datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
kicad9plus-permissive
Ailiance — KiCad 9+ Schematic Corpus (Permissive)
🇫🇷 Ailiance — curated by Ailiance for production deployment ; co-published with the upstream electron-rare/kicad9plus-permissive. 🇪🇺 Compatible EU AI Act (Template AI Office, July 2025).
Corpus de 98 schémas KiCad 9+ (.kicad_sch, format S-expression, version ≥ 20240722) collectés sous licences permissives uniquement (Apache-2.0, MIT, CC0-1.0, CERN-OHL-P-2.0). Pensé pour l'entraînement et le fine-tuning de modèles de génération… See the full description on the dataset page: https://huggingface.co/datasets/Ailiance-fr/kicad9plus-permissive.kill-life-embedded-qa
Ailiance — Kill-LIFE Embedded Knowledge Base
🇫🇷 Ailiance — curated by Ailiance for production deployment ; co-published with the upstream electron-rare/kill-life-embedded-qa. 🇪🇺 Compatible EU AI Act (Template AI Office, July 2025).
Knowledge-base Q&A spécifique au projet Kill_LIFE (compagnon vocal embarqué ESP32-S3 + Mascarade) : composants matériels, schémas KiCad du board minimal, simulations SPICE de l'alimentation/I2C/I2S/audio, et architecture du firmware C++ (pipeline… See the full description on the dataset page: https://huggingface.co/datasets/Ailiance-fr/kill-life-embedded-qa.mascarade-freecad-dataset
Mascarade — FreeCAD / OpenSCAD / CAD parametric Q&A
Description
Q&A bilingue (FR/EN) sur la CAO paramétrique : scripting FreeCAD Python (Part, PartDesign, Sketcher, Draft), code OpenSCAD, CadQuery, modélisation 3D pour impression, design-for-manufacturing.
Ce dataset fait partie de la famille Mascarade, un corpus thématique destiné au fine-tuning LoRA de modèles compacts (cibles : Qwen 2.5-32B, Gemma 3n-E4B, Qwen3 4B) pour des assistants spécialisés en électronique… See the full description on the dataset page: https://huggingface.co/datasets/Ailiance-fr/mascarade-freecad-dataset.kicad9plus-copyleft
Ailiance — KiCad 9+ Schematic Corpus (Copyleft)
🇫🇷 Ailiance — curated by Ailiance for production deployment ; co-published with the upstream electron-rare/kicad9plus-copyleft. 🇪🇺 Compatible EU AI Act (Template AI Office, July 2025).
Corpus de 209 schémas KiCad 9+ (.kicad_sch, format S-expression, version ≥ 20240722) collectés sous licences copyleft / réciproques fortes (GPL-3.0, CERN-OHL-S-2.0, EUPL-1.2). Compatible GPL-3.0-or-later au niveau aggregé. Pensé pour l'entraînement… See the full description on the dataset page: https://huggingface.co/datasets/Ailiance-fr/kicad9plus-copyleft.mascarade-embedded-dataset
Ailiance — Embedded Systems & Linux Q&A
🇫🇷 Ailiance — curated by Ailiance for production deployment ; co-published with the upstream electron-rare/mascarade-embedded-dataset. 🇪🇺 Compatible EU AI Act (Template AI Office, July 2025).
Q&A bilingue (FR/EN) sur les systèmes embarqués génériques : RTOS (FreeRTOS, Zephyr), Linux embarqué (Yocto, Buildroot), device tree, bootloaders (U-Boot, BL31), drivers noyau, et toolchains croisées.
Statistics
Métrique
Valeur… See the full description on the dataset page: https://huggingface.co/datasets/Ailiance-fr/mascarade-embedded-dataset.mascarade-spice-dataset
Ailiance — SPICE & Analog Simulation Q&A
🇫🇷 Ailiance — curated by Ailiance for production deployment ; co-published with the upstream electron-rare/mascarade-spice-dataset. 🇪🇺 Compatible EU AI Act (Template AI Office, July 2025).
Q&A bilingue (FR/EN) sur la simulation SPICE et l'analyse de circuits analogiques : ngspice, LTspice, modèles MOSFET/BJT, topologies analogiques, ampli-op, filtres actifs, sources de courant, polarisation.
Statistics
Métrique… See the full description on the dataset page: https://huggingface.co/datasets/Ailiance-fr/mascarade-spice-dataset.mascarade-stm32-dataset
Ailiance — STM32 & ARM Cortex-M Q&A
🇫🇷 Ailiance — curated by Ailiance for production deployment ; co-published with the upstream electron-rare/mascarade-stm32-dataset. 🇪🇺 Compatible EU AI Act (Template AI Office, July 2025).
Q&A bilingue (FR/EN) sur le firmware STM32 et ARM Cortex-M : drivers HAL/LL, CMSIS, FreeRTOS, peripherals (UART, SPI, I2C, DMA, ADC, timers), bare-metal register-level, et assembleur ARM Thumb-2. Couvre les familles STM32F0/F1/F4/F7/G0/G4/H7/L0/L4.… See the full description on the dataset page: https://huggingface.co/datasets/Ailiance-fr/mascarade-stm32-dataset.mascarade-iot-dataset
Ailiance — IoT & Connected Devices Q&A
🇫🇷 Ailiance — curated by Ailiance for production deployment ; co-published with the upstream electron-rare/mascarade-iot-dataset. 🇪🇺 Compatible EU AI Act (Template AI Office, July 2025).
Q&A bilingue (FR/EN) sur l'IoT et les objets connectés : ESP32, Wi-Fi, BLE, LoRaWAN, MQTT, intégration Home Assistant, drivers de capteurs, et gestion d'énergie pour devices battery-powered.
Statistics
Métrique
Valeur
Total… See the full description on the dataset page: https://huggingface.co/datasets/Ailiance-fr/mascarade-iot-dataset.mascarade-kicad-dataset
Mascarade — KiCad EDA Q&A
✅ ATTRIBUTION AUDIT COMPLETED (2026-05-11)
Per-sample Stack Exchange Electronics attribution recovered via the SE
/search/advanced + /questions/{id} API search :
146 samples (~5.52 %) confirmed as Stack Exchange Electronics
(CC-BY-SA-4.0) — fully attributed in metadata.stack_exchange_attribution
(URL + author display name + author user_id + post_id + creation_date_unix + match_confidence ≥ 0.60).
386 samples (~14.59 %) marked… See the full description on the dataset page: https://huggingface.co/datasets/Ailiance-fr/mascarade-kicad-dataset.mascarade-platformio-dataset
Mascarade — PlatformIO / Arduino / ESP32 Q&A
Description
Q&A bilingue (FR/EN) sur le développement embarqué PlatformIO : configuration platformio.ini, ESP32/ESP8266, Arduino framework, library manager, OTA, multi-environment builds, unit testing, debugging.
Ce dataset fait partie de la famille Mascarade, un corpus thématique destiné au fine-tuning LoRA de modèles compacts (cibles : Qwen 2.5-32B, Gemma 3n-E4B, Qwen3 4B) pour des assistants spécialisés en électronique… See the full description on the dataset page: https://huggingface.co/datasets/Ailiance-fr/mascarade-platformio-dataset.mascarade-power-dataset
Mascarade — Power Electronics Q&A
✅ ATTRIBUTION AUDIT COMPLETED (2026-05-11)
Per-sample Stack Exchange Electronics attribution recovered via the SE
/search/advanced + /questions/{id} API search :
159 samples (~4.87 %) confirmed as Stack Exchange Electronics
(CC-BY-SA-4.0) — fully attributed in metadata.stack_exchange_attribution
(URL + author display name + author user_id + post_id + creation_date_unix + match_confidence ≥ 0.60).
424 samples (~12.98 %) marked… See the full description on the dataset page: https://huggingface.co/datasets/Ailiance-fr/mascarade-power-dataset.mascarade-dsp-dataset
Mascarade — DSP & Signal Processing Q&A
✅ ATTRIBUTION AUDIT COMPLETED (2026-05-11)
Per-sample Stack Exchange Electronics attribution recovered via the SE
/search/advanced + /questions/{id} API search :
169 samples (~5.35 %) confirmed as Stack Exchange Electronics
(CC-BY-SA-4.0) — fully attributed in metadata.stack_exchange_attribution
(URL + author display name + author user_id + post_id + creation_date_unix + match_confidence ≥ 0.60).
535 samples (~16.93 %) marked… See the full description on the dataset page: https://huggingface.co/datasets/Ailiance-fr/mascarade-dsp-dataset.mascarade-emc-dataset
Mascarade — EMC & EMI Q&A
✅ ATTRIBUTION AUDIT COMPLETED (2026-05-11)
Per-sample Stack Exchange Electronics attribution recovered via the SE
/search/advanced + /questions/{id} API search :
136 samples (~4.05 %) confirmed as Stack Exchange Electronics
(CC-BY-SA-4.0) — fully attributed in metadata.stack_exchange_attribution
(URL + author display name + author user_id + post_id + creation_date_unix + match_confidence ≥ 0.60).
482 samples (~14.35 %) marked… See the full description on the dataset page: https://huggingface.co/datasets/Ailiance-fr/mascarade-emc-dataset.