conduct producer

Fine-tuning lifecycle management for Llama 3.3 70B - manage training sessions, LoRA adapters, and monitor model growth.

Command Hierarchy

producer — Fine-tuning lifecycle management │ ├── Sessions │ ├── session start Start new training session │ ├── session list List all sessions │ └── session status Check session status │ ├── Training │ ├── train trigger Trigger training run │ ├── train stop Stop current training │ ├── lora status LoRA adapter status │ └── lora merge Merge LoRA weights │ ├── Monitoring │ ├── monitor Live training dashboard │ ├── monitor growth Track model growth │ └── logs View training logs │ ├── Configuration │ ├── config View/edit configuration │ └── export Export trained model │ └── tree This command hierarchy
root categories commands

Quick Start

conduct producer session start              # Start new training session
conduct producer train trigger              # Trigger training run
conduct producer monitor                    # Watch training progress
conduct producer tree                       # Show command hierarchy

Subcommands

Sessions Session

CommandDescription
session startStart a new training session
session listList all training sessions
session statusCheck current session status

Training Train

CommandDescription
train triggerTrigger a training run
train stopStop current training
lora statusCheck LoRA adapter status
lora mergeMerge LoRA weights into base model

Monitoring Monitor

CommandDescription
monitorLive training dashboard
monitor growthTrack model growth metrics
logsView training logs

Configuration Config

CommandDescription
configView/edit training configuration
exportExport trained model
treeDisplay command hierarchy

Model Information

Base Model: Llama 3.3 70B

Fine-tuning Method: LoRA (Low-Rank Adaptation)