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Add 69 missing GPUs from Wikipedia list pages - #258

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Seungpyo1007 merged 4 commits into
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Sep 25, 2026
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Seungpyo1007 merged 4 commits into
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data/gpu-wikipedia-ingest

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@Seungpyo1007 Seungpyo1007 commented Sep 25, 2026 •

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69 GPUs that were missing from data/gpu, extracted from the Wikipedia list pages (List of Nvidia / AMD graphics processing units, Quadro) with the multi-row header parser from GetTechAPI/TechEngine#91.

Group Count
NVIDIA GeForce (256 → 9300, GTX 1660 Ti Max-Q) 24
NVIDIA NVS / Quadro / RTX workstation 11
ATI All-in-Wonder, HD 5870 Eyefinity, FirePro 3D 27
AMD Radeon Pro WX/W, HD 5610, RX 6300M 7
  • All records are verified: false and cite the list page they came from.
  • Cards launched before Oct 2010 are filed under ati. Pre-boost boards store boost == base. pcie_version keeps the full bus string.
  • Skipped on purpose:
    • 25 slugs where Wikipedia lists variant rows with different specs under the same name (e.g. two GeForce 6800 GT AGP boards).
    • Dual-GPU boards.
    • IGPs.
    • An "E.S." row that duplicates an existing engineering-sample record.
  • Deduped against existing slugs, including prefix matches such as -48gb variants. Spot-checked rows against the source tables.

python -m app.validate passes. Dump refresh will follow in the combined dump PR.

Closes #1

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🔎 Data verification — Tier 0 (offline existence/trust)

Scored by app.verify; posted by TechEngineBot. Informational only — the structural gate (app.validate) is separate and authoritative for merge.

Changed records in this PR

180 record(s) scored.

%%{init: {"theme":"base","themeVariables":{"pie1":"#3fb950","pie2":"#d29922","pie3":"#f85149","pieStrokeWidth":"0px","pieOpacity":"1"}}}%%
pie showData
    title Verification bands — all records
    "Green" : 173
    "Yellow" : 7
    "Red" : 0
Loading
Category Distribution Total 🟢 🟡 🔴 🟢 %
brand 🟩🟩🟩🟩🟩🟩🟨🟨🟨🟨🟨🟨 13 7 6 0 53.8%
smartphone 🟩🟩🟩🟩🟩🟩🟩🟩🟩🟩🟩🟩 3 3 0 0 100.0%
tablet 🟩🟩🟩🟩🟩🟩🟩🟩🟩🟩🟨🟨 5 4 1 0 80.0%
watch 🟩🟩🟩🟩🟩🟩🟩🟩🟩🟩🟩🟩 4 4 0 0 100.0%
pda 🟩🟩🟩🟩🟩🟩🟩🟩🟩🟩🟩🟩 1 1 0 0 100.0%
gpu 🟩🟩🟩🟩🟩🟩🟩🟩🟩🟩🟩🟩 69 69 0 0 100.0%
cpu 🟩🟩🟩🟩🟩🟩🟩🟩🟩🟩🟩🟩 85 85 0 0 100.0%
All 🟩🟩🟩🟩🟩🟩🟩🟩🟩🟩🟩🟨 180 173 7 0 96.1%

Full-dataset baseline

105927 record(s) scored.

%%{init: {"theme":"base","themeVariables":{"pie1":"#3fb950","pie2":"#d29922","pie3":"#f85149","pieStrokeWidth":"0px","pieOpacity":"1"}}}%%
pie showData
    title Verification bands — all records
    "Green" : 23705
    "Yellow" : 81126
    "Red" : 1096
Loading
Category Distribution Total 🟢 🟡 🔴 🟢 %
brand 🟩🟩🟩🟩🟩🟩🟩🟨🟨🟨🟨🟨 207 122 85 0 58.9%
soc 🟩🟨🟨🟨🟨🟨🟥🟥🟥🟥🟥🟥 2077 231 824 1022 11.1%
smartphone 🟩🟩🟨🟨🟨🟨🟨🟨🟨🟨🟨🟥 93396 17912 75416 68 19.2%
tablet 🟩🟨🟨🟨🟨🟨🟨🟨🟨🟨🟨🟥 3455 288 3166 1 8.3%
watch 🟩🟨🟨🟨🟨🟨🟨🟨🟨🟨🟨🟥 433 43 386 4 9.9%
pda 🟩🟩🟩🟩🟩🟩🟩🟨🟨🟨🟨🟨 140 83 57 0 59.3%
gpu 🟩🟩🟩🟩🟩🟩🟩🟨🟨🟨🟨🟨 2099 1280 819 0 61.0%
cpu 🟩🟩🟩🟩🟩🟩🟩🟩🟩🟩🟨🟥 4120 3746 373 1 90.9%
All 🟩🟩🟩🟨🟨🟨🟨🟨🟨🟨🟨🟥 105927 23705 81126 1096 22.4%

Hard violations (forced red):

Count Check
1 !boost_ge_base

green = authoritative source + complete + consistent · yellow = plausible, needs confirmation · red = sparse/weak source or a hard contradiction. Promotion to verified runs in the scheduled verify-network workflow.

@Seungpyo1007
Seungpyo1007 merged commit 56e6497 into develop Sep 25, 2026
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@Seungpyo1007
Seungpyo1007 deleted the data/gpu-wikipedia-ingest branch September 25, 2026 05:46
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TechEngine change review: FAIL

Check Result
python -m app.validate PASS
New hard integrity anomalies vs PR base FAIL

Changed data

Category Added Modified Deleted Added verified Added unverified Added Kaggle-sourced
brand 0 0 0 0 0 0
soc 0 0 0 0 0 0
smartphone 0 0 0 0 0 0
tablet 0 0 0 0 0 0
watch 0 0 0 0 0 0
pda 0 0 0 0 0 0
gpu 69 0 0 0 69 0
cpu 0 0 0 0 0 0

Changed record examples

gpu added

  • gpu/amd/2011/consumer/radeon-hd-5610.json - Radeon HD 5610
  • gpu/amd/2017/enterprise/radeon-pro-wx-2100-mobile.json - Radeon Pro WX 2100 (Mobile)
  • gpu/amd/2017/enterprise/radeon-pro-wx-3100-mobile.json - Radeon Pro WX 3100 (Mobile)
  • gpu/amd/2022/consumer/radeon-rx-6300m.json - Radeon RX 6300M
  • gpu/amd/2022/enterprise/radeon-pro-w6500m.json - Radeon Pro W6500M
  • gpu/amd/2024/enterprise/radeon-pro-w7800-48gb.json - Radeon Pro W7800 48GB
  • gpu/amd/2024/enterprise/radeon-pro-w7900-dual-slot.json - Radeon Pro W7900 Dual Slot
  • gpu/ati/2001/consumer/all-in-wonder-8500-dv.json - All-in-Wonder 8500 DV
  • gpu/ati/2002/consumer/all-in-wonder-8500.json - All-in-Wonder 8500
  • gpu/ati/2002/consumer/all-in-wonder-9700-pro.json - All-in-Wonder 9700 Pro
  • gpu/ati/2003/consumer/all-in-wonder-9600-pro.json - All-in-Wonder 9600 Pro
  • gpu/ati/2003/consumer/all-in-wonder-9800-pro.json - All-in-Wonder 9800 Pro
  • gpu/ati/2003/consumer/all-in-wonder-9800-se.json - All-in-Wonder 9800 SE
  • gpu/ati/2004/consumer/all-in-wonder-9600-xt.json - All-in-Wonder 9600 XT
  • gpu/ati/2004/consumer/all-in-wonder-9600.json - All-in-Wonder 9600
  • ... 54 more

Heuristic review

  • Added records by manufacturer/brand: nvidia: 35, ati: 27, amd: 7
  • Added records by source class: other: 69
  • Heuristic warnings: none found.

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TechEngine validation stats: FAIL

Data summary

Category Total Verified Unverified Missing verified Tracked Verified % of tracked
brand 207 122 85 0 207 58.9%
soc 2077 193 1884 0 2077 9.3%
smartphone 93396 17501 75895 0 93396 18.7%
tablet 3455 273 3182 0 3455 7.9%
watch 433 39 394 0 433 9.0%
pda 140 74 66 0 140 52.9%
gpu 2099 1028 1071 0 2099 49.0%
cpu 4120 2869 1251 0 4120 69.6%
all 105927 22099 83828 0 105927 20.9%

Warning

Tracked verified coverage is below 50% for tablet 7.9% (273/3455), watch 9.0% (39/433), soc 9.3% (193/2077), smartphone 18.7% (17501/93396), all 20.9% (22099/105927), gpu 49.0% (1028/2099).
Tracked coverage excludes records missing the verified field; see the Missing verified column for those records.
This does not fail validation. Keep imported records verified: false until manual audit, but treat this as follow-up verification work before relying on the affected categories as curated data.

Validation notes

  • The integrity gate blocks only hard anomalies introduced by this PR relative to its merge base.
  • Full advisory outlier listings are suppressed on successful runs because they are dataset-wide and mostly stable between PRs.
  • Failure runs still include a detailed log excerpt for debugging.

Key output:

## app.validate
## integrity_check.py (PR head compared with PR base)
loaded CPU=4120 GPU=2099
Integrity section Flagged lines
structural 20
CPU name/tier consistency (desktop mainstream only) 0
CPU single>multi (cinebench/geekbench — should be multi>=single) 0
CPU era-vs-score outliers 8
CPU cross-source ratio outliers (possible wrong-variant) 155
GPU cross-source ratio outliers + sanity 18

New blocking anomalies:

  [gpu] DUP name 'RTX 6000 Ada Generation': ['rtx-6000-ada', 'rtx-6000-ada-generation']
  [gpu] DUP name 'RTX PRO 6000 Blackwell Workstation Edition': ['rtx-pro-6000-blackwell-workstation', 'rtx-pro-6000-blackwell-workstation-edition']
Detailed validation log excerpt
ulti] 'Intel Core i7-965 Extreme Edition (Bloomfield)': ratio=0.92
  [passmark_cpu_mark/geekbench_multi] 'Intel Core i7-920 (Bloomfield)': ratio=0.93
  [passmark_cpu_mark/geekbench_multi] 'Loongson 3A6000': ratio=0.38
  [cinebench_r23_multi/geekbench_multi] 'AMD A10-7870K (Godavari)': ratio=1.0
  [cinebench_r23_multi/geekbench_multi] 'AMD Ryzen Threadripper PRO 5995WX': ratio=2.1
  [cinebench_r23_multi/geekbench_multi] 'AMD EPYC 9554': ratio=2.19
  [cinebench_r23_multi/geekbench_multi] 'AMD EPYC 9654': ratio=2.41
  [cinebench_r23_multi/geekbench_multi] 'AMD Ryzen 9 7950X': ratio=1.83
  [cinebench_r23_multi/geekbench_multi] 'AMD EPYC 9985 (Turin refresh)': ratio=2.43
  [cinebench_r23_multi/geekbench_multi] 'AMD Ryzen 9 9970X3D': ratio=1.89
  [cinebench_r23_multi/geekbench_multi] 'AMD Ryzen 3 1300X': ratio=0.87
  [cinebench_r23_multi/geekbench_multi] 'AMD Ryzen 3 1200': ratio=0.88
  [cinebench_r23_multi/geekbench_multi] 'AMD A10-9700 (Bristol Ridge)': ratio=1.04
  [cinebench_r23_multi/geekbench_multi] 'AMD A10-7850K (Kaveri)': ratio=1.0
  [cinebench_r23_multi/geekbench_multi] 'AMD EPYC 7742': ratio=1.96
  [cinebench_r23_multi/geekbench_multi] 'AMD Ryzen Threadripper 3970X': ratio=1.92
  [cinebench_r23_multi/geekbench_multi] 'AMD Ryzen 9 3900X': ratio=1.97
  [cinebench_r23_multi/geekbench_multi] 'AMD Ryzen 9 3950X': ratio=2.07
  [cinebench_r23_multi/geekbench_multi] 'AMD Ryzen 3 3200G': ratio=1.01
  [cinebench_r23_multi/geekbench_multi] 'AMD Ryzen Threadripper 7980X': ratio=1.96
  [cinebench_r23_multi/geekbench_multi] 'AMD EPYC 9754': ratio=2.5
  [cinebench_r23_multi/geekbench_multi] 'AMD Ryzen Threadripper PRO 7965WX': ratio=1.96
  [cinebench_r23_multi/geekbench_multi] 'AMD Ryzen Threadripper PRO 7955WX': ratio=1.85
  [cinebench_r23_multi/geekbench_multi] 'AMD Ryzen Threadripper 7960X': ratio=1.96
  [cinebench_r23_multi/geekbench_multi] 'AMD Ryzen Threadripper PRO 7975WX': ratio=2.12
  [cinebench_r23_multi/geekbench_multi] 'AMD EPYC 9684X': ratio=2.42
  [cinebench_r23_multi/geekbench_multi] 'AMD Ryzen Threadripper PRO 7985WX': ratio=2.33
  [cinebench_r23_multi/geekbench_multi] 'AMD Ryzen 9 7950X3D': ratio=1.94
  [cinebench_r23_multi/geekbench_multi] 'AMD Athlon II X4 640 (Propus)': ratio=0.95
  [cinebench_r23_multi/geekbench_multi] 'AMD EPYC 9745': ratio=2.57
  [cinebench_r23_multi/geekbench_multi] 'AMD EPYC 9845': ratio=2.56
  [cinebench_r23_multi/geekbench_multi] 'AMD EPYC 9825': ratio=2.56
  [cinebench_r23_multi/geekbench_multi] 'AMD Ryzen Threadripper PRO 7995WX': ratio=2.0
  [cinebench_r23_multi/geekbench_multi] 'AMD EPYC 9755': ratio=2.5
  [cinebench_r23_multi/geekbench_multi] 'AMD EPYC 9965': ratio=2.61
  [cinebench_r23_multi/geekbench_multi] 'AMD Ryzen 5 5500GT': ratio=0.85
  [cinebench_r23_multi/geekbench_multi] 'AMD Ryzen 9 9950X': ratio=1.91
  [cinebench_r23_multi/geekbench_multi] 'AMD Ryzen 9 9900X': ratio=1.78
  [cinebench_r23_multi/geekbench_multi] 'AMD Ryzen Threadripper 9960X': ratio=2.03
  [cinebench_r23_multi/geekbench_multi] 'AMD Ryzen Threadripper 9970X': ratio=2.24
  [cinebench_r23_multi/geekbench_multi] 'AMD Ryzen Threadripper 9980X': ratio=2.5
  [cinebench_r23_multi/geekbench_multi] 'AMD Ryzen Threadripper PRO 9995WX': ratio=2.33
  [cinebench_r23_multi/geekbench_multi] 'AMD Ryzen 9 9900X3D': ratio=1.8
  [cinebench_r23_multi/geekbench_multi] 'AMD Ryzen 9 9950X3D': ratio=1.88
  [cinebench_r23_multi/geekbench_multi] 'AMD EPYC 7763': ratio=2.15
  [cinebench_r23_multi/geekbench_multi] 'AMD Ryzen 9 5900': ratio=2.14
  [cinebench_r23_multi/geekbench_multi] 'AMD Ryzen Threadripper 3990X': ratio=2.14
  [cinebench_r23_multi/geekbench_multi] 'AMD Ryzen 9 5950X': ratio=2.37
  [cinebench_r23_multi/geekbench_multi] 'AMD Ryzen 9 5900X': ratio=1.91
  [cinebench_r23_multi/geekbench_multi] 'AMD Ryzen 7 4700GE': ratio=1.79
  [cinebench_r23_multi/geekbench_multi] 'AMD Ryzen 7 PRO 4750G': ratio=1.84
  [cinebench_r23_multi/geekbench_multi] 'AMD Ryzen Threadripper 2990WX': ratio=1.79
  [cinebench_r23_multi/geekbench_multi] 'AMD Ryzen 3 2200G': ratio=0.95
  [cinebench_r23_multi/geekbench_multi] 'Microsoft Azure Cobalt 100': ratio=2.17
  [cinebench_r23_multi/geekbench_multi] 'Qualcomm Snapdragon X Elite X1E-80-100': ratio=1.03
  [cinebench_r23_multi/geekbench_multi] 'Qualcomm Snapdragon X Plus X1P-42-100': ratio=0.86
  [cinebench_r23_multi/geekbench_multi] 'Qualcomm Snapdragon X Plus X1P-64-100': ratio=0.96
  [cinebench_r23_multi/geekbench_multi] 'Qualcomm Snapdragon X X1-26-100': ratio=0.7
  [cinebench_r23_multi/geekbench_multi] 'NVIDIA Grace CPU Superchip': ratio=2.2
  [cinebench_r23_multi/geekbench_multi] 'Ampere AmpereOne A192-32X': ratio=2.4
  [cinebench_r23_multi/geekbench_multi] 'Ampere Altra Max M128-30': ratio=2.11
  [cinebench_r23_multi/geekbench_multi] 'Intel Core i7-6500U (Skylake-U)': ratio=1.0
  [cinebench_r23_multi/geekbench_multi] 'Intel Atom Z3770 (Bay Trail)': ratio=0.9
  [cinebench_r23_multi/geekbench_multi] 'Intel Core i7-4500U (Haswell-U)': ratio=1.0
  [cinebench_r23_multi/geekbench_multi] 'Intel Core i9-13900K': ratio=1.95
  [cinebench_r23_multi/geekbench_multi] 'Intel Core i3-12300': ratio=0.89
  [cinebench_r23_multi/geekbench_multi] 'Intel Pentium Gold G7400 (Alder Lake)': ratio=0.99
  [cinebench_r23_multi/geekbench_multi] 'Intel Xeon 6781P (Granite Rapids refresh)': ratio=2.68
  [cinebench_r23_multi/geekbench_multi] 'Intel Xeon 6781E (Clearwater Forest)': ratio=2.42
  [cinebench_r23_multi/geekbench_multi] 'Intel Xeon Platinum 8180 (Skylake-SP)': ratio=1.82
  [cinebench_r23_multi/geekbench_multi] 'Intel Core i7-7500U (Kaby Lake-U)': ratio=1.02
  [cinebench_r23_multi/geekbench_multi] 'Intel Pentium G4560 (Kaby Lake)': ratio=1.04
  [cinebench_r23_multi/geekbench_multi] 'Intel Pentium G3258 Anniversary Edition (Haswell)': ratio=0.89
  [cinebench_r23_multi/geekbench_multi] 'Intel Core i7-5500U (Broadwell-U)': ratio=1.0
  [cinebench_r23_multi/geekbench_multi] 'Intel Xeon W-3175X': ratio=1.79
  [cinebench_r23_multi/geekbench_multi] 'Intel Xeon Platinum 8280': ratio=1.81
  [cinebench_r23_multi/geekbench_multi] 'Intel Core i7-1065G7 (Ice Lake-U)': ratio=1.0
  [cinebench_r23_multi/geekbench_multi] 'Intel Xeon Platinum 8452Y': ratio=5.48
  [cinebench_r23_multi/geekbench_multi] 'Intel Xeon w9-3495X': ratio=2.16
  [cinebench_r23_multi/geekbench_multi] 'Intel Xeon CPU Max 9462': ratio=2.08
  [cinebench_r23_multi/geekbench_multi] 'Intel Xeon Platinum 8480+': ratio=2.22
  [cinebench_r23_multi/geekbench_multi] 'Intel Xeon w9-3475X': ratio=2.04
  [cinebench_r23_multi/geekbench_multi] 'Intel Xeon CPU Max 9470': ratio=2.21
  [cinebench_r23_multi/geekbench_multi] 'Intel Xeon CPU Max 9480': ratio=2.23
  [cinebench_r23_multi/geekbench_multi] 'Intel Xeon Platinum 8592+': ratio=2.26
  [cinebench_r23_multi/geekbench_multi] 'Intel Xeon CPU Max 9460': ratio=2.15
  [cinebench_r23_multi/geekbench_multi] 'Intel Xeon CPU Max 9468': ratio=2.19
  [cinebench_r23_multi/geekbench_multi] 'Intel Xeon Gold 6448H (Sapphire Rapids)': ratio=2.05
  [cinebench_r23_multi/geekbench_multi] 'Intel Processor N97': ratio=1.0
  [cinebench_r23_multi/geekbench_multi] 'Intel Core i9-14900K': ratio=2.02
  [cinebench_r23_multi/geekbench_multi] 'Intel Core i9-13980HX': ratio=1.78
  [cinebench_r23_multi/geekbench_multi] 'Intel Processor N50': ratio=0.93
  [cinebench_r23_multi/geekbench_multi] 'Intel Core i7-14700KF': ratio=1.83
  [cinebench_r23_multi/geekbench_multi] 'Intel Core Ultra 7 155U': ratio=1.0
  [cinebench_r23_multi/geekbench_multi] 'Intel Core Ultra 5 135U': ratio=1.0
  [cinebench_r23_multi/geekbench_multi] 'Intel Core i9-13900KS': ratio=1.96
  [cinebench_r23_multi/geekbench_multi] 'Intel Core i7-14700K': ratio=1.86
  [cinebench_r23_multi/geekbench_multi] 'Intel Processor N200': ratio=1.0
  [cinebench_r23_multi/geekbench_multi] 'Intel Core i3-13100': ratio=0.9
  [cinebench_r23_multi/geekbench_multi] 'Intel Processor N100': ratio=1.0
  [cinebench_r23_multi/geekbench_multi] 'Intel Core i5-2500K (Sandy Bridge)': ratio=1.04
  [cinebench_r23_multi/geekbench_multi] 'Intel Atom x5-Z8350 (Cherry Trail)': ratio=0.86
  [cinebench_r23_multi/geekbench_multi] 'Intel Xeon 6980P': ratio=2.6
  [cinebench_r23_multi/geekbench_multi] 'Intel Xeon 6780E': ratio=2.64
  [cinebench_r23_multi/geekbench_multi] 'Intel Xeon 6960P (Granite Rapids)': ratio=2.42
  [cinebench_r23_multi/geekbench_multi] 'Intel Core i9-14900HX': ratio=1.84
  [cinebench_r23_multi/geekbench_multi] 'Intel Core Ultra 9 285K': ratio=1.84
  [cinebench_r23_multi/geekbench_multi] 'Intel Core i9-14900KS': ratio=1.93
  [cinebench_r23_multi/geekbench_multi] 'Intel Core Ultra 9 285': ratio=1.89
  [cinebench_r23_multi/geekbench_multi] 'Intel Core Ultra 7 268V': ratio=0.83
  [cinebench_r23_multi/geekbench_multi] 'Intel Core Ultra 9 285KF': ratio=1.84
  [cinebench_r23_multi/geekbench_multi] 'Intel Core i7-14700': ratio=1.81
  [cinebench_r23_multi/geekbench_multi] 'Intel Core Ultra 7 265F': ratio=1.82
  [cinebench_r23_multi/geekbench_multi] 'Intel Core i3-14100': ratio=0.9
  [cinebench_r23_multi/geekbench_multi] 'Intel Core Ultra 5 228V': ratio=0.82
  [cinebench_r23_multi/geekbench_multi] 'Intel Xeon w9-3595X (Emerald Rapids-WS)': ratio=2.19
  [cinebench_r23_multi/geekbench_multi] 'Intel Core Ultra 9 275HX': ratio=1.84
  [cinebench_r23_multi/geekbench_multi] 'Intel Xeon Platinum 8380': ratio=1.95
  [cinebench_r23_multi/geekbench_multi] 'Intel Xeon W-3375': ratio=2.17
  [cinebench_r23_multi/geekbench_multi] 'Intel Xeon Gold 6338 (Ice Lake-SP)': ratio=1.88
  [cinebench_r23_multi/geekbench_multi] 'Intel Core i5-750 (Lynnfield)': ratio=1.04
  [cinebench_r23_multi/geekbench_multi] 'Intel Pentium Gold G6400 (Comet Lake)': ratio=1.04
  [cinebench_r23_multi/geekbench_multi] 'Intel Celeron G5905 (Comet Lake)': ratio=0.88
  [cinebench_r23_multi/geekbench_multi] 'Intel Core i7-8550U (Kaby Lake R)': ratio=1.0
  [cinebench_r23_multi/geekbench_multi] 'Loongson 3A6000': ratio=1.03
  [cinebench_2024_multi/cinebench_r23_multi] 'AMD Ryzen 5 5500GT': ratio=0.09
  [cinebench_2024_multi/cinebench_r23_multi] 'Qualcomm Snapdragon X Plus X1P-42-100': ratio=0.07
  [cinebench_2024_multi/cinebench_r23_multi] 'Qualcomm Snapdragon X X1-26-100': ratio=0.09
  [cinebench_2024_multi/cinebench_r23_multi] 'Intel Xeon W-3175X': ratio=0.07
  [cinebench_2024_multi/cinebench_r23_multi] 'Intel Core i9-10920X': ratio=0.04
  [cinebench_2024_multi/cinebench_r23_multi] 'Intel Core i9-13900F': ratio=0.04
  [cinebench_2024_multi/cinebench_r23_multi] 'Intel Core i9-10900K': ratio=0.09

### GPU cross-source ratio outliers + sanity
  [passmark_g3d_mark/timespy_score] 'Radeon HD 4670': ratio=0.27
  [passmark_g3d_mark/timespy_score] 'Radeon HD 5670': ratio=0.2
  [passmark_g3d_mark/timespy_score] 'Radeon HD 6850': ratio=0.4
  [passmark_g3d_mark/timespy_score] 'GeForce GTS 450': ratio=5.48
  [passmark_g3d_mark/timespy_score] 'GeForce GTS 250': ratio=0.51
  [fp32_tflops/timespy_score] 'Radeon HD 4670': ratio=0.0
  [fp32_tflops/timespy_score] 'Radeon Pro W7900': ratio=0.0
  [fp32_tflops/timespy_score] 'Radeon Pro W7800': ratio=0.0
  [fp32_tflops/timespy_score] 'Radeon HD 5670': ratio=0.0
  [fp32_tflops/timespy_score] 'Radeon HD 6850': ratio=0.0
  [fp32_tflops/timespy_score] 'Radeon HD 5850': ratio=0.0
  [fp32_tflops/timespy_score] 'RTX 6000 Ada Generation': ratio=0.0
  [fp32_tflops/timespy_score] 'GeForce GTS 250': ratio=0.0
  [fp32_tflops/timespy_score] 'GeForce 9600 GT': ratio=0.0
  [passmark_g3d_mark/fp32_tflops] 'L40': ratio=302.2
  [passmark_g3d_mark/fp32_tflops] 'GeForce GTX 480': ratio=6068.45
  [passmark_g3d_mark/fp32_tflops] 'GeForce GTX 465': ratio=6194.38
  [passmark_g3d_mark/fp32_tflops] 'RTX PRO 6000 Blackwell Workstation Edition': ratio=303.69

(no lines under a section = clean)

Baseline hard anomalies: 18; PR head: 20; introduced: 2
NEW HARD ANOMALY:   [gpu] DUP name 'RTX 6000 Ada Generation': ['rtx-6000-ada', 'rtx-6000-ada-generation']
NEW HARD ANOMALY:   [gpu] DUP name 'RTX PRO 6000 Blackwell Workstation Edition': ['rtx-pro-6000-blackwell-workstation', 'rtx-pro-6000-blackwell-workstation-edition']

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data Dataset changes enhancement New feature or request

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Massive dataset rebuild: CPU + brand + GPU + smartphone + SoC (1989-2026)

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