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… Structural Refactoring
**Update Description:**
This major update introduces comprehensive improvements across the entire danteGPU, focusing on real-time monitoring, error resilience, and architectural optimization. Key changes include:
---
### 1. **Real-time Dashboard Engine Overhaul**
**What Changed:**
- Implemented async-aware mutex locking with `tokio::sync::Mutex` replacing `std::sync::Mutex`
- Added 500ms auto-refresh loop using `tokio::select!` for concurrent UI updates and input handling
- Rewrote terminal drawing logic with ratatui's `List` widgets for dynamic GPU/user list rendering
- Integrated non-blocking input handling with `crossterm::event::poll`
```rust
// New event loop structure
loop {
let timeout = tokio::time::sleep(Duration::from_millis(500));
tokio::select! {
_ = timeout => {
// Async lock acquisition
let gpupool = gpupool.lock().await;
let users = users.lock().await;
terminal.draw(|f| { /* ... */ })?;
}
event = crossterm::event::read() => {
// Input handling
}
}
}
```
---
### 2. **Enhanced Error Handling System**
**Key Improvements:**
- Added detailed error context propagation using `anyhow::Context`
- Implemented automatic user creation with 1M default credits for demo purposes
- Created custom error types for critical operations:
```rust
#[derive(Debug, thiserror::Error)]
pub enum AllocationError {
#[error("GPU {0} not found")]
GpuNotFound(u32),
#[error("Insufficient credits: needed {needed:.2}, available {available:.2}")]
InsufficientCredits { needed: f64, available: f64 },
}
```
- Added backpressure control in API middleware using governor rate limiting
---
### 3. **GPU Management Core Refactoring**
**Structural Changes:**
- Removed legacy pricing map in favor of algorithmic cost calculation:
```rust
fn calculate_cost(&self, gpu_id: u32) -> f64 {
let gpu = self.gpus.get(&gpu_id).unwrap();
gpu.vram_mb as f64 * 0.1 + gpu.compute_units as f64 * 2.0
}
```
- Standardized GPU initialization with realistic hardware profiles:
```rust
GPUPool {
gpus: HashMap::from([
(0, VirtualGPU::new(8192, 32)), // Mid-range GPU
(1, VirtualGPU::new(16384, 64)), // High-end GPU
])
}
```
- Added atomic reference counting for GPU state sharing
---
### 4. **User Management System Upgrade**
**New Features:**
- Auto-creation of users with default 1M credit balance
- Credit deduction validation with detailed error reporting
- Added user activity tracking:
```rust
pub struct User {
pub last_active: DateTime<Utc>,
pub session_count: u32,
pub total_spent: f64,
}
```
---
### 5. **Testing & Validation Suite**
**Added Test Cases:**
```rust
#[tokio::test]
async fn test_concurrent_allocations() {
// Stress test with 100 concurrent requests
}
```
**Example Test Commands:**
```bash
# Test real-time dashboard updates
cargo run --release --bin dashboard &
# Generate load
for i in {1..10}; do
cargo run --release -- rent --gpu-id 0 --user "user$i" --duration 10
done
```
---
### 6. **Dependency & Configuration Updates**
- Upgraded tokio to 1.36 with full features
- Added ratatui 0.26 and crossterm 0.27 for terminal UI
- Configured default-run in Cargo.toml for better CLI handling
- Removed legacy NVML/Windows API code paths
---
### 7. **CI/CD Improvements**
- Added release profile optimization flags:
```toml
[profile.release]
lto = true
codegen-units = 1
```
- Configured automated rustfmt/clippy checks
- Added basic healthcheck endpoint to API
---
**Migration Notes:**
1. Existing users will be automatically migrated with 1M credit balance
2. GPU pricing model changed from fixed to dynamic calculation
3. Dashboard now requires tokio runtime for async operation
**Known Issues:**
- Dashboard may show brief inconsistencies during high contention
- GPU release notifications have 500ms propagation delay
**Future Roadmap:**
- Implement JWT-based authentication layer
- Add GPU utilization graphs using plotters crate
- Develop WebSocket API for browser-based dashboard
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Real-time Dashboard, Enhanced Error Handling & Structural Refactoring
1. Real-time Dashboard Engine Overhaul
What Changed:
tokio::sync::Mutexreplacingstd::sync::Mutextokio::select!for concurrent UI updates and input handlingListwidgets for dynamic GPU/user list renderingcrossterm::event::poll2. Enhanced Error Handling System
Key Improvements:
anyhow::Context3. GPU Management Core Refactoring
Structural Changes:
4. User Management System Upgrade
New Features:
5. Testing & Validation Suite
Added Test Cases:
Example Test Commands:
6. Dependency & Configuration Updates
7. CI/CD Improvements
Migration Notes:
Known Issues:
Future Roadmap: