datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
stackoverflow-kubernetes-questionsThe purpose of this dataset is to provide the opportunity to perform any training, fine-tuning, etc. for any Language Model. In the 'data' folder, you will find the dataset in Parquet format, which is one of the formats used for these processes.
In case it may be useful for other purposes, I have also included the dataset in CSV format.
All data in this dataset were retrieved from the Stack Exchange network using the Stack Exchange Data explorer tool… See the full description on the dataset page: https://huggingface.co/datasets/mcipriano/stackoverflow-kubernetes-questions.devops-kubernetes-sft-100k
DevOps and Kubernetes SFT 100K
A synthetic supervised fine-tuning dataset of 100,000 high-quality DevOps and Kubernetes conversations designed to train AI assistants capable of supporting platform engineers, SREs, and DevOps practitioners.
Dataset Description
This dataset covers production-grade Kubernetes operations, cloud infrastructure, CI/CD pipelines, GitOps workflows, and platform engineering across 13 specialized categories. Each record follows the ShareGPT… See the full description on the dataset page: https://huggingface.co/datasets/stindardlogic/devops-kubernetes-sft-100k.devops-kubernetes-iac-sft-dpo-2026
⚙️ Enterprise DevOps AI, Kubernetes SRE & IaC SFT/DPO Dataset (2026)
High-precision multi-turn instruction tuning and preference optimization dataset with step-by-step SRE root-cause Chain-of-Thought (<thought>) diagnostic trees for fine-tuning LLMs (Llama-3.3, Qwen-2.5-Coder, DeepSeek-R1-Distill, Mistral) into Senior Site Reliability Engineers (SRE), Principal Cloud Architects, and DevSecOps Specialists.
📊 Dataset Architecture & Highlights
Multi-Turn SRE… See the full description on the dataset page: https://huggingface.co/datasets/beatsprom/devops-kubernetes-iac-sft-dpo-2026.Kubernetes_documentationcosmopedia-kubernetes
Cosmopedia-kubernetes v0.1
An unmodified subset of Cosmopedia v0.1 data filtered by keywords: k8s and kubernetes
Dataset splits
The splits are same as Cosmopedia v0.1
Dataset features
The dataset has the following features:
text: the synthetic generated content from Cosmopedia v0.1.
format: the style of text, this can for example be a textbook, a blogpost, a story.. It can also be inferred from the prompt.
audience: the target audience defined in the prompt
kubernetes
Dataset Card for "kubernetes"
More Information needed
kubernetes-documentation-dataset
Dataset Card for Dataset Name
This dataset card aims to be a base template for new datasets. It has been generated using this raw template.
Dataset Details
Dataset Description
This dataset consists of the Kubernetes data that has been scraped from the web(https://kubernetes.io/docs/concepts/services-networking/)
License: [MIT]
Dataset Sources [optional]
Repository: [https://github.com/keethu12345/Kubernetes_ML-Model]
Uses
This… See the full description on the dataset page: https://huggingface.co/datasets/keethu/kubernetes-documentation-dataset.kubernetes_configdocumentation-kubernetes
Documentation-Kubernetes
Made with ❤️ using 🦥 Unsloth Studio
kubernetes documentation was generated with Unsloth Recipe Studio. It contains 99 generated records.
🚀 Quick Start
from datasets import load_dataset
# Load the main dataset
dataset = load_dataset("makayel/documentation-kubernetes", "data", split="train")
df = dataset.to_pandas()
📊 Dataset Summary
📈 Records: 99
📋 Columns: 3
✅ Completion: 99.0% (100 requested)
📋 Schema & Statistics… See the full description on the dataset page: https://huggingface.co/datasets/makayel/documentation-kubernetes.emgena_cloud_kubernetes_rbac_privilege_auditor_teaser
🔬 INSPECT THE DEEPSEEK-R1 REASONING CHAIN LIVE:
Zero hallucinations. Null syntax errors. 100% AST compiler validated.🌐 Live Interactive Reasoning & Code Inspector: https://emgena.com/trainingslager🎁 Claim your Free Starter Kit (Code: STARTER100): https://emgena.com/trainingslager🏷️ Launch Discount: Get 20 € OFF any 500-incident production suite with code LAUNCH20!
📜 Enterprise Compliance: EU AI Act Articles 50 & 53 certified • 100% DSGVO / GDPR clean • Commercial EULA… See the full description on the dataset page: https://huggingface.co/datasets/emgena/emgena_cloud_kubernetes_rbac_privilege_auditor_teaser.CivitAI-As-CharactersDeduplicated set of CivitAI images as searched by SD XL-derived models that have been described by Llava1.6-34b as Characters.
Each image is a portrait, meaning it's taller than it's wider, and has exactly one face in it. Face bounding boxes are provided.
Character-like description for each image is given by a Llava1.6-34b. Here is an example:
{
"age": "22",
"eyes": "Bright blue, striking",
"face": "Smooth, elegant, with a gentle expression",
"hair": "Long, straight, brown"… See the full description on the dataset page: https://huggingface.co/datasets/kubernetes-bad/CivitAI-As-Characters.kubernetes-configurationscharacter-captions-opusDeduplicated set of character portraits that have been described by Anthropic Claude Opus as characters with stories and visual attributes.
Images obtained from CivitAI by filtering for SD XL-derived models only. Original Stable Diffusion prompt and metadata is also included.
Each image is a portrait, meaning it's taller than it's wider, and has exactly one face in it. Face bounding boxes are provided.
Character-like description for each image is given by Claude Opus. Here is an example:
{… See the full description on the dataset page: https://huggingface.co/datasets/kubernetes-bad/character-captions-opus.kubernetes_cli_dataset_20kkubernetes-security
Kubernetes Security Dataset
A comprehensive bilingual (French/English) dataset for training AI models on Kubernetes container and orchestration security.
Dataset Overview
This dataset contains 13 high-quality instruction-response pairs covering critical Kubernetes security topics including:
CIS Kubernetes Benchmarks - Security configuration recommendations
Pod Security Standards - Restricted, baseline, and privileged policies
RBAC & Service Accounts - Access control and… See the full description on the dataset page: https://huggingface.co/datasets/AYI-NEDJIMI/kubernetes-security.stackoverflow-kubernetes-questionscovert from https://huggingface.co/datasets/mcipriano/stackoverflow-kubernetes-questions/blob/main/README.md
format from parquet to csv
coverting code as below
import pandas as pd
from pandas import read_parquet
data = read_parquet("~/Downloads/kubernetes_dump.parquet")
#print(data.count())
#data.head()
data.to_csv('/tmp/out.csv', index=False)
kubernetes_operator_3b_1.5kdeepfabric_kubernetes_tool_qwen_callingdeepfabric_kubernetes_tool_callingkubernetes_operator_3b_1.5kstackoverflow-kubernetes-questionssidddddddddddd-kubernetes-reformattedkubernetes_operator_dataset_1kanime-unslop-10k~10k samples from CausalLM/Refined-Anime-Text passed through Claude 3.5 Sonnet to appear more human-like.
kubernetes_operator_8b_2ksmoltrace-kubernetes-tasks
SMOLTRACE Synthetic Dataset
This dataset was generated using the TraceMind MCP Server's synthetic data generation tools.
Dataset Info
Tasks: 101
Format: SMOLTRACE evaluation format
Generated: AI-powered synthetic task generation
Usage with SMOLTRACE
from datasets import load_dataset
# Load dataset
dataset = load_dataset("MCP-1st-Birthday/smoltrace-kubernetes-tasks")
# Use with SMOLTRACE
# smoltrace-eval --model openai/gpt-4 --dataset-name… See the full description on the dataset page: https://huggingface.co/datasets/MCP-1st-Birthday/smoltrace-kubernetes-tasks.kubernetes-reformatted-remove-outlierskubernetes-reasoningSamples in this benchmark were generated by RELAI using the following data source(s):
Data Source Name: Kubernetes
Documentation Data Source Link: https://kubernetes.io/docs/home/
Data Source License: https://github.com/kubernetes/website/blob/main/LICENSE
Data Source Authors: Kubernetes Authors
AI Benchmarks by Data Agents © 2025 RELAI.AI · Licensed under CC BY 4.0. Source: https://relai.ai
kubernetes_commandsstackoverflow-kubernetes-questions-llama2