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| author | Michael Anthony Knyszek <mknyszek@google.com> | 2022-08-30 03:13:36 +0000 |
|---|---|---|
| committer | Gopher Robot <gobot@golang.org> | 2022-09-16 16:32:01 +0000 |
| commit | 87eda2a782db9b7ad2ec1fd335ed6c7472aa66bc (patch) | |
| tree | ddce2915a770b3fa37fac8410352924a47055cfb /src/runtime/histogram.go | |
| parent | 1fc83690e68de1ce252975c5fd3a232629d6a3d6 (diff) | |
| download | go-87eda2a782db9b7ad2ec1fd335ed6c7472aa66bc.tar.xz | |
runtime: shrink time histogram buckets
There are lots of useless buckets with too much precision. Introduce a
minimum level of precision with a minimum bucket bit. This cuts down on
the size of a time histogram dramatically (~3x). Also, pick a smaller
sub bucket count; we don't need 6% precision.
Also, rename super-buckets to buckets to more closely line up with HDR
histogram literature.
Change-Id: I199449650e4b34f2a6dca3cf1d8edb071c6655c0
Reviewed-on: https://go-review.googlesource.com/c/go/+/427615
Run-TryBot: Michael Knyszek <mknyszek@google.com>
Auto-Submit: Michael Knyszek <mknyszek@google.com>
TryBot-Result: Gopher Robot <gobot@golang.org>
Reviewed-by: Michael Pratt <mpratt@google.com>
Diffstat (limited to 'src/runtime/histogram.go')
| -rw-r--r-- | src/runtime/histogram.go | 169 |
1 files changed, 95 insertions, 74 deletions
diff --git a/src/runtime/histogram.go b/src/runtime/histogram.go index d2e6367c84..43dfe61901 100644 --- a/src/runtime/histogram.go +++ b/src/runtime/histogram.go @@ -12,63 +12,77 @@ import ( const ( // For the time histogram type, we use an HDR histogram. - // Values are placed in super-buckets based solely on the most - // significant set bit. Thus, super-buckets are power-of-2 sized. + // Values are placed in buckets based solely on the most + // significant set bit. Thus, buckets are power-of-2 sized. // Values are then placed into sub-buckets based on the value of // the next timeHistSubBucketBits most significant bits. Thus, - // sub-buckets are linear within a super-bucket. + // sub-buckets are linear within a bucket. // // Therefore, the number of sub-buckets (timeHistNumSubBuckets) // defines the error. This error may be computed as // 1/timeHistNumSubBuckets*100%. For example, for 16 sub-buckets - // per super-bucket the error is approximately 6%. + // per bucket the error is approximately 6%. // - // The number of super-buckets (timeHistNumSuperBuckets), on the - // other hand, defines the range. To reserve room for sub-buckets, - // bit timeHistSubBucketBits is the first bit considered for - // super-buckets, so super-bucket indices are adjusted accordingly. + // The number of buckets (timeHistNumBuckets), on the + // other hand, defines the range. To avoid producing a large number + // of buckets that are close together, especially for small numbers + // (e.g. 1, 2, 3, 4, 5 ns) that aren't very useful, timeHistNumBuckets + // is defined in terms of the least significant bit (timeHistMinBucketBits) + // that needs to be set before we start bucketing and the most + // significant bit (timeHistMaxBucketBits) that we bucket before we just + // dump it into a catch-all bucket. // - // As an example, consider 45 super-buckets with 16 sub-buckets. + // As an example, consider the configuration: // - // 00110 - // ^---- - // │ ^ - // │ └---- Lowest 4 bits -> sub-bucket 6 - // └------- Bit 4 unset -> super-bucket 0 + // timeHistMinBucketBits = 9 + // timeHistMaxBucketBits = 48 + // timeHistSubBucketBits = 2 // - // 10110 - // ^---- - // │ ^ - // │ └---- Next 4 bits -> sub-bucket 6 - // └------- Bit 4 set -> super-bucket 1 - // 100010 - // ^----^ - // │ ^ └-- Lower bits ignored - // │ └---- Next 4 bits -> sub-bucket 1 - // └------- Bit 5 set -> super-bucket 2 + // Then: // - // Following this pattern, super-bucket 44 will have the bit 47 set. We don't - // have any buckets for higher values, so the highest sub-bucket will - // contain values of 2^48-1 nanoseconds or approx. 3 days. This range is - // more than enough to handle durations produced by the runtime. - timeHistSubBucketBits = 4 - timeHistNumSubBuckets = 1 << timeHistSubBucketBits - timeHistNumSuperBuckets = 45 - timeHistTotalBuckets = timeHistNumSuperBuckets*timeHistNumSubBuckets + 1 + // 011000001 + // ^-- + // │ ^ + // │ └---- Next 2 bits -> sub-bucket 3 + // └------- Bit 9 unset -> bucket 0 + // + // 110000001 + // ^-- + // │ ^ + // │ └---- Next 2 bits -> sub-bucket 2 + // └------- Bit 9 set -> bucket 1 + // + // 1000000010 + // ^-- ^ + // │ ^ └-- Lower bits ignored + // │ └---- Next 2 bits -> sub-bucket 0 + // └------- Bit 10 set -> bucket 2 + // + // Following this pattern, bucket 38 will have the bit 46 set. We don't + // have any buckets for higher values, so we spill the rest into an overflow + // bucket containing values of 2^47-1 nanoseconds or approx. 1 day or more. + // This range is more than enough to handle durations produced by the runtime. + timeHistMinBucketBits = 9 + timeHistMaxBucketBits = 48 // Note that this is exclusive; 1 higher than the actual range. + timeHistSubBucketBits = 2 + timeHistNumSubBuckets = 1 << timeHistSubBucketBits + timeHistNumBuckets = timeHistMaxBucketBits - timeHistMinBucketBits + 1 + // Two extra buckets, one for underflow, one for overflow. + timeHistTotalBuckets = timeHistNumBuckets*timeHistNumSubBuckets + 2 ) // timeHistogram represents a distribution of durations in // nanoseconds. // // The accuracy and range of the histogram is defined by the -// timeHistSubBucketBits and timeHistNumSuperBuckets constants. +// timeHistSubBucketBits and timeHistNumBuckets constants. // // It is an HDR histogram with exponentially-distributed // buckets and linearly distributed sub-buckets. // // The histogram is safe for concurrent reads and writes. type timeHistogram struct { - counts [timeHistNumSuperBuckets * timeHistNumSubBuckets]atomic.Uint64 + counts [timeHistNumBuckets * timeHistNumSubBuckets]atomic.Uint64 // underflow counts all the times we got a negative duration // sample. Because of how time works on some platforms, it's @@ -76,6 +90,10 @@ type timeHistogram struct { // but we record them anyway because it's better to have some // signal that it's happening than just missing samples. underflow atomic.Uint64 + + // overflow counts all the times we got a duration that exceeded + // the range counts represents. + overflow atomic.Uint64 } // record adds the given duration to the distribution. @@ -85,36 +103,35 @@ type timeHistogram struct { // //go:nosplit func (h *timeHistogram) record(duration int64) { + // If the duration is negative, capture that in underflow. if duration < 0 { h.underflow.Add(1) return } - // The index of the exponential bucket is just the index - // of the highest set bit adjusted for how many bits we - // use for the subbucket. Note that it's timeHistSubBucketsBits-1 - // because we use the 0th bucket to hold values < timeHistNumSubBuckets. - var superBucket, subBucket uint - if duration >= timeHistNumSubBuckets { - // At this point, we know the duration value will always be - // at least timeHistSubBucketsBits long. - superBucket = uint(sys.Len64(uint64(duration))) - timeHistSubBucketBits - if superBucket*timeHistNumSubBuckets >= uint(len(h.counts)) { - // The bucket index we got is larger than what we support, so - // include this count in the highest bucket, which extends to - // infinity. - superBucket = timeHistNumSuperBuckets - 1 - subBucket = timeHistNumSubBuckets - 1 - } else { - // The linear subbucket index is just the timeHistSubBucketsBits - // bits after the top bit. To extract that value, shift down - // the duration such that we leave the top bit and the next bits - // intact, then extract the index. - subBucket = uint((duration >> (superBucket - 1)) % timeHistNumSubBuckets) - } + // bucketBit is the target bit for the bucket which is usually the + // highest 1 bit, but if we're less than the minimum, is the highest + // 1 bit of the minimum (which will be zero in the duration). + // + // bucket is the bucket index, which is the bucketBit minus the + // highest bit of the minimum, plus one to leave room for the catch-all + // bucket for samples lower than the minimum. + var bucketBit, bucket uint + if l := sys.Len64(uint64(duration)); l < timeHistMinBucketBits { + bucketBit = timeHistMinBucketBits + bucket = 0 // bucketBit - timeHistMinBucketBits } else { - subBucket = uint(duration) + bucketBit = uint(l) + bucket = bucketBit - timeHistMinBucketBits + 1 + } + // If the bucket we computed is greater than the number of buckets, + // count that in overflow. + if bucket >= timeHistNumBuckets { + h.overflow.Add(1) + return } - h.counts[superBucket*timeHistNumSubBuckets+subBucket].Add(1) + // The sub-bucket index is just next timeHistSubBucketBits after the bucketBit. + subBucket := uint(duration>>(bucketBit-1-timeHistSubBucketBits)) % timeHistNumSubBuckets + h.counts[bucket*timeHistNumSubBuckets+subBucket].Add(1) } const ( @@ -137,33 +154,37 @@ func float64NegInf() float64 { // not nanoseconds like the timeHistogram represents durations. func timeHistogramMetricsBuckets() []float64 { b := make([]float64, timeHistTotalBuckets+1) + // Underflow bucket. b[0] = float64NegInf() - // Super-bucket 0 has no bits above timeHistSubBucketBits - // set, so just iterate over each bucket and assign the - // incrementing bucket. - for i := 0; i < timeHistNumSubBuckets; i++ { - bucketNanos := uint64(i) - b[i+1] = float64(bucketNanos) / 1e9 + + for j := 0; j < timeHistNumSubBuckets; j++ { + // No bucket bit for the first few buckets. Just sub-bucket bits after the + // min bucket bit. + bucketNanos := uint64(j) << (timeHistMinBucketBits - 1 - timeHistSubBucketBits) + // Convert nanoseconds to seconds via a division. + // These values will all be exactly representable by a float64. + b[j+1] = float64(bucketNanos) / 1e9 } - // Generate the rest of the super-buckets. It's easier to reason - // about if we cut out the 0'th bucket, so subtract one since - // we just handled that bucket. - for i := 0; i < timeHistNumSuperBuckets-1; i++ { + // Generate the rest of the buckets. It's easier to reason + // about if we cut out the 0'th bucket. + for i := timeHistMinBucketBits; i < timeHistMaxBucketBits; i++ { for j := 0; j < timeHistNumSubBuckets; j++ { - // Set the super-bucket bit. - bucketNanos := uint64(1) << (i + timeHistSubBucketBits) + // Set the bucket bit. + bucketNanos := uint64(1) << (i - 1) // Set the sub-bucket bits. - bucketNanos |= uint64(j) << i - // The index for this bucket is going to be the (i+1)'th super bucket - // (note that we're starting from zero, but handled the first super-bucket + bucketNanos |= uint64(j) << (i - 1 - timeHistSubBucketBits) + // The index for this bucket is going to be the (i+1)'th bucket + // (note that we're starting from zero, but handled the first bucket // earlier, so we need to compensate), and the j'th sub bucket. // Add 1 because we left space for -Inf. - bucketIndex := (i+1)*timeHistNumSubBuckets + j + 1 + bucketIndex := (i-timeHistMinBucketBits+1)*timeHistNumSubBuckets + j + 1 // Convert nanoseconds to seconds via a division. // These values will all be exactly representable by a float64. b[bucketIndex] = float64(bucketNanos) / 1e9 } } + // Overflow bucket. + b[len(b)-2] = float64(uint64(1)<<(timeHistMaxBucketBits-1)) / 1e9 b[len(b)-1] = float64Inf() return b } |
