datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
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.anime-unslop-10k~10k samples from CausalLM/Refined-Anime-Text passed through Claude 3.5 Sonnet to appear more human-like.
stackoverflow-kubernetes-questionssn96g-docker-kubernetes-2chunk1-20250919_183847
Subnet 96 — Clean Q/A Dataset
Format: one JSONL per line:
{"system": null, "conversations":[{"role":"user","content":"..."}, {"role":"assistant","content":"..."}]}
Total pairs: 2
Avg answer length (tokens): 28.5 (median 28.5, min 17, max 40)
Schema errors: 0 (should be 0)
File size: 0.00 MB
SHA256 (data.jsonl): 77142f33f11e2798fcabd9b64d6c5b95b04ee941131e3539d4b90507e4b8c191
Language: English
Intended for: Bittensor Subnet 96 validators
Generation: local LLaMA (GPU) +… See the full description on the dataset page: https://huggingface.co/datasets/raniero/sn96g-docker-kubernetes-2chunk1-20250919_183847.sn96g-docker-kubernetes-10chunk1-20250919_132735
Subnet 96 — Clean Q/A Dataset
Format: one JSONL per line:
{"system": null, "conversations":[{"role":"user","content":"..."}, {"role":"assistant","content":"..."}]}
Total pairs: 36
Avg answer length (tokens): 110.2 (median 110.0, min 85, max 162)
Schema errors: 0 (should be 0)
File size: 0.03 MB
SHA256 (data.jsonl): 570d948ab23312b15d511b8c6a08f05a65096bac2f27eb70e0b6f529fdcded91
Language: English
Intended for: Bittensor Subnet 96 validators
Generation: local LLaMA (GPU) +… See the full description on the dataset page: https://huggingface.co/datasets/raniero/sn96g-docker-kubernetes-10chunk1-20250919_132735.sn96g-docker-kubernetes-2chunk1-20250919_174824
Subnet 96 — Clean Q/A Dataset
Format: one JSONL per line:
{"system": null, "conversations":[{"role":"user","content":"..."}, {"role":"assistant","content":"..."}]}
Total pairs: 2
Avg answer length (tokens): 31.5 (median 31.5, min 28, max 35)
Schema errors: 0 (should be 0)
File size: 0.00 MB
SHA256 (data.jsonl): 5a9b863bc92f7d43d2fac2e9116aec63cff7bd6d02e91b481e84ae0beec7b576
Language: English
Intended for: Bittensor Subnet 96 validators
Generation: local LLaMA (GPU) +… See the full description on the dataset page: https://huggingface.co/datasets/raniero/sn96g-docker-kubernetes-2chunk1-20250919_174824.sn96g-docker-kubernetes-2chunk1-20250919_192837
Subnet 96 — Clean Q/A Dataset
Format: one JSONL per line:
{"system": null, "conversations":[{"role":"user","content":"..."}, {"role":"assistant","content":"..."}]}
Total pairs: 2
Avg answer length (tokens): 26.5 (median 26.5, min 24, max 29)
Schema errors: 0 (should be 0)
File size: 0.00 MB
SHA256 (data.jsonl): 4a2a3f96c9e8a693ab8d05c931bef0fa6412835541fc65ed316ed8de0eae5bff
Language: English
Intended for: Bittensor Subnet 96 validators
Generation: local LLaMA (GPU) +… See the full description on the dataset page: https://huggingface.co/datasets/raniero/sn96g-docker-kubernetes-2chunk1-20250919_192837.