datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
open-schematics
Open Schematics Dataset
The largest dataset of electronic schematics and PCB layouts on the internet, built as an engineering reference for schematic and PCB layout work. It's a self-growing, autonomous dataset that continuously scans the web for new engineering designs and updates itself accordingly.
Dataset Description
Each record corresponds to one schematic file and includes the raw source, rendered images, structured metadata, and all associated PCB files… See the full description on the dataset page: https://huggingface.co/datasets/bshada/open-schematics.open-schematics
Open Schematics Dataset
A comprehensive dataset of electronic schematics from hardware projects. This dataset is designed for training AI models on circuit design, component recognition, and hardware engineering tasks.
Dataset Description
This dataset contains electronic schematic files along with their visual representations, component information, and metadata from various hardware projects.
Dataset Structure
Each record in the dataset contains:
schematic:… See the full description on the dataset page: https://huggingface.co/datasets/Colt45en/open-schematics.open-schematics
Open Schematics Dataset
A comprehensive dataset of electronic schematics from hardware projects. This dataset is designed for training AI models on circuit design, component recognition, and hardware engineering tasks.
Dataset Description
This dataset contains electronic schematic files along with their visual representations, component information, and metadata from various hardware projects.
Dataset Structure
Each record in the dataset contains:
schematic:… See the full description on the dataset page: https://huggingface.co/datasets/Joseferrera24/open-schematics.open-schematics
Open Schematics Dataset
A comprehensive dataset of electronic schematics from hardware projects. This dataset is designed for training AI models on circuit design, component recognition, and hardware engineering tasks.
Dataset Description
This dataset contains electronic schematic files along with their visual representations, component information, and metadata from various hardware projects.
Dataset Structure
Each record in the dataset contains:
schematic:… See the full description on the dataset page: https://huggingface.co/datasets/Ju-C/open-schematics.open-schematics
Open Schematics Dataset
A comprehensive dataset of electronic schematics from hardware projects. This dataset is designed for training AI models on circuit design, component recognition, and hardware engineering tasks.
Dataset Description
This dataset contains electronic schematic files along with their visual representations, component information, and metadata from various hardware projects.
Dataset Structure
Each record in the dataset contains:
schematic:… See the full description on the dataset page: https://huggingface.co/datasets/JasoHuangTaiwan/open-schematics.open-schematics
Open Schematics Dataset
A comprehensive dataset of electronic schematics from hardware projects. This dataset is designed for training AI models on circuit design, component recognition, and hardware engineering tasks.
Dataset Description
This dataset contains electronic schematic files along with their visual representations, component information, and metadata from various hardware projects.
Dataset Structure
Each record in the dataset contains:
schematic:… See the full description on the dataset page: https://huggingface.co/datasets/rifxyz/open-schematics.schemas
SQaLe — schemas
Unique database schemas and their synthetic contents, one row per schema.
The questions live in
cwolff/queries, joined on schema id.
These two columns were previously stored inline on every question row of
cwolff/data_work_in_progress.
With ~25 questions per schema that was a ~25x duplication of the largest columns
in the corpus; holding them once here is the entire point of the split.
Columns
column
schema id
join key into… See the full description on the dataset page: https://huggingface.co/datasets/cwolff/schemas.open-schematics
Open Schematics Dataset
A comprehensive dataset of electronic schematics from hardware projects. This dataset is designed for training AI models on circuit design, component recognition, and hardware engineering tasks.
Dataset Description
This dataset contains electronic schematic files along with their visual representations, component information, and metadata from various hardware projects.
Dataset Structure
Each record in the dataset contains:
schematic:… See the full description on the dataset page: https://huggingface.co/datasets/GGGDDD1111/open-schematics.open-schematics
Open Schematics Dataset
A comprehensive dataset of electronic schematics from hardware projects. This dataset is designed for training AI models on circuit design, component recognition, and hardware engineering tasks.
Dataset Description
This dataset contains electronic schematic files along with their visual representations, component information, and metadata from various hardware projects.
Dataset Structure
Each record in the dataset contains:
schematic:… See the full description on the dataset page: https://huggingface.co/datasets/Strawberry015/open-schematics.open-schematics
Open Schematics Dataset
A comprehensive dataset of electronic schematics from hardware projects. This dataset is designed for training AI models on circuit design, component recognition, and hardware engineering tasks.
Dataset Description
This dataset contains electronic schematic files along with their visual representations, component information, and metadata from various hardware projects.
Dataset Structure
Each record in the dataset contains:
schematic:… See the full description on the dataset page: https://huggingface.co/datasets/jarvisemitra/open-schematics.schemapile
SchemaPile
Usage
from datasets import load_dataset
ds = load_dataset("trl-lab/schemapile", split="full")
print(f"Loaded dataset with {len(ds)} records.")
print(ds[0])
Description
SchemaPile is a collection of database schemas extracted from various sources, normalized for consistency and ease of use in machine learning workflows. Each record contains metadata (INFO), licensing information, permissiveness, and a list of tables with detailed column… See the full description on the dataset page: https://huggingface.co/datasets/trl-lab/schemapile.open-schematics
Open Schematics Dataset
A comprehensive dataset of electronic schematics from hardware projects. This dataset is designed for training AI models on circuit design, component recognition, and hardware engineering tasks.
Dataset Description
This dataset contains electronic schematic files along with their visual representations, component information, and metadata from various hardware projects.
Dataset Structure
Each record in the dataset contains:
schematic:… See the full description on the dataset page: https://huggingface.co/datasets/Bravo666126/open-schematics.danish-icl-schema-format-v3
danish-icl-json-v3
In-context-learning rows derived from jensjepsen/danish-json-grpo-v1. Each row
packs 1-5 worked examples into a single user turn, followed by a held-out
passage; the assistant turn is the answer for that passage. No instruction is
included, so both the schema and the output format have to be inferred from the
examples. Two axes vary per row and are held constant within a row: the schema
(134 field-sets) and the output format (10 renderers — JSON, key: value… See the full description on the dataset page: https://huggingface.co/datasets/jensjepsen/danish-icl-schema-format-v3.large-schema-text2sql-20k
Large-Schema Text-to-SQL (20K)
20,020 text-to-SQL examples whose median database schema has 95 tables.
Most text-to-SQL corpora hand the model a toy database. Spider averages about 5 tables per
database; BIRD is in the same range. Real analytics work does not look like that — it looks
like an ERP schema with 200 tables, 300 foreign keys, and eleven things called *_log, where
the hard part is not writing the JOIN but finding the two tables worth joining.
This dataset is that… See the full description on the dataset page: https://huggingface.co/datasets/VikramPal/large-schema-text2sql-20k.schemas_newschema-validators-test
Example Revision main
task879_schema_guided_dstc8_classification
Dataset Card for Natural Instructions (https://github.com/allenai/natural-instructions) Task: task879_schema_guided_dstc8_classification
Additional Information
Citation Information
The following paper introduces the corpus in detail. If you use the corpus in published work, please cite it:
@misc{wang2022supernaturalinstructionsgeneralizationdeclarativeinstructions,
title={Super-NaturalInstructions: Generalization via Declarative Instructions on 1600+ NLP… See the full description on the dataset page: https://huggingface.co/datasets/Lots-of-LoRAs/task879_schema_guided_dstc8_classification.amazon-beauty-star-schema
Amazon Reviews 2023 — Beauty & Personal Care (Star Schema)
Stage 1 of 2. โครงสร้าง star schema ที่ทำจาก
McAuley-Lab/Amazon-Reviews-2023
เฉพาะหมวดใหญ่ Beauty & Personal Care (3 หมวดย่อย)
ขั้นนี้ทำแค่ จัดโครงสร้าง — ยังไม่ทำความสะอาดข้อความ ไม่ทำ feature engineering
ถ้าต้องการชุดที่พร้อมเทรนโมเดล ดู stage 2: Madnesss/amazon-beauty-analytics-ready
ไฟล์ในชุดนี้
ไฟล์
จำนวนแถว
Grain
fact_review/
3,658,936
1 แถว = 1 รีวิว (ไม่มีข้อความ)
review_text/
3,658… See the full description on the dataset page: https://huggingface.co/datasets/Madnesss/amazon-beauty-star-schema.schemas_new3SQL_SparC_Dataset_With_Schema
Dataset Card for "SQL_SparC_Dataset_With_Schema"
More Information needed
orbital-schemas
Orbital Schemas Dataset
Training data for OrbGen - a model that generates valid Orbital schemas (.orb files).
Dataset Structure
train: 142 examples
validation: 16 examples
test: 10 examples
Features
prompt: Natural language description of the desired schema
completion: Valid Orbital schema in JSON format
domain: Application domain (ecommerce, game, productivity, etc.)
complexity: Schema complexity (simple, medium, complex)
source: Source of the example… See the full description on the dataset page: https://huggingface.co/datasets/orbital-ai/orbital-schemas.spider_sql_schema
Citation
@inproceedings{yu-etal-2018-spider,
title = "{S}pider: A Large-Scale Human-Labeled Dataset for Complex and Cross-Domain Semantic Parsing and Text-to-{SQL} Task",
author = "Yu, Tao and
Zhang, Rui and
Yang, Kai and
Yasunaga, Michihiro and
Wang, Dongxu and
Li, Zifan and
Ma, James and
Li, Irene and
Yao, Qingning and
Roman, Shanelle and
Zhang, Zilin and
Radev, Dragomir",
editor = "Riloff… See the full description on the dataset page: https://huggingface.co/datasets/KaifengGGG/spider_sql_schema.schemas_new2db-schemas-test
Dataset Card for db-schemas-test
This dataset has been created with distilabel.
Dataset Summary
This dataset contains a pipeline.yaml which can be used to reproduce the pipeline that generated it in distilabel using the distilabel CLI:
distilabel pipeline run --config "https://huggingface.co/datasets/mgfrantz/db-schemas-test/raw/main/pipeline.yaml"
or explore the configuration:
distilabel pipeline info --config… See the full description on the dataset page: https://huggingface.co/datasets/mgfrantz/db-schemas-test.Schemaorg
Dataset Card for Schemaorg
This dataset is a collection of Mixed-hop Prediction datasets created from Schema.org's subsumption hierarchy (TBox) for evaluating hierarchy embedding models. It is an evaluation-only dataset consisting of just validation and test splits.
Mixed-hop Prediction: This task aims to evaluate the model’s capability in determining the existence of subsumption relationships between arbitrary entity pairs, where the entities are not necessarily seen during… See the full description on the dataset page: https://huggingface.co/datasets/Hierarchy-Transformers/Schemaorg.kafka_schema_registry_deadletter_triage_teaser
🚀 DataOps - Kafka Streaming, Schema Registry Incompatibility & Dead-Letter Triage (Evaluation Teaser)
⚡ Official Free Evaluation Teaser (50 Verified Multi-Turn Scenarios)🏆 Get the Full Production Package (166 Samples) & Commercial EULA on Gumroad:👉 DataOps - Kafka Streaming, Schema Registry Incompatibility & Dead-Letter Triage on Gumroad🏷️ Use coupon code LAUNCH20 for 20 € off at checkout!
📦 What is Inside the Full Production Package:
166 Verified FAANG… See the full description on the dataset page: https://huggingface.co/datasets/emgena/kafka_schema_registry_deadletter_triage_teaser.danish-icl-schema-format-v1
danish-icl-json-v1
In-context-learning rows derived from jensjepsen/danish-json-grpo-v1. Each
row packs 1-5 worked examples sharing a JSON schema into a single user turn,
followed by a held-out passage; the assistant turn is the answer for that
passage. No instruction is included, so the schema and the output format have
to be inferred from the examples. In roughly half the rows the field names are
replaced by meaning-free symbols (alfa/beta/..., kat_a/..., f1/...,
foo/bar/...)… See the full description on the dataset page: https://huggingface.co/datasets/jensjepsen/danish-icl-schema-format-v1.danish-icl-schema-format-v2
danish-icl-json-v2
In-context-learning rows derived from jensjepsen/danish-json-grpo-v1. Each row
packs 1-5 worked examples into a single user turn, followed by a held-out
passage; the assistant turn is the answer for that passage. No instruction is
included, so both the schema and the output format have to be inferred from the
examples. Two axes vary per row and are held constant within a row: the schema
(134 field-sets) and the output format (8 renderers — JSON, key: value… See the full description on the dataset page: https://huggingface.co/datasets/jensjepsen/danish-icl-schema-format-v2.schemaset-1k
Schemaset-1K
by Sonset
1,000 preview rows available here. Full dataset on Gumroad.
Build datasets like this at https://sonset.dev
JSON Schema datasets on HuggingFace almost all cover the same ground. Types, required fields, maybe some nested objects. Models trained on them fall apart when they see a $ref chain, stacked if/then conditionals, or a recursive schema. They start inventing keywords.
68.8% of Schemaset-100K is L4 or L5. That's the stuff that breaks things.… See the full description on the dataset page: https://huggingface.co/datasets/sonset/schemaset-1k.wim-schema-org-wiki-articles
Dutch Wikipedia Aligned Articles aligned with Schema.org Classes
Dataset Version: 1.0 (2025-06-04)Point of Contact: UWV Netherlands (UWV organization on Hugging Face)License: CC BY-SA 4.0Dataset: UWV/wim_schema_org_wiki_articles
Dataset Description
This dataset provides alignments between Schema.org classes and relevant Dutch Wikipedia articles. Each Schema.org class from a processed subset is linked to up to 20 distinct Wikipedia articles, including their full text, a… See the full description on the dataset page: https://huggingface.co/datasets/UWV/wim-schema-org-wiki-articles.