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"""
Multi-LLM Chat Client for GCP (Game Context Protocol)
This module provides an intelligent chat interface that uses either OpenAI GPT
or Google Gemini with function calling to interact with the GCP tools.
Supports:
- OpenAI GPT-4o-mini (default)
- Google Gemini 2.0 Flash
"""
import os
import json
from typing import Optional, Dict, Any, List, Literal
# Load .env file if present
from dotenv import load_dotenv
load_dotenv()
from openai import OpenAI
# Gemini import (optional - may not be installed)
try:
import google.generativeai as genai
GEMINI_AVAILABLE = True
except ImportError:
GEMINI_AVAILABLE = False
genai = None
LLMProvider = Literal["openai", "gemini"]
# Import GCP tools
from backend.tools.scene_tools import (
create_game_scene,
add_game_object,
remove_game_object,
set_scene_lighting,
get_scene_info,
add_brick,
)
from backend.tools.player_tools import (
set_player_speed,
set_jump_force,
set_mouse_sensitivity,
set_gravity,
set_player_dimensions,
set_movement_acceleration,
set_air_control,
set_camera_fov,
set_vertical_look_limits,
get_player_config,
)
from backend.tools.rendering_tools import (
add_light,
remove_light,
update_light,
get_lights,
update_object_material,
set_background_color,
set_fog,
update_material_to_toon,
)
from backend.tools.environment_tools import (
add_skybox,
remove_skybox,
add_particles,
remove_particles,
)
from backend.tools.ui_tools import (
render_text_on_screen,
render_bar_on_screen,
remove_ui_element,
)
from backend.game_models import create_vector3, create_material
# Tool definitions for OpenAI function calling
TOOLS = [
# Scene Tools
{
"type": "function",
"function": {
"name": "create_scene",
"description": "Create a new 3D scene/level",
"parameters": {
"type": "object",
"properties": {
"name": {"type": "string", "description": "Name of the scene"},
"description": {"type": "string", "description": "Description of the scene"},
"world_width": {"type": "number", "description": "Width of the world in units (default: 100)"},
"world_height": {"type": "number", "description": "Height of the world in units (default: 100)"},
"world_depth": {"type": "number", "description": "Depth of the world in units (default: 100)"},
"lighting_preset": {"type": "string", "enum": ["day", "night", "sunset", "studio"], "description": "Lighting preset"},
},
"required": []
}
}
},
{
"type": "function",
"function": {
"name": "add_object",
"description": "Add a 3D object to the scene. If no position (x, y, z) is specified, the object will spawn in front of the player's camera (Minecraft-style placement).",
"parameters": {
"type": "object",
"properties": {
"scene_id": {"type": "string", "description": "ID of the scene"},
"object_type": {"type": "string", "enum": ["cube", "sphere", "cylinder", "plane", "cone", "torus"], "description": "Type of object"},
"name": {"type": "string", "description": "Name for the object"},
"x": {"type": "number", "description": "X position (optional - omit to place in front of player)"},
"y": {"type": "number", "description": "Y position (optional - auto-calculated to sit on ground)"},
"z": {"type": "number", "description": "Z position (optional - omit to place in front of player)"},
"scale_x": {"type": "number", "description": "X scale (default: 1)"},
"scale_y": {"type": "number", "description": "Y scale (default: 1)"},
"scale_z": {"type": "number", "description": "Z scale (default: 1)"},
"color": {"type": "string", "description": "Hex color code (e.g., #ff0000 for red)"},
},
"required": ["scene_id"]
}
}
},
{
"type": "function",
"function": {
"name": "remove_object",
"description": "Remove an object from the scene",
"parameters": {
"type": "object",
"properties": {
"scene_id": {"type": "string", "description": "ID of the scene"},
"object_id": {"type": "string", "description": "ID of the object to remove"},
},
"required": ["scene_id", "object_id"]
}
}
},
{
"type": "function",
"function": {
"name": "set_lighting",
"description": "Set the lighting preset for the scene",
"parameters": {
"type": "object",
"properties": {
"scene_id": {"type": "string", "description": "ID of the scene"},
"preset": {"type": "string", "enum": ["day", "night", "sunset", "studio"], "description": "Lighting preset"},
},
"required": ["scene_id"]
}
}
},
{
"type": "function",
"function": {
"name": "get_scene_info",
"description": "Get detailed information about a scene including all objects and settings",
"parameters": {
"type": "object",
"properties": {
"scene_id": {"type": "string", "description": "ID of the scene"},
},
"required": ["scene_id"]
}
}
},
# Player Tools
{
"type": "function",
"function": {
"name": "set_player_speed",
"description": "Set the player's movement speed in units per second",
"parameters": {
"type": "object",
"properties": {
"scene_id": {"type": "string", "description": "ID of the scene"},
"walk_speed": {"type": "number", "description": "Movement speed in units/second"},
},
"required": ["scene_id", "walk_speed"]
}
}
},
{
"type": "function",
"function": {
"name": "set_jump_force",
"description": "Set the player's jump force (initial upward velocity)",
"parameters": {
"type": "object",
"properties": {
"scene_id": {"type": "string", "description": "ID of the scene"},
"jump_force": {"type": "number", "description": "Jump force in m/s"},
},
"required": ["scene_id", "jump_force"]
}
}
},
{
"type": "function",
"function": {
"name": "set_mouse_sensitivity",
"description": "Set mouse look sensitivity and Y-axis inversion",
"parameters": {
"type": "object",
"properties": {
"scene_id": {"type": "string", "description": "ID of the scene"},
"sensitivity": {"type": "number", "description": "Mouse sensitivity multiplier"},
"invert_y": {"type": "boolean", "description": "Invert Y-axis"},
},
"required": ["scene_id"]
}
}
},
{
"type": "function",
"function": {
"name": "set_gravity",
"description": "Set the world's gravity strength",
"parameters": {
"type": "object",
"properties": {
"scene_id": {"type": "string", "description": "ID of the scene"},
"gravity": {"type": "number", "description": "Gravity in m/s² (negative = downward, e.g., -9.82 for Earth)"},
},
"required": ["scene_id", "gravity"]
}
}
},
{
"type": "function",
"function": {
"name": "set_player_dimensions",
"description": "Set player collision capsule dimensions",
"parameters": {
"type": "object",
"properties": {
"scene_id": {"type": "string", "description": "ID of the scene"},
"height": {"type": "number", "description": "Player height in meters"},
"radius": {"type": "number", "description": "Player radius in meters"},
"eye_height": {"type": "number", "description": "Camera height from feet"},
},
"required": ["scene_id"]
}
}
},
{
"type": "function",
"function": {
"name": "set_camera_fov",
"description": "Set camera field of view",
"parameters": {
"type": "object",
"properties": {
"scene_id": {"type": "string", "description": "ID of the scene"},
"fov": {"type": "number", "description": "Field of view in degrees (60-120)"},
},
"required": ["scene_id", "fov"]
}
}
},
{
"type": "function",
"function": {
"name": "get_player_config",
"description": "Get current player configuration including speed, jump force, gravity, dimensions, etc.",
"parameters": {
"type": "object",
"properties": {
"scene_id": {"type": "string", "description": "ID of the scene"},
},
"required": ["scene_id"]
}
}
},
# Rendering Tools
{
"type": "function",
"function": {
"name": "add_light",
"description": "Add a light source to the scene",
"parameters": {
"type": "object",
"properties": {
"scene_id": {"type": "string", "description": "ID of the scene"},
"light_type": {"type": "string", "enum": ["ambient", "directional", "point", "spot"], "description": "Type of light"},
"name": {"type": "string", "description": "Unique name for the light"},
"color": {"type": "string", "description": "Hex color code"},
"intensity": {"type": "number", "description": "Light intensity (0-2)"},
"x": {"type": "number", "description": "X position"},
"y": {"type": "number", "description": "Y position"},
"z": {"type": "number", "description": "Z position"},
"cast_shadow": {"type": "boolean", "description": "Enable shadows"},
},
"required": ["scene_id", "light_type", "name"]
}
}
},
{
"type": "function",
"function": {
"name": "remove_light",
"description": "Remove a light from the scene",
"parameters": {
"type": "object",
"properties": {
"scene_id": {"type": "string", "description": "ID of the scene"},
"light_name": {"type": "string", "description": "Name of the light to remove"},
},
"required": ["scene_id", "light_name"]
}
}
},
{
"type": "function",
"function": {
"name": "get_lights",
"description": "Get all lights in the scene",
"parameters": {
"type": "object",
"properties": {
"scene_id": {"type": "string", "description": "ID of the scene"},
},
"required": ["scene_id"]
}
}
},
{
"type": "function",
"function": {
"name": "update_object_material",
"description": "Update an object's material properties (color, metalness, roughness, opacity, emissive glow)",
"parameters": {
"type": "object",
"properties": {
"scene_id": {"type": "string", "description": "ID of the scene"},
"object_id": {"type": "string", "description": "ID of the object"},
"color": {"type": "string", "description": "Hex color code"},
"metalness": {"type": "number", "description": "Metalness (0=matte, 1=metal)"},
"roughness": {"type": "number", "description": "Roughness (0=shiny, 1=rough)"},
"opacity": {"type": "number", "description": "Opacity (0=invisible, 1=solid)"},
"emissive": {"type": "string", "description": "Emissive color for glow"},
"emissive_intensity": {"type": "number", "description": "Emissive intensity (0-1)"},
},
"required": ["scene_id", "object_id"]
}
}
},
{
"type": "function",
"function": {
"name": "set_background_color",
"description": "Set scene background color or gradient",
"parameters": {
"type": "object",
"properties": {
"scene_id": {"type": "string", "description": "ID of the scene"},
"color": {"type": "string", "description": "Hex color for solid background"},
"bg_type": {"type": "string", "enum": ["solid", "gradient"], "description": "Background type"},
"gradient_top": {"type": "string", "description": "Top color for gradient"},
"gradient_bottom": {"type": "string", "description": "Bottom color for gradient"},
},
"required": ["scene_id"]
}
}
},
{
"type": "function",
"function": {
"name": "set_fog",
"description": "Add or remove atmospheric fog",
"parameters": {
"type": "object",
"properties": {
"scene_id": {"type": "string", "description": "ID of the scene"},
"enabled": {"type": "boolean", "description": "Enable or disable fog"},
"color": {"type": "string", "description": "Fog color"},
"near": {"type": "number", "description": "Fog start distance"},
"far": {"type": "number", "description": "Fog end distance"},
"density": {"type": "number", "description": "Fog density (for exponential fog)"},
},
"required": ["scene_id", "enabled"]
}
}
},
# Environment Tools
{
"type": "function",
"function": {
"name": "add_skybox",
"description": "Add a procedural sky to the scene. Presets: day, sunset, noon, dawn, night",
"parameters": {
"type": "object",
"properties": {
"scene_id": {"type": "string", "description": "ID of the scene"},
"preset": {"type": "string", "enum": ["day", "sunset", "noon", "dawn", "night"], "description": "Sky preset"},
"turbidity": {"type": "number", "description": "Haziness 2-20 (default: 10)"},
"rayleigh": {"type": "number", "description": "Blue sky intensity 0-4 (default: 2)"},
"sun_elevation": {"type": "number", "description": "Sun angle from horizon -90 to 90 (default: 45)"},
"sun_azimuth": {"type": "number", "description": "Sun compass direction 0-360 (default: 180)"},
},
"required": ["scene_id"]
}
}
},
{
"type": "function",
"function": {
"name": "remove_skybox",
"description": "Remove the skybox from the scene",
"parameters": {
"type": "object",
"properties": {
"scene_id": {"type": "string", "description": "ID of the scene"},
},
"required": ["scene_id"]
}
}
},
{
"type": "function",
"function": {
"name": "add_particles",
"description": "Add particle effects. Presets: fire, smoke, sparkle, rain, snow",
"parameters": {
"type": "object",
"properties": {
"scene_id": {"type": "string", "description": "ID of the scene"},
"preset": {"type": "string", "enum": ["fire", "smoke", "sparkle", "rain", "snow"], "description": "Particle preset"},
"x": {"type": "number", "description": "X position for localized effects"},
"y": {"type": "number", "description": "Y position for localized effects"},
"z": {"type": "number", "description": "Z position for localized effects"},
"particle_id": {"type": "string", "description": "Optional unique ID"},
},
"required": ["scene_id", "preset"]
}
}
},
{
"type": "function",
"function": {
"name": "remove_particles",
"description": "Remove a particle system from the scene",
"parameters": {
"type": "object",
"properties": {
"scene_id": {"type": "string", "description": "ID of the scene"},
"particle_id": {"type": "string", "description": "ID of the particle system to remove"},
},
"required": ["scene_id", "particle_id"]
}
}
},
# UI Tools
{
"type": "function",
"function": {
"name": "render_text_on_screen",
"description": "Render text on the screen as a 2D overlay",
"parameters": {
"type": "object",
"properties": {
"scene_id": {"type": "string", "description": "ID of the scene"},
"text": {"type": "string", "description": "Text to display"},
"x": {"type": "number", "description": "Horizontal position 0-100% (default: 50)"},
"y": {"type": "number", "description": "Vertical position 0-100% (default: 10)"},
"font_size": {"type": "integer", "description": "Font size in pixels (default: 24)"},
"color": {"type": "string", "description": "Text color hex (default: #ffffff)"},
"text_id": {"type": "string", "description": "Optional unique ID for updates"},
"background_color": {"type": "string", "description": "Optional background color"},
},
"required": ["scene_id", "text"]
}
}
},
{
"type": "function",
"function": {
"name": "render_bar_on_screen",
"description": "Render a progress/health bar on screen",
"parameters": {
"type": "object",
"properties": {
"scene_id": {"type": "string", "description": "ID of the scene"},
"x": {"type": "number", "description": "Horizontal position 0-100% (default: 10)"},
"y": {"type": "number", "description": "Vertical position 0-100% (default: 10)"},
"width": {"type": "number", "description": "Bar width in pixels (default: 200)"},
"height": {"type": "number", "description": "Bar height in pixels (default: 20)"},
"value": {"type": "number", "description": "Current value (default: 100)"},
"max_value": {"type": "number", "description": "Max value (default: 100)"},
"bar_color": {"type": "string", "description": "Fill color (default: #00ff00)"},
"bar_id": {"type": "string", "description": "Optional unique ID for updates"},
"label": {"type": "string", "description": "Optional label above bar"},
"show_value": {"type": "boolean", "description": "Show numeric value"},
},
"required": ["scene_id"]
}
}
},
{
"type": "function",
"function": {
"name": "remove_ui_element",
"description": "Remove a UI element from the screen",
"parameters": {
"type": "object",
"properties": {
"scene_id": {"type": "string", "description": "ID of the scene"},
"element_id": {"type": "string", "description": "ID of the text or bar to remove"},
},
"required": ["scene_id", "element_id"]
}
}
},
# Toon Material
{
"type": "function",
"function": {
"name": "update_material_to_toon",
"description": "Apply toon/cel-shading to an object for cartoon-like appearance",
"parameters": {
"type": "object",
"properties": {
"scene_id": {"type": "string", "description": "ID of the scene"},
"object_id": {"type": "string", "description": "ID of the object"},
"enabled": {"type": "boolean", "description": "Enable/disable toon shading (default: true)"},
"color": {"type": "string", "description": "Base color (optional)"},
"gradient_steps": {"type": "integer", "description": "Shading steps 2-10 (default: 3)"},
"outline": {"type": "boolean", "description": "Add outline effect (default: true)"},
"outline_color": {"type": "string", "description": "Outline color (default: #000000)"},
"outline_thickness": {"type": "number", "description": "Outline thickness 0.01-0.1 (default: 0.03)"},
},
"required": ["scene_id", "object_id"]
}
}
},
# Brick Blocks
{
"type": "function",
"function": {
"name": "add_brick",
"description": "Add a LEGO-style brick from the Kenney brick kit. Types: brick_1x1, brick_1x2, brick_1x4, brick_2x2, brick_2x4, plate_1x2, plate_2x2, plate_2x4, plate_4x4, slope_2x2",
"parameters": {
"type": "object",
"properties": {
"scene_id": {"type": "string", "description": "ID of the scene"},
"brick_type": {"type": "string", "enum": ["brick_1x1", "brick_1x2", "brick_1x4", "brick_2x2", "brick_2x4", "plate_1x2", "plate_2x2", "plate_2x4", "plate_4x4", "slope_2x2"], "description": "Type of brick"},
"x": {"type": "number", "description": "X position"},
"y": {"type": "number", "description": "Y position"},
"z": {"type": "number", "description": "Z position"},
"rotation_y": {"type": "number", "description": "Y rotation in degrees"},
"color": {"type": "string", "description": "Hex color (default: #ff0000)"},
"name": {"type": "string", "description": "Optional name"},
},
"required": ["scene_id", "brick_type"]
}
}
},
]
def _convert_schema_for_gemini(schema: Dict) -> Dict:
"""Convert OpenAI JSON schema to Gemini format."""
if not schema:
return {}
result = {}
# Convert type
if "type" in schema:
type_map = {
"object": "OBJECT",
"string": "STRING",
"number": "NUMBER",
"integer": "INTEGER",
"boolean": "BOOLEAN",
"array": "ARRAY"
}
result["type"] = type_map.get(schema["type"], "STRING")
# Convert properties
if "properties" in schema:
result["properties"] = {}
for key, val in schema["properties"].items():
result["properties"][key] = _convert_schema_for_gemini(val)
# Copy other fields
if "description" in schema:
result["description"] = schema["description"]
if "enum" in schema:
result["enum"] = schema["enum"]
if "required" in schema:
result["required"] = schema["required"]
if "items" in schema:
result["items"] = _convert_schema_for_gemini(schema["items"])
return result
def _convert_tools_to_gemini() -> List[Dict]:
"""Convert OpenAI tool format to Gemini function declarations."""
gemini_tools = []
for tool in TOOLS:
func = tool["function"]
gemini_tools.append({
"name": func["name"],
"description": func["description"],
"parameters": _convert_schema_for_gemini(func["parameters"])
})
return gemini_tools
class GCPChatClient:
"""Multi-LLM chat client for GCP - supports OpenAI and Gemini"""
def __init__(
self,
scene_id: str,
base_url: str = "http://localhost:8000",
provider: LLMProvider = "openai"
):
self.scene_id = scene_id
self.base_url = base_url
self.provider = provider
self.conversation_history: List[Dict[str, Any]] = []
# Initialize the appropriate client
if provider == "gemini":
if not GEMINI_AVAILABLE:
raise ImportError("google-generativeai not installed. Run: pip install google-generativeai")
genai.configure(api_key=os.getenv("GOOGLE_API_KEY") or os.getenv("GEMINI_API_KEY"))
self.gemini_model = genai.GenerativeModel(
model_name="gemini-2.0-flash",
tools=_convert_tools_to_gemini()
)
self.client = None
else:
self.client = OpenAI() # Uses OPENAI_API_KEY env var
self.gemini_model = None
# System prompt
self.system_prompt = f"""You are a helpful assistant for GCP (Game Context Protocol), a 3D scene building system.
You help users create and modify 3D scenes using natural language. You have access to tools for:
- Creating scenes and adding/removing objects (cubes, spheres, cylinders, etc.)
- Configuring player movement (speed, jump, gravity, dimensions)
- Managing lights (ambient, directional, point, spot)
- Updating materials (color, metalness, roughness, opacity, glow)
- Setting backgrounds and fog effects
The current scene ID is: {scene_id}
IMPORTANT - Object Placement:
When users ask to create/add an object WITHOUT specifying a position, DO NOT provide x, y, z coordinates.
Simply omit the position parameters entirely and the object will automatically spawn in front of the player
(Minecraft-style placement based on camera direction).
Only provide x, y, z when the user explicitly specifies a location (e.g., "add a cube at 5, 0, 3").
When users ask to modify something relatively (like "half the speed" or "make it twice as big"),
ALWAYS first get the current state using the appropriate get_* function, then calculate the new value,
then apply it.
Be concise but helpful. After making changes, briefly confirm what was done."""
def execute_tool(self, name: str, args: Dict[str, Any]) -> Any:
"""Execute a GCP tool and return the result"""
# Inject scene_id if not provided
if "scene_id" not in args:
args["scene_id"] = self.scene_id
# Scene tools
if name == "create_scene":
return create_game_scene(
name=args.get("name", "New Scene"),
description=args.get("description"),
world_width=args.get("world_width", 100.0),
world_height=args.get("world_height", 100.0),
world_depth=args.get("world_depth", 100.0),
lighting_preset=args.get("lighting_preset", "day"),
base_url=self.base_url,
)
elif name == "add_object":
position = create_vector3(
args.get("x", 0),
args.get("y", 0),
args.get("z", 0)
)
scale = create_vector3(
args.get("scale_x", 1),
args.get("scale_y", 1),
args.get("scale_z", 1)
)
material = create_material(color=args.get("color", "#ffffff"))
return add_game_object(
scene_id=args["scene_id"],
object_type=args.get("object_type", "cube"),
name=args.get("name"),
position=position,
scale=scale,
material=material,
base_url=self.base_url,
)
elif name == "remove_object":
return remove_game_object(
scene_id=args["scene_id"],
object_id=args["object_id"],
base_url=self.base_url,
)
elif name == "set_lighting":
return set_scene_lighting(
scene_id=args["scene_id"],
preset=args.get("preset", "day"),
base_url=self.base_url,
)
elif name == "get_scene_info":
return get_scene_info(args["scene_id"], self.base_url)
# Player tools
elif name == "set_player_speed":
return set_player_speed(args["scene_id"], args["walk_speed"])
elif name == "set_jump_force":
return set_jump_force(args["scene_id"], args["jump_force"])
elif name == "set_mouse_sensitivity":
return set_mouse_sensitivity(
args["scene_id"],
args.get("sensitivity", 0.002),
args.get("invert_y", False)
)
elif name == "set_gravity":
return set_gravity(args["scene_id"], args["gravity"])
elif name == "set_player_dimensions":
return set_player_dimensions(
args["scene_id"],
args.get("height", 1.7),
args.get("radius", 0.3),
args.get("eye_height")
)
elif name == "set_camera_fov":
return set_camera_fov(args["scene_id"], args["fov"])
elif name == "get_player_config":
return get_player_config(args["scene_id"])
# Rendering tools
elif name == "add_light":
position = None
if "x" in args or "y" in args or "z" in args:
position = {"x": args.get("x", 0), "y": args.get("y", 5), "z": args.get("z", 0)}
return add_light(
args["scene_id"],
args["light_type"],
args["name"],
args.get("color", "#ffffff"),
args.get("intensity", 1.0),
position,
None, # target
args.get("cast_shadow", False),
None # spot_angle
)
elif name == "remove_light":
return remove_light(args["scene_id"], args["light_name"])
elif name == "get_lights":
return get_lights(args["scene_id"])
elif name == "update_object_material":
return update_object_material(
args["scene_id"],
args["object_id"],
args.get("color"),
args.get("metalness"),
args.get("roughness"),
args.get("opacity"),
args.get("emissive"),
args.get("emissive_intensity")
)
elif name == "set_background_color":
return set_background_color(
args["scene_id"],
args.get("color"),
args.get("bg_type", "solid"),
args.get("gradient_top"),
args.get("gradient_bottom")
)
elif name == "set_fog":
return set_fog(
args["scene_id"],
args["enabled"],
args.get("color"),
args.get("near"),
args.get("far"),
args.get("density")
)
# Environment tools
elif name == "add_skybox":
return add_skybox(
args["scene_id"],
args.get("preset", "day"),
args.get("turbidity", 10.0),
args.get("rayleigh", 2.0),
args.get("sun_elevation", 45.0),
args.get("sun_azimuth", 180.0)
)
elif name == "remove_skybox":
return remove_skybox(args["scene_id"])
elif name == "add_particles":
position = None
if "x" in args or "y" in args or "z" in args:
position = {"x": args.get("x", 0), "y": args.get("y", 1), "z": args.get("z", 0)}
return add_particles(
args["scene_id"],
args["preset"],
position,
args.get("particle_id")
)
elif name == "remove_particles":
return remove_particles(args["scene_id"], args["particle_id"])
# UI tools
elif name == "render_text_on_screen":
return render_text_on_screen(
args["scene_id"],
args["text"],
args.get("x", 50.0),
args.get("y", 10.0),
args.get("font_size", 24),
args.get("color", "#ffffff"),
args.get("text_id"),
args.get("font_family", "Arial"),
args.get("text_align", "center"),
args.get("background_color"),
args.get("padding", 8)
)
elif name == "render_bar_on_screen":
return render_bar_on_screen(
args["scene_id"],
args.get("x", 10.0),
args.get("y", 10.0),
args.get("width", 200.0),
args.get("height", 20.0),
args.get("value", 100.0),
args.get("max_value", 100.0),
args.get("bar_color", "#00ff00"),
args.get("background_color", "#333333"),
args.get("border_color", "#ffffff"),
args.get("bar_id"),
args.get("label"),
args.get("show_value", False)
)
elif name == "remove_ui_element":
return remove_ui_element(args["scene_id"], args["element_id"])
# Toon material
elif name == "update_material_to_toon":
return update_material_to_toon(
args["scene_id"],
args["object_id"],
args.get("enabled", True),
args.get("color"),
args.get("gradient_steps", 3),
args.get("outline", True),
args.get("outline_color", "#000000"),
args.get("outline_thickness", 0.03)
)
# Brick blocks
elif name == "add_brick":
position = {"x": args.get("x", 0), "y": args.get("y", 0), "z": args.get("z", 0)}
rotation = {"x": 0, "y": args.get("rotation_y", 0), "z": 0}
return add_brick(
args["scene_id"],
args["brick_type"],
position,
rotation,
args.get("color", "#ff0000"),
args.get("name"),
self.base_url
)
else:
return {"error": f"Unknown tool: {name}"}
def chat(self, user_message: str) -> tuple[str, Optional[Dict[str, Any]]]:
"""
Process a user message and return the response.
Args:
user_message: The user's message
Returns:
tuple: (response_text, action_data)
- response_text: The assistant's response
- action_data: Optional dict with action info for the frontend
"""
# Add user message to history
self.conversation_history.append({
"role": "user",
"content": user_message
})
# Track actions for frontend
actions = []
# Route to appropriate provider
if self.provider == "gemini":
return self._chat_gemini(user_message, self.system_prompt, actions)
else:
return self._chat_openai(user_message, self.system_prompt, actions)
def _chat_openai(self, user_message: str, system_prompt: str, actions: List) -> tuple[str, Optional[Dict[str, Any]]]:
"""Handle chat with OpenAI GPT"""
# Build messages with system prompt
messages = [{"role": "system", "content": system_prompt}] + self.conversation_history
# Call GPT with tools
while True:
response = self.client.chat.completions.create(
model="gpt-4o-mini", # or "gpt-4o" for better reasoning
messages=messages,
tools=TOOLS,
tool_choice="auto"
)
assistant_message = response.choices[0].message
# Check if there are tool calls
if assistant_message.tool_calls:
# Add assistant message with tool calls to history
messages.append({
"role": "assistant",
"content": assistant_message.content,
"tool_calls": [
{
"id": tc.id,
"type": "function",
"function": {
"name": tc.function.name,
"arguments": tc.function.arguments
}
}
for tc in assistant_message.tool_calls
]
})
# Execute each tool call
for tool_call in assistant_message.tool_calls:
function_name = tool_call.function.name
function_args = json.loads(tool_call.function.arguments)
# Execute the tool
try:
result = self.execute_tool(function_name, function_args)
actions.append({
"tool": function_name,
"args": function_args,
"result": result
})
result_str = json.dumps(result)
except Exception as e:
result_str = json.dumps({"error": str(e)})
# Add tool result to messages
messages.append({
"role": "tool",
"tool_call_id": tool_call.id,
"content": result_str
})
else:
# No more tool calls, we have the final response
final_response = assistant_message.content or "Done!"
# Add to conversation history
self.conversation_history.append({
"role": "assistant",
"content": final_response
})
# Build action data for frontend
action_data = None
if actions:
# Return the last significant action for the frontend
last_action = actions[-1]
action_data = self._build_frontend_action(last_action)
return final_response, action_data
def _chat_gemini(self, user_message: str, system_prompt: str, actions: List) -> tuple[str, Optional[Dict[str, Any]]]:
"""Handle chat with Google Gemini"""
# Start a chat session with Gemini
chat = self.gemini_model.start_chat(history=[])
# Combine system prompt with user message for first turn
full_prompt = f"{system_prompt}\n\nUser: {user_message}"
while True:
response = chat.send_message(full_prompt)
# Check for function calls
function_calls = []
for part in response.parts:
if hasattr(part, 'function_call') and part.function_call:
function_calls.append(part.function_call)
if function_calls:
# Execute each function call
function_responses = []
for fc in function_calls:
function_name = fc.name
function_args = dict(fc.args)
# Execute the tool
try:
result = self.execute_tool(function_name, function_args)
actions.append({
"tool": function_name,
"args": function_args,
"result": result
})
function_responses.append(genai.protos.Part(
function_response=genai.protos.FunctionResponse(
name=function_name,
response={"result": result}
)
))
except Exception as e:
function_responses.append(genai.protos.Part(
function_response=genai.protos.FunctionResponse(
name=function_name,
response={"error": str(e)}
)
))
# Send function results back to Gemini
full_prompt = function_responses
else:
# No function calls, extract text response
final_response = response.text or "Done!"
# Add to conversation history
self.conversation_history.append({
"role": "assistant",
"content": final_response
})
# Build action data for frontend
action_data = None
if actions:
last_action = actions[-1]
action_data = self._build_frontend_action(last_action)
return final_response, action_data
def _build_frontend_action(self, action: Dict[str, Any]) -> Optional[Dict[str, Any]]:
"""Convert tool result to frontend action"""
tool = action["tool"]
result = action["result"]
# Map tool names to frontend actions
if tool == "add_object":
from backend.storage import storage
scene = storage.get(self.scene_id)
if scene and scene.get("objects"):
return {"action": "addObject", "data": scene["objects"][-1]}
elif tool == "remove_object":
# Send removeObject action with the object_id that was removed
return {"action": "removeObject", "data": {"object_id": action["args"].get("object_id")}}
elif tool == "set_lighting":
from backend.storage import storage
scene = storage.get(self.scene_id)
if scene and scene.get("lights"):
return {"action": "setLighting", "data": {"lights": scene["lights"]}}
elif tool == "set_player_speed":
return {"action": "setPlayerSpeed", "data": {"walk_speed": result.get("move_speed")}}
elif tool == "set_jump_force":
return {"action": "setJumpForce", "data": {"jump_force": result.get("jump_force")}}
elif tool == "set_gravity":
return {"action": "setGravity", "data": {"gravity": result.get("gravity")}}
elif tool == "set_camera_fov":
return {"action": "setCameraFov", "data": {"fov": result.get("camera_fov")}}
elif tool == "set_mouse_sensitivity":
return {"action": "setMouseSensitivity", "data": {
"sensitivity": result.get("mouse_sensitivity"),
"invert_y": result.get("invert_y")
}}
elif tool == "set_player_dimensions":
return {"action": "setPlayerDimensions", "data": {
"height": result.get("player_height"),
"radius": result.get("player_radius"),
"eye_height": result.get("eye_height")
}}
elif tool == "add_light":
return {"action": "addLight", "data": result.get("light")}
elif tool == "remove_light":
return {"action": "removeLight", "data": {"light_name": action["args"].get("light_name")}}
elif tool == "update_light":
return {"action": "updateLight", "data": {
"light_name": action["args"].get("light_name"),
**result.get("light", {})
}}
elif tool == "update_object_material":
return {"action": "updateMaterial", "data": result}
elif tool == "set_background_color":
return {"action": "setBackground", "data": result.get("background")}
elif tool == "set_fog":
return {"action": "setFog", "data": result.get("fog")}
# Environment tools
elif tool == "add_skybox":
return {"action": "addSkybox", "data": result.get("skybox")}
elif tool == "remove_skybox":
return {"action": "removeSkybox", "data": {}}
elif tool == "add_particles":
return {"action": "addParticles", "data": result.get("particle_system")}
elif tool == "remove_particles":
return {"action": "removeParticles", "data": {"particle_id": action["args"].get("particle_id")}}
# UI tools
elif tool == "render_text_on_screen":
return {"action": "renderText", "data": result.get("text_element")}
elif tool == "render_bar_on_screen":
return {"action": "renderBar", "data": result.get("bar_element")}
elif tool == "remove_ui_element":
return {"action": "removeUIElement", "data": {"element_id": action["args"].get("element_id")}}
# Toon shading
elif tool == "update_material_to_toon":
return {"action": "updateToonMaterial", "data": {
"object_id": action["args"].get("object_id"),
"enabled": action["args"].get("enabled", True),
"color": action["args"].get("color"),
"gradient_steps": action["args"].get("gradient_steps", 3),
"outline": action["args"].get("outline", True),
"outline_color": action["args"].get("outline_color", "#000000"),
"outline_thickness": action["args"].get("outline_thickness", 0.03)
}}
# Brick blocks
elif tool == "add_brick":
return {"action": "addBrick", "data": result.get("brick")}
return None
def clear_history(self):
"""Clear conversation history"""
self.conversation_history = []
# Convenience function for simple usage
def create_chat_client(
scene_id: str = "welcome",
base_url: str = "http://localhost:8000",
provider: LLMProvider = "openai"
) -> GCPChatClient:
"""Create a new GCP chat client with specified LLM provider"""
return GCPChatClient(scene_id, base_url, provider)
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