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SciLM/ResBench-reference

ResBench reference The reference data that ResBench scores generative reservoir models against. Every volume was produced by the ResMill process simulator (commit in ENGINE.txt) under the same rules as the SiliciclasticReservoirs training dataset. You do not need to download it by hand: pip install "resbench[download]" resbench download # fetches this repository into the local cache resbench score SUBMISSION --out results.json Contents path what… See the full description on the dataset page: https://huggingface.co/datasets/SciLM/ResBench-reference.

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ResBench reference

The reference data that ResBench scores generative reservoir models against. Every volume was produced by the ResMill process simulator (commit in ENGINE.txt) under the same rules as the SiliciclasticReservoirs training dataset. You do not need to download it by hand:

bash
pip install "resbench[download]"
resbench download        # fetches this repository into the local cache
resbench score SUBMISSION --out results.json

Contents

pathwhat
manifest.csvone row per reference item: task, environment, id, conditioning parameters, well position
volumes/<env>/volumes.npz512 test-split 64 x 64 x 32 facies windows per environment, regenerated bit for bit from the dataset rows
repeats/<env>/cond0-4.npz256 ResMill runs of each of five fixed parameter rows (unconditional repeats)
repeats/<env>/well1-5.npzfive well conditions per environment, each an ensemble of windows whose centre column matches the well exactly
fields/<env>/fields.npz32 field-scale volumes per environment (lobe and delta 512 x 512 x 32, channels 512 x 128 x 32), each the dataset-rule 32-cell window of a 64-cell engine column
ENGINE.txtthe ResMill commit every volume came from

Eight environments: lobe, delta and six channel presets (PVSHOESTRING, CBLABYRINTH, CBJIGSAW, SHDISTAL, SHPROXIMAL, MEANDEROXBOW). Volumes are binary sand (1) / mud (0), int8.

Everything here can be rebuilt from the ResBench repository's tools/ (command sequence in its SPEC.md) and ResMill at the commit in ENGINE.txt. Scored against itself, this reference matches in all 31 (task, check) cells.