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bench: add bevy_reflect::{List, Map, Struct} benchmarks (#3690)

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# Objective

Partially addresses #3594.

## Solution

This adds basic benchmarks for `List`, `Map`, and `Struct` implementors, both concrete (`Vec`, `HashMap`, and defined struct types) and dynamic (`DynamicList`, `DynamicMap` and `DynamicStruct`). 

A few insights from the benchmarks (all measurements are local on my machine):
- Applying a list with many elements to a list with no elements is slower than applying to a list of the same length:
  - 3-4x slower when applying to a `Vec`
  - 5-6x slower when applying to a `DynamicList`
  
  I suspect this could be improved by `reserve()`ing the correct length up front, but haven't tested.
- Applying a `DynamicMap` to another `Map` is linear in the number of elements, but applying a `HashMap` seems to be at least quadratic. No intuition on this one.
- Applying like structs (concrete -> concrete, `DynamicStruct` -> `DynamicStruct`) seems to be faster than applying unlike structs.
This commit is contained in:
dataphract 2022-05-17 04:16:53 +00:00
parent 1648c89b64
commit 0917c49b9b
4 changed files with 965 additions and 5 deletions
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27
benches/Cargo.toml
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@ -12,7 +12,9 @@ rand = "0.8"
rand_chacha = "0.3" rand_chacha = "0.3"
criterion = { version = "0.3", features = ["html_reports"] } criterion = { version = "0.3", features = ["html_reports"] }
bevy_ecs = { path = "../crates/bevy_ecs" } bevy_ecs = { path = "../crates/bevy_ecs" }
bevy_reflect = { path = "../crates/bevy_reflect" }
bevy_tasks = { path = "../crates/bevy_tasks" } bevy_tasks = { path = "../crates/bevy_tasks" }
bevy_utils = { path = "../crates/bevy_utils" }
[[bench]] [[bench]]
name = "archetype_updates" name = "archetype_updates"
@ -24,11 +26,6 @@ name = "ecs_bench_suite"
path = "benches/bevy_ecs/ecs_bench_suite/mod.rs" path = "benches/bevy_ecs/ecs_bench_suite/mod.rs"
harness = false harness = false
[[bench]]
name = "system_stage"
path = "benches/bevy_ecs/stages.rs"
harness = false
[[bench]] [[bench]]
name = "run_criteria" name = "run_criteria"
path = "benches/bevy_ecs/run_criteria.rs" path = "benches/bevy_ecs/run_criteria.rs"
@ -39,11 +36,31 @@ name = "commands"
path = "benches/bevy_ecs/commands.rs" path = "benches/bevy_ecs/commands.rs"
harness = false harness = false
[[bench]]
name = "system_stage"
path = "benches/bevy_ecs/stages.rs"
harness = false
[[bench]] [[bench]]
name = "world_get" name = "world_get"
path = "benches/bevy_ecs/world_get.rs" path = "benches/bevy_ecs/world_get.rs"
harness = false harness = false
[[bench]]
name = "reflect_list"
path = "benches/bevy_reflect/list.rs"
harness = false
[[bench]]
name = "reflect_map"
path = "benches/bevy_reflect/map.rs"
harness = false
[[bench]]
name = "reflect_struct"
path = "benches/bevy_reflect/struct.rs"
harness = false
[[bench]] [[bench]]
name = "iter" name = "iter"
path = "benches/bevy_tasks/iter.rs" path = "benches/bevy_tasks/iter.rs"

155
benches/benches/bevy_reflect/list.rs Normal file
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@ -0,0 +1,155 @@
use std::{iter, time::Duration};
use bevy_reflect::{DynamicList, List};
use criterion::{
black_box, criterion_group, criterion_main, measurement::Measurement, BatchSize,
BenchmarkGroup, BenchmarkId, Criterion, Throughput,
};
criterion_group!(
benches,
concrete_list_apply,
concrete_list_clone_dynamic,
dynamic_list_apply,
dynamic_list_push
);
criterion_main!(benches);
const WARM_UP_TIME: Duration = Duration::from_millis(500);
const MEASUREMENT_TIME: Duration = Duration::from_secs(4);
// log10 scaling
const SIZES: [usize; 5] = [100_usize, 316, 1000, 3162, 10000];
fn list_apply<M, LBase, LPatch, F1, F2, F3>(
group: &mut BenchmarkGroup<M>,
bench_name: &str,
f_base: F1,
f_patch: F3,
) where
M: Measurement,
LBase: List,
LPatch: List,
F1: Fn(usize) -> F2,
F2: Fn() -> LBase,
F3: Fn(usize) -> LPatch,
{
for size in SIZES {
group.throughput(Throughput::Elements(size as u64));
group.bench_with_input(
BenchmarkId::new(bench_name, size),
&size,
|bencher, &size| {
let f_base = f_base(size);
let patch = f_patch(size);
bencher.iter_batched(
|| f_base(),
|mut base| base.apply(black_box(&patch)),
BatchSize::SmallInput,
);
},
);
}
}
fn concrete_list_apply(criterion: &mut Criterion) {
let mut group = criterion.benchmark_group("concrete_list_apply");
group.warm_up_time(WARM_UP_TIME);
group.measurement_time(MEASUREMENT_TIME);
let empty_base = |_: usize| || Vec::<u64>::new();
let full_base = |size: usize| move || iter::repeat(0).take(size).collect::<Vec<u64>>();
let patch = |size: usize| iter::repeat(1).take(size).collect::<Vec<u64>>();
list_apply(&mut group, "empty_base_concrete_patch", empty_base, patch);
list_apply(&mut group, "empty_base_dynamic_patch", empty_base, |size| {
patch(size).clone_dynamic()
});
list_apply(&mut group, "same_len_concrete_patch", full_base, patch);
list_apply(&mut group, "same_len_dynamic_patch", full_base, |size| {
patch(size).clone_dynamic()
});
group.finish();
}
fn concrete_list_clone_dynamic(criterion: &mut Criterion) {
let mut group = criterion.benchmark_group("concrete_list_clone_dynamic");
group.warm_up_time(WARM_UP_TIME);
group.measurement_time(MEASUREMENT_TIME);
for size in SIZES {
group.throughput(Throughput::Elements(size as u64));
group.bench_with_input(
BenchmarkId::from_parameter(size),
&size,
|bencher, &size| {
let v = iter::repeat(0).take(size).collect::<Vec<_>>();
bencher.iter(|| black_box(&v).clone_dynamic());
},
);
}
group.finish();
}
fn dynamic_list_push(criterion: &mut Criterion) {
let mut group = criterion.benchmark_group("dynamic_list_push");
group.warm_up_time(WARM_UP_TIME);
group.measurement_time(MEASUREMENT_TIME);
for size in SIZES {
group.throughput(Throughput::Elements(size as u64));
group.bench_with_input(
BenchmarkId::from_parameter(size),
&size,
|bencher, &size| {
let src = iter::repeat(()).take(size).collect::<Vec<_>>();
let dst = DynamicList::default();
bencher.iter_batched(
|| (src.clone(), dst.clone_dynamic()),
|(src, mut dst)| {
for item in src {
dst.push(item);
}
},
BatchSize::SmallInput,
);
},
);
}
group.finish();
}
fn dynamic_list_apply(criterion: &mut Criterion) {
let mut group = criterion.benchmark_group("dynamic_list_apply");
group.warm_up_time(WARM_UP_TIME);
group.measurement_time(MEASUREMENT_TIME);
let empty_base = |_: usize| || Vec::<u64>::new().clone_dynamic();
let full_base = |size: usize| move || iter::repeat(0).take(size).collect::<Vec<u64>>();
let patch = |size: usize| iter::repeat(1).take(size).collect::<Vec<u64>>();
list_apply(&mut group, "empty_base_concrete_patch", empty_base, patch);
list_apply(&mut group, "empty_base_dynamic_patch", empty_base, |size| {
patch(size).clone_dynamic()
});
list_apply(&mut group, "same_len_concrete_patch", full_base, patch);
list_apply(&mut group, "same_len_dynamic_patch", full_base, |size| {
patch(size).clone_dynamic()
});
group.finish();
}

303
benches/benches/bevy_reflect/map.rs Normal file
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@ -0,0 +1,303 @@
use std::{fmt::Write, iter, time::Duration};
use bevy_reflect::{DynamicMap, Map};
use bevy_utils::HashMap;
use criterion::{
black_box, criterion_group, criterion_main, measurement::Measurement, BatchSize,
BenchmarkGroup, BenchmarkId, Criterion, Throughput,
};
criterion_group!(
benches,
concrete_map_apply,
dynamic_map_apply,
dynamic_map_get,
dynamic_map_insert
);
criterion_main!(benches);
const WARM_UP_TIME: Duration = Duration::from_millis(500);
const MEASUREMENT_TIME: Duration = Duration::from_secs(4);
const SIZES: [usize; 5] = [100, 316, 1000, 3162, 10000];
/// Generic benchmark for applying one `Map` to another.
///
/// `f_base` is a function which takes an input size and produces a generator
/// for new base maps. `f_patch` is a function which produces a map to be
/// applied to the base map.
fn map_apply<M, MBase, MPatch, F1, F2, F3>(
group: &mut BenchmarkGroup<M>,
bench_name: &str,
f_base: F1,
f_patch: F3,
) where
M: Measurement,
MBase: Map,
MPatch: Map,
F1: Fn(usize) -> F2,
F2: Fn() -> MBase,
F3: Fn(usize) -> MPatch,
{
for size in SIZES {
group.throughput(Throughput::Elements(size as u64));
group.bench_with_input(
BenchmarkId::new(bench_name, size),
&size,
|bencher, &size| {
let f_base = f_base(size);
bencher.iter_batched(
|| (f_base(), f_patch(size)),
|(mut base, patch)| base.apply(black_box(&patch)),
BatchSize::SmallInput,
);
},
);
}
}
fn concrete_map_apply(criterion: &mut Criterion) {
let mut group = criterion.benchmark_group("concrete_map_apply");
group.warm_up_time(WARM_UP_TIME);
group.measurement_time(MEASUREMENT_TIME);
let empty_base = |_: usize| || HashMap::<u64, u64>::default();
let key_range_base = |size: usize| {
move || {
(0..size as u64)
.zip(iter::repeat(0))
.collect::<HashMap<u64, u64>>()
}
};
let key_range_patch = |size: usize| {
(0..size as u64)
.zip(iter::repeat(1))
.collect::<HashMap<u64, u64>>()
};
let disjoint_patch = |size: usize| {
(size as u64..2 * size as u64)
.zip(iter::repeat(1))
.collect::<HashMap<u64, u64>>()
};
map_apply(
&mut group,
"empty_base_concrete_patch",
empty_base,
key_range_patch,
);
map_apply(&mut group, "empty_base_dynamic_patch", empty_base, |size| {
key_range_patch(size).clone_dynamic()
});
map_apply(
&mut group,
"same_keys_concrete_patch",
key_range_base,
key_range_patch,
);
map_apply(
&mut group,
"same_keys_dynamic_patch",
key_range_base,
|size| key_range_patch(size).clone_dynamic(),
);
map_apply(
&mut group,
"disjoint_keys_concrete_patch",
key_range_base,
disjoint_patch,
);
map_apply(
&mut group,
"disjoint_keys_dynamic_patch",
key_range_base,
|size| disjoint_patch(size).clone_dynamic(),
);
}
fn u64_to_n_byte_key(k: u64, n: usize) -> String {
let mut key = String::with_capacity(n);
write!(&mut key, "{}", k).unwrap();
// Pad key to n bytes.
key.extend(iter::repeat('\0').take(n - key.len()));
key
}
fn dynamic_map_apply(criterion: &mut Criterion) {
let mut group = criterion.benchmark_group("dynamic_map_apply");
group.warm_up_time(WARM_UP_TIME);
group.measurement_time(MEASUREMENT_TIME);
let empty_base = |_: usize| || DynamicMap::default();
let key_range_base = |size: usize| {
move || {
(0..size as u64)
.zip(iter::repeat(0))
.collect::<HashMap<u64, u64>>()
.clone_dynamic()
}
};
let key_range_patch = |size: usize| {
(0..size as u64)
.zip(iter::repeat(1))
.collect::<HashMap<u64, u64>>()
};
let disjoint_patch = |size: usize| {
(size as u64..2 * size as u64)
.zip(iter::repeat(1))
.collect::<HashMap<u64, u64>>()
};
map_apply(
&mut group,
"empty_base_concrete_patch",
empty_base,
key_range_patch,
);
map_apply(&mut group, "empty_base_dynamic_patch", empty_base, |size| {
key_range_patch(size).clone_dynamic()
});
map_apply(
&mut group,
"same_keys_concrete_patch",
key_range_base,
key_range_patch,
);
map_apply(
&mut group,
"same_keys_dynamic_patch",
key_range_base,
|size| key_range_patch(size).clone_dynamic(),
);
map_apply(
&mut group,
"disjoint_keys_concrete_patch",
key_range_base,
disjoint_patch,
);
map_apply(
&mut group,
"disjoint_keys_dynamic_patch",
key_range_base,
|size| disjoint_patch(size).clone_dynamic(),
);
}
fn dynamic_map_get(criterion: &mut Criterion) {
let mut group = criterion.benchmark_group("dynamic_map_get");
group.warm_up_time(WARM_UP_TIME);
group.measurement_time(MEASUREMENT_TIME);
for size in SIZES {
group.throughput(Throughput::Elements(size as u64));
group.bench_with_input(
BenchmarkId::new("u64_keys", size),
&size,
|bencher, &size| {
let mut map = DynamicMap::default();
for i in 0..size as u64 {
map.insert(i, i);
}
bencher.iter(|| {
for i in 0..size as u64 {
let key = black_box(i);
black_box(assert!(map.get(&key).is_some()));
}
});
},
);
}
for size in SIZES {
group.throughput(Throughput::Elements(size as u64));
group.bench_with_input(
BenchmarkId::new("64_byte_keys", size),
&size,
|bencher, &size| {
let mut map = DynamicMap::default();
let mut keys = Vec::with_capacity(size);
for i in 0..size as u64 {
let key = u64_to_n_byte_key(i, 64);
map.insert(key.clone(), i);
keys.push(key);
}
bencher.iter(|| {
for i in 0..size {
let key = black_box(&keys[i]);
assert!(map.get(key).is_some());
}
});
},
);
}
}
fn dynamic_map_insert(criterion: &mut Criterion) {
let mut group = criterion.benchmark_group("dynamic_map_insert");
group.warm_up_time(WARM_UP_TIME);
group.measurement_time(MEASUREMENT_TIME);
for size in SIZES {
group.throughput(Throughput::Elements(size as u64));
group.bench_with_input(
BenchmarkId::new("u64_keys", size),
&size,
|bencher, &size| {
bencher.iter_batched(
|| DynamicMap::default(),
|mut map| {
for i in 0..size as u64 {
let key = black_box(i);
black_box(map.insert(key, i));
}
},
BatchSize::SmallInput,
);
},
);
}
for size in SIZES {
group.throughput(Throughput::Elements(size as u64));
group.bench_with_input(
BenchmarkId::new("64_byte_keys", size),
&size,
|bencher, &size| {
let mut keys = Vec::with_capacity(size);
for i in 0..size {
let key = u64_to_n_byte_key(i as u64, 64);
keys.push(key);
}
bencher.iter_batched(
|| (DynamicMap::default(), keys.clone()),
|(mut map, keys)| {
for (i, key) in keys.into_iter().enumerate() {
let key = black_box(key);
map.insert(key, i);
}
},
BatchSize::SmallInput,
);
},
);
}
}

485
benches/benches/bevy_reflect/struct.rs Normal file
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@ -0,0 +1,485 @@
use std::time::Duration;
use bevy_reflect::{DynamicStruct, GetField, Reflect, Struct};
use criterion::{
black_box, criterion_group, criterion_main, BatchSize, BenchmarkId, Criterion, Throughput,
};
criterion_group!(
benches,
concrete_struct_apply,
concrete_struct_field,
dynamic_struct_apply,
dynamic_struct_get_field,
dynamic_struct_insert,
);
criterion_main!(benches);
const WARM_UP_TIME: Duration = Duration::from_millis(500);
const MEASUREMENT_TIME: Duration = Duration::from_secs(4);
const SIZES: [usize; 4] = [16, 32, 64, 128];
fn concrete_struct_field(criterion: &mut Criterion) {
let mut group = criterion.benchmark_group("concrete_struct_field");
group.warm_up_time(WARM_UP_TIME);
group.measurement_time(MEASUREMENT_TIME);
let structs: [Box<dyn Struct>; 4] = [
Box::new(Struct16::default()),
Box::new(Struct32::default()),
Box::new(Struct64::default()),
Box::new(Struct128::default()),
];
for s in structs {
let field_count = s.field_len();
group.bench_with_input(
BenchmarkId::from_parameter(field_count),
&s,
|bencher, s| {
let field_names = (0..field_count)
.map(|i| format!("field_{}", i))
.collect::<Vec<_>>();
bencher.iter(|| {
for name in field_names.iter() {
s.field(black_box(name));
}
});
},
);
}
}
fn concrete_struct_apply(criterion: &mut Criterion) {
let mut group = criterion.benchmark_group("concrete_struct_apply");
group.warm_up_time(WARM_UP_TIME);
group.measurement_time(MEASUREMENT_TIME);
// Use functions that produce trait objects of varying concrete types as the
// input to the benchmark.
let inputs: &[fn() -> (Box<dyn Struct>, Box<dyn Reflect>)] = &[
|| (Box::new(Struct16::default()), Box::new(Struct16::default())),
|| (Box::new(Struct32::default()), Box::new(Struct32::default())),
|| (Box::new(Struct64::default()), Box::new(Struct64::default())),
|| {
(
Box::new(Struct128::default()),
Box::new(Struct128::default()),
)
},
];
for input in inputs {
let field_count = input().0.field_len();
group.throughput(Throughput::Elements(field_count as u64));
group.bench_with_input(
BenchmarkId::new("apply_concrete", field_count),
input,
|bencher, input| {
bencher.iter_batched(
input,
|(mut obj, patch)| obj.apply(black_box(patch.as_ref())),
BatchSize::SmallInput,
);
},
);
}
for input in inputs {
let field_count = input().0.field_len();
group.throughput(Throughput::Elements(field_count as u64));
group.bench_with_input(
BenchmarkId::new("apply_dynamic", field_count),
input,
|bencher, input| {
bencher.iter_batched(
|| {
let (obj, _) = input();
let patch = obj.clone_dynamic();
(obj, patch)
},
|(mut obj, patch)| obj.apply(black_box(&patch)),
BatchSize::SmallInput,
);
},
);
}
}
fn dynamic_struct_apply(criterion: &mut Criterion) {
let mut group = criterion.benchmark_group("dynamic_struct_apply");
group.warm_up_time(WARM_UP_TIME);
group.measurement_time(MEASUREMENT_TIME);
let patches: &[(fn() -> Box<dyn Reflect>, usize)] = &[
(|| Box::new(Struct16::default()), 16),
(|| Box::new(Struct32::default()), 32),
(|| Box::new(Struct64::default()), 64),
(|| Box::new(Struct128::default()), 128),
];
for (patch, field_count) in patches {
let field_count = *field_count;
group.throughput(Throughput::Elements(field_count as u64));
let mut base = DynamicStruct::default();
for i in 0..field_count {
let field_name = format!("field_{}", i);
base.insert(&field_name, 1u32);
}
group.bench_with_input(
BenchmarkId::new("apply_concrete", field_count),
&patch,
|bencher, patch| {
bencher.iter_batched(
|| (base.clone_dynamic(), patch()),
|(mut base, patch)| base.apply(black_box(&*patch)),
BatchSize::SmallInput,
);
},
);
}
for field_count in SIZES {
group.throughput(Throughput::Elements(field_count as u64));
group.bench_with_input(
BenchmarkId::new("apply_dynamic", field_count),
&field_count,
|bencher, &field_count| {
let mut base = DynamicStruct::default();
let mut patch = DynamicStruct::default();
for i in 0..field_count {
let field_name = format!("field_{}", i);
base.insert(&field_name, 0u32);
patch.insert(&field_name, 1u32);
}
bencher.iter_batched(
|| base.clone_dynamic(),
|mut base| base.apply(black_box(&patch)),
BatchSize::SmallInput,
);
},
);
}
}
fn dynamic_struct_insert(criterion: &mut Criterion) {
let mut group = criterion.benchmark_group("dynamic_struct_insert");
group.warm_up_time(WARM_UP_TIME);
group.measurement_time(MEASUREMENT_TIME);
for field_count in SIZES {
group.throughput(Throughput::Elements(field_count as u64));
group.bench_with_input(
BenchmarkId::from_parameter(field_count),
&field_count,
|bencher, field_count| {
let mut s = DynamicStruct::default();
for i in 0..*field_count {
let field_name = format!("field_{}", i);
s.insert(&field_name, ());
}
let field = format!("field_{}", field_count);
bencher.iter_batched(
|| s.clone_dynamic(),
|mut s| {
black_box(s.insert(black_box(&field), ()));
},
BatchSize::SmallInput,
);
},
);
}
group.finish();
}
fn dynamic_struct_get_field(criterion: &mut Criterion) {
let mut group = criterion.benchmark_group("dynamic_struct_get");
group.warm_up_time(WARM_UP_TIME);
group.measurement_time(MEASUREMENT_TIME);
for field_count in SIZES {
group.throughput(Throughput::Elements(field_count as u64));
group.bench_with_input(
BenchmarkId::from_parameter(field_count),
&field_count,
|bencher, field_count| {
let mut s = DynamicStruct::default();
for i in 0..*field_count {
let field_name = format!("field_{}", i);
s.insert(&field_name, ());
}
let field = black_box("field_63");
bencher.iter(|| {
black_box(s.get_field::<()>(field));
});
},
);
}
}
#[derive(Clone, Default, Reflect)]
struct Struct16 {
field_0: u32,
field_1: u32,
field_2: u32,
field_3: u32,
field_4: u32,
field_5: u32,
field_6: u32,
field_7: u32,
field_8: u32,
field_9: u32,
field_10: u32,
field_11: u32,
field_12: u32,
field_13: u32,
field_14: u32,
field_15: u32,
}
#[derive(Clone, Default, Reflect)]
struct Struct32 {
field_0: u32,
field_1: u32,
field_2: u32,
field_3: u32,
field_4: u32,
field_5: u32,
field_6: u32,
field_7: u32,
field_8: u32,
field_9: u32,
field_10: u32,
field_11: u32,
field_12: u32,
field_13: u32,
field_14: u32,
field_15: u32,
field_16: u32,
field_17: u32,
field_18: u32,
field_19: u32,
field_20: u32,
field_21: u32,
field_22: u32,
field_23: u32,
field_24: u32,
field_25: u32,
field_26: u32,
field_27: u32,
field_28: u32,
field_29: u32,
field_30: u32,
field_31: u32,
}
#[derive(Clone, Default, Reflect)]
struct Struct64 {
field_0: u32,
field_1: u32,
field_2: u32,
field_3: u32,
field_4: u32,
field_5: u32,
field_6: u32,
field_7: u32,
field_8: u32,
field_9: u32,
field_10: u32,
field_11: u32,
field_12: u32,
field_13: u32,
field_14: u32,
field_15: u32,
field_16: u32,
field_17: u32,
field_18: u32,
field_19: u32,
field_20: u32,
field_21: u32,
field_22: u32,
field_23: u32,
field_24: u32,
field_25: u32,
field_26: u32,
field_27: u32,
field_28: u32,
field_29: u32,
field_30: u32,
field_31: u32,
field_32: u32,
field_33: u32,
field_34: u32,
field_35: u32,
field_36: u32,
field_37: u32,
field_38: u32,
field_39: u32,
field_40: u32,
field_41: u32,
field_42: u32,
field_43: u32,
field_44: u32,
field_45: u32,
field_46: u32,
field_47: u32,
field_48: u32,
field_49: u32,
field_50: u32,
field_51: u32,
field_52: u32,
field_53: u32,
field_54: u32,
field_55: u32,
field_56: u32,
field_57: u32,
field_58: u32,
field_59: u32,
field_60: u32,
field_61: u32,
field_62: u32,
field_63: u32,
}
#[derive(Clone, Default, Reflect)]
struct Struct128 {
field_0: u32,
field_1: u32,
field_2: u32,
field_3: u32,
field_4: u32,
field_5: u32,
field_6: u32,
field_7: u32,
field_8: u32,
field_9: u32,
field_10: u32,
field_11: u32,
field_12: u32,
field_13: u32,
field_14: u32,
field_15: u32,
field_16: u32,
field_17: u32,
field_18: u32,
field_19: u32,
field_20: u32,
field_21: u32,
field_22: u32,
field_23: u32,
field_24: u32,
field_25: u32,
field_26: u32,
field_27: u32,
field_28: u32,
field_29: u32,
field_30: u32,
field_31: u32,
field_32: u32,
field_33: u32,
field_34: u32,
field_35: u32,
field_36: u32,
field_37: u32,
field_38: u32,
field_39: u32,
field_40: u32,
field_41: u32,
field_42: u32,
field_43: u32,
field_44: u32,
field_45: u32,
field_46: u32,
field_47: u32,
field_48: u32,
field_49: u32,
field_50: u32,
field_51: u32,
field_52: u32,
field_53: u32,
field_54: u32,
field_55: u32,
field_56: u32,
field_57: u32,
field_58: u32,
field_59: u32,
field_60: u32,
field_61: u32,
field_62: u32,
field_63: u32,
field_64: u32,
field_65: u32,
field_66: u32,
field_67: u32,
field_68: u32,
field_69: u32,
field_70: u32,
field_71: u32,
field_72: u32,
field_73: u32,
field_74: u32,
field_75: u32,
field_76: u32,
field_77: u32,
field_78: u32,
field_79: u32,
field_80: u32,
field_81: u32,
field_82: u32,
field_83: u32,
field_84: u32,
field_85: u32,
field_86: u32,
field_87: u32,
field_88: u32,
field_89: u32,
field_90: u32,
field_91: u32,
field_92: u32,
field_93: u32,
field_94: u32,
field_95: u32,
field_96: u32,
field_97: u32,
field_98: u32,
field_99: u32,
field_100: u32,
field_101: u32,
field_102: u32,
field_103: u32,
field_104: u32,
field_105: u32,
field_106: u32,
field_107: u32,
field_108: u32,
field_109: u32,
field_110: u32,
field_111: u32,
field_112: u32,
field_113: u32,
field_114: u32,
field_115: u32,
field_116: u32,
field_117: u32,
field_118: u32,
field_119: u32,
field_120: u32,
field_121: u32,
field_122: u32,
field_123: u32,
field_124: u32,
field_125: u32,
field_126: u32,
field_127: u32,
}