57":58,"_59":-5,"_60":-5,"_61":62,"_63":64,"_65":66,"_67":68,"_69":70,"_71":-5,"_72":73,"_74":73,"_75":76,"_77":76,"_78":76,"_79":73,"_80":73,"_81":82,"_83":84,"_85":86,"_87":24},"version",237,"changes",[19],"aiChatInfo","userId",{"_20":21,"_22":-7,"_23":24,"_25":24,"_26":27,"_28":27},"file",{"_29":30,"_31":32,"_33":34,"_35":36,"_37":38,"_39":14,"_40":41,"_23":24},"previous","deleted",false,"deletedHere","path","benchmark/measurement.ts","latestPath","fileId","8b3529aa-a258-11f1-85e0-1607ee4eb77e","name","measurement.ts","fileType","script","content","import type {\n BenchmarkMeasurement,\n GatewayEndpoint,\n MeasurementErrorCode,\n} from \"../shared/types.ts\";\n\ninterface ObservationBase {\n runId: string;\n endpoint: GatewayEndpoint;\n attempt: number;\n startedAt: string;\n completedAt: string;\n ttftMs: number | null;\n durationMs: number;\n responsePreview: string | null;\n}\n\nexport type AttemptObservation =\n | ObservationBase & {\n kind: \"completed\";\n hasText: boolean;\n inputTokens: number | null;\n outputTokens: number | null;\n cacheReadTokens: number | null;\n cacheWriteTokens: number | null;\n providerMetadata: Record | null;\n }\n | ObservationBase & {\n kind: \"failed\";\n error: string;\n };\n\nfunction numericValue(value: unknown): number | null {\n if (typeof value === \"number\" && Number.isFinite(value)) return value;\n if (typeof value === \"string\") {\n const parsed = Number(value);\n return Number.isFinite(parsed) ? parsed : null;\n }\n return null;\n}\n\nfunction readGatewayCost(\n metadata: Record | null,\n): number | null {\n const gateway = metadata?.gateway;\n if (!gateway || typeof gateway !== \"object\") return null;\n const record = gateway as Record;\n return numericValue(record.cost)\n ?? numericValue(record.costUsd)\n ?? numericValue(record.totalCost);\n}\n\nfunction measurementErrorCode(message: string): MeasurementErrorCode {\n return /timed out|timeout|aborted/i.test(message)\n ? \"timeout\"\n : \"provider_error\";\n}\n\nfunction generationTokensPerSecond(\n outputTokens: number | null,\n durationMs: number,\n ttftMs: number | null,\n): number | null {\n if (outputTokens === null || outputTokens <= 0 || ttftMs === null) {\n return null;\n }\n const generationDurationMs = durationMs - ttftMs;\n return generationDurationMs > 0\n ? outputTokens / (generationDurationMs / 1_000)\n : null;\n}\n\nexport function toBenchmarkMeasurement(\n observation: AttemptObservation,\n): BenchmarkMeasurement {\n const common = {\n runId: observation.runId,\n provider: observation.endpoint.provider_name,\n attempt: observation.attempt,\n startedAt: observation.startedAt,\n completedAt: observation.completedAt,\n ttftMs: observation.ttftMs,\n durationMs: observation.durationMs,\n responsePreview: observation.responsePreview,\n providerInfo: observation.endpoint,\n };\n\n if (observation.kind === \"failed\") {\n return {\n ...common,\n status: \"error\",\n outcome: \"error\",\n errorCode: measurementErrorCode(observation.error),\n inputTokens: null,\n outputTokens: null,\n cacheReadTokens: null,\n cacheWriteTokens: null,\n costUsd: null,\n tokensPerSecond: null,\n error: observation.error,\n providerMetadata: null,\n };\n }\n\n return {\n ...common,\n status: observation.hasText ? \"ok\" : \"error\",\n outcome: observation.hasText ? \"text\" : \"no_text\",\n errorCode: observation.hasText ? null : \"no_text\",\n inputTokens: observation.inputTokens,\n outputTokens: observation.outputTokens,\n cacheReadTokens: observation.cacheReadTokens,\n cacheWriteTokens: observation.cacheWriteTokens,\n costUsd: readGatewayCost(observation.providerMetadata),\n tokensPerSecond: observation.hasText\n ? generationTokensPerSecond(\n observation.outputTokens,\n observation.durationMs,\n observation.ttftMs,\n )\n : null,\n error: observation.hasText ? null : \"No text output was returned.\",\n providerMetadata: observation.providerMetadata,\n };\n}\n","createdAt",["D",1787863660144],"branchVersion","branchId","24cb14b4-1851-4548-adc6-43a574860a3d","id","d055324c-28f9-4529-80dd-e9bbfbdbeb65","glm53-flash-benchmark",["D",1787848294548],"deletedAt","legacyEnvVars","privacy","public","httpPrivacy","description","Run and compare AI Gateway providers","imageUrl","a0bf3b31-15a5-4d5c-880e-4b1e22c9bc18","pinnedFileId","01a04410-0100-7214-ba2d-a172e514af90","pinPreview",true,"pinMigrated","screenshotVersion","likeCount",0,"orgId","ba7bb5fb-1abb-4ffb-8f3d-7c244782e5f7","tursoName","d055324c28f9452980dde9bbfbdbeb65","tursoHostname","d055324c28f9452980dde9bbfbdbeb65-val-town.aws-us-east-2.turso.io","tursoMeasuredAt",["D",1789500119686],"pinned","userPerm","r","valPerm","blobPerm","rw","emailPerm","sqlitePerm","projectPerm","telemetryPerm","user",{"_99":98,"_107":103},"org",{"_99":98,"_100":101,"_102":103,"_18":-5,"_104":105,"_106":58},"branch",{"_13":88,"_31":89,"_42":41,"_90":43,"_91":-5,"_92":-5,"_93":-5,"_94":-5,"_95":-5,"_96":44,"_97":98},"isOwned",338,"main","projectId","forkedBranchId","forkedBranchVersion","forkedProjectPrivacy","forkedProjectId","forkedProjectOrgId","projectName","userHandle","valdottown","handle","displayName","Val Town ","avatar","https://img.clerk.com/eyJ0eXBlIjoicHJveHkiLCJzcmMiOiJodHRwczovL2ltYWdlcy5jbGVyay5kZXYvdXBsb2FkZWQvaW1nXzJyWnQ5cFE0c3pleVRCSEVTWmxzaXJsTUlGciJ9","tier","business","canRestrictVals","profileImageUrl","branchName","","adoptOrgId",{"_42":43,"_31":44,"_37":416,"_46":-5,"_47":24,"_48":49,"_50":49,"_51":52,"_53":-5,"_18":54,"_55":56,"_57":58,"_59":-5,"_60":-5,"_61":62,"_63":64,"_65":66,"_67":68,"_69":417,"_71":-5,"_72":73,"_74":73,"_75":76,"_77":76,"_78":76,"_79":73,"_80":73,"_81":418,"_83":419,"_85":420,"_87":24},"tree",[191,198,203,215,217,218],"files",[191,192,193,194,195,196,197,198,199,200,201,202,203,204,205,206,207,208,209,210,211,212,213,214,215,216,217,218],"counts",{"_181":62,"_182":178,"_183":166,"_184":185,"_186":187},"contents",[130,131,132,133,134,135],"upstreamProject","upstreamBranch","emptyEnvVars","flags",[],"hasHttpFiles","grants","orgs","customDomains",{},{"_42":175,"_31":176,"_29":177,"_138":-5,"_40":41,"_39":178,"_140":58,"_37":179,"_13":62,"_33":161,"_35":-5,"_23":24,"_145":-5,"_26":180},{"_42":169,"_31":170,"_29":171,"_138":-5,"_40":41,"_39":172,"_140":58,"_37":173,"_13":62,"_33":161,"_35":-5,"_23":24,"_145":-5,"_26":174},{"_42":163,"_31":164,"_29":165,"_138":-5,"_40":41,"_39":166,"_140":58,"_37":167,"_13":62,"_33":161,"_35":-5,"_23":24,"_145":-5,"_26":168},{"_42":156,"_31":157,"_29":158,"_138":-5,"_40":41,"_39":159,"_140":58,"_37":160,"_13":62,"_33":161,"_35":-5,"_23":24,"_145":-5,"_26":162},{"_42":148,"_31":149,"_29":150,"_138":-5,"_40":41,"_39":151,"_140":24,"_37":152,"_13":153,"_33":20,"_35":154,"_23":24,"_145":-5,"_26":155},{"_42":136,"_31":137,"_29":56,"_138":-5,"_40":41,"_39":139,"_140":24,"_37":141,"_13":142,"_33":143,"_35":144,"_23":24,"_145":146,"_26":147},"5f0cf0af-ee3a-4bd8-944b-b297596b3da0","index.ts","parentId",196,"latest",["D",1787858406876],8,"http","import { parseVal, serveImmutableFile } from \"https://esm.town/v/std/utils/index.ts\";\nimport { Hono } from \"npm:hono@4\";\nimport { listMeasurements } from \"./db/measurements.ts\";\nimport { getBenchmarkResults } from \"./db/results.ts\";\nimport { Root } from \"./frontend/root.tsx\";\nimport type {\n MeasurementPublicStatus,\n MeasurementSortDirection,\n MeasurementSortKey,\n} from \"./shared/types.ts\";\n\nconst MODEL_ID = \"zai/glm-5.3-flash\";\nconst MEASUREMENT_SORT_KEYS = new Set([\n \"runStartedAt\",\n \"provider\",\n \"attempt\",\n \"status\",\n \"startedAt\",\n \"ttftMs\",\n \"durationMs\",\n \"tokensPerSecond\",\n \"inputTokens\",\n \"outputTokens\",\n \"cacheReadTokens\",\n \"cacheWriteTokens\",\n \"costUsd\",\n \"message\",\n]);\nconst app = new Hono();\n\nfunction measurementSortKey(value: string | undefined): MeasurementSortKey {\n const key = value as MeasurementSortKey | undefined;\n return key && MEASUREMENT_SORT_KEYS.has(key) ? key : \"startedAt\";\n}\n\nfunction measurementStatus(\n value: string | undefined,\n): MeasurementPublicStatus | undefined {\n return value === \"success\" || value === \"error\" ? value : undefined;\n}\n\nfunction positiveInteger(\n value: string | undefined,\n fallback: number,\n maximum: number,\n): number {\n const parsed = Number(value);\n return Number.isInteger(parsed) && parsed > 0\n ? Math.min(parsed, maximum)\n : fallback;\n}\n\nfunction nonNegativeInteger(\n value: string | undefined,\n fallback: number,\n maximum: number,\n): number {\n const parsed = Number(value);\n return Number.isSafeInteger(parsed) && parsed >= 0\n ? Math.min(parsed, maximum)\n : fallback;\n}\n\napp.get(\"/\", (c) => c.html(Root()));\napp.get(\"/measurements\", (c) => c.html(Root()));\n\napp.get(\"/__immutable/*\", (c) => serveImmutableFile(c.req.path));\n\napp.get(\"/api/results\", async (c) => {\n const results = await getBenchmarkResults(MODEL_ID);\n c.header(\"Cache-Control\", \"no-store\");\n c.header(\"X-Content-Type-Options\", \"nosniff\");\n return c.json({ results });\n});\n\napp.get(\"/api/measurements\", async (c) => {\n const attemptValue = c.req.query(\"attempt\");\n const attempt = positiveInteger(attemptValue, 0, 100);\n const direction: MeasurementSortDirection =\n c.req.query(\"direction\") === \"asc\" ? \"asc\" : \"desc\";\n\n const measurements = await listMeasurements({\n modelId: MODEL_ID,\n provider: c.req.query(\"provider\") || undefined,\n status: measurementStatus(c.req.query(\"status\")),\n attempt: attempt > 0 ? attempt : undefined,\n runId: c.req.query(\"run\") || undefined,\n sortKey: measurementSortKey(c.req.query(\"sort\")),\n direction,\n limit: positiveInteger(c.req.query(\"limit\"), 50, 100),\n offset: nonNegativeInteger(c.req.query(\"offset\"), 0, 10_000_000),\n });\n\n c.header(\"Cache-Control\", \"no-store\");\n c.header(\"X-Content-Type-Options\", \"nosniff\");\n return c.json({ measurements });\n});\n\napp.get(\"/source\", (c) => c.redirect(parseVal().links.self.val));\n\napp.onError((err, c) => {\n console.error(\n \"Benchmark request failed:\",\n err instanceof Error ? err.message : String(err),\n );\n c.header(\"Cache-Control\", \"no-store\");\n c.header(\"X-Content-Type-Options\", \"nosniff\");\n return c.req.path.startsWith(\"/api/\")\n ? c.json({ error: \"The request could not be completed.\" }, 500)\n : c.text(\"The page could not be loaded.\", 500);\n});\n\nexport default app.fetch;\n","label","glm53flash",[137],"e0766aac-67cf-4ae4-b47f-7e89d4839c31","README.md","01a04410-0100-7214-ba2d-9ca990fb87d3",228,["D",1787859606402],22,"# GLM-5.3-Flash Gateway Benchmark\n\nA public, read-only Val Town page that compares providers serving\n`zai/glm-5.3-flash` through Vercel AI Gateway.\n\n## How results work\n\nEvery provider attempt is one row in the val-scoped\n`benchmark_measurements` SQLite table. Results pool measurements from every\ncompleted scheduled and manual run.\n\nBefore each run, the worker fetches Vercel's live endpoint catalog. It\nbenchmarks every returned provider and stores a normalized provider snapshot.\nProviders newly added by Vercel are included automatically. The full catalog\nalso stays on the run record so an interrupted run resumes against the exact\nprovider set it started with.\n\nThe sortable provider table reports:\n\n- Success rate across all attempts.\n- TTFT p50 and p95 across successful responses.\n- p50 and p5 output tokens per second across successful responses.\n- Cache hits among eligible repeated successful responses.\n- Effective observed cost per million input plus output tokens.\n\nEffective $/MTok is total observed cost divided by total input plus output\ntokens, multiplied by one million. Cached tokens remain part of input tokens,\nwhile their discounted price is reflected in observed cost.\n\np50 is the median. TTFT p95 is the slow latency tail, while tokens/sec p5 is\nthe slow throughput tail. With fewer than 20 observations, nearest-rank p95 and\np5 are the observed maximum and minimum.\n\nThe measurements page exposes only two public outcomes: Success and Error.\nSuccessful rows show a check mark. Error rows show a short, redacted error\nmessage; timeouts include the configured 75 second limit. Raw response text and\nprovider metadata remain private.\n\n## Schedule\n\n`benchmark/scheduled.ts` runs every 15 minutes in UTC. Each execution refreshes\nthe provider catalog, then runs the full benchmark. Requests have a 75 second\ntimeout and automatic SDK retries are disabled.\n\nA SQLite execution lock prevents scheduled and manual starts from overlapping.\nThe runner renews its lease while work progresses; a lock expires after 90\nminutes without a renewal so an interrupted worker cannot block future runs\nforever. Individual attempts are checkpointed, so an interrupted run can resume\nwithout duplicating stored measurements.\n\n## Run manually\n\nEdit `benchmark/config.ts` if needed, then open `benchmark/run.ts` in Val\nTown and click **Run**. Public visitors cannot invoke the runner from the HTTP\napp.\n\n## Access\n\nThe Gateway credential is stored as the encrypted\n`VERCEL_AI_GATEWAY_API_KEY` environment variable. The HTTP app exposes only\nread-only routes, so public visitors cannot start paid model requests.\n\n## Structure\n\n- `benchmark/` — configuration, fixed conversation, manual runner, and scheduled interval.\n- `db/` — val-scoped SQLite schema, writes, provider snapshots, and cross-run aggregation.\n- `frontend/` — React interface styled with Twind.\n- `shared/` — shared benchmark and result 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1787858397606],9,"export type BenchmarkStatus = \"running\" | \"completed\" | \"failed\";\nexport type MeasurementStatus = \"ok\" | \"error\";\n\nexport interface BenchmarkConfig {\n label: string;\n modelId: string;\n runsPerProvider: number;\n maxOutputTokens: number;\n providerConcurrency: number;\n requestTimeoutMs: number;\n providers?: string[];\n}\n\nexport interface GatewayEndpoint {\n provider_name: string;\n name?: string;\n has_zdr?: boolean;\n has_no_training?: boolean;\n supports_implicit_caching?: boolean;\n pricing?: Record;\n latency_last_1h?: { p50?: number; p95?: number };\n throughput_last_1h?: { p50?: number; p95?: number };\n tags?: string[];\n [key: string]: unknown;\n}\n\nexport interface BenchmarkRunSummary {\n id: string;\n label: string;\n modelId: string;\n status: BenchmarkStatus;\n startedAt: string;\n completedAt: string | null;\n runsPerProvider: number;\n maxOutputTokens: number;\n providerCount: number;\n successfulMeasurements: number;\n failedMeasurements: number;\n error: string | null;\n}\n\nexport type StoredMeasurementOutcome = \"text\" | \"no_text\" | \"error\";\nexport type MeasurementErrorCode =\n | \"no_text\"\n | \"timeout\"\n | \"provider_error\"\n | null;\n\nexport interface BenchmarkMeasurement {\n runId: string;\n provider: string;\n attempt: number;\n status: MeasurementStatus;\n outcome: StoredMeasurementOutcome;\n errorCode: MeasurementErrorCode;\n startedAt: string;\n completedAt: string;\n ttftMs: number | null;\n durationMs: number | null;\n inputTokens: number | null;\n outputTokens: number | null;\n cacheReadTokens: number | null;\n cacheWriteTokens: number | null;\n costUsd: number | null;\n tokensPerSecond: number | null;\n responsePreview: string | null;\n error: string | null;\n providerMetadata: Record | null;\n providerInfo: GatewayEndpoint;\n}\n\nexport type MeasurementPublicStatus = \"success\" | \"error\";\n\nexport type MeasurementSortKey =\n | \"runStartedAt\"\n | \"provider\"\n | \"attempt\"\n | \"status\"\n | \"startedAt\"\n | \"ttftMs\"\n | \"durationMs\"\n | \"tokensPerSecond\"\n | \"inputTokens\"\n | \"outputTokens\"\n | \"cacheReadTokens\"\n | \"cacheWriteTokens\"\n | \"costUsd\"\n | \"message\";\n\nexport type MeasurementSortDirection = \"asc\" | \"desc\";\n\nexport interface MeasurementListItem {\n runId: string;\n runStartedAt: string;\n runStatus: BenchmarkStatus;\n provider: string;\n attempt: number;\n status: MeasurementPublicStatus;\n startedAt: string;\n completedAt: string;\n ttftMs: number | null;\n durationMs: number | null;\n inputTokens: number | null;\n outputTokens: number | null;\n cacheReadTokens: number | null;\n cacheWriteTokens: number | null;\n costUsd: number | null;\n tokensPerSecond: number | null;\n error: string | null;\n}\n\nexport interface MeasurementRunOption {\n id: string;\n startedAt: string;\n status: BenchmarkStatus;\n measurementCount: number;\n}\n\nexport interface MeasurementListResponse {\n items: MeasurementListItem[];\n total: number;\n limit: number;\n offset: number;\n providers: string[];\n attempts: number[];\n runs: MeasurementRunOption[];\n}\n\nexport interface BenchmarkRunDetail extends BenchmarkRunSummary {\n config: BenchmarkConfig;\n endpointSnapshot: GatewayEndpoint[];\n measurements: BenchmarkMeasurement[];\n}\n\nexport interface ProviderResult {\n provider: string;\n runCount: number;\n attempts: number;\n successes: number;\n failures: number;\n successRate: number;\n p50TtftMs: number | null;\n p95TtftMs: number | null;\n p50DurationMs: number | null;\n p95DurationMs: number | null;\n p50TokensPerSecond: number | null;\n p05TokensPerSecond: number | null;\n cacheEligibleAttempts: number;\n cacheHits: number;\n cacheHitRate: number | null;\n effectiveCostPerMillionTokensUsd: number | null;\n}\n\nexport interface BenchmarkResults {\n modelId: string;\n runCount: number;\n attemptCount: number;\n successfulAttempts: number;\n failedAttempts: number;\n firstRunAt: string | null;\n lastCompletedAt: string | null;\n providers: ProviderResult[];\n}\n",[],[157,227],["D",1787848382634],[216],[157],"0921c7f1-3a63-4c80-b035-7a8887bae310","root.tsx","01a04410-0100-7214-ba2d-918a7f307571",44,["D",1787852742071],"/** @jsxImportSource npm:hono@4/jsx */\nimport { raw } from \"npm:hono@4/html\";\nimport { immutableFileUrl } from \"https://esm.town/v/std/utils/index.ts\";\n\nexport function Root() {\n return (\n <>\n {raw(\"\")}\n \n \n \n \n \n \n GLM-5.3-Flash Provider Benchmark\n

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