benchmarks / README.md
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metadata
license: cc-by-4.0
task_categories:
  - text-generation
language:
  - en
tags:
  - rtx-pro-4000
  - blackwell
  - llm-inference
  - owner-measured
pretty_name: RTX PRO 4000 Blackwell Owner Benchmarks
configs:
  - config_name: default
    data_files:
      - split: train
        path: data/results.jsonl

RTX PRO 4000 Blackwell Owner Benchmarks

This dataset records owner-operated inference benchmark rows for the NVIDIA RTX PRO 4000 Blackwell family, anchored on the desktop 24 GB card.

The point of the dataset is measured workstation behavior. Cloud benchmark rows, vendor marketing rows, and unverified screenshots are out of scope.

Files

  • data/results.jsonl - benchmark rows, one JSON object per line.
  • schema.json - machine-readable JSON Schema.
  • SCHEMA.md - human-readable field contract and variant rules.
  • METHODOLOGY.md - how runs should be measured and compared.
  • CONTRIBUTING.md - contribution rules and submission template.
  • validate.py - local validator used before accepting rows.
  • tests/ - validator fixtures; not benchmark data.

Variant Rule

Every row must set variant to one of:

  • desktop
  • sff
  • laptop

The validator cross-checks variant against bandwidth_gbps, tdp_w, and pcie_lanes for desktop/SFF rows. vram_gb, memory_type, and bus_width_bit are required metadata, but they are not desktop/SFF discriminators: desktop and SFF rows are both 24 GB GDDR7 ECC on a 192-bit bus. Results for SFF and laptop hardware are welcome, but they remain segregated by variant and are never merged into desktop tables.

Seed Rows

The initial seed rows are Andrew's owner-measured llm-lab card-bench results on dual desktop RTX PRO 4000 Blackwell cards. They are marked:

  • variant=desktop
  • memory_type=gddr7
  • bus_width_bit=192
  • tdp_w=140
  • pcie_lanes=16
  • source=owner-measured
  • submitter=Andrew

The seed rows are representative, not a full export of every local artifact. Their notes record the llm-lab run label and provenance.

License

Dataset rows are released under CC-BY-4.0 unless a future row states a stricter compatible license in its notes.