Compare commits
27 Commits
4415dd26ae
...
5fc6c839a1
| Author | SHA1 | Date | |
|---|---|---|---|
|
|
5fc6c839a1 | ||
|
|
c459fe6d79 | ||
|
|
d73d4ff7c1 | ||
|
|
94b786f83a | ||
|
|
422e8ace29 | ||
|
|
c581ca6817 | ||
|
|
41f5398f20 | ||
|
|
55a4901a30 | ||
|
|
320f6bf4af | ||
|
|
a699aba7c2 | ||
|
|
90cd44f302 | ||
|
|
e3c71f8fc9 | ||
| 6ddef94103 | |||
|
|
0eaf353463 | ||
|
|
1c0fc334e8 | ||
|
|
f1b9005c9c | ||
|
|
50e01a2fe6 | ||
|
|
f2c0942cc2 | ||
|
|
177a512c38 | ||
| 42938575d3 | |||
|
|
b14337dc60 | ||
| 7dc6143a7f | |||
|
|
6b148b3235 | ||
|
|
c78d43b593 | ||
| 9b1ab5ed0c | |||
| 748c404404 | |||
|
|
8528fe8f0f |
1
jest_rust/.gitignore
vendored
1
jest_rust/.gitignore
vendored
@ -1,2 +1,3 @@
|
||||
/target
|
||||
/Cargo.lock
|
||||
/test_books
|
||||
|
||||
@ -9,6 +9,7 @@ tokio = { version = "1.44.1", features = ["full"] }
|
||||
|
||||
[profile.release]
|
||||
codegen-units = 1 # less means more compile work but better optimized
|
||||
lto = "thin" # thin has best performance. fat the worst
|
||||
lto = "fat" # thin has best performance. fat the worst
|
||||
strip = true
|
||||
# opt-level = "z" # slows down
|
||||
panic = "abort"
|
||||
|
||||
@ -1,5 +1,35 @@
|
||||
for https://retoor.molodetz.nl/retoor/isspam
|
||||
|
||||
extract `../books.tar.gz`
|
||||
|
||||
# local machine benchmarks
|
||||
|
||||
single threaded: `33.63373279571533`
|
||||
|
||||
rayon: `4.294418811798096`
|
||||
|
||||
tokio: `4.717588901519775`
|
||||
|
||||
tokio:
|
||||
|
||||
muncher: `2486ms`
|
||||
|
||||
for_loops: `1227ms`
|
||||
|
||||
for_loops_forbidden_only: `987ms`
|
||||
|
||||
trie creation and stats accumulation take 0ms
|
||||
|
||||
FxHashMap faster than BTreeMap
|
||||
|
||||
## compile options benchmarks
|
||||
`lto` thin, fat doesn't change much
|
||||
|
||||
`codegen-units` 0, 1 doesn't change much
|
||||
|
||||
`opt-level = "z"` slow things down
|
||||
|
||||
# ubuntu terminal running
|
||||
https://snek.molodetz.nl/terminal.html ubuntu running thing instructions:
|
||||
```
|
||||
mkdir /project
|
||||
@ -51,145 +81,4 @@ Time Retoor Python: 287.63036131858826
|
||||
***end benchmark***
|
||||
```
|
||||
|
||||
add `/jisspam` to `.gitignore` to not commit the executable accidentally
|
||||
|
||||
# local machine benchmarks
|
||||
|
||||
single threaded:
|
||||
```
|
||||
***benchmarking***
|
||||
Time C: 2.4082751274108887
|
||||
Time Rust: 2.865687847137451
|
||||
Time CPP: 1.1568822860717773
|
||||
Time Borded CPP: 1.9657189846038818
|
||||
Time Jest Rust: 33.63373279571533
|
||||
Time Retoor Python: 133.92413425445557
|
||||
***end benchmark***
|
||||
```
|
||||
|
||||
rayon:
|
||||
```
|
||||
***benchmarking***
|
||||
Time C: 2.457853317260742
|
||||
Time Rust: 3.0170154571533203
|
||||
Time CPP: 1.1482579708099365
|
||||
Time Borded CPP: 2.002591371536255
|
||||
Time Jest Rust: 4.294418811798096
|
||||
Time Retoor Python: 201.2997748851776
|
||||
***end benchmark***
|
||||
```
|
||||
|
||||
tokio:
|
||||
```
|
||||
***benchmarking***
|
||||
Time C: 2.448648452758789
|
||||
Time Rust: 3.095592737197876
|
||||
Time CPP: 1.1662013530731201
|
||||
Time Borded CPP: 1.9207634925842285
|
||||
Time Jest Rust: 4.717588901519775
|
||||
Time Retoor Python: 139.8203284740448
|
||||
***end benchmark***
|
||||
```
|
||||
## compile options benchmarks
|
||||
lto not thin: `Time Jest Rust: 5.306957483291626` slower
|
||||
|
||||
lto fat: `Time Jest Rust: 5.413678407669067` slower
|
||||
|
||||
codegen-units 1: `Time Jest Rust: 4.451631546020508` faster
|
||||
|
||||
opt-level z: `Time Jest Rust: 7.045313119888306` slower
|
||||
|
||||
strip true: `Time Jest Rust: 4.337219476699829` faster
|
||||
|
||||
lto true: `Time Jest Rust: 4.703521728515625` slower
|
||||
|
||||
lto none: `Time Jest Rust: 4.817203998565674`
|
||||
|
||||
lto thin: `Time Jest Rust: 4.429729223251343` faster
|
||||
|
||||
# data integrity
|
||||
(this isn't tested, just guessed, and I don't have data to compare it with)
|
||||
for loops:
|
||||
```
|
||||
file count: 904
|
||||
failed file count: 0
|
||||
sentence count: 5602301
|
||||
word count: 81701260
|
||||
capitalized count: 1753639
|
||||
numeric count: 14981248
|
||||
forbidden count: 1237059
|
||||
words per sentence average: 14.6
|
||||
forbidden word percentage: 2%
|
||||
capitalized word percentage: 2%
|
||||
|
||||
benchmark: 5033ms
|
||||
```
|
||||
|
||||
muncher:
|
||||
```
|
||||
file count: 904
|
||||
failed file count: 0
|
||||
sentence count: 5338705
|
||||
word count: 86765116
|
||||
capitalized count: 13640820
|
||||
numeric count: 10902254
|
||||
forbidden count: 0
|
||||
words per sentence average: 16.3
|
||||
forbidden word percentage: 0%
|
||||
capitalized word percentage: 16%
|
||||
|
||||
benchmark: 504ms
|
||||
```
|
||||
with forbidden words:
|
||||
```
|
||||
file count: 904
|
||||
failed file count: 0
|
||||
sentence count: 5338705
|
||||
word count: 86765116
|
||||
capitalized count: 13640820
|
||||
numeric count: 10902254
|
||||
forbidden count: 279717
|
||||
words per sentence average: 16.3
|
||||
forbidden word percentage: 0%
|
||||
capitalized word percentage: 16%
|
||||
|
||||
benchmark: 6078ms
|
||||
```
|
||||
|
||||
# forbidden words benchmarks
|
||||
seems they take up about 4000ms to churn through in the original version
|
||||
|
||||
for loops count forbidden word once only:
|
||||
```
|
||||
file count: 904
|
||||
failed file count: 0
|
||||
sentence count: 5602301
|
||||
word count: 81701260
|
||||
capitalized count: 1753639
|
||||
numeric count: 14981248
|
||||
forbidden count: 1143234
|
||||
words per sentence average: 14.6
|
||||
forbidden word percentage: 1%
|
||||
capitalized word percentage: 2%
|
||||
|
||||
benchmark: 4737ms
|
||||
```
|
||||
for loops with trie:
|
||||
```
|
||||
file count: 904
|
||||
failed file count: 0
|
||||
sentence count: 5602301
|
||||
word count: 81701260
|
||||
capitalized count: 1753639
|
||||
numeric count: 14981248
|
||||
forbidden count: 176528
|
||||
words per sentence average: 14.6
|
||||
forbidden word percentage: 0%
|
||||
capitalized word percentage: 2%
|
||||
|
||||
benchmark: 1588ms
|
||||
```
|
||||
|
||||
muncher with trie is 2600ms
|
||||
|
||||
for loops with fxhash trie: 1200ms
|
||||
add `/jisspam` to `.gitignore` to not commit the executable accidentally
|
||||
@ -1,3 +1,4 @@
|
||||
mod parser;
|
||||
mod stats;
|
||||
mod trie;
|
||||
|
||||
@ -50,142 +51,35 @@ static FORBIDDEN_WORDS: LazyLock<Trie> = LazyLock::new(|| {
|
||||
trie
|
||||
});
|
||||
|
||||
impl Stats {
|
||||
pub fn process(&mut self, text: &str) {
|
||||
// self.muncher(&text);
|
||||
self.for_loops(&text);
|
||||
}
|
||||
#[allow(dead_code)]
|
||||
/// probably buggy. for example, are new lines sentences? what if the text has no last period?
|
||||
/// 500ms is without forbidden words check, but...
|
||||
/// 6000ms if adding forbidden words.. so not faster
|
||||
/// with trie this is 2600ms
|
||||
fn muncher(&mut self, text: &str) {
|
||||
let mut capitalized = true;
|
||||
let mut whitespaced = false;
|
||||
let mut dotted = false;
|
||||
let mut word = String::new();
|
||||
for char in text.chars() {
|
||||
if whitespaced {
|
||||
if !char.is_whitespace() {
|
||||
whitespaced = false; //end whiteness
|
||||
}
|
||||
continue;
|
||||
} else if char.is_whitespace() {
|
||||
whitespaced = true;
|
||||
self.word_count += 1; //end of word
|
||||
if capitalized {
|
||||
self.capitalized_count += 1;
|
||||
} else {
|
||||
//reset capitalized word
|
||||
capitalized = true;
|
||||
}
|
||||
let lowercase_word = word.to_lowercase();
|
||||
if FORBIDDEN_WORDS.contains(&lowercase_word) {
|
||||
self.forbidden_count += 1;
|
||||
}
|
||||
word = String::new();
|
||||
continue;
|
||||
}
|
||||
if dotted {
|
||||
if char != '.' {
|
||||
dotted = false; //end sentencing
|
||||
}
|
||||
continue;
|
||||
} else if char == '.' {
|
||||
dotted = true;
|
||||
self.sentence_count += 1;
|
||||
self.word_count += 1; //end of word
|
||||
if capitalized {
|
||||
self.capitalized_count += 1;
|
||||
} else {
|
||||
//reset capitalized word
|
||||
capitalized = true;
|
||||
}
|
||||
let lowercase_word = word.to_lowercase();
|
||||
if FORBIDDEN_WORDS.contains(&lowercase_word) {
|
||||
self.forbidden_count += 1;
|
||||
}
|
||||
word = String::new();
|
||||
continue;
|
||||
}
|
||||
word += &char.to_string();
|
||||
if char.is_numeric() {
|
||||
self.numeric_count += 1;
|
||||
capitalized = false;
|
||||
}
|
||||
if !char.is_ascii_uppercase() {
|
||||
capitalized = false;
|
||||
}
|
||||
}
|
||||
}
|
||||
#[allow(dead_code)]
|
||||
/// typically 5000ms
|
||||
/// with trie this is 1600ms
|
||||
fn for_loops(&mut self, text: &str) {
|
||||
for sentence in text
|
||||
.split('.')
|
||||
.map(|s| s.trim())
|
||||
.filter(|s| !s.is_empty())
|
||||
{
|
||||
self.sentence_count += 1;
|
||||
for word in sentence
|
||||
.split_whitespace()
|
||||
.map(|s| s.trim())
|
||||
.filter(|s| !s.is_empty())
|
||||
{
|
||||
self.word_count += 1;
|
||||
//get all numbers counted
|
||||
let mut all_capitalized = true;
|
||||
for char in word.chars() {
|
||||
if char.is_numeric() {
|
||||
self.numeric_count += 1;
|
||||
//TODO are numbers capitalized or not? I don't know!
|
||||
}
|
||||
if !char.is_ascii_uppercase() {
|
||||
all_capitalized = false;
|
||||
}
|
||||
}
|
||||
if all_capitalized {
|
||||
self.capitalized_count += 1;
|
||||
}
|
||||
let lowercase_word = word.to_lowercase();
|
||||
if FORBIDDEN_WORDS.contains(&lowercase_word) {
|
||||
self.forbidden_count += 1;
|
||||
}
|
||||
}
|
||||
}
|
||||
}
|
||||
}
|
||||
|
||||
#[tokio::main]
|
||||
async fn main() {
|
||||
let files = env::args().skip(1);
|
||||
let mut stats = Stats::default();
|
||||
let mut rx = {
|
||||
let (tx, rx) = mpsc::unbounded_channel();
|
||||
for file in files {
|
||||
//reading files not sequentially average shaves 30ms (of 1250ms), and that's on a NVMe SSD so why not
|
||||
let Ok(text) = fs::read_to_string(&file) else {
|
||||
stats.failed_file_count += 1;
|
||||
continue;
|
||||
};
|
||||
stats.file_count += 1;
|
||||
let tx = tx.clone();
|
||||
tokio::spawn(async move {
|
||||
let mut stats = Stats::default();
|
||||
stats.process(&text);
|
||||
tx.send(stats).unwrap();
|
||||
//reading files in threads doesn't change speed of any sort but oh well
|
||||
if let Ok(text) = fs::read_to_string(&file) {
|
||||
stats.file_count += 1;
|
||||
parser::for_loops::parse(&mut stats, &text);
|
||||
} else {
|
||||
stats.failed_file_count += 1;
|
||||
}
|
||||
let _ = tx.send(stats);
|
||||
});
|
||||
}
|
||||
rx
|
||||
};
|
||||
let mut stats = Stats::default();
|
||||
while let Some(file_stat) = rx.recv().await {
|
||||
stats += file_stat;
|
||||
}
|
||||
println!("{stats}");
|
||||
}
|
||||
|
||||
/// needs ../books.tar.gz to be extracted into ../books
|
||||
#[test]
|
||||
fn test() {
|
||||
use std::{env, fs, process::Command, time::Instant};
|
||||
@ -199,44 +93,6 @@ fn test() {
|
||||
Err(err) => eprintln!("compile failed: {err}"),
|
||||
}
|
||||
|
||||
//get test files
|
||||
let files = fs::read_dir("test_files")
|
||||
.unwrap()
|
||||
.map(|f| {
|
||||
f.unwrap()
|
||||
.path()
|
||||
.canonicalize()
|
||||
.unwrap()
|
||||
.to_str()
|
||||
.unwrap()
|
||||
.to_string()
|
||||
})
|
||||
.collect::<Vec<_>>();
|
||||
println!("test files found: {:#?}", files);
|
||||
|
||||
//benchmark run
|
||||
let benchmark = Instant::now();
|
||||
let mut run = Command::new("target/release/jisspam");
|
||||
let run_arged = run.args(files);
|
||||
match run_arged.output() {
|
||||
Ok(output) => println!("{}", String::from_utf8_lossy(&output.stdout)),
|
||||
Err(err) => eprintln!("run failed: {err}"),
|
||||
}
|
||||
println!("benchmark: {}ms", benchmark.elapsed().as_millis());
|
||||
}
|
||||
#[test]
|
||||
fn books_test() {
|
||||
use std::{env, fs, process::Command, time::Instant};
|
||||
println!("cwd: {}", env::current_dir().unwrap().display());
|
||||
|
||||
//compile
|
||||
let mut compile = Command::new("cargo");
|
||||
let compile_arged = compile.arg("build").arg("--release");
|
||||
match compile_arged.output() {
|
||||
Ok(output) => println!("compiled {}", String::from_utf8_lossy(&output.stdout)),
|
||||
Err(err) => eprintln!("compile failed: {err}"),
|
||||
}
|
||||
|
||||
//get test files
|
||||
let files = fs::read_dir("../books")
|
||||
.unwrap()
|
||||
@ -250,7 +106,9 @@ fn books_test() {
|
||||
.to_string()
|
||||
})
|
||||
.collect::<Vec<_>>();
|
||||
println!("test files found: {:#?}", files);
|
||||
println!("test files found: {}", files.len());
|
||||
|
||||
println!();
|
||||
|
||||
//benchmark run
|
||||
let benchmark = Instant::now();
|
||||
|
||||
37
jest_rust/src/parser/for_loops.rs
Normal file
37
jest_rust/src/parser/for_loops.rs
Normal file
@ -0,0 +1,37 @@
|
||||
use crate::{FORBIDDEN_WORDS, stats::Stats};
|
||||
|
||||
#[allow(dead_code)]
|
||||
/// typically 5000ms
|
||||
/// with trie this is 1600ms
|
||||
pub fn parse(stats: &mut Stats, text: &str) {
|
||||
for sentence in text
|
||||
.split('.')
|
||||
.map(|s| s.trim())
|
||||
.filter(|s| !s.is_empty())
|
||||
{
|
||||
stats.sentence_count += 1;
|
||||
for word in sentence
|
||||
.split_ascii_whitespace()
|
||||
.map(|s| s.trim())
|
||||
.filter(|s| !s.is_empty())
|
||||
{
|
||||
stats.word_count += 1;
|
||||
//get all numbers counted
|
||||
let mut all_capitalized = true;
|
||||
for char in word.chars() {
|
||||
if char.is_numeric() {
|
||||
stats.numeric_count += 1;
|
||||
all_capitalized = false;
|
||||
} else if !char.is_ascii_uppercase() {
|
||||
all_capitalized = false;
|
||||
}
|
||||
}
|
||||
if all_capitalized {
|
||||
stats.capitalized_count += 1;
|
||||
}
|
||||
if FORBIDDEN_WORDS.contains(&word.to_lowercase()) {
|
||||
stats.forbidden_count += 1;
|
||||
}
|
||||
}
|
||||
}
|
||||
}
|
||||
14
jest_rust/src/parser/for_loops_forbidden_only.rs
Normal file
14
jest_rust/src/parser/for_loops_forbidden_only.rs
Normal file
@ -0,0 +1,14 @@
|
||||
use crate::{FORBIDDEN_WORDS, stats::Stats};
|
||||
|
||||
#[allow(dead_code)]
|
||||
pub fn parse(stats: &mut Stats, text: &str) {
|
||||
for word in text
|
||||
.split_ascii_whitespace()
|
||||
.map(|s| s.trim())
|
||||
.filter(|s| !s.is_empty())
|
||||
{
|
||||
if FORBIDDEN_WORDS.contains(&word.to_lowercase()) {
|
||||
stats.forbidden_count += 1;
|
||||
}
|
||||
}
|
||||
}
|
||||
3
jest_rust/src/parser/mod.rs
Normal file
3
jest_rust/src/parser/mod.rs
Normal file
@ -0,0 +1,3 @@
|
||||
pub mod for_loops;
|
||||
pub mod for_loops_forbidden_only;
|
||||
pub mod muncher;
|
||||
66
jest_rust/src/parser/muncher.rs
Normal file
66
jest_rust/src/parser/muncher.rs
Normal file
@ -0,0 +1,66 @@
|
||||
use crate::{FORBIDDEN_WORDS, stats::Stats};
|
||||
|
||||
#[allow(dead_code)]
|
||||
/// probably buggy. for example, are new lines sentences? what if the text has no last period?
|
||||
/// 500ms is without forbidden words check, but...
|
||||
/// 6000ms if adding forbidden words.. so not faster
|
||||
/// with trie this is 2600ms
|
||||
pub fn parse(stats: &mut Stats, text: &str) {
|
||||
let mut capitalized = true;
|
||||
let mut whitespaced = false;
|
||||
let mut dotted = false;
|
||||
let mut word = String::new();
|
||||
for char in text.chars() {
|
||||
if whitespaced {
|
||||
if !char.is_whitespace() {
|
||||
whitespaced = false; //end whiteness
|
||||
}
|
||||
continue;
|
||||
} else if char.is_whitespace() {
|
||||
whitespaced = true;
|
||||
stats.word_count += 1; //end of word
|
||||
if capitalized {
|
||||
stats.capitalized_count += 1;
|
||||
} else {
|
||||
//reset capitalized word
|
||||
capitalized = true;
|
||||
}
|
||||
let lowercase_word = word.to_lowercase();
|
||||
if FORBIDDEN_WORDS.contains(&lowercase_word) {
|
||||
stats.forbidden_count += 1;
|
||||
}
|
||||
word = String::new();
|
||||
continue;
|
||||
}
|
||||
if dotted {
|
||||
if char != '.' {
|
||||
dotted = false; //end sentencing
|
||||
}
|
||||
continue;
|
||||
} else if char == '.' {
|
||||
dotted = true;
|
||||
stats.sentence_count += 1;
|
||||
stats.word_count += 1; //end of word
|
||||
if capitalized {
|
||||
stats.capitalized_count += 1;
|
||||
} else {
|
||||
//reset capitalized word
|
||||
capitalized = true;
|
||||
}
|
||||
let lowercase_word = word.to_lowercase();
|
||||
if FORBIDDEN_WORDS.contains(&lowercase_word) {
|
||||
stats.forbidden_count += 1;
|
||||
}
|
||||
word = String::new();
|
||||
continue;
|
||||
}
|
||||
word += &char.to_string();
|
||||
if char.is_numeric() {
|
||||
stats.numeric_count += 1;
|
||||
capitalized = false;
|
||||
}
|
||||
if !char.is_ascii_uppercase() {
|
||||
capitalized = false;
|
||||
}
|
||||
}
|
||||
}
|
||||
@ -46,12 +46,12 @@ impl Display for Stats {
|
||||
)?;
|
||||
writeln!(
|
||||
f,
|
||||
"forbidden word percentage: {:.0}%",
|
||||
"forbidden word percentage: {:.2}%",
|
||||
(self.forbidden_count as f32 / word_count) * 100.0,
|
||||
)?;
|
||||
write!(
|
||||
f,
|
||||
"capitalized word percentage: {:.0}%",
|
||||
"capitalized word percentage: {:.2}%",
|
||||
(self.capitalized_count as f32 / word_count) * 100.0,
|
||||
)
|
||||
}
|
||||
|
||||
@ -1 +0,0 @@
|
||||
I am Nastya and downvoted this post because post is considered spam. Your message will be removed from this community site due too much downvotes. See my profile for more information. Read my source code mentioned on my profile to see what you did wrong. Should be no problem for a developer.
|
||||
@ -1,20 +0,0 @@
|
||||
HIRE Century Web Recovery TO RECOVER YOUR LOST BITCOIN
|
||||
|
||||
If you’ve lost your Bitcoin to an online scam, hiring a professional recovery service can significantly improve your chances of getting your funds back. Century Web Recovery specializes in Bitcoin recovery, helping victims reclaim their stolen assets. Here’s what you need to know:
|
||||
|
||||
Understanding the Recovery Process
|
||||
The recovery process begins with contacting Century Web Recovery. Their team will guide you through the steps necessary to initiate an investigation into your case. Understanding the process is key to managing your expectations.
|
||||
|
||||
Documenting Your Case
|
||||
To facilitate recovery, it’s essential to document all relevant information regarding the scam. This includes transaction records, wallet addresses, and any communications with the scammer. Century Web Recovery will help you gather this information to build a strong case.
|
||||
|
||||
Investigation and Tracking
|
||||
Once you hire Century Web Recovery, their experts will begin investigating your case. They use sophisticated tools to track the stolen Bitcoin, identifying the paths taken by the scammers. This tracing is crucial for successful recovery.
|
||||
|
||||
Freezing Stolen Assets
|
||||
Quick action is vital in recovering stolen Bitcoin.Century Web Recovery works directly with cryptocurrency exchanges to freeze any stolen assets, preventing the scammers from cashing out your funds. This collaboration is essential for a successful recovery.
|
||||
|
||||
Legal Support and Guidance
|
||||
If necessary, Century Web Recovery can provide legal support. They will guide you on reporting the scam to law enforcement and assist in filing any legal claims. Their expertise in crypto-related cases ensures you receive the best advice on how to proceed.
|
||||
|
||||
If you’ve lost Bitcoin to an online scam, don’t hesitate. Hire Century Web Recovery to recover your lost assets and regain your financial security.
|
||||
@ -1,3 +0,0 @@
|
||||
Email; digital hack recovery @ techie . com
|
||||
WhatsApp +19152151930
|
||||
Website; https : // digital hack recovery . com
|
||||
@ -1,7 +0,0 @@
|
||||
TESTED CRYPTOCURRENCY RECOVERY SERVICE \\ DIGITAL HACK RECOVERY
|
||||
|
||||
When the devastating reality of lost or stolen Bitcoin strikes, the path to recovery can seem bleak and hopeless. However, the story of DIGITAL HACK RECOVERY stands as a shining beacon of hope, demonstrating the power of perseverance in the face of seemingly insurmountable odds. This specialized service, founded by a team of tenacious experts, has made it their mission to reunite people with their rightful digital assets, no matter how complex or convoluted the situation may be. Through their unwavering dedication and meticulous investigative techniques, DIGITAL HACK RECOVERY has time and again succeeded in tracking down lost Bitcoin, navigating the labyrinthine world of blockchain technology and leveraging their deep understanding of crypto ecosystems. Their success stories are a testament to the resilience of the human spirit, as they've helped individuals regain access to life-changing sums of money that had been presumed lost forever. In an industry rife with uncertainty and risk, DIGITAL HACK RECOVERY has emerged as a trusted ally, guiding clients through the darkness with a steadfast commitment to recovery. By combining cutting-edge digital forensics, strategic partnerships, and a relentless determination to leave no stone unturned, this remarkable organization has earned the gratitude of countless individuals who had resigned themselves to the permanent disappearance of their hard-earned Bitcoin. In a world where the digital landscape can feel overwhelming and unpredictable, DIGITAL HACK RECOVERY stands as a shining example of what can be achieved through perseverance, expertise, and an unwavering belief in the possibility of redemption. I tried everything I could think of. I contacted support forums, tried password recovery tools, scoured Reddit for advice, and spent countless hours following step-by-step guides. Every lead I followed seemed to end in disappointment. I felt like I was chasing an illusion—getting closer, but never quite reaching it. With every attempt that failed, my hope dwindled further. It was an overwhelming feeling, knowing that I had lost something irreplaceable, something I had worked so hard for, and worse—something I had no way of recovering. Months passed, and I was ready to give up. I had accepted that my Bitcoin was gone, lost forever. But that feeling of helplessness lingered, gnawing at me in the back of my mind but DIGITAL HACK RECOVERY made the change of my life when I got the news of the recovery. Thank you very much. Contact them via contact details bellow⁚
|
||||
|
||||
Email; digital hack recovery @ techie . com
|
||||
WhatsApp +19152151930
|
||||
Website; https : // digital hack recovery . com
|
||||
Loading…
Reference in New Issue
Block a user