grail-miner
CommunitySet up, manage, and optimize Grail miners.
Authorsynapz-org
Version1.0.0
Installs0
System Documentation
What problem does it solve?
This skill provides end-to-end guidance and tooling to set up, manage, and optimize Grail miners on Bittensor Subnet 81, covering environment configuration, R2 storage, model checkpoints, GRPO rollout generation, performance tuning, monitoring, and common troubleshooting.
Core Features & Use Cases
- Miner Setup: Interactive wizard and health checks to bootstrap a production-ready miner, including wallet verification and systemd deployment.
- R2 Storage & Checkpoints: Dual-credential storage configuration, bucket validation, and checkpoint lifecycle management.
- Rollout Generation & Monitoring: Deterministic GRPO rollout creation, performance tuning, and real-time monitoring dashboards.
- Troubleshooting: Guidance for CUDA/GPU errors, upload failures, and low/zero weights with pragmatic recovery steps.
Quick Start
Use the skill to configure a Grail miner for subnet 81 and start the end-to-end setup in Claude Code.
Dependency Matrix
Required Modules
python-dotenvboto3botocorerequeststorchbittensortransformerstyper
Components
scriptsreferences
💻 Claude Code Installation
Recommended: Let Claude install automatically. Simply copy and paste the text below to Claude Code.
Please help me install this Skill: Name: grail-miner Download link: https://github.com/synapz-org/grail-miner-claude-skill/archive/main.zip#grail-miner Please download this .zip file, extract it, and install it in the .claude/skills/ directory.
Agent Skills Search Helper
Install a tiny helper to your Agent, search and equip skill from 223,000+ vetted skills library on demand.