---
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.