# PROVENANCE: Metric -> Source JSON + Field

Every number on the model card traces to one of the JSONs under
`reports/eval_harness/`. This file is the source-of-truth map.

## YAML model-index metrics

### inspectnet-cx-patchcore-bottle

| metric (model-index) | value     | source JSON(s)                                                                                                | field        | aggregation                |
|----------------------|-----------|---------------------------------------------------------------------------------------------------------------|--------------|----------------------------|
| image_auroc          | 1.0       | `patchcore_bottle.json`, `patchcore_bottle_seed1.json`, `patchcore_bottle_seed2.json`                         | `image_auroc`| mean over 3 seeds (std=0)  |
| pixel_auroc          | 0.985188  | same 3 files                                                                                                  | `pixel_auroc`| mean over 3 seeds          |
| aupro                | 0.940567  | same 3 files                                                                                                  | `aupro`      | mean over 3 seeds          |

### inspectnet-cx-patchcore-cable

| metric (model-index) | value     | source JSON                          | field        | aggregation        |
|----------------------|-----------|--------------------------------------|--------------|--------------------|
| image_auroc          | 0.991004  | `patchcore_cable.json`               | `image_auroc`| single seed (legacy unseeded) |
| pixel_auroc          | 0.983390  | `patchcore_cable.json`               | `pixel_auroc`| single seed                    |
| aupro                | 0.928055  | `patchcore_cable.json`               | `aupro`      | single seed                    |

### inspectnet-cx-patchcore-capsule

| metric (model-index) | value     | source JSON                          | field        | aggregation        |
|----------------------|-----------|--------------------------------------|--------------|--------------------|
| image_auroc          | 0.994416  | `patchcore_capsule.json`             | `image_auroc`| single seed (legacy unseeded) |
| pixel_auroc          | 0.990176  | `patchcore_capsule.json`             | `pixel_auroc`| single seed                    |
| aupro                | 0.938241  | `patchcore_capsule.json`             | `aupro`      | single seed                    |

### inspectnet-cx-patchcore-leather

| metric (model-index) | value     | source JSON(s)                                                                                                | field        | aggregation                |
|----------------------|-----------|---------------------------------------------------------------------------------------------------------------|--------------|----------------------------|
| image_auroc          | 1.0       | `patchcore_leather.json`, `patchcore_leather_seed1.json`, `patchcore_leather_seed2.json`                      | `image_auroc`| mean over 3 seeds (std=0)  |
| pixel_auroc          | 0.992203  | same 3 files                                                                                                  | `pixel_auroc`| mean over 3 seeds          |
| aupro                | 0.975227  | same 3 files                                                                                                  | `aupro`      | mean over 3 seeds          |

## Ablation table values

### PaDiM rows

| category | image AUROC | pixel AUROC | AUPRO   | source JSON                       |
|----------|-------------|-------------|---------|-----------------------------------|
| bottle   | 0.9976      | 0.9816      | 0.9406  | `padim_bottle_repro.json`         |
| cable    | 0.8720      | 0.9551      | 0.8519  | `padim_cable_repro.json`          |
| capsule  | 0.8807      | 0.9849      | 0.9149  | `padim_capsule_repro.json`        |
| leather  | 0.9925      | 0.9882      | 0.9682  | `padim_leather_repro.json`        |

Fields: `image_auroc`, `pixel_auroc`, `aupro`. Single PaDiM run per category.

### PatchCore rows

Bottle (n=3 seeds):

- `patchcore_bottle.json` (seed 0, legacy unseeded): image 1.0, pixel 0.9850819, aupro 0.9413159
- `patchcore_bottle_seed1.json` (seed 1): image 1.0, pixel 0.9851934, aupro 0.9402802
- `patchcore_bottle_seed2.json` (seed 2): image 1.0, pixel 0.9852876, aupro 0.9401063
- Aggregation: arithmetic mean and population stdev (pstdev) across the 3 values.

Cable (single seed, seed 0 legacy unseeded):
- `patchcore_cable.json`: image_auroc 0.9910044977511244, pixel_auroc 0.9833900287538287, aupro 0.9280552268028259.

Capsule (single seed, seed 0 legacy unseeded):
- `patchcore_capsule.json`: image_auroc 0.994415636218588, pixel_auroc 0.990176424065145, aupro 0.9382407665252686.

Leather (n=3 seeds):
- `patchcore_leather.json` (seed 0, legacy unseeded): image 1.0, pixel 0.9923971, aupro 0.9760316
- `patchcore_leather_seed1.json` (seed 1): image 1.0, pixel 0.9920777, aupro 0.9747776
- `patchcore_leather_seed2.json` (seed 2): image 1.0, pixel 0.9921354, aupro 0.9748721
- Aggregation: arithmetic mean and population stdev across the 3 values.

## Cable coreset sensitivity

| coreset | image AUROC | source JSON                                  |
|---------|-------------|----------------------------------------------|
| 0.01    | 0.9910      | `patchcore_cable.json`                       |
| 0.10    | 0.9856      | `patchcore_cable_coreset010.json`            |
| 0.25    | 0.9893      | `patchcore_cable_coreset025.json`            |

Same `image_auroc`, `pixel_auroc`, `aupro` fields per JSON.

## Latency

CPU and CUDA min/median/p95/mean/std values are read directly from
`per_device.cpu` and `per_device.cuda` blocks in:

- bottle: `patchcore_bottle_latency.json` (n_warmup=10)
- cable: `patchcore_cable_latency.json` (n_warmup=10)
- capsule CPU: `patchcore_capsule_latency_rerun2.json` (n_warmup=30, the clean rerun)
- capsule CUDA: `patchcore_capsule_latency.json` (n_warmup=10; CUDA portion of original was fine)
- leather: `patchcore_leather_latency.json` (n_warmup=10)

Hardware fingerprint is from `hardware` block in any of the latency JSONs:
- CPU: `AMD Ryzen 9 9900X 12-Core Processor`
- GPU: `NVIDIA GeForce RTX 5070, 570.211.01, 12227 MiB`
- Platform: `Linux-6.8.0-117-generic-x86_64-with-glibc2.35`

## OpenVINO Parity

All four parity values are from fresh runs in this session:

- `openvino_parity_patchcore_bottle.json`
- `openvino_parity_patchcore_cable.json`
- `openvino_parity_patchcore_capsule.json`
- `openvino_parity_patchcore_leather.json`

Read these fields:
- max abs error per output: `comparison.per_output.<output>.max_abs_error`
- pred_label flips: `summary.pred_label_flips`
- pred_mask pixel flips: `summary.pred_mask_pixel_flips`
- ONNX Runtime version: `library_versions.onnxruntime` (1.23.2)
- OpenVINO version: `library_versions.openvino` (2026.1.0-21367-63e31528c62-releases/2026/1)
- Inference precision hint: `inference_precision_hint` (`f32`)

## Checkpoint SHA256s

Each PatchCore eval JSON has `checkpoint_hash` and the latency JSON references
the same checkpoint path. The Checkpoints table in README.md reuses these.

| category | seed | source JSON                                  | field             |
|----------|------|----------------------------------------------|-------------------|
| bottle   | 0    | `patchcore_bottle.json`                      | `checkpoint_hash` |
| bottle   | 1    | `patchcore_bottle_seed1.json`                | `checkpoint_hash` |
| bottle   | 2    | `patchcore_bottle_seed2.json`                | `checkpoint_hash` |
| cable    | 0    | `patchcore_cable.json`                       | `checkpoint_hash` |
| capsule  | 0    | `patchcore_capsule.json`                     | `checkpoint_hash` |
| leather  | 0    | `patchcore_leather.json`                     | `checkpoint_hash` |
| leather  | 1    | `patchcore_leather_seed1.json`               | `checkpoint_hash` |
| leather  | 2    | `patchcore_leather_seed2.json`               | `checkpoint_hash` |