Pith Number

pith:YRUNQITD

pith:2024:YRUNQITD2RKQXO2YH7SDTYYAQ3

not attested not anchored not stored refs pending

Performance Modeling and Workload Analysis of Distributed Large Language Model Training and Inference

Ali BanaGozar, Arindam Mallik, Joyjit Kundu, Puneet Gupta, Sourav Sengupta, Udari De Alwis, Wenzhe Guo

arxiv:2407.14645 v1 · 2024-07-19 · cs.AR · cs.DC · cs.LG

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

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\usepackage{pith}
\pithnumber{YRUNQITD2RKQXO2YH7SDTYYAQ3}

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Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Cited by

3 papers in Pith

Think Before You Grid-Search: Floor-First Triage for LLM Serving

Evaluating Cross-Architecture Performance Modeling of Distributed ML Workloads Using StableHLO

Receipt and verification

First computed	2026-07-05T08:46:31.669922Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c468d82263d4550bbb583fe439e30086cc833a1441952277c5cded0553e79d5c

Aliases

arxiv: 2407.14645 · arxiv_version: 2407.14645v1 · doi: 10.48550/arxiv.2407.14645 · pith_short_12: YRUNQITD2RKQ · pith_short_16: YRUNQITD2RKQXO2Y · pith_short_8: YRUNQITD

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/YRUNQITD2RKQXO2YH7SDTYYAQ3 \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: c468d82263d4550bbb583fe439e30086cc833a1441952277c5cded0553e79d5c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d072e86f74f00b898881e2b453da8b9295c79b1a27e69c0bd559f9979db46e09",
    "cross_cats_sorted": [
      "cs.DC",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AR",
    "submitted_at": "2024-07-19T19:49:05Z",
    "title_canon_sha256": "a90743bc5c74657aa603ed478079b4dda172f9ff8c715ca8070fa70e482b1c20"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.14645",
    "kind": "arxiv",
    "version": 1
  }
}