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Eight.ly Agent Training Dataset
Training data for Eight.ly OS Nova AI assistant tool calling. Used to fine-tune FunctionGemma 270M, Qwen3 4B/8B, and Gemma 4 E2B for NAS management via natural language.
Dataset Files
| File | Examples | Description |
|---|---|---|
merged-dataset.jsonl |
4,909 | Combined dataset (tool calls + no-tool), used for latest FunctionGemma training |
nova-tool-calling-dataset.jsonl |
4,684 | Original tool-calling dataset across 41 tools |
no-tool-examples.jsonl |
225 | No-tool examples (greetings, general knowledge, opinions) to reduce over-triggering |
eval_dataset.jsonl |
200 | Held-out evaluation set |
tools.json |
41 | Tool schemas in OpenAI function-calling format |
Format
Each line in the JSONL files is a conversation in OpenAI chat format:
{
"messages": [
{"role": "system", "content": "You are Nova, the AI assistant for Eight.ly NAS OS..."},
{"role": "user", "content": "How much disk space is free?"},
{"role": "assistant", "tool_calls": [{"function": {"name": "get_storage_status", "arguments": {}}}]},
{"role": "tool", "content": "{\"total_gb\": 100, \"free_gb\": 74}"},
{"role": "assistant", "content": "You have 74 GB free out of 100 GB total storage."}
]
}
41 Tools
Docker (10): list_containers, get_container_logs, get_container_stats, list_docker_stacks, list_docker_images, list_docker_networks, list_docker_volumes, container_action, pull_docker_image, install_app
Storage (9): get_storage_status, get_cache_status, get_snapraid_status, get_disk_health, get_zfs_pools, run_snapraid_sync, run_smart_test, spin_down_disks, create_backup
VMs (5): list_vms, get_vm_stats, list_vm_snapshots, vm_action, create_vm_snapshot
LXC (2): list_lxc_containers, lxc_action
File Sharing (4): get_smb_shares, get_nfs_exports, create_smb_share, create_nfs_export
System (11): get_system_info, get_system_version, get_system_logs, get_node_time, get_network_interfaces, get_firewall_rules, get_health_overview, get_nova_models, search_apps, set_timezone, reboot_system
Training
See the model repo for trained GGUFs and the GitHub repo for training scripts.
Dataset Generation
Generated with augmentation scripts:
generate_dataset.py— base dataset from tool definitionsaugment_negatives.py— hard negative examples (143)augment_errors.py— error recovery examplesaugment_grounding.py— grounding examplesaugment_multiturn.py— multi-turn conversationsaugment_no_tool.py— no-tool examples (225)
License
Apache 2.0
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