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/// GPU Memory Pool Diagnostics — per-size-class fragmentation analysis.
///
/// This module models a memory pool subdivided into power-of-two (or custom) size
/// classes. Each allocation is mapped to the smallest bucket whose size is ≥ the
/// requested size. Fragmentation metrics are derived from the ratio of used vs.
/// free capacity within and across buckets.
use once_cell::sync::Lazy;
use std::sync::atomic::{AtomicU64, Ordering};
// ---------------------------------------------------------------------------
// PoolBucketStats
// ---------------------------------------------------------------------------
/// Statistics for a single size-class bucket in the memory pool.
#[derive(Debug, Clone)]
pub struct PoolBucketStats {
/// Allocation size class (upper boundary in bytes, e.g. 64, 128, 256 …).
pub size_class: usize,
/// Total number of blocks managed by this bucket.
pub total_blocks: usize,
/// Number of blocks currently in use.
pub used_blocks: usize,
/// Number of blocks currently free (`total_blocks - used_blocks`).
pub free_blocks: usize,
/// Bytes occupied by used blocks (`used_blocks × size_class`).
pub bytes_used: usize,
/// Bytes held in free blocks (`free_blocks × size_class`).
pub bytes_free: usize,
}
// ---------------------------------------------------------------------------
// FragmentationReport
// ---------------------------------------------------------------------------
/// Comprehensive fragmentation report derived from pool bucket statistics.
#[derive(Debug, Clone)]
pub struct FragmentationReport {
/// Overall fragmentation score in [0.0, 1.0]. 0.0 = perfectly packed.
pub overall_fragmentation: f32,
/// Fraction of free space that cannot satisfy a new max-size request.
pub external_fragmentation: f32,
/// Fraction of allocated space wasted due to size-class rounding.
pub internal_fragmentation: f32,
/// Size of the largest contiguous free block in bytes.
pub largest_free_block_bytes: usize,
/// Total number of free blocks across all buckets.
pub num_free_blocks: usize,
/// Total free bytes across all buckets.
pub total_free_bytes: usize,
/// Per-bucket breakdown.
pub bucket_stats: Vec<PoolBucketStats>,
}
// ---------------------------------------------------------------------------
// PoolDiagnostics
// ---------------------------------------------------------------------------
/// Default size-class boundaries (bytes).
const DEFAULT_BUCKETS: &[usize] = &[
64, 128, 256, 512, 1_024, 4_096, 16_384, 65_536, 262_144, 1_048_576,
];
/// Per-pool fragmentation tracker using size-class buckets.
///
/// Each call to [`record_alloc`] / [`record_dealloc`] atomically increments or
/// decrements the relevant bucket's used-block counter. Fragmentation metrics
/// are computed on demand via [`generate_fragmentation_report`].
pub struct PoolDiagnostics {
/// Upper-boundary sizes for each bucket.
bucket_sizes: Vec<usize>,
/// Number of used blocks per bucket (atomic for lock-free updates).
bucket_used: Vec<AtomicU64>,
/// Total blocks per bucket — each alloc that succeeds increments this once
/// (blocks are never physically removed, mirroring pool semantics).
bucket_total: Vec<AtomicU64>,
}
impl PoolDiagnostics {
/// Construct a new diagnostics tracker with custom bucket boundaries.
///
/// `bucket_sizes` must be non-empty and in ascending order. Each bucket
/// represents allocations whose size is in the range
/// `(prev_boundary, size_class]`.
pub fn new(bucket_sizes: Vec<usize>) -> Self {
let n = bucket_sizes.len();
let mut bucket_used = Vec::with_capacity(n);
let mut bucket_total = Vec::with_capacity(n);
for _ in 0..n {
bucket_used.push(AtomicU64::new(0));
bucket_total.push(AtomicU64::new(0));
}
Self {
bucket_sizes,
bucket_used,
bucket_total,
}
}
/// Construct a diagnostics tracker with the default bucket sizes.
pub fn with_default_buckets() -> Self {
Self::new(DEFAULT_BUCKETS.to_vec())
}
/// Return the bucket index for a given allocation size.
///
/// Returns the index of the smallest bucket whose `size_class >= size`.
/// If the size exceeds all defined buckets the last (largest) bucket is used.
pub fn get_bucket_for_size(&self, size: usize) -> usize {
for (i, &bucket_size) in self.bucket_sizes.iter().enumerate() {
if size <= bucket_size {
return i;
}
}
self.bucket_sizes.len() - 1
}
/// Record an allocation of `size` bytes.
pub fn record_alloc(&self, size: usize) {
let idx = self.get_bucket_for_size(size);
self.bucket_used[idx].fetch_add(1, Ordering::Relaxed);
self.bucket_total[idx].fetch_add(1, Ordering::Relaxed);
}
/// Record a deallocation of `size` bytes.
///
/// If the used-block count would underflow it is clamped to zero.
pub fn record_dealloc(&self, size: usize) {
let idx = self.get_bucket_for_size(size);
let prev = self.bucket_used[idx].load(Ordering::Relaxed);
if prev > 0 {
self.bucket_used[idx].fetch_sub(1, Ordering::Relaxed);
}
}
/// Generate a [`FragmentationReport`] from the current bucket counters.
pub fn generate_fragmentation_report(&self) -> FragmentationReport {
let mut bucket_stats = Vec::with_capacity(self.bucket_sizes.len());
let mut total_free_bytes: usize = 0;
let mut total_allocated_bytes: usize = 0;
let mut largest_free_block_bytes: usize = 0;
let mut num_free_blocks: usize = 0;
let mut total_wasted_bytes: usize = 0;
for (i, &size_class) in self.bucket_sizes.iter().enumerate() {
let total_blocks = self.bucket_total[i].load(Ordering::Relaxed) as usize;
let used_blocks = (self.bucket_used[i].load(Ordering::Relaxed) as usize)
.min(total_blocks);
let free_blocks = total_blocks.saturating_sub(used_blocks);
let bytes_used = used_blocks.saturating_mul(size_class);
let bytes_free = free_blocks.saturating_mul(size_class);
total_free_bytes = total_free_bytes.saturating_add(bytes_free);
total_allocated_bytes = total_allocated_bytes.saturating_add(bytes_used);
num_free_blocks = num_free_blocks.saturating_add(free_blocks);
if free_blocks > 0 && size_class > largest_free_block_bytes {
largest_free_block_bytes = size_class;
}
// Internal fragmentation: wasted padding inside blocks.
// Modelled as half of the size_class minus the previous boundary
// for all used blocks in this bucket (worst-case average).
let prev_boundary = if i == 0 { 0 } else { self.bucket_sizes[i - 1] };
let padding_per_block = size_class.saturating_sub(prev_boundary) / 2;
total_wasted_bytes =
total_wasted_bytes.saturating_add(used_blocks.saturating_mul(padding_per_block));
bucket_stats.push(PoolBucketStats {
size_class,
total_blocks,
used_blocks,
free_blocks,
bytes_used,
bytes_free,
});
}
// External fragmentation: fraction of free bytes that can't be used for
// a request of size `largest_free_block_bytes`.
let external_fragmentation = if total_free_bytes > 0 {
let unusable = total_free_bytes.saturating_sub(largest_free_block_bytes);
(unusable as f32 / total_free_bytes as f32).clamp(0.0, 1.0)
} else {
0.0_f32
};
// Internal fragmentation: wasted bytes / total allocated bytes.
let internal_fragmentation = if total_allocated_bytes > 0 {
(total_wasted_bytes as f32 / total_allocated_bytes as f32).clamp(0.0, 1.0)
} else {
0.0_f32
};
let overall_fragmentation =
((external_fragmentation + internal_fragmentation) / 2.0_f32).clamp(0.0, 1.0);
FragmentationReport {
overall_fragmentation,
external_fragmentation,
internal_fragmentation,
largest_free_block_bytes,
num_free_blocks,
total_free_bytes,
bucket_stats,
}
}
/// Reset all bucket counters to zero.
pub fn reset(&self) {
for i in 0..self.bucket_sizes.len() {
self.bucket_used[i].store(0, Ordering::Relaxed);
self.bucket_total[i].store(0, Ordering::Relaxed);
}
}
}
// ---------------------------------------------------------------------------
// Global instance
// ---------------------------------------------------------------------------
/// Process-wide pool diagnostics using the default size-class boundaries.
pub static GLOBAL_POOL_DIAGNOSTICS: Lazy<PoolDiagnostics> =
Lazy::new(PoolDiagnostics::with_default_buckets);
/// Obtain a reference to the global [`PoolDiagnostics`].
pub fn get_pool_diagnostics() -> &'static PoolDiagnostics {
&GLOBAL_POOL_DIAGNOSTICS
}
// ---------------------------------------------------------------------------
// Tests
// ---------------------------------------------------------------------------
#[cfg(test)]
mod tests {
use super::*;
fn fresh() -> PoolDiagnostics {
PoolDiagnostics::new(DEFAULT_BUCKETS.to_vec())
}
#[test]
fn test_pool_diagnostics_bucket_allocation() {
let pd = fresh();
// 200 bytes should land in the 256-byte bucket (index 2)
let idx = pd.get_bucket_for_size(200);
assert_eq!(pd.bucket_sizes[idx], 256);
pd.record_alloc(200);
assert_eq!(pd.bucket_used[idx].load(Ordering::Relaxed), 1);
}
#[test]
fn test_pool_diagnostics_fragmentation_report() {
let pd = fresh();
pd.record_alloc(100);
pd.record_alloc(500);
pd.record_dealloc(100);
let report = pd.generate_fragmentation_report();
assert!(report.overall_fragmentation >= 0.0);
assert!(report.overall_fragmentation <= 1.0);
assert!(report.external_fragmentation >= 0.0);
assert!(report.internal_fragmentation >= 0.0);
}
#[test]
fn test_pool_diagnostics_fragmentation_zero_when_empty() {
let pd = fresh();
let report = pd.generate_fragmentation_report();
assert_eq!(report.overall_fragmentation, 0.0);
assert_eq!(report.external_fragmentation, 0.0);
assert_eq!(report.internal_fragmentation, 0.0);
assert_eq!(report.total_free_bytes, 0);
}
#[test]
fn test_pool_diagnostics_top_bucket() {
let pd = fresh();
// 2MB — larger than all defined buckets → last bucket
pd.record_alloc(2 * 1024 * 1024);
let last_idx = pd.bucket_sizes.len() - 1;
assert_eq!(pd.bucket_used[last_idx].load(Ordering::Relaxed), 1);
}
#[test]
fn test_pool_diagnostics_reset() {
let pd = fresh();
pd.record_alloc(64);
pd.record_alloc(1024);
pd.reset();
for i in 0..pd.bucket_sizes.len() {
assert_eq!(pd.bucket_used[i].load(Ordering::Relaxed), 0);
assert_eq!(pd.bucket_total[i].load(Ordering::Relaxed), 0);
}
}
#[test]
fn test_pool_diagnostics_dealloc_clamped() {
let pd = fresh();
// Dealloc without prior alloc should not underflow
pd.record_dealloc(64);
assert_eq!(pd.bucket_used[0].load(Ordering::Relaxed), 0);
}
#[test]
fn test_pool_diagnostics_bucket_stats_len() {
let pd = fresh();
let report = pd.generate_fragmentation_report();
assert_eq!(report.bucket_stats.len(), DEFAULT_BUCKETS.len());
}
}