Benchmark SIMD vs Native
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@ -7,8 +7,6 @@ const UnitScale = Scales.UnitScale;
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const Dimensions = @import("Dimensions.zig");
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const Dimensions = @import("Dimensions.zig");
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const Dimension = Dimensions.Dimension;
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const Dimension = Dimensions.Dimension;
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// ---------------------------------------------------------------------------
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/// A dimensioned scalar value. `T` is the numeric type, `d` the dimension exponents, `s` the SI scales.
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/// A dimensioned scalar value. `T` is the numeric type, `d` the dimension exponents, `s` the SI scales.
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/// All dimension and unit tracking is resolved at comptime — zero runtime overhead.
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/// All dimension and unit tracking is resolved at comptime — zero runtime overhead.
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pub fn Scalar(comptime T: type, comptime d_opt: Dimensions.ArgOpts, comptime s_opt: Scales.ArgOpts) type {
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pub fn Scalar(comptime T: type, comptime d_opt: Dimensions.ArgOpts, comptime s_opt: Scales.ArgOpts) type {
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@ -74,6 +74,7 @@ pub fn Vector(comptime len: usize, comptime Q: type) type {
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}
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}
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return res;
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return res;
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}
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}
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/// Element-wise subtraction. Dimensions must match; scales resolve to the finer of the two.
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/// Element-wise subtraction. Dimensions must match; scales resolve to the finer of the two.
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pub inline fn sub(self: Self, rhs: anytype) Vector(len, Scalar(
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pub inline fn sub(self: Self, rhs: anytype) Vector(len, Scalar(
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T,
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T,
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@ -11,14 +11,25 @@ pub fn main(init: std.process.Init) !void {
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io = init.io;
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io = init.io;
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try bench_Scalar(&stdout_writer.interface);
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try vectorSIMDvsNative(f64, &stdout_writer.interface);
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try stdout_writer.flush();
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try stdout_writer.flush();
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try bench_vsNative(&stdout_writer.interface);
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try vectorSIMDvsNative(f32, &stdout_writer.interface);
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try stdout_writer.flush();
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try stdout_writer.flush();
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try bench_crossTypeVsNative(&stdout_writer.interface);
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try vectorSIMDvsNative(i32, &stdout_writer.interface);
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try stdout_writer.flush();
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try stdout_writer.flush();
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try bench_Vector(&stdout_writer.interface);
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try vectorSIMDvsNative(i64, &stdout_writer.interface);
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try stdout_writer.flush();
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try stdout_writer.flush();
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try vectorSIMDvsNative(i128, &stdout_writer.interface);
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try stdout_writer.flush();
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// try bench_Scalar(&stdout_writer.interface);
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// try stdout_writer.flush();
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// try bench_vsNative(&stdout_writer.interface);
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// try stdout_writer.flush();
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// try bench_crossTypeVsNative(&stdout_writer.interface);
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// try stdout_writer.flush();
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// try bench_Vector(&stdout_writer.interface);
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// try stdout_writer.flush();
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}
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}
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fn getTime() Io.Timestamp {
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fn getTime() Io.Timestamp {
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@ -478,3 +489,61 @@ fn bench_Vector(writer: *std.Io.Writer) !void {
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}
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}
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try writer.print("└──────────────────┴──────┴─────────┴─────────┴─────────┘\n", .{});
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try writer.print("└──────────────────┴──────┴─────────┴─────────┴─────────┘\n", .{});
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}
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}
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fn vectorSIMDvsNative(comptime T: type, writer: *std.Io.Writer) !void {
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const iterations: u64 = 100_000;
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const lens = [_]u32{ 1, 2, 3, 4, 5, 10, 100, 1_000, 10_000 };
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try writer.print("\nSIMD Speedup Analysis: {s}\n", .{@typeName(T)});
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try writer.print("┌────────────┬────────────┬────────────┬────────────┐\n", .{});
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try writer.print("│ Vector Len │ Scalar (ns)│ Vector (ns)│ Speedup │\n", .{});
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try writer.print("├────────────┼────────────┼────────────┼────────────┤\n", .{});
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inline for (lens) |vector_len| {
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// --- Scalar Test ---
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var scalar_val: T = 10;
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const start_scalar = getTime();
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var i: u64 = 0;
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while (i < iterations * vector_len) : (i += 1) {
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if (comptime @typeInfo(T) == .int)
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scalar_val = scalar_val +% 1
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else
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scalar_val = scalar_val + 1;
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}
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const scalar_time = start_scalar.durationTo(getTime()).toNanoseconds();
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// --- Vector Test ---
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var vector_val: @Vector(vector_len, T) = @splat(20);
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const start_vector = getTime();
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i = 0;
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const increment: @Vector(vector_len, T) = @splat(1);
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while (i < iterations) : (i += 1) {
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if (comptime @typeInfo(T) == .int)
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vector_val = vector_val +% increment
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else
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vector_val = vector_val + increment;
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}
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const vector_time = start_vector.durationTo(getTime()).toNanoseconds();
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// --- Results ---
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const s_float = @as(f64, @floatFromInt(scalar_time));
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const v_float = @as(f64, @floatFromInt(vector_time));
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// Speedup = ScalarTime / VectorTime.
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// > 1.0 means SIMD is faster.
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const speedup = if (vector_time > 0) s_float / v_float else 0;
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try writer.print("│ {d:<10} │ {d:>10} │ {d:>10} │ {d:>9.2}x │\n", .{
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vector_len,
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scalar_time,
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vector_time,
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speedup,
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});
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std.mem.doNotOptimizeAway(scalar_val);
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std.mem.doNotOptimizeAway(vector_val);
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}
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try writer.print("└────────────┴────────────┴────────────┴────────────┘\n", .{});
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}
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10
src/main.zig
10
src/main.zig
@ -8,9 +8,9 @@ pub const Base = @import("Base.zig");
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test {
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test {
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_ = @import("Scalar.zig");
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_ = @import("Scalar.zig");
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_ = @import("Vector.zig");
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// _ = @import("Vector.zig");
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_ = @import("Dimensions.zig");
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// _ = @import("Dimensions.zig");
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_ = @import("Scales.zig");
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// _ = @import("Scales.zig");
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_ = @import("Base.zig");
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// _ = @import("Base.zig");
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_ = @import("helper.zig");
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// _ = @import("helper.zig");
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}
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}
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