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ts_utc
stringdate
2026-09-23 18:05:34
2026-09-28 23:20:09
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2026-09-23T18:05:34+00:00
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2026-09-23T18:05:37+00:00
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2026-09-23T18:05:40+00:00
4ib59mjp0vgaao
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2026-09-23T18:07:51+00:00
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2026-09-23T18:07:55+00:00
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2026-09-23T18:07:58+00:00
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2026-09-23T18:08:01+00:00
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2026-09-23T18:08:05+00:00
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2026-09-23T18:08:08+00:00
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2026-09-23T18:50:39+00:00
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2026-09-23T18:50:40+00:00
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2026-09-23T18:50:42+00:00
4ib59mjp0vgaao
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{"score": 2, "reason": "The Federal Reserve's decision not to change rates may have a broad market impact but does not directly affect the specific stocks listed (NVDA, TSM, AAPL). It could influence interest rates and overall market sentiment, but the effect is not immediate or specific to these
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2026-09-23T18:50:43+00:00
4ib59mjp0vgaao
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2026-09-23T18:50:45+00:00
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2026-09-23T18:50:46+00:00
4ib59mjp0vgaao
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2026-09-23T19:00:06+00:00
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2026-09-23T19:00:07+00:00
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2026-09-23T19:00:09+00:00
4ib59mjp0vgaao
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2026-09-23T19:00:10+00:00
4ib59mjp0vgaao
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2026-09-23T19:00:12+00:00
4ib59mjp0vgaao
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2026-09-23T19:00:14+00:00
4ib59mjp0vgaao
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2026-09-23T19:09:20+00:00
4ib59mjp0vgaao
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2026-09-23T19:09:21+00:00
4ib59mjp0vgaao
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2026-09-23T19:09:23+00:00
4ib59mjp0vgaao
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2026-09-23T19:09:25+00:00
4ib59mjp0vgaao
24GBPRO-1.10
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2026-09-23T19:09:26+00:00
4ib59mjp0vgaao
24GBPRO-1.10
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2026-09-23T19:09:27+00:00
4ib59mjp0vgaao
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2026-09-23T19:53:07+00:00
4ib59mjp0vgaao
24GBPRO-1.10
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2026-09-23T19:53:09+00:00
4ib59mjp0vgaao
24GBPRO-1.10
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2026-09-23T19:53:11+00:00
4ib59mjp0vgaao
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{"score": 2, "reason": "The Federal Reserve's decision not to change rates may have a broad market impact but does not directly affect the specific stocks listed (NVDA, TSM, AAPL). It could influence interest rates and overall market sentiment, but the effect is not immediate or specific to these
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2026-09-23T21:36:02+00:00
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2026-09-23T21:37:34+00:00
29fqxvabtskzb8
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2026-09-23T21:38:31+00:00
29fqxvabtskzb8
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2026-09-23T21:45:59+00:00
29fqxvabtskzb8
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2026-09-23T21:46:50+00:00
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```json\n{"score": 2, "reason": "The news relates to monetary policy and inflation, which can have broad market implications, but it does not directly impact the operations, supply chain, or customers of NVDA, TSM, or AAPL. It is more of a macroeconomic update than breaking
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2026-09-23T21:46:53+00:00
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```json\n{"score": 2, "reason": "The news relates to monetary policy and inflation, which can have broad market implications, but it does not directly impact the operations, supply chain, or customers of NVDA, TSM, or AAPL. It is more of a macroeconomic update than breaking
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2026-09-23T21:46:56+00:00
29fqxvabtskzb8
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```json\n{"score": 2, "reason": "The news relates to monetary policy and inflation, which can have broad market implications, but it does not directly impact the operations, supply chain, or customers of NVDA, TSM, or AAPL. It is more of a macroeconomic update than breaking
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2026-09-23T21:46:58+00:00
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```json\n{"score": 2, "reason": "The news relates to monetary policy and inflation, which can have broad market implications, but it does not directly impact the operations, supply chain, or customers of NVDA, TSM, or AAPL. It is more of a macroeconomic update than breaking
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2026-09-23T21:47:01+00:00
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```json\n{"score": 2, "reason": "The news relates to monetary policy and inflation, which can have broad market implications, but it does not directly impact the operations, supply chain, or customers of NVDA, TSM, or AAPL. It is more of a macroeconomic update than breaking
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2026-09-23T21:47:04+00:00
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```json\n{"score": 2, "reason": "The news relates to monetary policy and inflation, which can have broad market implications, but it does not directly impact the operations, supply chain, or customers of NVDA, TSM, or AAPL. It is more of a macroeconomic update than breaking
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2026-09-27T19:53:24+00:00
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2026-09-27T20:26:25+00:00
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2026-09-27T20:27:00+00:00
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2026-09-27T20:27:02+00:00
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2026-09-27T20:27:03+00:00
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2026-09-27T20:27:05+00:00
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2026-09-27T20:34:52+00:00
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2026-09-27T20:34:54+00:00
kbme98hqtjthdl
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2026-09-27T20:42:02+00:00
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null
2026-09-27T20:46:06+00:00
kbme98hqtjthdl
A100-vol2
qwen/qwen3-8b
warm
0
1
243,861
241,627
1,445
COMPLETED
140
64
length
{"score": 2, "reason": "The Federal Reserve's decision not to change rates may have a broad market impact, but it does not directly affect the specific stocks listed (NVDA, TSM, AAPL) in a material way. It could influence interest rates and overall market sentiment, but the effect
null
null
2026-09-27T20:46:09+00:00
kbme98hqtjthdl
A100-vol2
qwen/qwen3-8b
warm
0
2
2,544
53
1,289
COMPLETED
140
64
length
{"score": 2, "reason": "The Federal Reserve's decision not to change rates may have a broad market impact but does not directly affect the specific stocks listed (NVDA, TSM, AAPL). It could influence interest rates and overall market sentiment, but the effect is not immediate or specific to these
null
null
2026-09-27T20:46:11+00:00
kbme98hqtjthdl
A100-vol2
qwen/qwen3-8b
warm
0
3
2,045
53
1,271
COMPLETED
140
64
length
{"score": 2, "reason": "The Federal Reserve's decision not to change rates may have a broad market impact but does not directly affect the specific stocks listed (NVDA, TSM, AAPL). It could influence interest rates and overall market sentiment, but the effect is not immediate or specific to these
null
null
2026-09-27T20:49:13+00:00
kbme98hqtjthdl
H100-vol2
qwen/qwen3-8b
cold
0
0
2,495
934
1,347
COMPLETED
140
64
length
{"score": 2, "reason": "The Federal Reserve's decision not to change rates may have a broad market impact but does not directly affect the specific stocks listed (NVDA, TSM, AAPL). It could influence interest rates and overall market sentiment, but the effect is not immediate or specific to these
{"idle": 1, "initializing": 0, "ready": 1, "running": 0, "throttled": 0, "unhealthy": 0}
null
2026-09-27T20:49:14+00:00
kbme98hqtjthdl
H100-vol2
qwen/qwen3-8b
warm
0
1
1,528
50
1,227
COMPLETED
140
64
length
{"score": 2, "reason": "The Federal Reserve's decision not to change rates may have a broad market impact but does not directly affect the specific stocks listed (NVDA, TSM, AAPL). It could influence interest rates and overall market sentiment, but the effect is not immediate or specific to these
null
null
2026-09-27T20:49:16+00:00
kbme98hqtjthdl
H100-vol2
qwen/qwen3-8b
warm
0
2
1,604
57
1,249
COMPLETED
140
64
length
{"score": 2, "reason": "The Federal Reserve's decision not to change rates may have a broad market impact but does not directly affect the specific stocks listed (NVDA, TSM, AAPL). It could influence interest rates and overall market sentiment, but the effect is not immediate or specific to these
null
null
2026-09-27T20:49:18+00:00
kbme98hqtjthdl
H100-vol2
qwen/qwen3-8b
warm
0
3
1,540
58
1,238
COMPLETED
140
64
length
{"score": 2, "reason": "The Federal Reserve's decision not to change rates may have a broad market impact but does not directly affect the specific stocks listed (NVDA, TSM, AAPL). It could influence interest rates and overall market sentiment, but the effect is not immediate or specific to these
null
null
2026-09-27T21:04:32+00:00
kbme98hqtjthdl
H100-vol2-ghost
qwen/qwen3-8b
cold
0
0
149,412
147,602
1,422
COMPLETED
140
64
length
{"score": 2, "reason": "The Federal Reserve's decision not to change rates may have a broad market impact but does not directly affect the specific stocks listed (NVDA, TSM, AAPL). It could influence interest rates and overall market sentiment, but the effect is not immediate or specific to these
{"idle": 1, "initializing": 0, "ready": 1, "running": 0, "throttled": 0, "unhealthy": 0}
null
2026-09-27T21:04:34+00:00
kbme98hqtjthdl
H100-vol2-ghost
qwen/qwen3-8b
warm
0
1
1,547
52
1,266
COMPLETED
140
64
length
{"score": 2, "reason": "The Federal Reserve's decision not to change rates may have a broad market impact but does not directly affect the specific stocks listed (NVDA, TSM, AAPL). It could influence interest rates and overall market sentiment, but the effect is not immediate or specific to these
null
null
2026-09-27T21:04:36+00:00
kbme98hqtjthdl
H100-vol2-ghost
qwen/qwen3-8b
warm
0
2
1,917
50
1,229
COMPLETED
140
64
length
{"score": 2, "reason": "The Federal Reserve's decision not to change rates may have a broad market impact but does not directly affect the specific stocks listed (NVDA, TSM, AAPL). It could influence interest rates and overall market sentiment, but the effect is not immediate or specific to these
null
null
2026-09-27T21:04:37+00:00
kbme98hqtjthdl
H100-vol2-ghost
qwen/qwen3-8b
warm
0
3
1,535
56
1,271
COMPLETED
140
64
length
{"score": 2, "reason": "The Federal Reserve's decision not to change rates may have a broad market impact but does not directly affect the specific stocks listed (NVDA, TSM, AAPL). It could influence interest rates and overall market sentiment, but the effect is not immediate or specific to these
null
null
2026-09-28T22:53:01+00:00
kbme98hqtjthdl
A100-vol-nocache
qwen/qwen3-8b
cold
0
0
185,245
183,547
1,293
COMPLETED
140
64
stop
{"score": 2, "reason": "The Federal Reserve's decision not to change rates may have a broad market impact but does not directly affect NVDA, TSM, or AAPL. It could influence interest rates and overall market sentiment, but the effect is not immediate or specific to these stocks."}
{"idle": 0, "initializing": 0, "ready": 0, "running": 0, "throttled": 0, "unhealthy": 0}
null
2026-09-28T22:53:02+00:00
kbme98hqtjthdl
A100-vol-nocache
qwen/qwen3-8b
warm
0
1
1,432
53
1,140
COMPLETED
140
64
length
{"score": 2, "reason": "The Federal Reserve's decision not to change rates may have a broad market impact but does not directly affect the specific stocks listed (NVDA, TSM, AAPL). It could influence interest rates and overall market sentiment, but the effect is not immediate or specific to these
null
null
2026-09-28T22:53:04+00:00
kbme98hqtjthdl
A100-vol-nocache
qwen/qwen3-8b
warm
0
2
1,548
59
1,227
COMPLETED
140
64
length
{"score": 2, "reason": "The Federal Reserve's decision not to change rates may have a broad market impact but does not directly affect the specific stocks listed (NVDA, TSM, AAPL). It could influence interest rates and overall market sentiment, but the effect is not immediate or specific to these
null
null
2026-09-28T22:53:05+00:00
kbme98hqtjthdl
A100-vol-nocache
qwen/qwen3-8b
warm
0
3
1,400
56
1,146
COMPLETED
140
64
length
{"score": 2, "reason": "The Federal Reserve's decision not to change rates may have a broad market impact but does not directly affect the specific stocks listed (NVDA, TSM, AAPL). It could influence interest rates and overall market sentiment, but the effect is not immediate or specific to these
null
null
2026-09-28T23:04:37+00:00
kbme98hqtjthdl
A100-vol-nocache-c1
qwen/qwen3-8b
cold
0
0
321,034
318,852
1,267
COMPLETED
140
64
stop
{"score": 2, "reason": "The Federal Reserve's decision not to change rates may have a broad market impact but does not directly affect NVDA, TSM, or AAPL. It could influence interest rates and overall market sentiment, but the effect is not immediate or specific to these stocks."}
{"idle": 0, "initializing": 0, "ready": 0, "running": 0, "throttled": 1, "unhealthy": 0}
null
2026-09-28T23:04:38+00:00
kbme98hqtjthdl
A100-vol-nocache-c1
qwen/qwen3-8b
warm
0
1
1,532
54
1,247
COMPLETED
140
64
length
{"score": 2, "reason": "The Federal Reserve's decision not to change rates may have a broad market impact but does not directly affect the specific stocks listed (NVDA, TSM, AAPL). It could influence interest rates and overall market sentiment, but the effect is not immediate or specific to these
null
null
2026-09-28T23:04:40+00:00
kbme98hqtjthdl
A100-vol-nocache-c1
qwen/qwen3-8b
warm
0
2
1,420
56
1,152
COMPLETED
140
64
length
{"score": 2, "reason": "The Federal Reserve's decision not to change rates may have a broad market impact but does not directly affect the specific stocks listed (NVDA, TSM, AAPL). It could influence interest rates and overall market sentiment, but the effect is not immediate or specific to these
null
null
2026-09-28T23:04:41+00:00
kbme98hqtjthdl
A100-vol-nocache-c1
qwen/qwen3-8b
warm
0
3
1,532
54
1,246
COMPLETED
140
64
length
{"score": 2, "reason": "The Federal Reserve's decision not to change rates may have a broad market impact but does not directly affect the specific stocks listed (NVDA, TSM, AAPL). It could influence interest rates and overall market sentiment, but the effect is not immediate or specific to these
null
null
2026-09-28T23:20:03+00:00
kbme98hqtjthdl
A100-vol-nocache-c2
qwen/qwen3-8b
cold
0
0
795,266
792,724
1,263
COMPLETED
140
64
stop
{"score": 2, "reason": "The Federal Reserve's decision not to change rates may have a broad market impact but does not directly affect NVDA, TSM, or AAPL. It could influence interest rates and overall market sentiment, but the effect is not immediate or specific to these stocks."}
{"idle": 0, "initializing": 0, "ready": 0, "running": 0, "throttled": 1, "unhealthy": 0}
null
2026-09-28T23:20:05+00:00
kbme98hqtjthdl
A100-vol-nocache-c2
qwen/qwen3-8b
warm
0
1
2,600
65
1,268
COMPLETED
140
64
length
{"score": 2, "reason": "The Federal Reserve's decision not to change rates may have a broad market impact but does not directly affect the specific stocks listed (NVDA, TSM, AAPL). It could influence interest rates and overall market sentiment, but the effect is not immediate or specific to these
null
null
2026-09-28T23:20:07+00:00
kbme98hqtjthdl
A100-vol-nocache-c2
qwen/qwen3-8b
warm
0
2
1,570
54
1,241
COMPLETED
140
64
length
{"score": 2, "reason": "The Federal Reserve's decision not to change rates may have a broad market impact but does not directly affect the specific stocks listed (NVDA, TSM, AAPL). It could influence interest rates and overall market sentiment, but the effect is not immediate or specific to these
null
null
2026-09-28T23:20:09+00:00
kbme98hqtjthdl
A100-vol-nocache-c2
qwen/qwen3-8b
warm
0
3
1,976
55
1,146
COMPLETED
140
64
length
{"score": 2, "reason": "The Federal Reserve's decision not to change rates may have a broad market impact but does not directly affect the specific stocks listed (NVDA, TSM, AAPL). It could influence interest rates and overall market sentiment, but the effect is not immediate or specific to these
null
null

Runpod Serverless LLM benchmarks

Raw benchmark output from running LLM inference on Runpod Serverless between 2026-09-23 and 2026-10-01: cold-start timelines, load sweeps, per-request latencies, the workers' own boot logs, and an LLM scoring job run against several backends. Two engines appear on the same GPU and model — emberserve (my from-scratch inference engine, formerly pagedserve) and Runpod's worker-vllm — which is what makes the data worth keeping.

This is the landing zone of serverless-lakehouse, a bronze → silver → gold pipeline (local PySpark + Delta Lake) whose gold layer is served as a Space. The files here are byte-identical to data/landing/ in that repository: every table, chart and headline number in the pipeline is reproducible from this dataset alone with make bronze && make silver && make gold.

What is in it

folder / file files format one record is
landing/emberserve/results/serverless_coldstart_*.json 13 JSON (one object per series) a cold-start series: runs[] of {cold request, warm request, worker health before}, with delay_ms / execution_ms / worker_id per request and, where the engine wrote them, phases_s and a timeline
landing/emberserve/results/runpod_serverless_*.json 10 JSON a load sweep: runs[] per request rate (1 → ∞) with summary latencies; four files also carry per-request records[] (arrival, first token, finish)
landing/pulse/results.csv (+ results_v0.csv, bench/logs/results_runs1-3.csv) 3 CSV one cold-start request from the Pulse coldstart.py harness: endpoint, typed GPU label, kind (cold/warm), cycle, delay_ms, exec_ms, status, tokens, workers_before JSON. results_v0.csv is an earlier 15-column layout of the same runs 1–3
landing/pulse/results_throughput.csv 1 CSV one request of a prefix-cache on/off throughput run
landing/pulse/bench/quality.csv, quality_batches.csv 2 CSV one scored article / one 50-article batch of the Pulse scoring job across Runpod (Qwen3-8B, Qwen3-32B-AWQ), Claude, OpenRouter and Ollama backends, with the price table used
landing/pulse/bench/logs/*.log, landing/emberserve/results/*_worker_log.txt 18 text a worker's console export: vLLM's own boot lines (Loading weights took …, torch.compile took …, Graph capturing finished in …, init engine … took …, Application startup complete), in three timestamp formats
landing/manifest.json 1 JSON provenance: source root, sha256 of the source and of the landed copy, byte count, redaction count and dataset tag for every file
gold/gold_report.md, gold/gold.json 2 Markdown / JSON the derived gold tables as of the commit that published this dataset — the same snapshot the Space renders

The four CSVs are exposed as viewer configs; the JSON and log files are raw and are read by the pipeline's bronze step (lakehouse/bronze.py), which keeps one row per runs[] / records[] element and leaves nested objects as JSON strings.

Hardware in the data: RTX 4090 (24 GB PRO tier), A40 and RTX A6000 (48 GB tier), A100 and H100 with a network volume, and one unidentified 24 GB-tier card. Models: Qwen3-8B (most runs), Qwen3-32B-AWQ, Qwen2.5-0.5B and Qwen2.5-7B.

Things to know before using it

  • Observational, not controlled. Cohorts differ in engine build, host state (fresh host pulling the image vs. same-night rerun), date and endpoint settings. Pooled medians across cohorts are labelled pooled in the pipeline for that reason.
  • A GPU label is what the operator typed, not where Runpod placed the job. gpu in the Pulse CSVs is a command-line argument; run 7 on endpoint 4ib59mjp0vgaao carried the 24 GB PRO label but ran on an A40 (its worker boot is in endpoint_logs_1450-1553_4090_and_A40.log). The pipeline corrects it with a seed row; the raw files are left as written.
  • Timestamps. CSV ts_utc is ISO-8601 UTC. Worker logs mix three formats: console exports in GMT-0400, API-style ISO Z, and one laptop-local export in America/New_York whose lines also carry the wrapper's own UTC stamp.
  • FlashBoot. Only one series file records the engine's flashboot_resume flag; elsewhere a "fast cold response" is a proxy (successful cold-labelled request under 5 s) and cannot be told from a worker that was still warm.
  • Not here: the Pulse quality_*.log files, .env, server-side logs and the article fixture.

Redaction and provenance

Every file passed through lakehouse/land.py, which copies source bytes through one credential-pattern list (HF / Runpod / OpenAI-style keys, GitHub and Slack tokens, AWS keys, PEM blocks, JWTs, Bearer/Basic auth, key=value secrets) and records what it removed in manifest.json. redactions_total is 0: the sources were already clean — the api_key field in sweep args is "<redacted>" at source. Endpoint IDs and worker IDs are kept; they are not credentials (every call needs a bearer key) and are already public in the emberserve repo.

manifest.json lets you verify any file: sha256sum landing/<path> must equal that file's sha256_landed.

License and citation

MIT, same as the pipeline. If you use it:

Sreedhar, A. (2026). Runpod Serverless LLM benchmarks: cold starts, worker logs, load sweeps, scoring runs.
https://huggingface.co/datasets/ashwin-sreedhar/runpod-serverless-benchmarks
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