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data: publish audited PowerElectronics v1

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13,824 rows generated with the frozen ngspice 44.2 Linux x86_64 backend at EngiBench commit 64e6107; includes provenance manifests, conversion report, and strict audit.

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  1. README.md +242 -0
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  26. provenance/checksums.sha256 +56 -0
  27. provenance/full-run-audit-report.json +112 -0
  28. provenance/generation-manifests/test-00000-of-00008.jsonl.manifest.json +239 -0
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README.md ADDED
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+ ---
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+ pretty_name: EngiBench PowerElectronics v1
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+ license: cc-by-nc-sa-4.0
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+ task_categories:
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+ - tabular-regression
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+ tags:
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+ - engineering-design
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+ - multi-objective-optimization
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+ - circuit-simulation
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+ - ngspice
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+ - engibench
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+ size_categories:
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+ - 10K<n<100K
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+ dataset_info:
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+ features:
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+ - name: dataset_schema_version
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+ dtype: int64
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+ - name: split
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+ dtype: string
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+ - name: source_index
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+ dtype: int64
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+ - name: design_sha256
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+ dtype: string
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+ - name: initial_design
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+ sequence: float64
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+ - name: v0_DcGain
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+ dtype: float64
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+ - name: v0_Voltage_Ripple
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+ dtype: float64
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+ - name: source_dataset_id
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+ dtype: string
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+ - name: source_dataset_revision
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+ dtype: string
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+ - name: problem_version
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+ dtype: int64
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+ - name: engibench_git_commit
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+ dtype: string
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+ - name: netlist_sha256
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+ dtype: string
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+ - name: simulator_version
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+ dtype: string
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+ - name: simulator_sha256
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+ dtype: string
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+ - name: simulator_platform_system
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+ dtype: string
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+ - name: simulator_platform_machine
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+ dtype: string
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+ - name: container_sha256
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+ dtype: string
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+ - name: output_voltage_mean
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+ dtype: float64
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+ - name: output_voltage_peak_to_peak
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+ dtype: float64
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+ - name: dc_gain
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+ dtype: float64
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+ - name: dc_gain_error
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+ dtype: float64
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+ - name: relative_voltage_ripple
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+ dtype: float64
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+ - name: simulation_valid
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+ dtype: bool
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+ - name: objectives_valid
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+ dtype: bool
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+ - name: simulation_status
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+ dtype: string
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+ - name: error_type
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+ dtype: string
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+ - name: error_message
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+ dtype: string
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+ splits:
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+ - name: train
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+ num_bytes: 6682584
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+ num_examples: 9676
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+ - name: val
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+ num_bytes: 1904125
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+ num_examples: 2765
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+ - name: test
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+ num_bytes: 953783
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+ num_examples: 1383
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+ download_size: 2536603
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+ dataset_size: 9540492
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+ configs:
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+ - config_name: default
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+ data_files:
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+ - split: train
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+ path: data/train-*.parquet
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+ - split: val
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+ path: data/val-*.parquet
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+ - split: test
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+ path: data/test-*.parquet
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+ ---
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+
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+ # EngiBench PowerElectronics v1
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+
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+ PowerElectronics v1 is a simulator-frozen EngiBench dataset for data-driven
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+ engineering design. It re-simulates the exact 13,824 input designs and preserves
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+ the train/validation/test membership from
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+ [`IDEALLab/power_electronics_v0`](https://huggingface.co/datasets/IDEALLab/power_electronics_v0),
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+ but it is a **new benchmark** and does not claim to reproduce the v0 labels.
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+
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+ The canonical backend is ngspice 44.2 on Linux x86_64 in a pinned Apptainer
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+ image. v1 corrects the objective semantics, retains signed physical
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+ measurements, and records the source, code, netlist, simulator, and container
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+ fingerprints in every row.
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+
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+ ## Loading
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+
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+ Pin the release tag in reproducible experiments:
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+
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+ ```python
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+ from datasets import load_dataset
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+
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+ dataset = load_dataset(
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+ "IDEALLab/power_electronics_v1",
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+ revision="v1.0.0",
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+ )
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+ ```
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+
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+ ## Splits and simulation status
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+
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+ | Split | Rows | Status |
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+ | --- | ---: | --- |
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+ | train | 9,676 | 9,674 `ok`; 2 `invalid_measurements` |
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+ | validation (`val`) | 2,765 | 2,764 `ok`; 1 `invalid_measurements` |
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+ | test | 1,383 | 1,383 `ok` |
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+
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+ The three invalid simulator results are retained at `train[4309]`,
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+ `train[5960]`, and `val[223]`. Their unavailable measurements and objectives
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+ are `null`; they are never replaced with zero, imputed, clipped, or removed.
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+
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+ Consumers should retain every row and use `objectives_valid` as a mask when a
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+ numeric regression loss requires objective labels. Invalid rows may also be
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+ used to model the simulator-failure region. Evaluation must report the number
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+ of valid and invalid rows rather than silently dropping failures.
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+
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+ All finite values, including negative signed measurements and very large
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+ relative-ripple values near zero mean voltage, remain unchanged.
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+
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+ ## v1 objectives
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+
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+ The stored physical measurements are:
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+
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+ - signed mean output voltage, `output_voltage_mean`;
144
+ - peak-to-peak output voltage, `output_voltage_peak_to_peak`.
145
+
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+ With a 1,000 V source, v1 derives the signed gain and two minimization
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+ objectives:
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+
149
+ ```text
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+ dc_gain = output_voltage_mean / 1000
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+ dc_gain_error = abs(dc_gain - 0.25)
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+ relative_voltage_ripple = output_voltage_peak_to_peak / abs(output_voltage_mean)
153
+ ```
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+
155
+ If the simulator does not return finite measurements, the derived objectives
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+ are `null` and the validity/status fields identify the failure. A zero mean
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+ voltage would similarly make relative ripple unavailable rather than assigning
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+ an artificial value.
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+
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+ ## Fields
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+
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+ ### Identity and source mapping
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+
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+ - `dataset_schema_version`: schema version for this row format.
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+ - `split`, `source_index`: exact v0 split membership and row index.
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+ - `design_sha256`: stable checksum of `initial_design`.
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+ - `initial_design`: the original 20-dimensional v0 design.
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+ - `v0_DcGain`, `v0_Voltage_Ripple`: immutable v0 labels retained only for
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+ direct comparison.
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+ - `source_dataset_id`, `source_dataset_revision`: exact v0 source.
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+ - `problem_version`: EngiBench problem version (`1`).
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+
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+ ### Reproducibility
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+
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+ - `engibench_git_commit`, `netlist_sha256`;
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+ - `simulator_version`, `simulator_sha256`;
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+ - `simulator_platform_system`, `simulator_platform_machine`;
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+ - `container_sha256`.
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+
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+ ### Measurements, objectives, and validity
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+
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+ - `output_voltage_mean`, `output_voltage_peak_to_peak`, `dc_gain`;
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+ - `dc_gain_error`, `relative_voltage_ripple`;
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+ - `simulation_valid`, `objectives_valid`, `simulation_status`;
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+ - `error_type`, `error_message` for caught simulator exceptions.
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+
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+ ## Frozen provenance
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+
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+ | Component | Identity |
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+ | --- | --- |
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+ | Source dataset | `IDEALLab/power_electronics_v0` |
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+ | Source revision | `5c4adb2ec5cfc71794988b1297a7ff8ffe59daa5` |
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+ | EngiBench commit | `64e6107d44349e67e031cad36633c1af26817784` |
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+ | EngiBench review | [IDEALLab/EngiBench#279](https://github.com/IDEALLab/EngiBench/pull/279) |
195
+ | Simulator | ngspice 44.2, Linux x86_64 |
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+ | ngspice binary SHA-256 | `11a4334ee90509f5edfdceef541711a34a1943d26a14cf0928ac8d5947b72374` |
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+ | Apptainer SIF SHA-256 | `40816f203b7e1c68ae37f4d9353bd302486d77988b98733c021f1ff71f48ae02` |
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+ | Container definition SHA-256 | `20675ae0ab31723bae9dd5881d04fcff6e7e08047898b3cbf4e6595dfb705695` |
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+ | Netlist SHA-256 | `7a3c9f061993ceddd605394cd03d899b1933370cc0cd38b48606c1d0c23d13a7` |
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+
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+ The exact original v0 runtime cannot be confirmed. An archived notebook
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+ contains evidence for Windows/x86_64 and ngspice 36, while an ngspice 44.2
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+ ARM64 Mac reproduction is much closer to the published v0 labels than the
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+ corresponding Linux x86_64 reproduction. Because operating system, simulator
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+ version, compiler, and build also differ, the latter is evidence consistent
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+ with ARM but is not proof of the original architecture.
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+
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+ Do not combine v0 and v1 labels or silently train on one backend and verify on
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+ another. Cross-backend comparisons should be explicit experiments.
210
+
211
+ ## Generation and audit
212
+
213
+ The `provenance/` directory contains:
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+
215
+ - the 24 original generation manifests;
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+ - the strict 13,824-row audit report;
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+ - the JSONL-to-Parquet semantic conversion report;
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+ - the container recipe and exact Python dependency freeze;
219
+ - the Euler Slurm generation script and both audit/conversion scripts.
220
+
221
+ The Parquet conversion sorts every split by `source_index`. Its report verifies
222
+ that every value and `null` round-trips exactly from the audited JSONL source.
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+
224
+ ## Limitations
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+
226
+ - Results are specific to the frozen ngspice binary and container fingerprint.
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+ - Relative ripple can become extremely large when the absolute mean voltage is
228
+ close to zero. These finite values are intentional and are not clipped.
229
+ - Three designs do not have finite simulator measurements on the canonical
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+ backend. Their explicit invalid status is part of the benchmark.
231
+ - The v0 labels are provided for comparison, not as additional v1 targets.
232
+
233
+ ## Citation
234
+
235
+ ```bibtex
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+ @inproceedings{felten_engibench_2025,
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+ title = {{EngiBench}: {A} {Framework} for {Data}-{Driven} {Engineering} {Design} {Research}},
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+ author = {Felten, Florian and Apaza, Gabriel and B\"{a}unlich, Gerhard and Diniz, Cashen and Dong, Xuliang and Drake, Arthur and Habibi, Milad and Hoffman, Nathaniel J. and Keeler, Matthew and Massoudi, Soheyl and VanGessel, Francis G. and Fuge, Mark},
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+ booktitle = {Proceedings of the 39th Conference on Neural Information Processing Systems ({NeurIPS} 2025)},
240
+ year = {2025}
241
+ }
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+ ```
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+ "version_output": "******\n** ngspice-44.2 : Circuit level simulation program\n** Compiled with KLU Direct Linear Solver\n** The U. C. Berkeley CAD Group\n** Copyright 1985-1994, Regents of the University of California.\n** Copyright 2001-2024, The ngspice team.\n** Please get your ngspice manual from https://ngspice.sourceforge.io/docs.html\n** Please file your bug-reports at http://ngspice.sourceforge.net/bugrep.html\n** Creation Date: Sun Sep 20 14:05:16 UTC 2026\n******"
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