GPU scheduler, 14-tool architecture, plugin deployment, event dispatcher
GPU Scheduler (gpu.sethpc.xyz): - Live dashboard with 4 GPUs, training monitor, loss sparklines - Preset-based job scheduler with 3 triggers (time, finish_training, cost) - Model selection per GPU, pipeline configuration - Tool self-play and training pipeline types - Behind Google OAuth, live-refresh without page reload Tool Architecture (14 tools): - 3 new tools: world.nearby_entities, memory.read, memory.write - 7 script.* tools: write, validate, execute, read, list, delete, schedule - ScriptManager: full mcfunction datapack CRUD with RCON validation - Training data: 1,430 tool examples (up from 1,159) Plugin Deployment (paper-ai-25567): - WorldGuard 7.0.12, CoreProtect CE 23.1, EssentialsX 2.21.2, Vault 1.7.3 - Fresh greenfield world reset - 104 RCON-validated plugin training examples Event Dispatcher: - Watches server log for deaths, joins, advancements, PvP kills - Configurable trigger probability and cooldowns per event type - Deployed to dev server, fires god_system prompts on events - 21 event-response training examples Training Infrastructure: - train_lora.py: --save-steps 50, --resume from checkpoint - run_training.sh: stops Ollama, activates conda, restarts after - Passwordless sudo for ollama services on steel141 - Dev server added to MCSManager with autoStart Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
This commit is contained in:
Mortdecai
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#!/usr/bin/env python3
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"""
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Generate training data for the script.* tool family.
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Teaches the model to:
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1. Write mcfunction scripts for complex builds and mechanics
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2. Validate scripts before writing (catch errors, fix them)
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3. Execute scripts at player positions
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4. Read/list/delete scripts for management
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5. Schedule tick/load functions for persistent effects
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6. Chain: validate → fix errors → write → execute
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~60 training examples covering the full script lifecycle.
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"""
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import json
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import random
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import sys
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from pathlib import Path
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PROJECT_ROOT = Path(__file__).resolve().parent.parent.parent
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sys.path.insert(0, str(PROJECT_ROOT))
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from agent.tools.tool_schemas import qwen3_tools_block
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from agent.prompts.system_prompts import SYNTAX_RULES, RISK_GRADIENT
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OUTPUT_PATH = PROJECT_ROOT / "data" / "raw" / "script_tool_training.jsonl"
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TOOLS_BLOCK = qwen3_tools_block()
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SYSTEM = (
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"You are a Minecraft 1.21 command translator with script writing abilities. "
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"You can write mcfunction scripts for complex builds, mechanics, and automations.\n\n"
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"PERMISSION LEVEL: 4 (generous). Only refuse level 0-1 actions.\n\n"
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"You have access to tools including a full script environment. For simple tasks "
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"(1-3 commands), use rcon.execute directly. For complex tasks (4+ commands, builds, "
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"mechanics), write a mcfunction script.\n\n"
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"SCRIPT WORKFLOW: validate → fix errors → write → execute.\n"
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"Always validate before writing. Fix any errors the validator catches.\n\n"
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"After all tool calls resolve, respond with JSON:\n"
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'{"risk_level": <int 0-5>, "commands": ["cmd1", ...], "reasoning": "why"}\n\n'
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+ SYNTAX_RULES + RISK_GRADIENT + "\n" + TOOLS_BLOCK
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)
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PLAYERS = ["slingshooter08", "Ace13245", "TheBigBoss", "xXDragonSlayerXx"]
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def sys_msg():
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return {"role": "system", "content": SYSTEM}
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def user_msg(text):
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return {"role": "user", "content": text}
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def tool_call(name, args):
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return {"role": "assistant", "content": f"<tool_call>\n{json.dumps({'name': name, 'arguments': args})}\n</tool_call>"}
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def tool_result(data):
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return {"role": "tool", "content": json.dumps(data)}
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def final_response(resp):
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return {"role": "assistant", "content": json.dumps(resp)}
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def generate_all():
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examples = []
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idx = 0
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# ── Simple script writes (validate → write → execute) ──
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BUILDS = [
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("sudo build me a wooden house", "wooden_house", "Simple wooden house with door and roof", [
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"fill ~-4 ~ ~-4 ~4 ~4 ~4 minecraft:oak_planks hollow",
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"fill ~-4 ~ ~-4 ~4 ~ ~4 minecraft:oak_planks",
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"fill ~-3 ~1 ~-4 ~3 ~3 ~-4 minecraft:air",
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"setblock ~0 ~1 ~-4 minecraft:oak_door[facing=north,half=lower]",
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"setblock ~0 ~2 ~-4 minecraft:oak_door[facing=north,half=upper]",
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"fill ~-3 ~1 ~4 ~-3 ~2 ~4 minecraft:glass_pane",
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"fill ~3 ~1 ~4 ~3 ~2 ~4 minecraft:glass_pane",
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"setblock ~0 ~3 ~0 minecraft:lantern[hanging=true]",
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]),
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("sudo create a pvp arena", "pvp_arena", "PvP arena with walls and starting positions", [
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"fill ~-15 ~-1 ~-15 ~15 ~-1 ~15 minecraft:smooth_stone",
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"fill ~-15 ~ ~-15 ~15 ~5 ~-15 minecraft:stone_bricks",
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"fill ~-15 ~ ~15 ~15 ~5 ~15 minecraft:stone_bricks",
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"fill ~-15 ~ ~-15 ~-15 ~5 ~15 minecraft:stone_bricks",
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"fill ~15 ~ ~-15 ~15 ~5 ~15 minecraft:stone_bricks",
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"fill ~-14 ~ ~-14 ~14 ~4 ~14 minecraft:air",
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"setblock ~-10 ~ ~0 minecraft:red_concrete",
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"setblock ~10 ~ ~0 minecraft:blue_concrete",
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"fill ~-1 ~-1 ~-1 ~1 ~-1 ~1 minecraft:glowstone",
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]),
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("sudo make a nether portal room", "portal_room", "Decorated nether portal room", [
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"fill ~-5 ~ ~-5 ~5 ~6 ~5 minecraft:blackstone hollow",
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"fill ~-4 ~ ~-4 ~4 ~5 ~4 minecraft:air",
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"fill ~-1 ~1 ~0 ~1 ~5 ~0 minecraft:obsidian",
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"fill ~0 ~1 ~0 ~0 ~4 ~0 minecraft:air",
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"setblock ~0 ~1 ~0 minecraft:nether_portal[axis=x]",
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"setblock ~0 ~2 ~0 minecraft:nether_portal[axis=x]",
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"setblock ~0 ~3 ~0 minecraft:nether_portal[axis=x]",
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"fill ~-4 ~-1 ~-4 ~4 ~-1 ~4 minecraft:polished_blackstone_bricks",
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"setblock ~-3 ~1 ~-3 minecraft:soul_lantern",
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"setblock ~3 ~1 ~-3 minecraft:soul_lantern",
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"setblock ~-3 ~1 ~3 minecraft:soul_lantern",
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"setblock ~3 ~1 ~3 minecraft:soul_lantern",
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]),
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("sudo build a watchtower", "watchtower", "Tall watchtower with ladder access", [
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"fill ~-2 ~ ~-2 ~2 ~10 ~2 minecraft:cobblestone hollow",
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"fill ~-1 ~ ~-1 ~1 ~9 ~1 minecraft:air",
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"fill ~-2 ~10 ~-2 ~2 ~10 ~2 minecraft:oak_planks",
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"fill ~-2 ~11 ~-2 ~2 ~11 ~2 minecraft:oak_fence",
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"fill ~-1 ~11 ~-1 ~1 ~11 ~1 minecraft:air",
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"fill ~2 ~1 ~0 ~2 ~9 ~0 minecraft:ladder[facing=west]",
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"setblock ~0 ~12 ~0 minecraft:lantern",
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]),
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("sudo build a farm plot with water", "farm_plot", "9x9 farm with central water and tilled soil", [
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"fill ~-4 ~-1 ~-4 ~4 ~-1 ~4 minecraft:farmland",
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"setblock ~0 ~-1 ~0 minecraft:water",
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"fill ~-4 ~ ~-4 ~4 ~ ~4 minecraft:air",
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"fill ~-5 ~-1 ~-5 ~5 ~-1 ~-5 minecraft:oak_fence",
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"fill ~-5 ~-1 ~5 ~5 ~-1 ~5 minecraft:oak_fence",
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"fill ~-5 ~-1 ~-5 ~-5 ~-1 ~5 minecraft:oak_fence",
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"fill ~5 ~-1 ~-5 ~5 ~-1 ~5 minecraft:oak_fence",
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"setblock ~-5 ~-1 ~0 minecraft:oak_fence_gate[facing=east]",
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]),
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("sudo make a mob grinder platform", "mob_grinder", "Mob spawning platform with water channels", [
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"fill ~-8 ~ ~-8 ~8 ~ ~8 minecraft:cobblestone",
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"fill ~-7 ~1 ~-7 ~7 ~3 ~7 minecraft:air",
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"fill ~-8 ~1 ~-8 ~8 ~1 ~-8 minecraft:cobblestone",
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"fill ~-8 ~1 ~8 ~8 ~1 ~8 minecraft:cobblestone",
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"fill ~-8 ~1 ~-8 ~-8 ~1 ~8 minecraft:cobblestone",
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"fill ~8 ~1 ~-8 ~8 ~1 ~8 minecraft:cobblestone",
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"setblock ~0 ~-1 ~0 minecraft:air",
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"setblock ~0 ~-2 ~0 minecraft:hopper",
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"fill ~-8 ~ ~0 ~-1 ~ ~0 minecraft:water",
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"fill ~1 ~ ~0 ~8 ~ ~0 minecraft:water",
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]),
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("sudo create a trophy room", "trophy_room", "Display room with item frames and lighting", [
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"fill ~-6 ~ ~-6 ~6 ~4 ~6 minecraft:smooth_quartz hollow",
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"fill ~-5 ~ ~-5 ~5 ~3 ~5 minecraft:air",
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"fill ~-6 ~-1 ~-6 ~6 ~-1 ~6 minecraft:polished_deepslate",
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"fill ~-5 ~2 ~-6 ~5 ~2 ~-6 minecraft:item_frame[facing=south]",
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"fill ~-5 ~2 ~6 ~5 ~2 ~6 minecraft:item_frame[facing=north]",
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"setblock ~-4 ~3 ~0 minecraft:lantern[hanging=true]",
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"setblock ~0 ~3 ~0 minecraft:lantern[hanging=true]",
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"setblock ~4 ~3 ~0 minecraft:lantern[hanging=true]",
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]),
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]
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for req, name, desc, cmds in BUILDS:
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player = random.choice(PLAYERS)
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msgs = [sys_msg(), user_msg(f"Player {player}: {req}")]
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# Validate first
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msgs.append(tool_call("script.validate", {"commands": cmds}))
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msgs.append(tool_result({"valid": True, "total": len(cmds), "passed": len(cmds), "errors": []}))
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# Write
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msgs.append(tool_call("script.write", {"name": name, "commands": cmds, "description": desc}))
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msgs.append(tool_result({"ok": True, "path": f"mortdecai:{name}", "lines": len(cmds)}))
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# Execute at player
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msgs.append(tool_call("script.execute", {"name": name, "as_player": player}))
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msgs.append(tool_result({"ok": True, "result": f"Executed {len(cmds)} commands from function mortdecai:{name}"}))
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resp = {"risk_level": 3, "commands": [f"function mortdecai:{name}"], "reasoning": f"Wrote and executed '{name}' script ({len(cmds)} commands) at {player}'s position."}
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msgs.append(final_response(resp))
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examples.append({"id": f"script-build-{idx:03d}", "source": "script_training", "type": "script_write_execute", "messages": msgs})
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idx += 1
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# ── Validate-fix-write cycle (model catches and fixes errors) ──
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ERROR_SCENARIOS = [
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("sudo build a glass bridge", "glass_bridge", [
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"fill ~0 ~-1 ~0 ~0 ~-1 ~20 minecraft:glass",
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"fill ~-1 ~ ~0 ~-1 ~ ~20 minecraft:glass_pane",
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"fill ~1 ~ ~0 ~1 ~ ~20 minecraft:glass_paine", # typo
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], 2, "glass_paine", "Unknown block type: minecraft:glass_paine", [
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"fill ~0 ~-1 ~0 ~0 ~-1 ~20 minecraft:glass",
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"fill ~-1 ~ ~0 ~-1 ~ ~20 minecraft:glass_pane",
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"fill ~1 ~ ~0 ~1 ~ ~20 minecraft:glass_pane",
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]),
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("sudo create an enchanting setup", "enchanting_room", [
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"setblock ~0 ~ ~0 minecraft:enchanting_table",
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"fill ~-2 ~ ~-2 ~2 ~1 ~2 minecraft:bookshelf",
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"fill ~-1 ~ ~-1 ~1 ~1 ~1 minecraft:air",
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"setblock ~0 ~2 ~0 minecraft:lantern",
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"effect give @s minecraft:luck 600", # missing amplifier — not an error but let's say
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], 4, "minecraft:luck", "Unknown effect: minecraft:luck", [
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"setblock ~0 ~ ~0 minecraft:enchanting_table",
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"fill ~-2 ~ ~-2 ~2 ~1 ~2 minecraft:bookshelf",
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"fill ~-1 ~ ~-1 ~1 ~1 ~1 minecraft:air",
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"setblock ~0 ~2 ~0 minecraft:lantern",
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]),
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("sudo make a redstone door", "redstone_door", [
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"setblock ~2 ~1 ~0 minecraft:sticky_pistons[facing=west]", # wrong ID
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"setblock ~2 ~ ~0 minecraft:redstone_block",
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], 0, "minecraft:sticky_pistons", "Unknown block: minecraft:sticky_pistons", [
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"setblock ~2 ~1 ~0 minecraft:sticky_piston[facing=west]",
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"setblock ~2 ~ ~0 minecraft:redstone_block",
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]),
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]
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for req, name, bad_cmds, err_line, err_cmd_fragment, err_msg, fixed_cmds in ERROR_SCENARIOS:
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player = random.choice(PLAYERS)
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msgs = [sys_msg(), user_msg(f"Player {player}: {req}")]
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# First validation fails
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msgs.append(tool_call("script.validate", {"commands": bad_cmds}))
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msgs.append(tool_result({
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"valid": False, "total": len(bad_cmds), "passed": len(bad_cmds) - 1,
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"errors": [{"line": err_line + 1, "command": bad_cmds[err_line], "error": err_msg}]
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}))
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# Fix and re-validate
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msgs.append(tool_call("script.validate", {"commands": fixed_cmds}))
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msgs.append(tool_result({"valid": True, "total": len(fixed_cmds), "passed": len(fixed_cmds), "errors": []}))
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# Write fixed version
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msgs.append(tool_call("script.write", {"name": name, "commands": fixed_cmds}))
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msgs.append(tool_result({"ok": True, "path": f"mortdecai:{name}", "lines": len(fixed_cmds)}))
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# Execute
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msgs.append(tool_call("script.execute", {"name": name, "as_player": player}))
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msgs.append(tool_result({"ok": True, "result": "Executed commands"}))
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resp = {"risk_level": 3, "commands": [f"function mortdecai:{name}"], "reasoning": f"Validation caught an error. Fixed and wrote '{name}' script."}
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msgs.append(final_response(resp))
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examples.append({"id": f"script-fix-{idx:03d}", "source": "script_training", "type": "script_validate_fix", "messages": msgs})
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idx += 1
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# ── Script management (list, read, delete) ──
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MGMT_SCENARIOS = [
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("sudo show me all my scripts", "list", None),
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("sudo what's in the pvp_arena script?", "read", "pvp_arena"),
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("sudo delete the old test script", "delete", "test_script"),
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("sudo what scripts do I have?", "list", None),
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("sudo show me the watchtower script", "read", "watchtower"),
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("sudo remove the mob_grinder script", "delete", "mob_grinder"),
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]
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for req, action, target in MGMT_SCENARIOS:
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player = random.choice(PLAYERS)
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msgs = [sys_msg(), user_msg(f"Player {player}: {req}")]
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if action == "list":
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msgs.append(tool_call("script.list", {}))
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msgs.append(tool_result({"scripts": [
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{"name": "wooden_house", "lines": 8, "scheduled": "none"},
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{"name": "pvp_arena", "lines": 9, "scheduled": "none"},
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{"name": "portal_room", "lines": 12, "scheduled": "none"},
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{"name": "ambient_particles", "lines": 3, "scheduled": "tick"},
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]}))
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resp = {"risk_level": 4, "commands": [], "reasoning": "Listed all scripts in the datapack."}
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elif action == "read":
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msgs.append(tool_call("script.read", {"name": target}))
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msgs.append(tool_result({"ok": True, "commands": ["fill ~-15 ~-1 ~-15 ~15 ~-1 ~15 minecraft:smooth_stone", "# ... more commands"], "lines": 9}))
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resp = {"risk_level": 4, "commands": [], "reasoning": f"Read the '{target}' script contents."}
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elif action == "delete":
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msgs.append(tool_call("script.delete", {"name": target}))
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msgs.append(tool_result({"ok": True}))
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resp = {"risk_level": 3, "commands": [], "reasoning": f"Deleted the '{target}' script."}
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msgs.append(final_response(resp))
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examples.append({"id": f"script-mgmt-{idx:03d}", "source": "script_training", "type": "script_management", "messages": msgs})
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idx += 1
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# ── Tick/load scheduling ──
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SCHEDULE_SCENARIOS = [
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("sudo make ambient particles around spawn forever", "ambient_particles", "tick", [
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"execute at @a run particle minecraft:cherry_leaves ~ ~2 ~ 3 1 3 0.02 5",
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]),
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("sudo set up scoreboards when the server starts", "init_scoreboards", "load", [
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"scoreboard objectives add deaths deathCount Deaths",
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"scoreboard objectives add kills playerKillCount Kills",
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"scoreboard objectives setdisplay sidebar kills",
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]),
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("sudo make it rain XP orbs on everyone every tick", "xp_rain", "tick", [
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"execute at @a run summon minecraft:experience_orb ~ ~3 ~ {Value:1}",
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]),
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("sudo initialize gamerules on server load", "init_gamerules", "load", [
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"gamerule keepInventory true",
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"gamerule doDaylightCycle true",
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"gamerule announceAdvancements true",
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"gamerule playersSleepingPercentage 50",
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]),
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]
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for req, name, sched_type, cmds in SCHEDULE_SCENARIOS:
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player = random.choice(PLAYERS)
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msgs = [sys_msg(), user_msg(f"Player {player}: {req}")]
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# Validate
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msgs.append(tool_call("script.validate", {"commands": cmds}))
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msgs.append(tool_result({"valid": True, "total": len(cmds), "passed": len(cmds), "errors": []}))
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# Write
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msgs.append(tool_call("script.write", {"name": name, "commands": cmds, "description": req}))
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msgs.append(tool_result({"ok": True, "path": f"mortdecai:{name}", "lines": len(cmds)}))
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# Schedule
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msgs.append(tool_call("script.schedule", {"name": name, "type": sched_type}))
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msgs.append(tool_result({"ok": True}))
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resp = {"risk_level": 3 if sched_type == "load" else 2, "commands": [f"function mortdecai:{name}"], "reasoning": f"Wrote '{name}' and scheduled it to run on {sched_type}."}
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msgs.append(final_response(resp))
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examples.append({"id": f"script-sched-{idx:03d}", "source": "script_training", "type": "script_schedule", "messages": msgs})
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idx += 1
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# ── Direct rcon for simple tasks (model should NOT use scripts for 1-2 commands) ──
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SIMPLE = [
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("sudo give me a diamond", ["give {p} minecraft:diamond 1"], "Simple give — no script needed."),
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("sudo set time to day", ["time set day"], "Single command, no script needed."),
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("sudo kill nearby zombies", ["kill @e[type=minecraft:zombie,distance=..30]"], "One command, direct execution is better."),
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]
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for req, cmds, reasoning in SIMPLE:
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player = random.choice(PLAYERS)
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msgs = [sys_msg(), user_msg(f"Player {player}: {req}")]
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for cmd in cmds:
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resolved = cmd.replace("{p}", player)
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msgs.append(tool_call("rcon.execute", {"command": resolved}))
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msgs.append(tool_result({"success": True, "result": "Command executed successfully"}))
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resp = {"risk_level": 3, "commands": [c.replace("{p}", player) for c in cmds], "reasoning": reasoning}
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msgs.append(final_response(resp))
|
||||
examples.append({"id": f"script-simple-{idx:03d}", "source": "script_training", "type": "direct_rcon", "messages": msgs})
|
||||
idx += 1
|
||||
|
||||
# ── Edit cycle: read → modify → validate → write ──
|
||||
|
||||
EDIT_SCENARIOS = [
|
||||
("sudo add lighting to the pvp arena", "pvp_arena",
|
||||
["fill ~-15 ~-1 ~-15 ~15 ~-1 ~15 minecraft:smooth_stone", "fill ~-15 ~ ~-15 ~15 ~5 ~-15 minecraft:stone_bricks"],
|
||||
["fill ~-15 ~-1 ~-15 ~15 ~-1 ~15 minecraft:smooth_stone", "fill ~-15 ~ ~-15 ~15 ~5 ~-15 minecraft:stone_bricks",
|
||||
"setblock ~-10 ~4 ~0 minecraft:lantern[hanging=true]", "setblock ~0 ~4 ~0 minecraft:lantern[hanging=true]", "setblock ~10 ~4 ~0 minecraft:lantern[hanging=true]"],
|
||||
"Read existing arena script, added hanging lanterns for lighting."),
|
||||
("sudo add a roof to the wooden house", "wooden_house",
|
||||
["fill ~-4 ~ ~-4 ~4 ~4 ~4 minecraft:oak_planks hollow"],
|
||||
["fill ~-4 ~ ~-4 ~4 ~4 ~4 minecraft:oak_planks hollow",
|
||||
"fill ~-5 ~4 ~-5 ~5 ~4 ~5 minecraft:oak_slab", "fill ~-4 ~5 ~-4 ~4 ~5 ~4 minecraft:oak_slab"],
|
||||
"Read existing house script, added oak slab roof."),
|
||||
]
|
||||
|
||||
for req, name, old_cmds, new_cmds, reasoning in EDIT_SCENARIOS:
|
||||
player = random.choice(PLAYERS)
|
||||
msgs = [sys_msg(), user_msg(f"Player {player}: {req}")]
|
||||
|
||||
# Read existing
|
||||
msgs.append(tool_call("script.read", {"name": name}))
|
||||
msgs.append(tool_result({"ok": True, "commands": old_cmds, "lines": len(old_cmds)}))
|
||||
|
||||
# Validate new version
|
||||
msgs.append(tool_call("script.validate", {"commands": new_cmds}))
|
||||
msgs.append(tool_result({"valid": True, "total": len(new_cmds), "passed": len(new_cmds), "errors": []}))
|
||||
|
||||
# Overwrite
|
||||
msgs.append(tool_call("script.write", {"name": name, "commands": new_cmds}))
|
||||
msgs.append(tool_result({"ok": True, "path": f"mortdecai:{name}", "lines": len(new_cmds)}))
|
||||
|
||||
# Execute
|
||||
msgs.append(tool_call("script.execute", {"name": name, "as_player": player}))
|
||||
msgs.append(tool_result({"ok": True, "result": "Executed commands"}))
|
||||
|
||||
resp = {"risk_level": 3, "commands": [f"function mortdecai:{name}"], "reasoning": reasoning}
|
||||
msgs.append(final_response(resp))
|
||||
examples.append({"id": f"script-edit-{idx:03d}", "source": "script_training", "type": "script_edit", "messages": msgs})
|
||||
idx += 1
|
||||
|
||||
return examples
|
||||
|
||||
|
||||
def main():
|
||||
print("Generating script tool training data...")
|
||||
examples = generate_all()
|
||||
|
||||
counts = {}
|
||||
for ex in examples:
|
||||
t = ex["type"]
|
||||
counts[t] = counts.get(t, 0) + 1
|
||||
|
||||
print(f"\nGenerated {len(examples)} examples:")
|
||||
for t, c in sorted(counts.items()):
|
||||
print(f" {t}: {c}")
|
||||
|
||||
with open(OUTPUT_PATH, "w") as f:
|
||||
for ex in examples:
|
||||
f.write(json.dumps(ex, ensure_ascii=False) + "\n")
|
||||
|
||||
print(f"\nWritten to {OUTPUT_PATH}")
|
||||
|
||||
|
||||
if __name__ == "__main__":
|
||||
main()
|
||||
Reference in New Issue
Block a user