NEWM / virtual_gpu_driver.py
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"""
Virtual GPU Driver Module
This module provides the interface between the simulated CPU and the virtual GPU.
It handles command queues, data transfers, and status management for CPU-GPU communication.
"""
import asyncio
import queue
import threading
import time
from typing import Dict, Any, Optional, List
from dataclasses import dataclass
from enum import Enum
# Import virtual GPU components
from virtual_gpu.vgpu import VirtualGPU, TaskType, Task
from virtual_gpu.vram import VRAM
class GPUCommandType(Enum):
"""Types of commands that can be sent to the GPU."""
RENDER_CLEAR = "render_clear"
RENDER_RECT = "render_rect"
RENDER_IMAGE = "render_image"
AI_INFERENCE = "ai_inference"
AI_MATRIX_MULTIPLY = "ai_matrix_multiply"
AI_VECTOR_OP = "ai_vector_op"
DATA_TRANSFER = "data_transfer"
MEMORY_ALLOC = "memory_alloc"
MEMORY_FREE = "memory_free"
@dataclass
class GPUCommand:
"""Represents a command to be executed by the GPU."""
command_id: str
command_type: GPUCommandType
payload: Dict[str, Any]
cpu_core_id: int
status: str = "pending"
result: Optional[Any] = None
created_time: float = 0.0
completed_time: float = 0.0
class VirtualGPUDriver:
"""
Virtual GPU Driver that provides the interface between CPU and GPU.
This driver manages command queues, data transfers, and status tracking
for CPU-GPU communication in the integrated virtual hardware system.
"""
def __init__(self, vgpu: VirtualGPU, vram: VRAM):
self.vgpu = vgpu
self.vram = vram
# Command management
self.command_queue = queue.Queue()
self.completed_commands = {}
self.command_counter = 0
# Status tracking
self.is_running = False
self.driver_thread = None
# Statistics
self.total_commands_processed = 0
self.total_data_transferred = 0
def start_driver(self):
"""Start the GPU driver in a separate thread."""
if not self.is_running:
self.is_running = True
self.driver_thread = threading.Thread(target=self._driver_loop, daemon=True)
self.driver_thread.start()
print("Virtual GPU Driver started")
def stop_driver(self):
"""Stop the GPU driver."""
self.is_running = False
if self.driver_thread:
self.driver_thread.join(timeout=1.0)
print("Virtual GPU Driver stopped")
def submit_command(self, command_type: GPUCommandType, payload: Dict[str, Any],
cpu_core_id: int = 0) -> str:
"""Submit a command to the GPU and return command ID."""
command_id = f"gpu_cmd_{self.command_counter}"
self.command_counter += 1
command = GPUCommand(
command_id=command_id,
command_type=command_type,
payload=payload,
cpu_core_id=cpu_core_id,
created_time=time.time()
)
self.command_queue.put(command)
return command_id
def get_command_status(self, command_id: str) -> Optional[str]:
"""Get the status of a command."""
if command_id in self.completed_commands:
return self.completed_commands[command_id].status
return "pending"
def get_command_result(self, command_id: str) -> Optional[Any]:
"""Get the result of a completed command."""
if command_id in self.completed_commands:
command = self.completed_commands[command_id]
if command.status == "completed":
return command.result
return None
def wait_for_command(self, command_id: str, timeout: float = 10.0) -> bool:
"""Wait for a command to complete."""
start_time = time.time()
while time.time() - start_time < timeout:
if command_id in self.completed_commands:
return self.completed_commands[command_id].status == "completed"
time.sleep(0.01)
return False
def transfer_data_to_vram(self, data: Any, name: str, delay_ms: float = 0.0) -> Optional[str]:
"""Transfer data from CPU RAM to VRAM."""
try:
texture_id = self.vram.transfer_from_ram(name, data, delay_ms)
if texture_id:
self.total_data_transferred += len(data) if hasattr(data, '__len__') else 0
return texture_id
except Exception as e:
print(f"Error transferring data to VRAM: {e}")
return None
def create_framebuffer(self, width: int, height: int, channels: int = 3,
name: Optional[str] = None) -> Optional[str]:
"""Create a framebuffer in VRAM."""
try:
return self.vram.create_framebuffer(width, height, channels, name)
except Exception as e:
print(f"Error creating framebuffer: {e}")
return None
def _driver_loop(self):
"""Main driver loop that processes commands."""
while self.is_running:
try:
# Process commands from the queue
try:
command = self.command_queue.get_nowait()
self._process_command(command)
except queue.Empty:
pass
# Small delay to prevent busy waiting
time.sleep(0.001)
except Exception as e:
print(f"Error in GPU driver loop: {e}")
def _process_command(self, command: GPUCommand):
"""Process a single GPU command."""
try:
command.status = "processing"
if command.command_type == GPUCommandType.RENDER_CLEAR:
# Submit clear task to vGPU
task_id = self.vgpu.submit_task(TaskType.RENDER_CLEAR, command.payload)
command.result = {"task_id": task_id}
elif command.command_type == GPUCommandType.RENDER_RECT:
# Submit rectangle rendering task to vGPU
task_id = self.vgpu.submit_task(TaskType.RENDER_RECT, command.payload)
command.result = {"task_id": task_id}
elif command.command_type == GPUCommandType.RENDER_IMAGE:
# Submit image rendering task to vGPU
task_id = self.vgpu.submit_task(TaskType.RENDER_IMAGE, command.payload)
command.result = {"task_id": task_id}
elif command.command_type == GPUCommandType.AI_MATRIX_MULTIPLY:
# Submit matrix multiplication task to vGPU
task_id = self.vgpu.submit_task(TaskType.AI_MATRIX_MULTIPLY, command.payload)
command.result = {"task_id": task_id}
elif command.command_type == GPUCommandType.AI_VECTOR_OP:
# Submit vector operation task to vGPU
task_id = self.vgpu.submit_task(TaskType.AI_VECTOR_OP, command.payload)
command.result = {"task_id": task_id}
elif command.command_type == GPUCommandType.DATA_TRANSFER:
# Handle data transfer to VRAM
data = command.payload.get("data")
name = command.payload.get("name", f"transfer_{command.command_id}")
delay_ms = command.payload.get("delay_ms", 0.0)
texture_id = self.transfer_data_to_vram(data, name, delay_ms)
command.result = {"texture_id": texture_id}
elif command.command_type == GPUCommandType.MEMORY_ALLOC:
# Create framebuffer or allocate memory
width = command.payload.get("width", 1920)
height = command.payload.get("height", 1080)
channels = command.payload.get("channels", 3)
name = command.payload.get("name")
fb_id = self.create_framebuffer(width, height, channels, name)
command.result = {"framebuffer_id": fb_id}
elif command.command_type == GPUCommandType.MEMORY_FREE:
# Free framebuffer or memory
name = command.payload.get("name")
success = self.vram.delete_framebuffer(name)
command.result = {"success": success}
else:
command.status = "error"
command.result = {"error": f"Unknown command type: {command.command_type}"}
if command.status != "error":
command.status = "completed"
command.completed_time = time.time()
self.completed_commands[command.command_id] = command
self.total_commands_processed += 1
except Exception as e:
command.status = "error"
command.result = {"error": str(e)}
command.completed_time = time.time()
self.completed_commands[command.command_id] = command
print(f"Error processing GPU command {command.command_id}: {e}")
def get_driver_stats(self) -> Dict[str, Any]:
"""Get driver statistics."""
vgpu_stats = self.vgpu.get_stats()
vram_stats = self.vram.get_stats()
return {
"driver_status": "running" if self.is_running else "stopped",
"total_commands_processed": self.total_commands_processed,
"total_data_transferred": self.total_data_transferred,
"pending_commands": self.command_queue.qsize(),
"completed_commands": len(self.completed_commands),
"vgpu_stats": vgpu_stats,
"vram_stats": vram_stats
}
# CPU Extensions for GPU Communication
class CPUGPUInterface:
"""
Interface for CPU cores to communicate with the GPU driver.
This class provides high-level methods that CPU cores can use to
interact with the virtual GPU without dealing with low-level details.
"""
def __init__(self, gpu_driver: VirtualGPUDriver):
self.gpu_driver = gpu_driver
def gpu_clear_screen(self, color: tuple = (0, 0, 0), core_id: int = 0) -> str:
"""Clear the screen with the specified color."""
payload = {"color": color}
return self.gpu_driver.submit_command(GPUCommandType.RENDER_CLEAR, payload, core_id)
def gpu_draw_rect(self, x: int, y: int, width: int, height: int,
color: tuple = (255, 255, 255), core_id: int = 0) -> str:
"""Draw a rectangle on the screen."""
payload = {
"x": x, "y": y, "width": width, "height": height, "color": color
}
return self.gpu_driver.submit_command(GPUCommandType.RENDER_RECT, payload, core_id)
def gpu_ai_inference(self, model_data: Any, input_data: Any, core_id: int = 0) -> str:
"""Perform AI inference using the GPU."""
payload = {"model_data": model_data, "input_data": input_data}
return self.gpu_driver.submit_command(GPUCommandType.AI_INFERENCE, payload, core_id)
def gpu_matrix_multiply(self, matrix_a: Any, matrix_b: Any, core_id: int = 0) -> str:
"""Perform matrix multiplication on the GPU."""
payload = {"matrix_a": matrix_a, "matrix_b": matrix_b}
return self.gpu_driver.submit_command(GPUCommandType.AI_MATRIX_MULTIPLY, payload, core_id)
def gpu_transfer_data(self, data: Any, name: str, core_id: int = 0) -> str:
"""Transfer data to GPU VRAM."""
payload = {"data": data, "name": name}
return self.gpu_driver.submit_command(GPUCommandType.DATA_TRANSFER, payload, core_id)
def gpu_alloc_framebuffer(self, width: int, height: int, channels: int = 3,
name: Optional[str] = None, core_id: int = 0) -> str:
"""Allocate a framebuffer in GPU VRAM."""
payload = {"width": width, "height": height, "channels": channels, "name": name}
return self.gpu_driver.submit_command(GPUCommandType.MEMORY_ALLOC, payload, core_id)
def wait_for_gpu_task(self, command_id: str, timeout: float = 10.0) -> bool:
"""Wait for a GPU task to complete."""
return self.gpu_driver.wait_for_command(command_id, timeout)
def get_gpu_result(self, command_id: str) -> Optional[Any]:
"""Get the result of a completed GPU task."""
return self.gpu_driver.get_command_result(command_id)
if __name__ == "__main__":
# Test the GPU driver
from virtual_gpu.vgpu import VirtualGPU
from virtual_gpu.vram import VRAM
# Create virtual GPU and VRAM
vgpu = VirtualGPU(num_sms=800, total_cores=50000)
vram = VRAM(memory_size_gb=500)
# Create and start the driver
driver = VirtualGPUDriver(vgpu, vram)
driver.start_driver()
# Create CPU-GPU interface
cpu_gpu = CPUGPUInterface(driver)
# Test some operations
print("Testing GPU driver...")
# Clear screen
cmd_id = cpu_gpu.gpu_clear_screen((255, 0, 0))
print(f"Clear screen command: {cmd_id}")
# Draw rectangle
cmd_id = cpu_gpu.gpu_draw_rect(100, 100, 200, 150, (0, 255, 0))
print(f"Draw rectangle command: {cmd_id}")
# Transfer some data
test_data = b"Hello GPU!"
cmd_id = cpu_gpu.gpu_transfer_data(test_data, "test_data")
print(f"Data transfer command: {cmd_id}")
# Wait a bit and check stats
time.sleep(1)
stats = driver.get_driver_stats()
print(f"Driver stats: {stats}")
# Stop the driver
driver.stop_driver()
print("GPU driver test completed")