datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
code_search_net
Dataset Card for CodeSearchNet corpus
Dataset Summary
CodeSearchNet corpus is a dataset of 2 milllion (comment, code) pairs from opensource libraries hosted on GitHub. It contains code and documentation for several programming languages.
CodeSearchNet corpus was gathered to support the CodeSearchNet challenge, to explore the problem of code retrieval using natural language.
Supported Tasks and Leaderboards
language-modeling: The dataset can be used to… See the full description on the dataset page: https://huggingface.co/datasets/code-search-net/code_search_net.code-search-net-python
Dataset Card for "code-search-net-python"
Dataset Description
Homepage: None
Repository: https://huggingface.co/datasets/Nan-Do/code-search-net-python
Paper: None
Leaderboard: None
Point of Contact: @Nan-Do
Dataset Summary
This dataset is the Python portion of the CodeSarchNet annotated with a summary column.The code-search-net dataset includes open source functions that include comments found at GitHub.The summary is a short description of what the… See the full description on the dataset page: https://huggingface.co/datasets/Nan-Do/code-search-net-python.instructional_code-search-net-python
Dataset Card for "instructional_code-search-net-python"
Dataset Summary
This is an instructional dataset for Python.
The dataset contains two different kind of tasks:
Given a piece of code generate a description of what it does.
Given a description generate a piece of code that fulfils the description.
Languages
The dataset is in English.
Data Splits
There are no splits.
Dataset Creation
May of 2023
Curation Rationale
This… See the full description on the dataset page: https://huggingface.co/datasets/Nan-Do/instructional_code-search-net-python.code_search_net
CodeSearchNet
This is an unofficial reupload of the code_search_net dataset in the parquet format. I have also removed the columns func_code_tokens, func_documentation_tokens, and split_name as they are not relevant. The original repository relies on a Python module that is downloaded and executed to unpack the dataset, which is a potential security risk but importantly raises an annoying warning. As a plus, parquets load faster.
Original model card:
Dataset Card for… See the full description on the dataset page: https://huggingface.co/datasets/claudios/code_search_net.code-search-net-java
Dataset Card for "code-search-net-java"
Dataset Summary
This dataset is the Java portion of the CodeSarchNet annotated with a summary column.The code-search-net dataset includes open source functions that include comments found at GitHub.The summary is a short description of what the function does.
Languages
The dataset's comments are in English and the functions are coded in Java
Data Splits
Train, test, validation labels are included in the… See the full description on the dataset page: https://huggingface.co/datasets/Nan-Do/code-search-net-java.kicad-netlist-sft-dataset
KiCad Netlist SFT Dataset
Training dataset for fine-tuning LLMs to generate valid KiCad electronic circuit netlists from natural language descriptions. Contains 100,179 examples with two complementary output formats:
Blog post: Teaching a Small LLM to Design Electronic Circuits: Fine-Tuning Qwen3-4B on 100K KiCad Netlists
Format
Examples
Description
SKiDL Python
100,179
Executable Python netlists in the messages assistant field
Structured JSON
100,179
Parallel… See the full description on the dataset page: https://huggingface.co/datasets/AbijahKaj/kicad-netlist-sft-dataset.VSA
NetGoat VSA Fine Tune Dataset
This dataset is ment to be used to finetune AI models to reason and use tools properly to mitigate attacks within the NetGoat Ecosystem.
Dataset Details
Includes reasoning traces and tool uses! Its max token ammount is 2048
Uses
Attack Mitigation
cpp-code-code_search_net-style
C++ Dataset
documentation source: https://huggingface.co/docs/datasets/main/en/repository_structure
Supported Tasks and Leaderboards
language-modeling: The dataset can be used to train a model for modelling programming languages, which consists in building language models for programming languages.
Language
C++ programming language
Dataset Structure
Data Instances
A data point consists of a function code along with its documentation.… See the full description on the dataset page: https://huggingface.co/datasets/malteklaes/cpp-code-code_search_net-style.unpredictable_bulbapedia-bulbagarden-netThe UnpredicTable dataset consists of web tables formatted as few-shot tasks for fine-tuning language models to improve their few-shot performance. For more details please see the accompanying dataset card.code-search-net-javascript
Dataset Card for "code-search-net-javascript"
Dataset Summary
This dataset is the JavaScript portion of the CodeSarchNet annotated with a summary column.The code-search-net dataset includes open source functions that include comments found at GitHub.The summary is a short description of what the function does.
Languages
The dataset's comments are in English and the functions are coded in JavaScript
Data Splits
Train, test, validation labels are… See the full description on the dataset page: https://huggingface.co/datasets/Nan-Do/code-search-net-javascript.code_search_net
Dataset Card for CodeSearchNet corpus
Dataset Summary
CodeSearchNet corpus is a dataset of 2 milllion (comment, code) pairs from opensource libraries hosted on GitHub. It contains code and documentation for several programming languages.
CodeSearchNet corpus was gathered to support the CodeSearchNet challenge, to explore the problem of code retrieval using natural language.
Supported Tasks and Leaderboards
language-modeling: The dataset can be used… See the full description on the dataset page: https://huggingface.co/datasets/Zzzzzxl/code_search_net.HALO-Gemini-3-Flash-AppWorld
Dataset Card: Gemini 3 Flash Traces on AppWorld (test-normal)
Dataset Overview
This dataset contains agent execution traces of Gemini 3 Flash running on the AppWorld benchmark, specifically evaluated on the test-normal dataset split. The traces capture the full span-level execution detail of the model interacting with AppWorld's simulated app ecosystem.
Field
Value
Model
Gemini 3 Flash
Benchmark
AppWorld
Split
test-normal
Total Traces
168
Total Spans
3… See the full description on the dataset page: https://huggingface.co/datasets/inference-net/HALO-Gemini-3-Flash-AppWorld.reason_code-search-net-python
Dataset Card for "reason_code-search-net-python"
Dataset Summary
This dataset is an instructional dataset for Python.The dataset contains five different kind of tasks.
Given a Python 3 function:
Type 1: Generate a summary explaining what it does. (For example: This function counts the number of objects stored in the jsonl file passed as input.)
Type 2: Generate a summary explaining what its input parameters represent ("For example: infile: a file descriptor of a file… See the full description on the dataset page: https://huggingface.co/datasets/Nan-Do/reason_code-search-net-python.netopsbench-trace
NetOpsBench Agent Traces
This dataset contains sanitized NetOpsBench benchmark trace artifacts.
The legacy cross-model snapshot contains minimal-deepagent runs for
MiniMax M3, DeepSeek V4 Pro, Kimi K2.6, and OpenAI GPT-5.5 on the XS, Small,
Medium, and Large CLOS profiles.
The NetOpsBench v0.2 release adds a separately versioned
minimal-deepagent / deepseek-v4-pro snapshot across all seven built-in
profiles: XS, Small, Medium, Large, Xlarge, Fat-tree K=8, and Fat-tree K=12.
It… See the full description on the dataset page: https://huggingface.co/datasets/yyyyyt/netopsbench-trace.code-search-net-python
Dataset Card for "code-search-net-python"
Dataset Description
Homepage: None
Repository: https://huggingface.co/datasets/Nan-Do/code-search-net-python
Paper: None
Leaderboard: None
Point of Contact: @Nan-Do
Dataset Summary
This dataset is the Python portion of the CodeSarchNet annotated with a summary column.The code-search-net dataset includes open source functions that include comments found at GitHub.The summary is a short description of what the… See the full description on the dataset page: https://huggingface.co/datasets/khemprogrammer/code-search-net-python.code-search-net-php
Dataset Card for "code-search-net-php"
Dataset Summary
This dataset is the Php portion of the CodeSarchNet annotated with a summary column.The code-search-net dataset includes open source functions that include comments found at GitHub.The summary is a short description of what the function does.
Languages
The dataset's comments are in English and the functions are coded in Php
Data Splits
Train, test, validation labels are included in the dataset… See the full description on the dataset page: https://huggingface.co/datasets/Nan-Do/code-search-net-php.instructional_code-search-net-javacript
Dataset Card for "instructional_code-search-net-javacript"
Dataset Summary
This is an instructional dataset for JavaScript.
The dataset contains two different kind of tasks:
Given a piece of code generate a description of what it does.
Given a description generate a piece of code that fulfils the description.
Languages
The dataset is in English.
Data Splits
There are no splits.
Dataset Creation
May of 2023
Curation Rationale… See the full description on the dataset page: https://huggingface.co/datasets/Nan-Do/instructional_code-search-net-javacript.poki-lapoinstructional_code-search-net-java
Dataset Card for "instructional_code-search-net-java"
Dataset Summary
This is an instructional dataset for Java.
The dataset contains two different kind of tasks:
Given a piece of code generate a description of what it does.
Given a description generate a piece of code that fulfils the description.
Languages
The dataset is in English.
Data Splits
There are no splits.
Dataset Creation
May of 2023
Curation Rationale
This dataset… See the full description on the dataset page: https://huggingface.co/datasets/Nan-Do/instructional_code-search-net-java.code-search-net-go
Dataset Card for "code-search-net-go"
Dataset Summary
This dataset is the Go portion of the CodeSarchNet annotated with a summary column.The code-search-net dataset includes open source functions that include comments found at GitHub.The summary is a short description of what the function does.
Languages
The dataset's comments are in English and the functions are coded in Go
Data Splits
Train, test, validation labels are included in the dataset as… See the full description on the dataset page: https://huggingface.co/datasets/Nan-Do/code-search-net-go.lens-network-traffic-generation
Lens Network Traffic Generation Benchmark
Network-traffic generation data used to evaluate Lens, a knowledge-guided foundation model
for network traffic (TMLR). Each of the 8 source datasets is a HuggingFace config,
with train / validation / test splits and a unified schema.
This is the generation counterpart of the classification benchmark
Charles59/lens-network-traffic.
ℹ️ All data is derived from publicly available academic traffic datasets
obtained via the NetBench… See the full description on the dataset page: https://huggingface.co/datasets/Charles59/lens-network-traffic-generation.instructional_code-search-net-php
Dataset Card for "instructional_code-search-net-php"
Dataset Summary
This is an instructional dataset for PHP.
The dataset contains two different kind of tasks:
Given a piece of code generate a description of what it does.
Given a description generate a piece of code that fulfils the description.
Languages
The dataset is in English.
Data Splits
There are no splits.
Dataset Creation
May of 2023
Curation Rationale
This dataset… See the full description on the dataset page: https://huggingface.co/datasets/Nan-Do/instructional_code-search-net-php.quantum-networking-and-distributed
Neura Parse — Quantum Networking, Repeaters & Distributed Quantum Computing
A systems-frontier vertical on connecting quantum devices: entanglement distribution and distillation, quantum repeaters, quantum-internet protocol stacks, quantum memories/transduction, and modular/distributed quantum computing (nonlocal gates, circuit knitting across nodes, blind/verifiable delegated computation). Covers protocol and simulation methods used with tools such as NetSquid and SeQUeNCe… See the full description on the dataset page: https://huggingface.co/datasets/Neura-parse/quantum-networking-and-distributed.TCNNet-SFT-NetCom-zhTW-1.1M
[TCNNet] A Traditional Chinese Networking and Communication Instruction Fine-Tuning Dataset (zh-TW)
A large-scale supervised fine-tuning (SFT) dataset created specifically for TCNNet-9B, a Chinese language model specialized in networking and communications domains. The dataset contains question-answer pairs generated from various networking, cybersecurity, and tech review articles written in Traditional Chinese.
Dataset Description
Dataset Summary
This dataset… See the full description on the dataset page: https://huggingface.co/datasets/DataAgent/TCNNet-SFT-NetCom-zhTW-1.1M.instructional_code-search-net-ruby
Dataset Card for "instructional_code-search-net-ruby"
Dataset Summary
This is an instructional dataset for Ruby.
The dataset contains two different kind of tasks:
Given a piece of code generate a description of what it does.
Given a description generate a piece of code that fulfils the description.
Languages
The dataset is in English.
Data Splits
There are no splits.
Dataset Creation
May of 2023
Curation Rationale
This dataset… See the full description on the dataset page: https://huggingface.co/datasets/Nan-Do/instructional_code-search-net-ruby.code-search-net-ruby
Dataset Card for "code-search-net-ruby"
Dataset Summary
This dataset is the Ruby portion of the CodeSarchNet annotated with a summary column.The code-search-net dataset includes open source functions that include comments found at GitHub.The summary is a short description of what the function does.
Languages
The dataset's comments are in English and the functions are coded in Ruby
Data Splits
Train, test, validation labels are included in the… See the full description on the dataset page: https://huggingface.co/datasets/Nan-Do/code-search-net-ruby.NetSecDataDetails about the creation of this dataset can be found in the article Hackphyr: A Local Fine-Tuned LLM Agent for Network Security Environments.
DoD-Instruction-8010-01-Information-Network-Transport
🌐 DoD Information Network Transport
Maintainer: Terry Eppler
Owner: US Federal Government
Source: DoD Instruction 8010.01
Dataset Size: question-answer records
Source Effective Date: September 10, 2018
Source Organization: Office of the DoD Chief Information Officer
Source Ownership: United States Department of Defense
📋 Overview
Dataset Summary
The DoD Information Network Transport Question-Answer Dataset contains document-grounded… See the full description on the dataset page: https://huggingface.co/datasets/leeroy-jankins/DoD-Instruction-8010-01-Information-Network-Transport.ru-instruct-KAN-logic-v1
Russian Instruct KAN-Logic Dataset (v1)
Overview
ru-instruct-KAN-logic-v1 — это специализированный набор данных для instruction tuning (дообучения) языковых моделей на русском языке.
Основной фокус датасета — сложные логические рассуждения (Reasoning), математическое обоснование нейросетевых архитектур нового поколения (KAN - Kolmogorov-Arnold Networks) и теория распределенных вычислений.
Датасет содержит синтетические и курируемые пары instruction - output… See the full description on the dataset page: https://huggingface.co/datasets/K-Net-Labs/ru-instruct-KAN-logic-v1.NetBench
NetBench Dataset
Dataset Overview
The NetBench Dataset is a curated collection of expert-level question-answer pairs designed to benchmark the ability of large language models (LLMs) to achieve network subject matter expert (SME) intelligence across 20 critical telecommunications and network engineering categories. These categories include:
Network Fundamentals & L2 Switching: Basic device access, Layer 2 concepts (VLANs, STP, LAG), L2 security, and interface… See the full description on the dataset page: https://huggingface.co/datasets/NetoAISolutions/NetBench.