github.com/weaviate/weaviate@v1.24.6/adapters/repos/db/vector/hnsw/distancer/asm/l2_inline_test.go (about)

     1  //                           _       _
     2  // __      _____  __ ___   ___  __ _| |_ ___
     3  // \ \ /\ / / _ \/ _` \ \ / / |/ _` | __/ _ \
     4  //  \ V  V /  __/ (_| |\ V /| | (_| | ||  __/
     5  //   \_/\_/ \___|\__,_| \_/ |_|\__,_|\__\___|
     6  //
     7  //  Copyright © 2016 - 2024 Weaviate B.V. All rights reserved.
     8  //
     9  //  CONTACT: hello@weaviate.io
    10  //
    11  
    12  package asm
    13  
    14  import (
    15  	"fmt"
    16  	"math/rand"
    17  	"testing"
    18  )
    19  
    20  func l2Loop(a, b []float32) float32 {
    21  	var sum float32
    22  
    23  	for i := range a {
    24  		diff := a[i] - b[i]
    25  		sum += diff * diff
    26  	}
    27  
    28  	return sum
    29  }
    30  
    31  func BenchmarkL2InlineVsLoop(b *testing.B) {
    32  	lengths := []int{2, 4, 6, 8, 10, 12}
    33  	for _, length := range lengths {
    34  		x := make([]float32, length)
    35  		y := make([]float32, length)
    36  
    37  		for i := range x {
    38  			x[i] = rand.Float32()
    39  			y[i] = rand.Float32()
    40  		}
    41  
    42  		b.Run(fmt.Sprintf("vector dim=%d", length), func(b *testing.B) {
    43  			b.Run("loop", func(b *testing.B) {
    44  				for i := 0; i < b.N; i++ {
    45  					l2Loop(x, y)
    46  				}
    47  			})
    48  
    49  			b.Run("flat", func(b *testing.B) {
    50  				// written to ensure that the compiler
    51  				// inlines the function when possible
    52  				switch length {
    53  				case 2:
    54  					b.ResetTimer()
    55  					for i := 0; i < b.N; i++ {
    56  						l22(x, y)
    57  					}
    58  				case 4:
    59  					b.ResetTimer()
    60  					for i := 0; i < b.N; i++ {
    61  						l24(x, y)
    62  					}
    63  				case 6:
    64  					b.ResetTimer()
    65  					for i := 0; i < b.N; i++ {
    66  						l26(x, y)
    67  					}
    68  				case 8:
    69  					b.ResetTimer()
    70  					for i := 0; i < b.N; i++ {
    71  						l28(x, y)
    72  					}
    73  				case 10:
    74  					b.ResetTimer()
    75  					for i := 0; i < b.N; i++ {
    76  						l210(x, y)
    77  					}
    78  				case 12:
    79  					b.ResetTimer()
    80  					for i := 0; i < b.N; i++ {
    81  						l212(x, y)
    82  					}
    83  				default:
    84  					panic("unsupported length")
    85  				}
    86  			})
    87  		})
    88  
    89  	}
    90  }