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could have used a map instead of running twice, preparing to make that 

change
This commit is contained in:
Miguel M 2023-02-26 18:07:17 +00:00
parent b899ddd63a
commit e85346e916
12 changed files with 2173 additions and 70 deletions
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10
Cargo.toml
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@ -18,5 +18,13 @@ pyo3 = { version = "0.18.0", features = ["extension-module"] }
criterion = "0.4.0"
[[bench]]
name = "benches"
name = "search_big"
harness = false
[[bench]]
name = "search"
harness = false
[[bench]]
name = "vm"
harness = false

13
Makefile
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@ -7,5 +7,16 @@ flamegraph:
flamegraph-debug:
cargo flamegraph --dev -o debug_flamegraph.svg --bench search -- --bench
asm:
cargo clean
cargo rustc --release --lib -- --emit asm=.vscode/asm_mangled
pwsh -Command 'Get-Content .vscode/asm_mangled | c++filt > .\src\lib.S'
pwsh -Command 'Remove-Item .vscode/asm_mangled'
maturin:
pwsh -Command 'venv/Scripts/activate; maturin develop --release'
.PHONY: criterion flamegraph flamegraph-debug
hyperfine:
hyperfine --show-output --parameter-scan n 5 20 -S 'pwsh' -s 'venv/scripts/activate' --export-json hyperfine.json --export-csv hyperfine.csv 'python ./pytest/timing.py {n}'
.PHONY: criterion flamegraph flamegraph-debug asm hyperfine maturin

65
benches/benches.rs
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@ -1,65 +0,0 @@
#[macro_use]
extern crate criterion;
extern crate adversary;
use criterion::{criterion_group, criterion_main, Criterion};
fn vm(c: &mut Criterion) {
let expression =
adversary::vm::parsing::parse_relation("and (= (ham (^ x y)) (ham (+ 3 x))) (> (* x y) 5)");
if let Err(e) = expression {
println!("{}", e);
panic!();
}
let code = adversary::vm::compile_boolean(expression.unwrap());
let mut stack = adversary::vm::VmStack::from_code(&code);
c.bench_function("vm", |b| {
b.iter(|| {
for x in 0..(1 << 6) {
for y in 0..(1 << 6) {
criterion::black_box(
adversary::vm::Vm::load(
&code,
adversary::vm::Registers::load(x, y, 6, 0, 0),
&mut stack,
)
.run(),
);
}
}
})
});
}
fn search(c: &mut Criterion) {
pyo3::prepare_freethreaded_python();
pyo3::Python::with_gil(|_py| {
let obj = adversary::Prover::py_new(
"= (ham x) k".to_string(),
"= (ham y) (+ k 1)".to_string(),
"<= ham (^ x y) p".to_string(),
)
.unwrap();
c.bench_function("search", |b| {
b.iter(|| criterion::black_box(obj.find_bounds(10, 5, 3)));
});
})
}
fn search_big(c: &mut Criterion) {
pyo3::prepare_freethreaded_python();
pyo3::Python::with_gil(|_py| {
let obj = adversary::Prover::py_new(
"= (ham x) k".to_string(),
"= (ham y) (+ k 1)".to_string(),
"<= ham (^ x y) p".to_string(),
)
.unwrap();
c.bench_function("search_big", |b| {
b.iter(|| criterion::black_box(obj.find_bounds(12, 5, 8)));
});
})
}
criterion_group!(benches, vm, search, search_big);
criterion_main!(benches);

23
benches/search.rs Normal file
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@ -0,0 +1,23 @@
#[macro_use]
extern crate criterion;
extern crate adversary;
use criterion::{criterion_group, criterion_main, Criterion};
fn bench_search(c: &mut Criterion) {
pyo3::prepare_freethreaded_python();
pyo3::Python::with_gil(|_py| {
let obj = adversary::Prover::py_new(
"= (ham x) k".to_string(),
"= (ham y) (+ k 1)".to_string(),
"<= ham (^ x y) p".to_string(),
)
.unwrap();
c.bench_function("search", |b| {
b.iter(|| criterion::black_box(obj.find_bounds(10, 5, 3)));
});
})
}
criterion_group!(search, bench_search);
criterion_main!(search);

23
benches/search_big.rs Normal file
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@ -0,0 +1,23 @@
#[macro_use]
extern crate criterion;
extern crate adversary;
use criterion::{criterion_group, criterion_main, Criterion};
fn bench_search_big(c: &mut Criterion) {
pyo3::prepare_freethreaded_python();
pyo3::Python::with_gil(|_py| {
let obj = adversary::Prover::py_new(
"= (ham x) k".to_string(),
"= (ham y) (+ k 1)".to_string(),
"<= ham (^ x y) p".to_string(),
)
.unwrap();
c.bench_function("search_big", |b| {
b.iter(|| criterion::black_box(obj.find_bounds(12, 5, 8)));
});
})
}
criterion_group!(search_big, bench_search_big);
criterion_main!(search_big);

35
benches/vm.rs Normal file
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@ -0,0 +1,35 @@
#[macro_use]
extern crate criterion;
extern crate adversary;
use criterion::{criterion_group, criterion_main, Criterion};
fn bench_vm(c: &mut Criterion) {
let expression =
adversary::vm::parsing::parse_relation("and (= (ham (^ x y)) (ham (+ 3 x))) (> (* x y) 5)");
if let Err(e) = expression {
println!("{}", e);
panic!();
}
let code = adversary::vm::compile_boolean(expression.unwrap());
let mut stack = adversary::vm::VmStack::from_code(&code);
c.bench_function("vm", |b| {
b.iter(|| {
for x in 0..(1 << 6) {
for y in 0..(1 << 6) {
criterion::black_box(
adversary::vm::Vm::load(
&code,
adversary::vm::Registers::load(x, y, 6, 0, 0),
&mut stack,
)
.run(),
);
}
}
})
});
}
criterion_group!(vm, bench_vm);
criterion_main!(vm);

17
hyperfine.csv Normal file
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@ -0,0 +1,17 @@
#command,mean,stddev,median,user,system,min,max,parameter_n
"python ./pytest/timing.py 5",0.04581394800000006,0.00816270671734837,0.04668517800000005,0.026718750000000003,0.019218749999999996,0.032075278000000096,0.05514677800000001,5
"python ./pytest/timing.py 6",0.042371348000000066,0.007327761603207661,0.04315997800000004,0.009812500000000002,0.010281249999999997,0.03199467800000011,0.05567727800000011,6
"python ./pytest/timing.py 7",0.04077101800000005,0.008782824810351926,0.040449628000000015,0.029562500000000002,0.016093749999999997,0.028448878000000066,0.05205177800000005,7
"python ./pytest/timing.py 8",0.04834307800000006,0.008276160843853466,0.04665782800000007,0.041781250000000006,0.05874999999999999,0.03589267800000007,0.06276897800000003,8
"python ./pytest/timing.py 9",0.04610321800000006,0.01221144375440967,0.04276542800000005,0.004125000000000001,0.005593749999999997,0.031109278000000073,0.06754577800000006,9
"python ./pytest/timing.py 10",0.656881348,1.816322202089533,0.04675287800000005,0.02075,0.00915625,0.03219597800000007,5.8203265779999995,10
"python ./pytest/timing.py 11",0.04503963800000007,0.005758636203747479,0.04366842800000009,0.018906250000000003,0.029718749999999995,0.03824637800000008,0.056746278000000094,11
"python ./pytest/timing.py 12",0.06112314800000005,0.01715353160780924,0.05904557800000004,0.02146875,0.025031249999999994,0.03643177800000008,0.09102267800000008,12
"python ./pytest/timing.py 13",0.07466937800000005,0.040038996149254304,0.060930978000000025,0.040781250000000005,0.017656249999999995,0.03599187800000003,0.15105747800000002,13
"python ./pytest/timing.py 14",0.12913027800000004,0.16291293196519285,0.05922252800000005,0.10300000000000001,0.004249999999999999,0.035453378000000035,0.5145964780000001,14
"python ./pytest/timing.py 15",0.5586950680000001,0.7332788059539814,0.17217967800000006,0.500875,0.005593749999999997,0.03280447800000008,2.137246578,15
"python ./pytest/timing.py 16",2.576790488,2.687933192209969,1.668545078,2.5227499999999994,0.03284374999999999,0.041527578000000065,6.829759978,16
"python ./pytest/timing.py 17",5.479623618,7.132625194222096,3.4482901779999997,5.43184375,0.015874999999999993,0.05124057800000004,21.924067778,17
"python ./pytest/timing.py 18",34.976559767999994,45.33047970462983,1.2725040280000002,34.897749999999995,0.020562499999999994,0.03764907800000006,95.283775278,18
"python ./pytest/timing.py 19",100.16646647799999,143.37612065560103,1.117140078,100.04775,0.022343749999999996,0.036464678000000084,385.89288487799996,19
"python ./pytest/timing.py 20",253.70613178800005,435.7539383326962,75.73695792800001,253.42871875,0.047562499999999994,0.0477563780000001,1400.148915478,20
1 #command mean stddev median user system min max parameter_n
2 python ./pytest/timing.py 5 0.04581394800000006 0.00816270671734837 0.04668517800000005 0.026718750000000003 0.019218749999999996 0.032075278000000096 0.05514677800000001 5
3 python ./pytest/timing.py 6 0.042371348000000066 0.007327761603207661 0.04315997800000004 0.009812500000000002 0.010281249999999997 0.03199467800000011 0.05567727800000011 6
4 python ./pytest/timing.py 7 0.04077101800000005 0.008782824810351926 0.040449628000000015 0.029562500000000002 0.016093749999999997 0.028448878000000066 0.05205177800000005 7
5 python ./pytest/timing.py 8 0.04834307800000006 0.008276160843853466 0.04665782800000007 0.041781250000000006 0.05874999999999999 0.03589267800000007 0.06276897800000003 8
6 python ./pytest/timing.py 9 0.04610321800000006 0.01221144375440967 0.04276542800000005 0.004125000000000001 0.005593749999999997 0.031109278000000073 0.06754577800000006 9
7 python ./pytest/timing.py 10 0.656881348 1.816322202089533 0.04675287800000005 0.02075 0.00915625 0.03219597800000007 5.8203265779999995 10
8 python ./pytest/timing.py 11 0.04503963800000007 0.005758636203747479 0.04366842800000009 0.018906250000000003 0.029718749999999995 0.03824637800000008 0.056746278000000094 11
9 python ./pytest/timing.py 12 0.06112314800000005 0.01715353160780924 0.05904557800000004 0.02146875 0.025031249999999994 0.03643177800000008 0.09102267800000008 12
10 python ./pytest/timing.py 13 0.07466937800000005 0.040038996149254304 0.060930978000000025 0.040781250000000005 0.017656249999999995 0.03599187800000003 0.15105747800000002 13
11 python ./pytest/timing.py 14 0.12913027800000004 0.16291293196519285 0.05922252800000005 0.10300000000000001 0.004249999999999999 0.035453378000000035 0.5145964780000001 14
12 python ./pytest/timing.py 15 0.5586950680000001 0.7332788059539814 0.17217967800000006 0.500875 0.005593749999999997 0.03280447800000008 2.137246578 15
13 python ./pytest/timing.py 16 2.576790488 2.687933192209969 1.668545078 2.5227499999999994 0.03284374999999999 0.041527578000000065 6.829759978 16
14 python ./pytest/timing.py 17 5.479623618 7.132625194222096 3.4482901779999997 5.43184375 0.015874999999999993 0.05124057800000004 21.924067778 17
15 python ./pytest/timing.py 18 34.976559767999994 45.33047970462983 1.2725040280000002 34.897749999999995 0.020562499999999994 0.03764907800000006 95.283775278 18
16 python ./pytest/timing.py 19 100.16646647799999 143.37612065560103 1.117140078 100.04775 0.022343749999999996 0.036464678000000084 385.89288487799996 19
17 python ./pytest/timing.py 20 253.70613178800005 435.7539383326962 75.73695792800001 253.42871875 0.047562499999999994 0.0477563780000001 1400.148915478 20

596
hyperfine.json Normal file
View File

@ -0,0 +1,596 @@
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pytest/timing.py
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import adversary
import random
import sys
n = int(sys.argv[1])
prover = adversary.Prover(
"= (ham x) k", "= (ham y) (+ k 1)", "= ham (^ x y) p").hint_symmetric()
bounds = prover.find_bounds(int(sys.argv[1]), 5, 8)
k = random.randint(0, n)
p = random.randint(0, n)
bounds = prover.find_bounds(n, k, p)

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venv/Scripts/activate
python test/bounds.py

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font-family="MS Shell Dlg 2" font-size="8.25" font-weight="400" font-style="normal"
>
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<g fill="none" stroke="#000000" stroke-opacity="1" stroke-width="1" stroke-linecap="square" stroke-linejoin="bevel" transform="matrix(1.00625,0,0,1.00625,0,0)"
font-family="MS Shell Dlg 2" font-size="8.25" font-weight="400" font-style="normal"
>
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<g fill="none" stroke="#a0a0a4" stroke-opacity="1" stroke-dasharray="0.5,1" stroke-dashoffset="0" stroke-width="0.5" stroke-linecap="round" stroke-linejoin="round" transform="matrix(1.00625,0,0,1.00625,0,0)"
font-family="MS Shell Dlg 2" font-size="8.25" font-weight="400" font-style="normal"
>
<polyline fill="none" vector-effect="none" points="52.5,150.5 618.5,150.5 " />
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<g fill="none" stroke="#000000" stroke-opacity="1" stroke-width="1" stroke-linecap="round" stroke-linejoin="round" transform="matrix(1.00625,0,0,1.00625,0,0)"
font-family="MS Shell Dlg 2" font-size="8.25" font-weight="400" font-style="normal"
>
<polyline fill="none" vector-effect="none" points="52.5,150.5 58.5,150.5 " />
<polyline fill="none" vector-effect="none" points="618.5,150.5 613.5,150.5 " />
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<g fill="none" stroke="#000000" stroke-opacity="1" stroke-width="1" stroke-linecap="square" stroke-linejoin="bevel" transform="matrix(1.00625,0,0,1.00625,0,0)"
font-family="MS Shell Dlg 2" font-size="8.25" font-weight="400" font-style="normal"
>
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<g fill="none" stroke="#000000" stroke-opacity="1" stroke-width="1" stroke-linecap="square" stroke-linejoin="bevel" transform="matrix(1.00625,0,0,1.00625,15.0938,155.969)"
font-family="MS Shell Dlg 2" font-size="8.25" font-weight="400" font-style="normal"
>
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<g fill="none" stroke="#000000" stroke-opacity="1" stroke-width="1" stroke-linecap="square" stroke-linejoin="bevel" transform="matrix(1.00625,0,0,1.00625,15.0938,155.969)"
font-family="MS Shell Dlg 2" font-size="8.25" font-weight="400" font-style="normal"
>
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<g fill="none" stroke="#000000" stroke-opacity="1" stroke-width="1" stroke-linecap="square" stroke-linejoin="bevel" transform="matrix(1.00625,0,0,1.00625,15.0938,155.969)"
font-family="MS Shell Dlg 2" font-size="8.25" font-weight="400" font-style="normal"
>
</g>
<g fill="none" stroke="#000000" stroke-opacity="1" stroke-width="1" stroke-linecap="square" stroke-linejoin="bevel" transform="matrix(1.00625,0,0,1.00625,15.0938,155.969)"
font-family="MS Shell Dlg 2" font-size="8.25" font-weight="400" font-style="normal"
>
</g>
<g fill="none" stroke="#000000" stroke-opacity="1" stroke-width="1" stroke-linecap="square" stroke-linejoin="bevel" transform="matrix(1.00625,0,0,1.00625,15.0938,155.969)"
font-family="MS Shell Dlg 2" font-size="8.25" font-weight="400" font-style="normal"
>
</g>
<g fill="none" stroke="#000000" stroke-opacity="1" stroke-width="1" stroke-linecap="square" stroke-linejoin="bevel" transform="matrix(1.00625,0,0,1.00625,15.0938,155.969)"
font-family="Sans" font-size="9" font-weight="400" font-style="normal"
>
<text fill="#000000" fill-opacity="1" stroke="none" xml:space="preserve" x="0" y="0" font-family="Sans" font-size="9" font-weight="400" font-style="normal"
> 1000</text>
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<g fill="none" stroke="#000000" stroke-opacity="1" stroke-width="1" stroke-linecap="square" stroke-linejoin="bevel" transform="matrix(1.00625,0,0,1.00625,15.0938,155.969)"
font-family="MS Shell Dlg 2" font-size="8.25" font-weight="400" font-style="normal"
>
</g>
<g fill="none" stroke="#000000" stroke-opacity="1" stroke-width="1" stroke-linecap="square" stroke-linejoin="bevel" transform="matrix(1.00625,0,0,1.00625,0,0)"
font-family="MS Shell Dlg 2" font-size="8.25" font-weight="400" font-style="normal"
>
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<g fill="none" stroke="#a0a0a4" stroke-opacity="1" stroke-dasharray="0.5,1" stroke-dashoffset="0" stroke-width="0.5" stroke-linecap="round" stroke-linejoin="round" transform="matrix(1.00625,0,0,1.00625,0,0)"
font-family="MS Shell Dlg 2" font-size="8.25" font-weight="400" font-style="normal"
>
<polyline fill="none" vector-effect="none" points="52.5,95.5 618.5,95.5 " />
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<g fill="none" stroke="#000000" stroke-opacity="1" stroke-width="1" stroke-linecap="round" stroke-linejoin="round" transform="matrix(1.00625,0,0,1.00625,0,0)"
font-family="MS Shell Dlg 2" font-size="8.25" font-weight="400" font-style="normal"
>
<polyline fill="none" vector-effect="none" points="52.5,95.5 58.5,95.5 " />
<polyline fill="none" vector-effect="none" points="618.5,95.5 613.5,95.5 " />
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<g fill="none" stroke="#000000" stroke-opacity="1" stroke-width="1" stroke-linecap="square" stroke-linejoin="bevel" transform="matrix(1.00625,0,0,1.00625,0,0)"
font-family="MS Shell Dlg 2" font-size="8.25" font-weight="400" font-style="normal"
>
</g>
<g fill="none" stroke="#000000" stroke-opacity="1" stroke-width="1" stroke-linecap="square" stroke-linejoin="bevel" transform="matrix(1.00625,0,0,1.00625,15.0938,101.631)"
font-family="MS Shell Dlg 2" font-size="8.25" font-weight="400" font-style="normal"
>
</g>
<g fill="none" stroke="#000000" stroke-opacity="1" stroke-width="1" stroke-linecap="square" stroke-linejoin="bevel" transform="matrix(1.00625,0,0,1.00625,15.0938,101.631)"
font-family="MS Shell Dlg 2" font-size="8.25" font-weight="400" font-style="normal"
>
</g>
<g fill="none" stroke="#000000" stroke-opacity="1" stroke-width="1" stroke-linecap="square" stroke-linejoin="bevel" transform="matrix(1.00625,0,0,1.00625,15.0938,101.631)"
font-family="MS Shell Dlg 2" font-size="8.25" font-weight="400" font-style="normal"
>
</g>
<g fill="none" stroke="#000000" stroke-opacity="1" stroke-width="1" stroke-linecap="square" stroke-linejoin="bevel" transform="matrix(1.00625,0,0,1.00625,15.0938,101.631)"
font-family="MS Shell Dlg 2" font-size="8.25" font-weight="400" font-style="normal"
>
</g>
<g fill="none" stroke="#000000" stroke-opacity="1" stroke-width="1" stroke-linecap="square" stroke-linejoin="bevel" transform="matrix(1.00625,0,0,1.00625,15.0938,101.631)"
font-family="MS Shell Dlg 2" font-size="8.25" font-weight="400" font-style="normal"
>
</g>
<g fill="none" stroke="#000000" stroke-opacity="1" stroke-width="1" stroke-linecap="square" stroke-linejoin="bevel" transform="matrix(1.00625,0,0,1.00625,15.0938,101.631)"
font-family="Sans" font-size="9" font-weight="400" font-style="normal"
>
<text fill="#000000" fill-opacity="1" stroke="none" xml:space="preserve" x="0" y="0" font-family="Sans" font-size="9" font-weight="400" font-style="normal"
> 1200</text>
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<g fill="none" stroke="#000000" stroke-opacity="1" stroke-width="1" stroke-linecap="square" stroke-linejoin="bevel" transform="matrix(1.00625,0,0,1.00625,15.0938,101.631)"
font-family="MS Shell Dlg 2" font-size="8.25" font-weight="400" font-style="normal"
>
</g>
<g fill="none" stroke="#000000" stroke-opacity="1" stroke-width="1" stroke-linecap="square" stroke-linejoin="bevel" transform="matrix(1.00625,0,0,1.00625,0,0)"
font-family="MS Shell Dlg 2" font-size="8.25" font-weight="400" font-style="normal"
>
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<g fill="none" stroke="#a0a0a4" stroke-opacity="1" stroke-dasharray="0.5,1" stroke-dashoffset="0" stroke-width="0.5" stroke-linecap="round" stroke-linejoin="round" transform="matrix(1.00625,0,0,1.00625,0,0)"
font-family="MS Shell Dlg 2" font-size="8.25" font-weight="400" font-style="normal"
>
<polyline fill="none" vector-effect="none" points="52.5,41.5 618.5,41.5 " />
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<g fill="none" stroke="#000000" stroke-opacity="1" stroke-width="1" stroke-linecap="round" stroke-linejoin="round" transform="matrix(1.00625,0,0,1.00625,0,0)"
font-family="MS Shell Dlg 2" font-size="8.25" font-weight="400" font-style="normal"
>
<polyline fill="none" vector-effect="none" points="52.5,41.5 58.5,41.5 " />
<polyline fill="none" vector-effect="none" points="618.5,41.5 613.5,41.5 " />
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<g fill="none" stroke="#000000" stroke-opacity="1" stroke-width="1" stroke-linecap="square" stroke-linejoin="bevel" transform="matrix(1.00625,0,0,1.00625,0,0)"
font-family="MS Shell Dlg 2" font-size="8.25" font-weight="400" font-style="normal"
>
</g>
<g fill="none" stroke="#000000" stroke-opacity="1" stroke-width="1" stroke-linecap="square" stroke-linejoin="bevel" transform="matrix(1.00625,0,0,1.00625,15.0938,46.2875)"
font-family="MS Shell Dlg 2" font-size="8.25" font-weight="400" font-style="normal"
>
</g>
<g fill="none" stroke="#000000" stroke-opacity="1" stroke-width="1" stroke-linecap="square" stroke-linejoin="bevel" transform="matrix(1.00625,0,0,1.00625,15.0938,46.2875)"
font-family="MS Shell Dlg 2" font-size="8.25" font-weight="400" font-style="normal"
>
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<g fill="none" stroke="#000000" stroke-opacity="1" stroke-width="1" stroke-linecap="square" stroke-linejoin="bevel" transform="matrix(1.00625,0,0,1.00625,15.0938,46.2875)"
font-family="MS Shell Dlg 2" font-size="8.25" font-weight="400" font-style="normal"
>
</g>
<g fill="none" stroke="#000000" stroke-opacity="1" stroke-width="1" stroke-linecap="square" stroke-linejoin="bevel" transform="matrix(1.00625,0,0,1.00625,15.0938,46.2875)"
font-family="MS Shell Dlg 2" font-size="8.25" font-weight="400" font-style="normal"
>
</g>
<g fill="none" stroke="#000000" stroke-opacity="1" stroke-width="1" stroke-linecap="square" stroke-linejoin="bevel" transform="matrix(1.00625,0,0,1.00625,15.0938,46.2875)"
font-family="MS Shell Dlg 2" font-size="8.25" font-weight="400" font-style="normal"
>
</g>
<g fill="none" stroke="#000000" stroke-opacity="1" stroke-width="1" stroke-linecap="square" stroke-linejoin="bevel" transform="matrix(1.00625,0,0,1.00625,15.0938,46.2875)"
font-family="Sans" font-size="9" font-weight="400" font-style="normal"
>
<text fill="#000000" fill-opacity="1" stroke="none" xml:space="preserve" x="0" y="0" font-family="Sans" font-size="9" font-weight="400" font-style="normal"
> 1400</text>
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<g fill="none" stroke="#000000" stroke-opacity="1" stroke-width="1" stroke-linecap="square" stroke-linejoin="bevel" transform="matrix(1.00625,0,0,1.00625,15.0938,46.2875)"
font-family="MS Shell Dlg 2" font-size="8.25" font-weight="400" font-style="normal"
>
</g>
<g fill="none" stroke="#000000" stroke-opacity="1" stroke-width="1" stroke-linecap="square" stroke-linejoin="bevel" transform="matrix(1.00625,0,0,1.00625,0,0)"
font-family="MS Shell Dlg 2" font-size="8.25" font-weight="400" font-style="normal"
>
</g>
<g fill="none" stroke="#a0a0a4" stroke-opacity="1" stroke-dasharray="0.5,1" stroke-dashoffset="0" stroke-width="0.5" stroke-linecap="round" stroke-linejoin="round" transform="matrix(1.00625,0,0,1.00625,0,0)"
font-family="MS Shell Dlg 2" font-size="8.25" font-weight="400" font-style="normal"
>
<polyline fill="none" vector-effect="none" points="110.5,449.5 110.5,14.5 " />
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<g fill="none" stroke="#000000" stroke-opacity="1" stroke-width="1" stroke-linecap="round" stroke-linejoin="round" transform="matrix(1.00625,0,0,1.00625,0,0)"
font-family="MS Shell Dlg 2" font-size="8.25" font-weight="400" font-style="normal"
>
<polyline fill="none" vector-effect="none" points="110.5,449.5 110.5,444.5 " />
<polyline fill="none" vector-effect="none" points="110.5,14.5 110.5,19.5 " />
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<g fill="none" stroke="#000000" stroke-opacity="1" stroke-width="1" stroke-linecap="square" stroke-linejoin="bevel" transform="matrix(1.00625,0,0,1.00625,0,0)"
font-family="MS Shell Dlg 2" font-size="8.25" font-weight="400" font-style="normal"
>
</g>
<g fill="none" stroke="#000000" stroke-opacity="1" stroke-width="1" stroke-linecap="square" stroke-linejoin="bevel" transform="matrix(1.00625,0,0,1.00625,103.141,471.931)"
font-family="MS Shell Dlg 2" font-size="8.25" font-weight="400" font-style="normal"
>
</g>
<g fill="none" stroke="#000000" stroke-opacity="1" stroke-width="1" stroke-linecap="square" stroke-linejoin="bevel" transform="matrix(1.00625,0,0,1.00625,103.141,471.931)"
font-family="MS Shell Dlg 2" font-size="8.25" font-weight="400" font-style="normal"
>
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<g fill="none" stroke="#000000" stroke-opacity="1" stroke-width="1" stroke-linecap="square" stroke-linejoin="bevel" transform="matrix(1.00625,0,0,1.00625,103.141,471.931)"
font-family="MS Shell Dlg 2" font-size="8.25" font-weight="400" font-style="normal"
>
</g>
<g fill="none" stroke="#000000" stroke-opacity="1" stroke-width="1" stroke-linecap="square" stroke-linejoin="bevel" transform="matrix(1.00625,0,0,1.00625,103.141,471.931)"
font-family="MS Shell Dlg 2" font-size="8.25" font-weight="400" font-style="normal"
>
</g>
<g fill="none" stroke="#000000" stroke-opacity="1" stroke-width="1" stroke-linecap="square" stroke-linejoin="bevel" transform="matrix(1.00625,0,0,1.00625,103.141,471.931)"
font-family="MS Shell Dlg 2" font-size="8.25" font-weight="400" font-style="normal"
>
</g>
<g fill="none" stroke="#000000" stroke-opacity="1" stroke-width="1" stroke-linecap="square" stroke-linejoin="bevel" transform="matrix(1.00625,0,0,1.00625,103.141,471.931)"
font-family="Sans" font-size="9" font-weight="400" font-style="normal"
>
<text fill="#000000" fill-opacity="1" stroke="none" xml:space="preserve" x="0" y="0" font-family="Sans" font-size="9" font-weight="400" font-style="normal"
> 15</text>
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<g fill="none" stroke="#000000" stroke-opacity="1" stroke-width="1" stroke-linecap="square" stroke-linejoin="bevel" transform="matrix(1.00625,0,0,1.00625,103.141,471.931)"
font-family="MS Shell Dlg 2" font-size="8.25" font-weight="400" font-style="normal"
>
</g>
<g fill="none" stroke="#000000" stroke-opacity="1" stroke-width="1" stroke-linecap="square" stroke-linejoin="bevel" transform="matrix(1.00625,0,0,1.00625,0,0)"
font-family="MS Shell Dlg 2" font-size="8.25" font-weight="400" font-style="normal"
>
</g>
<g fill="none" stroke="#a0a0a4" stroke-opacity="1" stroke-dasharray="0.5,1" stroke-dashoffset="0" stroke-width="0.5" stroke-linecap="round" stroke-linejoin="round" transform="matrix(1.00625,0,0,1.00625,0,0)"
font-family="MS Shell Dlg 2" font-size="8.25" font-weight="400" font-style="normal"
>
<polyline fill="none" vector-effect="none" points="197.5,449.5 197.5,14.5 " />
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<g fill="none" stroke="#000000" stroke-opacity="1" stroke-width="1" stroke-linecap="round" stroke-linejoin="round" transform="matrix(1.00625,0,0,1.00625,0,0)"
font-family="MS Shell Dlg 2" font-size="8.25" font-weight="400" font-style="normal"
>
<polyline fill="none" vector-effect="none" points="197.5,449.5 197.5,444.5 " />
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font-family="MS Shell Dlg 2" font-size="8.25" font-weight="400" font-style="normal"
>
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<g fill="none" stroke="#000000" stroke-opacity="1" stroke-width="1" stroke-linecap="square" stroke-linejoin="bevel" transform="matrix(1.00625,0,0,1.00625,189.678,471.931)"
font-family="MS Shell Dlg 2" font-size="8.25" font-weight="400" font-style="normal"
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<g fill="none" stroke="#000000" stroke-opacity="1" stroke-width="1" stroke-linecap="square" stroke-linejoin="bevel" transform="matrix(1.00625,0,0,1.00625,189.678,471.931)"
font-family="MS Shell Dlg 2" font-size="8.25" font-weight="400" font-style="normal"
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<g fill="none" stroke="#000000" stroke-opacity="1" stroke-width="1" stroke-linecap="square" stroke-linejoin="bevel" transform="matrix(1.00625,0,0,1.00625,189.678,471.931)"
font-family="MS Shell Dlg 2" font-size="8.25" font-weight="400" font-style="normal"
>
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<g fill="none" stroke="#000000" stroke-opacity="1" stroke-width="1" stroke-linecap="square" stroke-linejoin="bevel" transform="matrix(1.00625,0,0,1.00625,189.678,471.931)"
font-family="MS Shell Dlg 2" font-size="8.25" font-weight="400" font-style="normal"
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<g fill="none" stroke="#000000" stroke-opacity="1" stroke-width="1" stroke-linecap="square" stroke-linejoin="bevel" transform="matrix(1.00625,0,0,1.00625,189.678,471.931)"
font-family="MS Shell Dlg 2" font-size="8.25" font-weight="400" font-style="normal"
>
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<g fill="none" stroke="#000000" stroke-opacity="1" stroke-width="1" stroke-linecap="square" stroke-linejoin="bevel" transform="matrix(1.00625,0,0,1.00625,189.678,471.931)"
font-family="Sans" font-size="9" font-weight="400" font-style="normal"
>
<text fill="#000000" fill-opacity="1" stroke="none" xml:space="preserve" x="0" y="0" font-family="Sans" font-size="9" font-weight="400" font-style="normal"
> 16</text>
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font-family="MS Shell Dlg 2" font-size="8.25" font-weight="400" font-style="normal"
>
</g>
<g fill="none" stroke="#000000" stroke-opacity="1" stroke-width="1" stroke-linecap="square" stroke-linejoin="bevel" transform="matrix(1.00625,0,0,1.00625,0,0)"
font-family="MS Shell Dlg 2" font-size="8.25" font-weight="400" font-style="normal"
>
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<g fill="none" stroke="#a0a0a4" stroke-opacity="1" stroke-dasharray="0.5,1" stroke-dashoffset="0" stroke-width="0.5" stroke-linecap="round" stroke-linejoin="round" transform="matrix(1.00625,0,0,1.00625,0,0)"
font-family="MS Shell Dlg 2" font-size="8.25" font-weight="400" font-style="normal"
>
<polyline fill="none" vector-effect="none" points="283.5,449.5 283.5,14.5 " />
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<g fill="none" stroke="#000000" stroke-opacity="1" stroke-width="1" stroke-linecap="round" stroke-linejoin="round" transform="matrix(1.00625,0,0,1.00625,0,0)"
font-family="MS Shell Dlg 2" font-size="8.25" font-weight="400" font-style="normal"
>
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font-family="MS Shell Dlg 2" font-size="8.25" font-weight="400" font-style="normal"
>
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<g fill="none" stroke="#000000" stroke-opacity="1" stroke-width="1" stroke-linecap="square" stroke-linejoin="bevel" transform="matrix(1.00625,0,0,1.00625,277.222,471.931)"
font-family="MS Shell Dlg 2" font-size="8.25" font-weight="400" font-style="normal"
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font-family="MS Shell Dlg 2" font-size="8.25" font-weight="400" font-style="normal"
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<g fill="none" stroke="#000000" stroke-opacity="1" stroke-width="1" stroke-linecap="square" stroke-linejoin="bevel" transform="matrix(1.00625,0,0,1.00625,277.222,471.931)"
font-family="MS Shell Dlg 2" font-size="8.25" font-weight="400" font-style="normal"
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<g fill="none" stroke="#000000" stroke-opacity="1" stroke-width="1" stroke-linecap="square" stroke-linejoin="bevel" transform="matrix(1.00625,0,0,1.00625,277.222,471.931)"
font-family="MS Shell Dlg 2" font-size="8.25" font-weight="400" font-style="normal"
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<g fill="none" stroke="#000000" stroke-opacity="1" stroke-width="1" stroke-linecap="square" stroke-linejoin="bevel" transform="matrix(1.00625,0,0,1.00625,277.222,471.931)"
font-family="Sans" font-size="9" font-weight="400" font-style="normal"
>
<text fill="#000000" fill-opacity="1" stroke="none" xml:space="preserve" x="0" y="0" font-family="Sans" font-size="9" font-weight="400" font-style="normal"
> 17</text>
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font-family="MS Shell Dlg 2" font-size="8.25" font-weight="400" font-style="normal"
>
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<g fill="none" stroke="#000000" stroke-opacity="1" stroke-width="1" stroke-linecap="square" stroke-linejoin="bevel" transform="matrix(1.00625,0,0,1.00625,0,0)"
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