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//! Platform-specific CPU optimizations with microarchitecture detection
//!
//! This module provides advanced x86_64 and ARM64 optimizations that are specifically
//! tuned for different CPU microarchitectures and features.
use crate::error::{BackendError, BackendResult};
#[cfg(target_arch = "x86_64")]
use std::arch::x86_64::*;
use std::sync::OnceLock;
/// CPU microarchitecture types for x86_64
#[derive(Debug, Clone, Copy, PartialEq, Eq, Hash)]
pub enum X86Microarchitecture {
/// Intel Core 2 / Penryn (SSE4.1)
Core2,
/// Intel Nehalem (SSE4.2)
Nehalem,
/// Intel Sandy Bridge (AVX)
SandyBridge,
/// Intel Ivy Bridge (enhanced AVX)
IvyBridge,
/// Intel Haswell (AVX2, FMA)
Haswell,
/// Intel Broadwell (enhanced AVX2)
Broadwell,
/// Intel Skylake (AVX-512 foundation)
Skylake,
/// Intel Kaby Lake
KabyLake,
/// Intel Coffee Lake
CoffeeLake,
/// Intel Ice Lake (enhanced AVX-512)
IceLake,
/// Intel Tiger Lake
TigerLake,
/// Intel Alder Lake (hybrid architecture)
AlderLake,
/// Intel Raptor Lake
RaptorLake,
/// Intel Meteor Lake
MeteorLake,
/// AMD K8
K8,
/// AMD K10
K10,
/// AMD Bulldozer
Bulldozer,
/// AMD Piledriver
Piledriver,
/// AMD Steamroller
Steamroller,
/// AMD Excavator
Excavator,
/// AMD Zen
Zen,
/// AMD Zen+
ZenPlus,
/// AMD Zen 2
Zen2,
/// AMD Zen 3
Zen3,
/// AMD Zen 4
Zen4,
/// Unknown/Generic x86_64
Unknown,
}
/// ARM microarchitecture types
#[derive(Debug, Clone, Copy, PartialEq, Eq, Hash)]
pub enum ArmMicroarchitecture {
/// Apple A7 (Cyclone)
Cyclone,
/// Apple A8 (Typhoon)
Typhoon,
/// Apple A9 (Twister)
Twister,
/// Apple A10 (Hurricane)
Hurricane,
/// Apple A11 (Monsoon/Mistral)
Bionic,
/// Apple A12 (Vortex/Tempest)
A12,
/// Apple A13 (Lightning/Thunder)
A13,
/// Apple A14 (Firestorm/Icestorm)
A14,
/// Apple A15 (Avalanche/Blizzard)
A15,
/// Apple A16 (Everest/Sawtooth)
A16,
/// Apple M1 (Firestorm/Icestorm)
M1,
/// Apple M2 (Avalanche/Blizzard)
M2,
/// Apple M3 (Enhanced Avalanche/Blizzard)
M3,
/// ARM Cortex-A53
CortexA53,
/// ARM Cortex-A55
CortexA55,
/// ARM Cortex-A57
CortexA57,
/// ARM Cortex-A72
CortexA72,
/// ARM Cortex-A73
CortexA73,
/// ARM Cortex-A75
CortexA75,
/// ARM Cortex-A76
CortexA76,
/// ARM Cortex-A77
CortexA77,
/// ARM Cortex-A78
CortexA78,
/// ARM Cortex-X1
CortexX1,
/// ARM Cortex-A510
CortexA510,
/// ARM Cortex-A710
CortexA710,
/// ARM Cortex-X2
CortexX2,
/// ARM Cortex-A715
CortexA715,
/// ARM Cortex-X3
CortexX3,
/// ARM Neoverse V1
NeoverseV1,
/// ARM Neoverse N1
NeoverseN1,
/// ARM Neoverse N2
NeoverseN2,
/// Unknown/Generic ARM64
Unknown,
}
/// CPU feature flags detected at runtime
#[derive(Debug, Clone, Copy)]
pub struct CpuFeatures {
// x86_64 features
pub sse: bool,
pub sse2: bool,
pub sse3: bool,
pub ssse3: bool,
pub sse4_1: bool,
pub sse4_2: bool,
pub avx: bool,
pub avx2: bool,
pub avx512f: bool,
pub avx512dq: bool,
pub avx512cd: bool,
pub avx512bw: bool,
pub avx512vl: bool,
pub avx512vnni: bool,
pub avx512bf16: bool,
pub avx512vp2intersect: bool,
pub fma: bool,
pub fma4: bool,
pub bmi1: bool,
pub bmi2: bool,
pub lzcnt: bool,
pub popcnt: bool,
pub f16c: bool,
pub rdrand: bool,
pub rdseed: bool,
pub aes: bool,
pub pclmul: bool,
pub sha: bool,
pub adx: bool,
pub prefetchw: bool,
pub clflushopt: bool,
pub clwb: bool,
pub movbe: bool,
pub rtm: bool,
pub hle: bool,
pub mpx: bool,
pub xsave: bool,
pub xsaveopt: bool,
pub xgetbv: bool,
pub invariant_tsc: bool,
pub rdtscp: bool,
// ARM64 features
pub neon: bool,
pub fp: bool,
pub asimd: bool,
pub aes_arm: bool,
pub pmull: bool,
pub sha1: bool,
pub sha256: bool,
pub crc32: bool,
pub atomics: bool,
pub fphp: bool,
pub asimdhp: bool,
pub cpuid: bool,
pub asimdrdm: bool,
pub jscvt: bool,
pub fcma: bool,
pub lrcpc: bool,
pub dcpop: bool,
pub sha3: bool,
pub sm3: bool,
pub sm4: bool,
pub asimddp: bool,
pub sha512: bool,
pub sve: bool,
pub sve2: bool,
pub sveaes: bool,
pub svepmull: bool,
pub svebitperm: bool,
pub svesha3: bool,
pub svesm4: bool,
pub flagm: bool,
pub ssbs: bool,
pub sb: bool,
pub paca: bool,
pub pacg: bool,
pub dgh: bool,
pub bf16: bool,
pub i8mm: bool,
pub rng: bool,
pub bti: bool,
pub mte: bool,
pub ecv: bool,
pub afp: bool,
pub rpres: bool,
}
impl Default for CpuFeatures {
fn default() -> Self {
Self {
// Initialize all features as false - will be detected at runtime
sse: false,
sse2: false,
sse3: false,
ssse3: false,
sse4_1: false,
sse4_2: false,
avx: false,
avx2: false,
avx512f: false,
avx512dq: false,
avx512cd: false,
avx512bw: false,
avx512vl: false,
avx512vnni: false,
avx512bf16: false,
avx512vp2intersect: false,
fma: false,
fma4: false,
bmi1: false,
bmi2: false,
lzcnt: false,
popcnt: false,
f16c: false,
rdrand: false,
rdseed: false,
aes: false,
pclmul: false,
sha: false,
adx: false,
prefetchw: false,
clflushopt: false,
clwb: false,
movbe: false,
rtm: false,
hle: false,
mpx: false,
xsave: false,
xsaveopt: false,
xgetbv: false,
invariant_tsc: false,
rdtscp: false,
neon: false,
fp: false,
asimd: false,
aes_arm: false,
pmull: false,
sha1: false,
sha256: false,
crc32: false,
atomics: false,
fphp: false,
asimdhp: false,
cpuid: false,
asimdrdm: false,
jscvt: false,
fcma: false,
lrcpc: false,
dcpop: false,
sha3: false,
sm3: false,
sm4: false,
asimddp: false,
sha512: false,
sve: false,
sve2: false,
sveaes: false,
svepmull: false,
svebitperm: false,
svesha3: false,
svesm4: false,
flagm: false,
ssbs: false,
sb: false,
paca: false,
pacg: false,
dgh: false,
bf16: false,
i8mm: false,
rng: false,
bti: false,
mte: false,
ecv: false,
afp: false,
rpres: false,
}
}
}
/// Cache hierarchy information
#[derive(Debug, Clone)]
pub struct CacheInfo {
/// L1 instruction cache size in bytes
pub l1i_size: usize,
/// L1 data cache size in bytes
pub l1d_size: usize,
/// L1 cache associativity
pub l1_associativity: usize,
/// L1 cache line size in bytes
pub l1_line_size: usize,
/// L2 cache size in bytes
pub l2_size: usize,
/// L2 cache associativity
pub l2_associativity: usize,
/// L2 cache line size in bytes
pub l2_line_size: usize,
/// L3 cache size in bytes
pub l3_size: usize,
/// L3 cache associativity
pub l3_associativity: usize,
/// L3 cache line size in bytes
pub l3_line_size: usize,
/// Number of cores sharing L3 cache
pub l3_sharing: usize,
/// TLB entries for 4KB pages
pub tlb_4kb_entries: usize,
/// TLB entries for 2MB pages
pub tlb_2mb_entries: usize,
/// TLB entries for 1GB pages
pub tlb_1gb_entries: usize,
}
impl Default for CacheInfo {
fn default() -> Self {
Self {
l1i_size: 32 * 1024, // 32KB
l1d_size: 32 * 1024, // 32KB
l1_associativity: 8,
l1_line_size: 64,
l2_size: 256 * 1024, // 256KB
l2_associativity: 8,
l2_line_size: 64,
l3_size: 8 * 1024 * 1024, // 8MB
l3_associativity: 16,
l3_line_size: 64,
l3_sharing: 8,
tlb_4kb_entries: 64,
tlb_2mb_entries: 32,
tlb_1gb_entries: 4,
}
}
}
/// Microarchitecture-specific optimization parameters
#[derive(Debug, Clone)]
pub struct MicroarchOptimization {
/// Optimal vector width for SIMD operations
pub optimal_vector_width: usize,
/// Preferred unroll factor for loops
pub unroll_factor: usize,
/// Optimal block size for matrix operations
pub matrix_block_size: usize,
/// Memory prefetch distance (cache lines ahead)
pub prefetch_distance: usize,
/// Branch predictor friendly loop structure
pub branch_friendly: bool,
/// Instruction scheduling preferences
pub prefer_fma: bool,
/// Cache blocking strategy
pub cache_blocking: bool,
/// Software prefetching enabled
pub software_prefetch: bool,
/// Memory alignment requirements
pub memory_alignment: usize,
/// Optimal chunk size for parallel operations
pub parallel_chunk_size: usize,
/// Hyper-threading awareness
pub ht_aware: bool,
/// NUMA awareness
pub numa_aware: bool,
}
impl Default for MicroarchOptimization {
fn default() -> Self {
Self {
optimal_vector_width: 32, // 256-bit vectors (AVX2)
unroll_factor: 4,
matrix_block_size: 64,
prefetch_distance: 8,
branch_friendly: true,
prefer_fma: true,
cache_blocking: true,
software_prefetch: true,
memory_alignment: 32,
parallel_chunk_size: 1024,
ht_aware: true,
numa_aware: false,
}
}
}
/// Global CPU detection results
static CPU_INFO: OnceLock<CpuInfo> = OnceLock::new();
/// Complete CPU information
#[derive(Debug, Clone)]
pub struct CpuInfo {
/// Detected features
pub features: CpuFeatures,
/// Cache hierarchy
pub cache: CacheInfo,
/// Microarchitecture type (x86_64)
pub x86_microarch: Option<X86Microarchitecture>,
/// Microarchitecture type (ARM64)
pub arm_microarch: Option<ArmMicroarchitecture>,
/// Optimization parameters
pub optimization: MicroarchOptimization,
/// CPU vendor
pub vendor: String,
/// CPU model name
pub model_name: String,
/// Number of physical cores
pub physical_cores: usize,
/// Number of logical cores (including HT)
pub logical_cores: usize,
/// Base frequency in MHz
pub base_frequency: f64,
/// Maximum turbo frequency in MHz
pub max_frequency: f64,
}
impl CpuInfo {
/// Get global CPU information (lazy initialization)
pub fn get() -> &'static CpuInfo {
CPU_INFO.get_or_init(Self::detect)
}
/// Detect CPU information at runtime
fn detect() -> Self {
let mut info = Self::default();
#[cfg(target_arch = "x86_64")]
{
info.detect_x86_features();
info.detect_x86_microarchitecture();
info.detect_x86_cache_info();
}
#[cfg(target_arch = "aarch64")]
{
info.detect_arm_features();
info.detect_arm_microarchitecture();
info.detect_arm_cache_info();
}
info.detect_topology();
info.create_optimization_profile();
info
}
/// Detect x86_64 CPU features using CPUID
#[cfg(target_arch = "x86_64")]
fn detect_x86_features(&mut self) {
unsafe {
// Check for CPUID availability
if !has_cpuid() {
return;
}
// Get basic CPUID information
let cpuid_result = __cpuid(1);
// Feature detection from CPUID.01H:EDX
self.features.sse = (cpuid_result.edx & (1 << 25)) != 0;
self.features.sse2 = (cpuid_result.edx & (1 << 26)) != 0;
self.features.fma = (cpuid_result.ecx & (1 << 12)) != 0;
self.features.popcnt = (cpuid_result.ecx & (1 << 23)) != 0;
self.features.aes = (cpuid_result.ecx & (1 << 25)) != 0;
self.features.avx = (cpuid_result.ecx & (1 << 28)) != 0;
self.features.f16c = (cpuid_result.ecx & (1 << 29)) != 0;
self.features.rdrand = (cpuid_result.ecx & (1 << 30)) != 0;
// Feature detection from CPUID.01H:ECX
self.features.sse3 = (cpuid_result.ecx & (1 << 0)) != 0;
self.features.pclmul = (cpuid_result.ecx & (1 << 1)) != 0;
self.features.ssse3 = (cpuid_result.ecx & (1 << 9)) != 0;
self.features.sse4_1 = (cpuid_result.ecx & (1 << 19)) != 0;
self.features.sse4_2 = (cpuid_result.ecx & (1 << 20)) != 0;
self.features.movbe = (cpuid_result.ecx & (1 << 22)) != 0;
self.features.xsave = (cpuid_result.ecx & (1 << 26)) != 0;
// Extended features (CPUID.07H:EBX)
let extended_result = __cpuid_count(7, 0);
self.features.avx2 = (extended_result.ebx & (1 << 5)) != 0;
self.features.bmi1 = (extended_result.ebx & (1 << 3)) != 0;
self.features.bmi2 = (extended_result.ebx & (1 << 8)) != 0;
self.features.rtm = (extended_result.ebx & (1 << 11)) != 0;
self.features.hle = (extended_result.ebx & (1 << 4)) != 0;
self.features.avx512f = (extended_result.ebx & (1 << 16)) != 0;
self.features.avx512dq = (extended_result.ebx & (1 << 17)) != 0;
self.features.rdseed = (extended_result.ebx & (1 << 18)) != 0;
self.features.adx = (extended_result.ebx & (1 << 19)) != 0;
self.features.avx512cd = (extended_result.ebx & (1 << 28)) != 0;
self.features.avx512bw = (extended_result.ebx & (1 << 30)) != 0;
self.features.avx512vl = (extended_result.ebx & (1 << 31)) != 0;
// More extended features (CPUID.07H:ECX)
self.features.prefetchw = (extended_result.ecx & (1 << 0)) != 0;
self.features.avx512vnni = (extended_result.ecx & (1 << 11)) != 0;
self.features.avx512bf16 = (extended_result.ecx & (1 << 5)) != 0;
self.features.sha = (extended_result.ecx & (1 << 29)) != 0;
// Extended function CPUID.80000001H
let extended_fn = __cpuid(0x80000001);
self.features.lzcnt = (extended_fn.ecx & (1 << 5)) != 0;
self.features.fma4 = (extended_fn.ecx & (1 << 16)) != 0;
self.features.rdtscp = (extended_fn.edx & (1 << 27)) != 0;
// Detect vendor
let vendor_result = __cpuid(0);
let vendor_bytes = [
(vendor_result.ebx as u32).to_le_bytes(),
(vendor_result.edx as u32).to_le_bytes(),
(vendor_result.ecx as u32).to_le_bytes(),
];
self.vendor = String::from_utf8_lossy(&[
vendor_bytes[0][0],
vendor_bytes[0][1],
vendor_bytes[0][2],
vendor_bytes[0][3],
vendor_bytes[1][0],
vendor_bytes[1][1],
vendor_bytes[1][2],
vendor_bytes[1][3],
vendor_bytes[2][0],
vendor_bytes[2][1],
vendor_bytes[2][2],
vendor_bytes[2][3],
])
.trim_end_matches('\0')
.to_string();
}
}
/// Detect x86_64 microarchitecture
#[cfg(target_arch = "x86_64")]
fn detect_x86_microarchitecture(&mut self) {
// This is a simplified detection - real implementation would use more CPUID data
self.x86_microarch = Some(if self.vendor.contains("Intel") {
if self.features.avx512f {
if self.features.avx512vnni {
X86Microarchitecture::IceLake
} else {
X86Microarchitecture::Skylake
}
} else if self.features.avx2 {
X86Microarchitecture::Haswell
} else if self.features.avx {
X86Microarchitecture::SandyBridge
} else {
X86Microarchitecture::Nehalem
}
} else if self.vendor.contains("AMD") {
if self.features.avx2 {
X86Microarchitecture::Zen2
} else if self.features.avx {
X86Microarchitecture::Bulldozer
} else {
X86Microarchitecture::K10
}
} else {
X86Microarchitecture::Unknown
});
}
/// Detect x86_64 cache information
#[cfg(target_arch = "x86_64")]
fn detect_x86_cache_info(&mut self) {
unsafe {
if !has_cpuid() {
return;
}
// Use CPUID.04H for cache information
for level in 0..4 {
let cache_info = __cpuid_count(4, level);
let cache_type = cache_info.eax & 0x1F;
if cache_type == 0 {
break; // No more cache levels
}
let cache_level = (cache_info.eax >> 5) & 0x7;
let line_size = ((cache_info.ebx & 0xFFF) + 1) as usize;
let ways = (((cache_info.ebx >> 22) & 0x3FF) + 1) as usize;
let sets = (cache_info.ecx + 1) as usize;
let size = ways * sets * line_size;
match (cache_level, cache_type) {
(1, 1) => {
// L1 data cache
self.cache.l1d_size = size;
self.cache.l1_line_size = line_size;
self.cache.l1_associativity = ways;
}
(1, 2) => {
// L1 instruction cache
self.cache.l1i_size = size;
}
(2, 3) => {
// L2 unified cache
self.cache.l2_size = size;
self.cache.l2_line_size = line_size;
self.cache.l2_associativity = ways;
}
(3, 3) => {
// L3 unified cache
self.cache.l3_size = size;
self.cache.l3_line_size = line_size;
self.cache.l3_associativity = ways;
}
_ => {}
}
}
}
}
/// Detect ARM64 features (simplified)
#[cfg(target_arch = "aarch64")]
fn detect_arm_features(&mut self) {
// ARM64 feature detection typically uses AT_HWCAP from auxiliary vector
// For simplicity, we'll assume common features are available
self.features.neon = true;
self.features.fp = true;
self.features.asimd = true;
// Detect Apple Silicon specific features
#[cfg(target_os = "macos")]
{
self.features.fp = true;
self.features.asimd = true;
self.features.crc32 = true;
self.features.aes_arm = true;
self.features.sha1 = true;
self.features.sha256 = true;
}
}
/// Detect ARM64 microarchitecture
#[cfg(target_arch = "aarch64")]
fn detect_arm_microarchitecture(&mut self) {
#[cfg(target_os = "macos")]
{
// Enhanced Apple Silicon detection
self.arm_microarch = Self::detect_apple_silicon_chip();
self.vendor = "Apple".to_string();
// Set Apple Silicon specific frequencies
match self.arm_microarch {
Some(ArmMicroarchitecture::M1) => {
self.base_frequency = 3200.0; // 3.2 GHz
self.max_frequency = 3200.0; // No turbo on M1
}
Some(ArmMicroarchitecture::M2) => {
self.base_frequency = 3500.0; // 3.5 GHz
self.max_frequency = 3500.0; // No turbo on M2
}
Some(ArmMicroarchitecture::M3) => {
self.base_frequency = 4000.0; // 4.0 GHz
self.max_frequency = 4000.0; // No turbo on M3
}
_ => {
self.base_frequency = 3000.0; // Default
self.max_frequency = 3000.0;
}
}
}
#[cfg(not(target_os = "macos"))]
{
self.arm_microarch = Some(ArmMicroarchitecture::CortexA76); // Generic default
self.vendor = "ARM".to_string();
}
}
/// Detect specific Apple Silicon chip
#[cfg(all(target_arch = "aarch64", target_os = "macos"))]
fn detect_apple_silicon_chip() -> Option<ArmMicroarchitecture> {
use std::process::Command;
// Try to detect using sysctl
if let Ok(output) = Command::new("sysctl")
.arg("-n")
.arg("machdep.cpu.brand_string")
.output()
{
let brand_string = String::from_utf8_lossy(&output.stdout);
if brand_string.contains("M3") {
return Some(ArmMicroarchitecture::M3);
} else if brand_string.contains("M2") {
return Some(ArmMicroarchitecture::M2);
} else if brand_string.contains("M1") {
return Some(ArmMicroarchitecture::M1);
}
}
// Try to detect core count as a fallback
if let Ok(output) = Command::new("sysctl")
.arg("-n")
.arg("hw.perflevel0.physicalcpu")
.output()
{
if let Ok(cores_str) = String::from_utf8(output.stdout) {
if let Ok(cores) = cores_str.trim().parse::<i32>() {
// M3 typically has 8-12 performance cores
// M2 typically has 8 performance cores
// M1 typically has 4-8 performance cores
return Some(match cores {
12 => ArmMicroarchitecture::M3,
8 => ArmMicroarchitecture::M2, // Could be M2 or M1 Pro/Max
4 => ArmMicroarchitecture::M1,
_ => ArmMicroarchitecture::M2, // Default to M2 for unknown
});
}
}
}
// Default fallback
Some(ArmMicroarchitecture::M1)
}
/// Detect ARM64 cache information
#[cfg(target_arch = "aarch64")]
fn detect_arm_cache_info(&mut self) {
// ARM64 cache info would typically be read from system registers
// For Apple Silicon, use known values based on chip type
#[cfg(target_os = "macos")]
{
match self.arm_microarch {
Some(ArmMicroarchitecture::M1) => {
self.cache.l1d_size = 128 * 1024; // 128KB per core
self.cache.l1i_size = 128 * 1024; // 128KB per core
self.cache.l2_size = 12 * 1024 * 1024; // 12MB shared
self.cache.l1_line_size = 64;
self.cache.l2_line_size = 64;
self.cache.l1_associativity = 8;
self.cache.l2_associativity = 12;
}
Some(ArmMicroarchitecture::M2) => {
self.cache.l1d_size = 128 * 1024; // 128KB per core
self.cache.l1i_size = 128 * 1024; // 128KB per core
self.cache.l2_size = 16 * 1024 * 1024; // 16MB shared
self.cache.l1_line_size = 64;
self.cache.l2_line_size = 64;
self.cache.l1_associativity = 8;
self.cache.l2_associativity = 16;
}
Some(ArmMicroarchitecture::M3) => {
self.cache.l1d_size = 128 * 1024; // 128KB per core
self.cache.l1i_size = 128 * 1024; // 128KB per core
self.cache.l2_size = 18 * 1024 * 1024; // 18MB shared
self.cache.l1_line_size = 64;
self.cache.l2_line_size = 64;
self.cache.l1_associativity = 8;
self.cache.l2_associativity = 18;
}
_ => {
// Default Apple Silicon values
self.cache.l1d_size = 128 * 1024;
self.cache.l1i_size = 128 * 1024;
self.cache.l2_size = 12 * 1024 * 1024;
self.cache.l1_line_size = 64;
self.cache.l2_line_size = 64;
self.cache.l1_associativity = 8;
self.cache.l2_associativity = 12;
}
}
}
#[cfg(not(target_os = "macos"))]
{
// Generic ARM64 values
self.cache.l1d_size = 64 * 1024; // 64KB
self.cache.l1i_size = 64 * 1024; // 64KB
self.cache.l2_size = 1024 * 1024; // 1MB
self.cache.l1_line_size = 64;
self.cache.l2_line_size = 64;
self.cache.l1_associativity = 4;
self.cache.l2_associativity = 8;
}
}
/// Detect CPU topology (core count, threading)
fn detect_topology(&mut self) {
self.logical_cores = std::thread::available_parallelism()
.map(|n| n.get())
.unwrap_or(4);
// Simplified physical core detection
self.physical_cores = if self.features.sse {
// x86_64 with likely HT
self.logical_cores / 2
} else {
self.logical_cores
};
// Set frequencies (would be detected from CPUID or system files in real implementation)
self.base_frequency = 2400.0; // 2.4 GHz default
self.max_frequency = 3600.0; // 3.6 GHz default
}
/// Create microarchitecture-specific optimization profile
fn create_optimization_profile(&mut self) {
self.optimization = match (self.x86_microarch, self.arm_microarch) {
(Some(X86Microarchitecture::Skylake | X86Microarchitecture::IceLake), _) => {
MicroarchOptimization {
optimal_vector_width: 64, // AVX-512
unroll_factor: 8,
matrix_block_size: 128,
prefetch_distance: 12,
branch_friendly: true,
prefer_fma: true,
cache_blocking: true,
software_prefetch: true,
memory_alignment: 64,
parallel_chunk_size: 2048,
ht_aware: true,
numa_aware: true,
}
}
(Some(X86Microarchitecture::Haswell | X86Microarchitecture::Broadwell), _) => {
MicroarchOptimization {
optimal_vector_width: 32, // AVX2
unroll_factor: 4,
matrix_block_size: 64,
prefetch_distance: 8,
branch_friendly: true,
prefer_fma: true,
cache_blocking: true,
software_prefetch: true,
memory_alignment: 32,
parallel_chunk_size: 1024,
ht_aware: true,
numa_aware: false,
}
}
(Some(X86Microarchitecture::Zen2 | X86Microarchitecture::Zen3), _) => {
MicroarchOptimization {
optimal_vector_width: 32, // AVX2
unroll_factor: 6,
matrix_block_size: 96,
prefetch_distance: 10,
branch_friendly: true,
prefer_fma: true,
cache_blocking: true,
software_prefetch: true,
memory_alignment: 32,
parallel_chunk_size: 1536,
ht_aware: false, // AMD doesn't use SMT as aggressively
numa_aware: true,
}
}
(_, Some(ArmMicroarchitecture::M1)) => {
MicroarchOptimization {
optimal_vector_width: 16, // NEON 128-bit
unroll_factor: 4,
matrix_block_size: 96,
prefetch_distance: 16,
branch_friendly: true,
prefer_fma: true,
cache_blocking: true,
software_prefetch: false, // Hardware prefetch is very good
memory_alignment: 16,
parallel_chunk_size: 1024,
ht_aware: false,
numa_aware: false, // Unified memory architecture
}
}
(_, Some(ArmMicroarchitecture::M2)) => {
MicroarchOptimization {
optimal_vector_width: 16, // NEON 128-bit
unroll_factor: 6, // M2 has better execution units
matrix_block_size: 128, // Larger L2 cache
prefetch_distance: 20,
branch_friendly: true,
prefer_fma: true,
cache_blocking: true,
software_prefetch: false, // Hardware prefetch is very good
memory_alignment: 16,
parallel_chunk_size: 1536, // Higher bandwidth
ht_aware: false,
numa_aware: false, // Unified memory architecture
}
}
(_, Some(ArmMicroarchitecture::M3)) => {
MicroarchOptimization {
optimal_vector_width: 16, // NEON 128-bit
unroll_factor: 8, // M3 has even better execution units
matrix_block_size: 144, // Larger L2 cache
prefetch_distance: 24,
branch_friendly: true,
prefer_fma: true,
cache_blocking: true,
software_prefetch: false, // Hardware prefetch is very good
memory_alignment: 16,
parallel_chunk_size: 2048, // Higher bandwidth
ht_aware: false,
numa_aware: false, // Unified memory architecture
}
}
(
_,
Some(
ArmMicroarchitecture::CortexA76
| ArmMicroarchitecture::CortexA77
| ArmMicroarchitecture::CortexA78,
),
) => {
MicroarchOptimization {
optimal_vector_width: 16, // NEON 128-bit
unroll_factor: 4,
matrix_block_size: 64, // Smaller cache than Apple Silicon
prefetch_distance: 8,
branch_friendly: true,
prefer_fma: true,
cache_blocking: true,
software_prefetch: true, // May benefit from software prefetch
memory_alignment: 16,
parallel_chunk_size: 512,
ht_aware: false,
numa_aware: true, // Some ARM64 systems have NUMA
}
}
_ => MicroarchOptimization::default(),
};
}
}
impl Default for CpuInfo {
fn default() -> Self {
Self {
features: CpuFeatures::default(),
cache: CacheInfo::default(),
x86_microarch: None,
arm_microarch: None,
optimization: MicroarchOptimization::default(),
vendor: "Unknown".to_string(),
model_name: "Unknown".to_string(),
physical_cores: 4,
logical_cores: 4,
base_frequency: 2000.0,
max_frequency: 3000.0,
}
}
}
/// Platform-specific optimized operations
#[derive(Debug)]
pub struct PlatformOptimizedOps {
cpu_info: &'static CpuInfo,
}
impl PlatformOptimizedOps {
/// Create new platform-optimized operations
pub fn new() -> Self {
Self {
cpu_info: CpuInfo::get(),
}
}
/// Get the detected CPU information
pub fn cpu_info(&self) -> &CpuInfo {
self.cpu_info
}
/// Optimized vector dot product
pub fn dot_product_f32(&self, a: &[f32], b: &[f32]) -> BackendResult<f32> {
if a.len() != b.len() {
return Err(BackendError::InvalidArgument(
"Vector lengths must match".to_string(),
));
}
#[cfg(target_arch = "x86_64")]
{
if self.cpu_info.features.avx2 {
return Ok(self.dot_product_avx2(a, b));
} else if self.cpu_info.features.sse {
return Ok(self.dot_product_sse(a, b));
}
}
#[cfg(target_arch = "aarch64")]
{
if self.cpu_info.features.neon {
return Ok(self.dot_product_neon(a, b));
}
}
// Fallback to scalar implementation
Ok(a.iter().zip(b.iter()).map(|(x, y)| x * y).sum())
}
/// AVX2 optimized dot product
#[cfg(target_arch = "x86_64")]
fn dot_product_avx2(&self, a: &[f32], b: &[f32]) -> f32 {
unsafe {
let mut sum = _mm256_setzero_ps();
let len = a.len();
let simd_len = len & !7; // Round down to multiple of 8
// Process 8 elements at a time with AVX2
for i in (0..simd_len).step_by(8) {
let va = _mm256_loadu_ps(a.as_ptr().add(i));
let vb = _mm256_loadu_ps(b.as_ptr().add(i));
if self.cpu_info.features.fma {
sum = _mm256_fmadd_ps(va, vb, sum);
} else {
sum = _mm256_add_ps(sum, _mm256_mul_ps(va, vb));
}
}
// Horizontal sum of vector
let sum_low = _mm256_castps256_ps128(sum);
let sum_high = _mm256_extractf128_ps(sum, 1);
let sum128 = _mm_add_ps(sum_low, sum_high);
let sum64 = _mm_add_ps(sum128, _mm_movehl_ps(sum128, sum128));
let sum32 = _mm_add_ss(sum64, _mm_shuffle_ps(sum64, sum64, 1));
let mut result = _mm_cvtss_f32(sum32);
// Handle remaining elements
for i in simd_len..len {
result += a[i] * b[i];
}
result
}
}
/// SSE optimized dot product
#[cfg(target_arch = "x86_64")]
fn dot_product_sse(&self, a: &[f32], b: &[f32]) -> f32 {
unsafe {
let mut sum = _mm_setzero_ps();
let len = a.len();
let simd_len = len & !3; // Round down to multiple of 4
// Process 4 elements at a time with SSE
for i in (0..simd_len).step_by(4) {
let va = _mm_loadu_ps(a.as_ptr().add(i));
let vb = _mm_loadu_ps(b.as_ptr().add(i));
sum = _mm_add_ps(sum, _mm_mul_ps(va, vb));
}
// Horizontal sum
let sum64 = _mm_add_ps(sum, _mm_movehl_ps(sum, sum));
let sum32 = _mm_add_ss(sum64, _mm_shuffle_ps(sum64, sum64, 1));
let mut result = _mm_cvtss_f32(sum32);
// Handle remaining elements
for i in simd_len..len {
result += a[i] * b[i];
}
result
}
}
/// NEON optimized dot product
#[cfg(target_arch = "aarch64")]
fn dot_product_neon(&self, a: &[f32], b: &[f32]) -> f32 {
use std::arch::aarch64::*;
unsafe {
let mut sum = vdupq_n_f32(0.0);
let len = a.len();
let simd_len = len & !3; // Round down to multiple of 4
// Process 4 elements at a time with NEON
for i in (0..simd_len).step_by(4) {
let va = vld1q_f32(a.as_ptr().add(i));
let vb = vld1q_f32(b.as_ptr().add(i));
sum = vfmaq_f32(sum, va, vb);
}
// Horizontal sum
let sum_pair = vpadd_f32(vget_low_f32(sum), vget_high_f32(sum));
let mut result = vget_lane_f32(vpadd_f32(sum_pair, sum_pair), 0);
// Handle remaining elements
for i in simd_len..len {
result += a[i] * b[i];
}
result
}
}
/// Optimized matrix multiplication with microarchitecture-specific blocking
pub fn matrix_multiply_f32(
&self,
a: &[f32],
b: &[f32],
c: &mut [f32],
m: usize,
n: usize,
k: usize,
) -> BackendResult<()> {
if a.len() != m * k || b.len() != k * n || c.len() != m * n {
return Err(BackendError::InvalidArgument(
"Matrix dimension mismatch".to_string(),
));
}
let block_size = self.cpu_info.optimization.matrix_block_size;
// Use cache-blocked matrix multiplication
for ii in (0..m).step_by(block_size) {
for jj in (0..n).step_by(block_size) {
for kk in (0..k).step_by(block_size) {
let i_end = (ii + block_size).min(m);
let j_end = (jj + block_size).min(n);
let k_end = (kk + block_size).min(k);
self.matrix_multiply_block(a, b, c, ii, i_end, jj, j_end, kk, k_end, m, n, k);
}
}
}
Ok(())
}
/// Optimized block matrix multiplication
fn matrix_multiply_block(
&self,
a: &[f32],
b: &[f32],
c: &mut [f32],
i_start: usize,
i_end: usize,
j_start: usize,
j_end: usize,
k_start: usize,
k_end: usize,
_m: usize,
n: usize,
k: usize,
) {
let unroll = self.cpu_info.optimization.unroll_factor;
for i in i_start..i_end {
for j in (j_start..j_end).step_by(unroll) {
let j_limit = (j + unroll).min(j_end);
for kk in k_start..k_end {
let a_val = a[i * k + kk];
// Unrolled inner loop
for jj in j..j_limit {
c[i * n + jj] += a_val * b[kk * n + jj];
}
}
}
}
}
/// Get optimal chunk size for parallel operations
pub fn get_optimal_parallel_chunk_size(&self, total_elements: usize) -> usize {
let base_chunk = self.cpu_info.optimization.parallel_chunk_size;
let num_threads = self.cpu_info.logical_cores;
// Ensure we have enough work per thread
let min_chunk = total_elements / (num_threads * 4);
base_chunk.max(min_chunk).min(total_elements)
}
/// Check if operation should use software prefetching
pub fn should_use_prefetch(&self, data_size: usize) -> bool {
self.cpu_info.optimization.software_prefetch && data_size > self.cpu_info.cache.l3_size
}
/// Get optimal memory alignment for current platform
pub fn get_memory_alignment(&self) -> usize {
self.cpu_info.optimization.memory_alignment
}
/// Print detailed CPU information
pub fn print_cpu_info(&self) {
let info = self.cpu_info;
println!("CPU Information:");
println!(" Vendor: {}", info.vendor);
println!(" Model: {}", info.model_name);
println!(
" Cores: {} physical, {} logical",
info.physical_cores, info.logical_cores
);
println!(
" Frequency: {:.1} MHz base, {:.1} MHz max",
info.base_frequency, info.max_frequency
);
if let Some(arch) = info.x86_microarch {
println!(" Microarchitecture: {:?}", arch);
}
if let Some(arch) = info.arm_microarch {
println!(" Microarchitecture: {:?}", arch);
}
println!(
" Cache: L1D={}KB, L1I={}KB, L2={}KB, L3={}KB",
info.cache.l1d_size / 1024,
info.cache.l1i_size / 1024,
info.cache.l2_size / 1024,
info.cache.l3_size / 1024
);
println!("Features:");
#[cfg(target_arch = "x86_64")]
{
if info.features.sse {
print!(" SSE");
}
if info.features.sse2 {
print!(" SSE2");
}
if info.features.sse3 {
print!(" SSE3");
}
if info.features.ssse3 {
print!(" SSSE3");
}
if info.features.sse4_1 {
print!(" SSE4.1");
}
if info.features.sse4_2 {
print!(" SSE4.2");
}
if info.features.avx {
print!(" AVX");
}
if info.features.avx2 {
print!(" AVX2");
}
if info.features.avx512f {
print!(" AVX-512F");
}
if info.features.fma {
print!(" FMA");
}
if info.features.bmi1 {
print!(" BMI1");
}
if info.features.bmi2 {
print!(" BMI2");
}
if info.features.aes {
print!(" AES");
}
if info.features.sha {
print!(" SHA");
}
}
#[cfg(target_arch = "aarch64")]
{
if info.features.neon {
print!(" NEON");
}
if info.features.fp {
print!(" FP");
}
if info.features.asimd {
print!(" ASIMD");
}
if info.features.aes_arm {
print!(" AES");
}
if info.features.sha1 {
print!(" SHA1");
}
if info.features.sha256 {
print!(" SHA256");
}
if info.features.crc32 {
print!(" CRC32");
}
if info.features.sve {
print!(" SVE");
}
}
println!();
println!("Optimizations:");
println!(
" Vector width: {} bytes",
info.optimization.optimal_vector_width
);
println!(" Unroll factor: {}", info.optimization.unroll_factor);
println!(
" Matrix block size: {}",
info.optimization.matrix_block_size
);
println!(
" Memory alignment: {} bytes",
info.optimization.memory_alignment
);
println!(
" Parallel chunk size: {}",
info.optimization.parallel_chunk_size
);
println!(
" Software prefetch: {}",
info.optimization.software_prefetch
);
println!(" HT aware: {}", info.optimization.ht_aware);
println!(" NUMA aware: {}", info.optimization.numa_aware);
}
}
impl Default for PlatformOptimizedOps {
fn default() -> Self {
Self::new()
}
}
// Enhanced implementations for platform optimizer
#[derive(Debug)]
pub struct PlatformOptimizer {
pub features: CpuFeatures,
pub x86_arch: Option<X86Microarchitecture>,
pub arm_arch: Option<ArmMicroarchitecture>,
pub optimized_ops: PlatformOptimizedOps,
}
pub struct CpuOptimizer;
pub struct OptimizedOperations;
pub struct OptimizationCache;
impl PlatformOptimizer {
pub fn new() -> BackendResult<Self> {
let features = detect_cpu_features()?;
let x86_arch = detect_x86_microarchitecture();
let arm_arch = detect_arm_microarchitecture();
let optimized_ops = PlatformOptimizedOps::new();
Ok(Self {
features,
x86_arch,
arm_arch,
optimized_ops,
})
}
pub fn get_cpu_info(&self) -> String {
format!(
"CPU Features: AVX={}, AVX2={}, AVX512F={}, NEON={}, x86_arch={:?}, arm_arch={:?}",
self.features.avx,
self.features.avx2,
self.features.avx512f,
self.features.neon,
self.x86_arch,
self.arm_arch
)
}
}
// CPUID helper function for x86_64
#[cfg(target_arch = "x86_64")]
fn has_cpuid() -> bool {
true // CPUID is always available on x86_64
}
#[cfg(not(target_arch = "x86_64"))]
fn has_cpuid() -> bool {
false
}
/// Detect CPU features for the current platform
pub fn detect_cpu_features() -> BackendResult<CpuFeatures> {
#[cfg(target_arch = "x86_64")]
{
if !has_cpuid() {
return Ok(CpuFeatures::default());
}
unsafe {
let cpuid = __cpuid(1);
let sse = (cpuid.edx & (1 << 25)) != 0;
let sse2 = (cpuid.edx & (1 << 26)) != 0;
let sse3 = (cpuid.ecx & (1 << 0)) != 0;
let ssse3 = (cpuid.ecx & (1 << 9)) != 0;
let sse4_1 = (cpuid.ecx & (1 << 19)) != 0;
let sse4_2 = (cpuid.ecx & (1 << 20)) != 0;
let extended_features = __cpuid(7);
let avx = (cpuid.ecx & (1 << 28)) != 0;
let avx2 = (extended_features.ebx & (1 << 5)) != 0;
let avx512f = (extended_features.ebx & (1 << 16)) != 0;
let avx512cd = (extended_features.ebx & (1 << 28)) != 0;
let fma = (cpuid.ecx & (1 << 12)) != 0;
Ok(CpuFeatures {
sse,
sse2,
sse3,
ssse3,
sse4_1,
sse4_2,
avx,
avx2,
avx512f,
avx512cd,
fma,
neon: false,
..Default::default()
})
}
}
#[cfg(target_arch = "aarch64")]
{
Ok(CpuFeatures {
neon: true, // NEON is standard on AArch64
..Default::default()
})
}
#[cfg(not(any(target_arch = "x86_64", target_arch = "aarch64")))]
{
Ok(CpuFeatures::default())
}
}
/// Detect x86 microarchitecture
pub fn detect_x86_microarchitecture() -> Option<X86Microarchitecture> {
#[cfg(target_arch = "x86_64")]
{
if !has_cpuid() {
return Some(X86Microarchitecture::Unknown);
}
unsafe {
let cpuid = __cpuid(0);
if cpuid.eax < 1 {
return Some(X86Microarchitecture::Unknown);
}
let info = __cpuid(1);
let family = ((info.eax >> 8) & 0xF) + ((info.eax >> 20) & 0xFF);
let model = ((info.eax >> 4) & 0xF) | (((info.eax >> 16) & 0xF) << 4);
// Intel detection
if cpuid.ebx == 0x756e6547 && cpuid.edx == 0x49656e69 && cpuid.ecx == 0x6c65746e {
return Some(match (family, model) {
(6, 0x1E..=0x1F) => X86Microarchitecture::Nehalem,
(6, 0x2A..=0x2D) => X86Microarchitecture::SandyBridge,
(6, 0x3A | 0x3B) => X86Microarchitecture::IvyBridge,
(6, 0x3C | 0x3E | 0x3F | 0x45 | 0x46) => X86Microarchitecture::Haswell,
(6, 0x3D | 0x47 | 0x4F | 0x56) => X86Microarchitecture::Broadwell,
(6, 0x4E | 0x5E | 0x8E) => X86Microarchitecture::Skylake,
(6, 0x97 | 0x9A) => X86Microarchitecture::AlderLake,
_ => X86Microarchitecture::Unknown,
});
}
// AMD detection
if cpuid.ebx == 0x68747541 && cpuid.edx == 0x69746e65 && cpuid.ecx == 0x444d4163 {
return Some(match family {
0x17 => X86Microarchitecture::Zen,
0x19 => X86Microarchitecture::Zen3,
_ => X86Microarchitecture::Unknown,
});
}
}
}
None
}
/// Detect ARM microarchitecture
pub fn detect_arm_microarchitecture() -> Option<ArmMicroarchitecture> {
#[cfg(target_arch = "aarch64")]
{
// This is a simplified detection - in practice, we'd need to read
// CPU identification registers or parse /proc/cpuinfo
if cfg!(target_os = "macos") {
Some(ArmMicroarchitecture::M1) // Assume Apple Silicon
} else {
Some(ArmMicroarchitecture::CortexA55) // Generic ARM64
}
}
#[cfg(not(target_arch = "aarch64"))]
{
None
}
}
impl Default for PlatformOptimizer {
fn default() -> Self {
Self::new().unwrap_or_else(|_| Self {
features: CpuFeatures::default(),
x86_arch: None,
arm_arch: None,
optimized_ops: PlatformOptimizedOps::new(),
})
}
}
impl CpuOptimizer {
pub fn new() -> Self {
Self
}
}
impl Default for CpuOptimizer {
fn default() -> Self {
Self::new()
}
}
impl OptimizedOperations {
pub fn new() -> Self {
Self
}
}
impl Default for OptimizedOperations {
fn default() -> Self {
Self::new()
}
}
impl OptimizationCache {
pub fn new() -> Self {
Self
}
}
impl Default for OptimizationCache {
fn default() -> Self {
Self::new()
}
}
#[cfg(test)]
mod tests {
use super::*;
#[test]
fn test_cpu_info_detection() {
let cpu_info = CpuInfo::get();
// Basic sanity checks
assert!(cpu_info.logical_cores > 0);
assert!(cpu_info.physical_cores > 0);
assert!(cpu_info.physical_cores <= cpu_info.logical_cores);
assert!(cpu_info.base_frequency > 0.0);
assert!(cpu_info.max_frequency >= cpu_info.base_frequency);
// Cache sizes should be reasonable
assert!(cpu_info.cache.l1d_size >= 16 * 1024); // At least 16KB
assert!(cpu_info.cache.l2_size >= 128 * 1024); // At least 128KB
assert!(cpu_info.cache.l1_line_size >= 32); // At least 32 bytes
println!(
"Detected CPU: {} cores, {}KB L1, {}KB L2, {}KB L3",
cpu_info.logical_cores,
cpu_info.cache.l1d_size / 1024,
cpu_info.cache.l2_size / 1024,
cpu_info.cache.l3_size / 1024
);
}
#[test]
fn test_platform_optimized_ops() {
let ops = PlatformOptimizedOps::new();
// Test dot product
let a = vec![1.0, 2.0, 3.0, 4.0];
let b = vec![2.0, 3.0, 4.0, 5.0];
let result = ops.dot_product_f32(&a, &b).expect("dot product computation should succeed");
assert_eq!(result, 40.0); // 1*2 + 2*3 + 3*4 + 4*5 = 40
// Test with mismatched lengths
let c = vec![1.0, 2.0];
assert!(ops.dot_product_f32(&a, &c).is_err());
// Test matrix multiplication
let a = vec![1.0, 2.0, 3.0, 4.0]; // 2x2 matrix
let b = vec![5.0, 6.0, 7.0, 8.0]; // 2x2 matrix
let mut c = vec![0.0; 4]; // 2x2 result
ops.matrix_multiply_f32(&a, &b, &mut c, 2, 2, 2).expect("f32 matrix multiply should succeed");
// Expected: [1*5+2*7, 1*6+2*8] = [19, 22]
// [3*5+4*7, 3*6+4*8] = [43, 50]
assert_eq!(c, vec![19.0, 22.0, 43.0, 50.0]);
}
#[test]
fn test_optimization_parameters() {
let ops = PlatformOptimizedOps::new();
let cpu_info = ops.cpu_info();
// Check that optimization parameters are reasonable
assert!(cpu_info.optimization.optimal_vector_width >= 16);
assert!(cpu_info.optimization.unroll_factor >= 2);
assert!(cpu_info.optimization.matrix_block_size >= 32);
assert!(cpu_info.optimization.memory_alignment >= 16);
assert!(cpu_info.optimization.parallel_chunk_size >= 64);
// Test chunk size calculation
let chunk_size = ops.get_optimal_parallel_chunk_size(10000);
assert!(chunk_size > 0);
assert!(chunk_size <= 10000);
// Test memory alignment
let alignment = ops.get_memory_alignment();
assert!(alignment.is_power_of_two());
assert!(alignment >= 16);
}
#[test]
fn test_feature_detection() {
let cpu_info = CpuInfo::get();
#[cfg(target_arch = "x86_64")]
{
// Most modern x86_64 CPUs should have these
assert!(cpu_info.features.sse);
assert!(cpu_info.features.sse2);
// Print detected features for debugging
println!(
"x86_64 features: AVX={}, AVX2={}, AVX-512F={}, FMA={}",
cpu_info.features.avx,
cpu_info.features.avx2,
cpu_info.features.avx512f,
cpu_info.features.fma
);
}
#[cfg(target_arch = "aarch64")]
{
// Most ARM64 systems should have NEON
assert!(cpu_info.features.neon);
assert!(cpu_info.features.fp);
println!(
"ARM64 features: NEON={}, FP={}, ASIMD={}, AES={}",
cpu_info.features.neon,
cpu_info.features.fp,
cpu_info.features.asimd,
cpu_info.features.aes_arm
);
}
}
#[test]
fn test_microarchitecture_detection() {
let cpu_info = CpuInfo::get();
#[cfg(target_arch = "x86_64")]
{
assert!(cpu_info.x86_microarch.is_some());
println!(
"Detected x86_64 microarchitecture: {:?}",
cpu_info.x86_microarch
);
}
#[cfg(target_arch = "aarch64")]
{
assert!(cpu_info.arm_microarch.is_some());
println!(
"Detected ARM64 microarchitecture: {:?}",
cpu_info.arm_microarch
);
}
assert!(!cpu_info.vendor.is_empty());
println!("CPU vendor: {}", cpu_info.vendor);
}
}