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Справка llama.cpp: основные команды и параметры
Последняя дата валидации: 15.11.2026.
Последняя используемая версия llama.cpp:
llama version
version: 0.8.0-dev (build 12014, commit aa588a346)
built with GNU 11.4.0 for Linux x86_64Вводная часть и список частей справки тут:
https://habr.com/ru/articles/1107998/
В этой части описываются Common Params (Общие параметры).
Параметры этой категории в основном полностью пересекаются между всеми утилитами: llama-cli, llama-completion, llama-server. Там где есть отличия, будут соответствующие комментарии.
Для каждого параметра сначала указывается его название, шаблон и краткое описание из штатной справки llama.cpp. Затем следует более развернутый комментарий.
----- common params -----
-h, --help, --usage
print usage and exit
Комментарий:
Показывает справку по всем основным параметрам: названия параметров в коротком и более развернутом виде, краткие описания параметров, возможные значения, значения по умолчанию, имена переменных окружения в ОС для некоторых параметров, а также, в отдельных случаях, ссылки на GitHub проекта с описанием/обсуждением определенных параметров.
--version
show version and build info
Комментарий:
Показывает информацию о текущей версии и данные конкретной сборки. Например, можно посмотреть поддерживает ли текущая сборка CUDA.
--license (в новых версиях параметр отсутствует)
show source code license and dependencies
Комментарий:
Показывает лицензионную информацию основного пакета llama.cpp, а также других используемых пакетов в составе llama.cpp.
-cl, --cache-list
show list of models in cache
Комментарий:
Показывает список моделей из кэша на диске. Модели скачиваются и кэшируются, когда указывается параметр “-mu, --model-url MODEL_URL”. Если вы самостоятельно скачиваете модели и подключаете их по прямому пути на диске, тогда скорее всего здесь ничего не будет и этот параметр вам не нужен.
--completion-bash
print source-able bash completion script for llama.cpp
Комментарий:
Выводит на экран bash-скрипт, выполнив который, терминал сможет: подсказывать для llama-cli параметры, дополнять флаги по TAB и тд.
-t, --threads N
number of CPU threads to use during generation
(default: -1)
(env: LLAMA_ARG_THREADS)
Комментарий:
Число CPU-потоков для генерации. В теории, чем больше потоков, тем выше скорость работы.
Ремарка: Генерация упирается в пропускную способность памяти, поэтому после некоторого числа потоков прирост почти исчезает, а лишние потоки даже могут замедлить скорость генерации, это нужно проверять на конкретной конфигурации и модели. Также есть мнение, что для процессоров серии Ryzen лучше указывать число физических ядер, тогда как для Intel число логических ядер.
По умолчанию: “--threads -1” (автовыбор).
env: LLAMA_ARG_THREADS - переменная окружения в ОС, в ней можно указать значение этого параметра для текущей сессии.
-tb, --threads-batch N
number of threads to use during batch and prompt processing
(default: same as --threads)
Комментарий:
Число CPU-потоков для обработки входящего промпта и батчей токенов (prefill). Если не задан, берется значение “--threads”. В целом всё как в “--threads”, только там речь о генерации токенов и работе llama.cpp в целом, а здесь о только о prefill.
Ремарка: Генерация упирается в пропускную способность памяти, поэтому после некоторого числа потоков прирост почти исчезает. Обработка промпта хорошо масштабируется по потокам, поэтому в теории для “--threads-batch” оптимально большее число потоков, чем для общего “--threads”, но это нужно проверять на конкретной конфигурации и модели.
По умолчанию: “--threads-batch -1” (автовыбор).
-C, --cpu-mask M
CPU affinity mask: arbitrarily long hex. Complements cpu-range
(default: “”)
Комментарий:
Указать использование конкретных CPU-ядер через битовую маску в шестнадцатеричном формате.
Пример: “--cpu-mask 0xF” (0xF = 1111, использовать ядра CPU0, CPU1, CPU2, CPU3).
По умолчанию: не используется (маска не задана).
-Cr, --cpu-range lo-hi
range of CPUs for affinity. Complements --cpu-mask
Комментарий:
Указать использование конкретных CPU-ядер в заданном диапазоне. Дополнительный способ указать привязку к конкретным CPU-ядрам в заданном диапазоне. В отличии от “--cpu-mask” задается в привычном десятичном виде. Можно использовать оба параметра одновременно “--cpu-mask” + “--cpu-range”.
Пример: “--cpu-range 0-7” (ядра от 0 до 7, всего 8).
По умолчанию: не используется (не задано).
--cpu-strict <0|1>
use strict CPU placement
(default: 0)
Комментарий:
Дословно “использовать строгое размещение на CPU”. Работает вместе с “--threads/--cpu-mask/--cpu-range”. Без strict потоки “--threads” могут свободно перемещаться между ядрами CPU по усмотрению ОС. Со strict каждый поток жёстко закрепляется за отдельным ядром.
Возможные плюсы: меньшие задержки, более оптимальная работа кэша. Главный выигрыш от привязки в том, что потоки не переносятся между CPU и не теряют кэш. Но это только в теории, в большинстве случаев разница в задержках крайне незначительная. Причем, иногда strict может навредить, например если другой процесс занял один из закреплённых CPU, текущий поток не может уйти на свободный CPU и ждёт.
По умолчанию: “--cpu-strict 0” (отключено).
--prio N
set process/thread priority: low(-1), normal(0), medium(1), high(2), realtime(3)
(default: 0)
Комментарий:
Приоритет процесса llama.cpp в планировщике процессов ОС. Чем выше приоритет, тем llama.cpp получает больше CPU-времени при конкуренции с другими процессами в системе. Влияет только при конкуренции за CPU: на свободной системе разницы практически нет.
Возможные значения:
(-1) low - фоновый режим, llama.cpp уступает другим процессам.
0 (normal, по умолчанию) - llama.cpp конкурирует с другими процессами на равных. Для большинства случаев лучший выбор.
1 (medium) - llama.cpp получает немного больше CPU, чем другие процессы.
2 (high) - llama.cpp получает существенно больше CPU, остальные процессы меньше.
3 (realtime) - llama.cpp получает максимальный приоритет. Могут начать тормозить системные процессы, использовать не рекомендуется.
Для приоритетов medium(1), high(2), realtime(3) может понадобиться администраторский доступ, иначе llama.cpp просто проигнорирует эту директиву.
По умолчанию: “--prio 0” (normal).
--poll <0...100>
use polling level to wait for work
(0 - no polling, default: 50)
Комментарий:
Определяет, как долго поток активно ожидает новую работу после завершения текущей операции (polling).
На примерах:
“--poll 0” - поток засыпает сразу. Минимальная нагрузка на CPU, но пробуждение чуть дольше.
“--poll 100” - самое длительное активное ожидание. Пробуждение почти моментальное, но выше нагрузка и энергопотребление CPU.
Разница обычно очень не значительная, миллисекунды на токен, может быть немного заметна только на маленьких и быстрых моделях.
По умолчанию: “--poll 50”.
-Cb, --cpu-mask-batch M
CPU affinity mask: arbitrarily long hex. Complements cpu-range-batch
(default: same as --cpu-mask)
Комментарий:
Тоже самое, что “--cpu-mask”, только для батчей. Позволяет указать использование конкретных CPU-ядер через битовую маску в шестнадцатеричном формате.
Пример: “--cpu-mask-batch 0xF” (0xF = 1111, использовать ядра CPU0, CPU1, CPU2, CPU3).
По умолчанию: не используется (маска не задана).
-Crb, --cpu-range-batch lo-hi
ranges of CPUs for affinity. Complements --cpu-mask-batch
Комментарий:
Тоже самое, что “--cpu-range”, только для батчей. Дополнительный способ указать привязку к конкретным CPU-ядрам в заданном диапазоне. В отличии от “--cpu-mask-batch” задается в привычном десятичном виде. Можно использовать оба параметра одновременно “--cpu-mask-batch” + “--cpu-range-batch”.
По умолчанию: не используется (не задано).
--cpu-strict-batch <0|1>
use strict CPU placement
(default: same as --cpu-strict)
Комментарий:
Дословно: “использовать строгое размещение на CPU”. Работает вместе с “--threads-batch/--cpu-mask-batch/--cpu-range-batch”. Без strict потоки “--threads-batch” могут свободно перемещаться между ядрами CPU по усмотрению ОС. Со strict каждый поток жёстко закрепляется за отдельным ядром. Возможные плюсы: меньшие задержки, более оптимальная работа кэша. Главный выигрыш от привязки в том, что потоки не переносятся между CPU и не теряют кэш. Но это только в теории, в большинстве случаев разница в задержках крайне незначительная. Причем, иногда strict может навредить, например если другой процесс занял один из закреплённых CPU, текущий поток не может уйти на свободный CPU и ждёт.
По умолчанию: “--cpu-strict-batch 0” (отключено).
--prio-batch N
set process/thread priority: 0-normal, 1-medium, 2-high, 3-realtime
(default: 0)
Комментарий:
Тоже самое, что “--prio”, только для потоков обработки промпта и батчей (prefill). Чем выше приоритет, тем потоки батчей в llama.cpp получают больше CPU при конкуренции с другими процессами в системе. Влияет только при конкуренции за CPU: на свободной системе разницы практически нет. В теории в режиме high(2) prefill llama.cpp может работать немного быстрее, но тогда остальные процессы в ОС будут работать медленнее. В режиме realtime(3) prefill llama.cpp будет вытеснять все остальные процессы в системе, в том числе системные, ОС начнет сильно тормозить.
Возможные значения:
0 (normal, по умолчанию) - llama.cpp prefill конкурирует с другими процессами на равных. Для большинства случаев лучший выбор.
1 (medium) - llama.cpp prefill получает немного больше CPU, чем другие процессы.
2 (high) - llama.cpp prefill получает существенно больше CPU, остальные процессы меньше.
3 (realtime) - llama.cpp prefill получает максимальный приоритет. Могут начать тормозить системные процессы, использовать не рекомендуется.
Для приоритетов medium(1), high(2), realtime(3) может понадобиться администраторский доступ, иначе llama.cpp просто проигнорирует эту директиву.
По умолчанию: “--prio-batch 0” (normal).
--poll-batch <0|1>
use polling to wait for work
(default: same as --poll)
Комментарий:
Тоже самое, что “--poll”, только для батчей. Определяет, как долго поток батчей активно ожидает новую работу после завершения текущей операции (polling).
На примерах:
--poll-batch 0 - поток засыпает сразу. Минимальная нагрузка на CPU, но пробуждение чуть дольше.
--poll-batch 100 - самое длительное активное ожидание. Пробуждение почти моментальное, но выше нагрузка и энергопотребление CPU.
Разница обычно очень не значительная, миллисекунды на токен, может быть немного заметна только на маленьких и быстрых моделях.
По умолчанию: “--poll-batch 50”.
-c, --ctx-size N
size of the prompt context
(default: 0 - loaded from model)
(env: LLAMA_ARG_CTX_SIZE)
Комментарий:
Длина контекста. Обычно указывается длина контекста модели (если позволяет вместить память). Чем больше длина контекста, тем больше требуется памяти для работы с ним. Часто имеет смысл указать меньший размер контекста, например для коротких чатов или единичных запросов, например таких как вызовы функций/инструментов.
По умолчанию: “--ctx-size 0” (используется значение модели).
env: LLAMA_ARG_CTX_SIZE - переменная окружения в ОС, в ней можно указать значение этого параметра для текущей сессии.
-n, --predict, --n-predict N
number of tokens to predict
(default: -1, -1 = infinity)
(env: LLAMA_ARG_N_PREDICT)
Комментарий:
Сколько токенов модель будет генерировать. При достижении указанного значения генерация текста прекратится (резко оборвется). Если не указать этот параметр, либо указать “--predict -1” (по умолчанию), то текст будет генерироваться до бесконечности или до завершающего токена (если таковой имеется для используемой модели). Считаются только новые токены, токены промпта сюда не входят.
Примечание: Завершающий токен (EOS/EOG) это специальный токен, которым при обучении заканчиваются тексты, так модель учится понимать, когда нужно закончить генерацию текста. Завершающие токены могут отличаться в разных моделях. Примеры завершающих токенов: <|endoftext|>, <end_of_turn>, , <|im_end|> и тд.
По умолчанию: “--n-predict -1” (бесконечно или до завершающего токена).
Важно: Для llama-completion есть еще один вариант значения для этого параметра: “-2 = until context filled”, дословно это переводится как “пока контекст не будет заполнен”. То есть, генерация прервется при достижении заданной длины контекста (смотрите “--ctx-size”).
Я пока затрудняюсь сказать, почему этот вариант есть только для llama-completion. Возможно дело в особенностях работы разных утилит: llama-cli и llama-server обычно работают в режиме диалога (бэкенд заточен под это), тогда как llama-completion работает исключительно в режиме генерации одного сообщения (разовый вызов).
env: LLAMA_ARG_N_PREDICT - переменная окружения в ОС, в ней можно указать значение этого параметра для текущей сессии.
-b, --batch-size N
logical maximum batch size
(default: 2048)
(env: LLAMA_ARG_BATCH)
Комментарий:
Размер батча в токенах. Используется для входящего запроса (prefill - промпта, сообщения или цепочки сообщений). Если prefill большой, тогда он будет разбит на батчи, которые отправятся в последовательную обработку. Деление на батчи нужно для экономии памяти при вычислениях.
По умолчанию: “--batch-size 2048”.
env: LLAMA_ARG_BATCH - переменная окружения в ОС, в ней можно указать значение этого параметра для текущей сессии.
-ub, --ubatch-size N
physical maximum batch size
(default: 512)
(env: LLAMA_ARG_UBATCH)
Комментарий: Суть параметра как “--batch-size”, только здесь указывается “физический” размер батча (микробатч), который фактически отправится в CPU/GPU. Например, если “--batch-size 2048”, а “--ubatch-size 512”, тогда “софтовый” батч в 2048 токенов будет разбит на физические батчи по 512 токенов, которые отправятся на вычисления в CPU/GPU.
Важно: значение “--ubatch-size” должно быть не больше “--batch-size”, иначе в этом параметре нет смысла, т.к. исходный размер батча задается в “--batch-size”, а “--ubatch-size” помогает лишь тем, что разбивает батч перед отправкой на CPU/GPU и не может быть больше исходного размера батча.
По умолчанию: “--ubatch-size 512”.
env: LLAMA_ARG_UBATCH - переменная окружения в ОС, в ней можно указать значение этого параметра для текущей сессии.
--keep N
number of tokens to keep from the initial prompt
(default: 0, -1 = all)
Комментарий:
Сколько токенов из начального промпта оставить в случае переполнения контекста, от остальной части убрать первую половину (старые токены). Когда контекст (“--ctx-size”) заканчивается, llama.cpp начинает обрезать токены с начала беседы, это называется context shift. Благодаря параметру “--keep” можно сохранить начало диалога, например полностью сохранить системный промпт, а окно контекста начнет обрезаться только после указанного значения.
Пример:
[n_past, n_left, n_discard - внутренние переменные llama.cpp, они вычисляются в процессе работы]
--ctx-size 4096, --keep 200, контекст заполнился (n_past = 4096).
n_left = 4096 - 200 = 3896 (не трогаем первые 200 токенов).
n_discard = 3896 / 2 = 1948 (из оставшихся 3896 удаляем половину - более ранние 1948 токенов).
При последующем заполнении контекста (n_past), context shift повторяется.
Если “--keep -1”, тогда сохраняется весь входящий промпт.
По умолчанию: “--keep 0” (без сохранения).
--swa-full
use full-size SWA cache
(default: false)
Комментарий:
Некоторые модели, например Gemma2/3, используют Sliding Window Attention (скользящее окно внимания) вместо полноценного внимания по всему контексту. По умолчанию llama.cpp оптимизирует SWA-кэш и хранит только нужное (ограниченное) окно внимания, это существенно экономит память. Если указать “--swa-full”, тогда включится полноразмерный SWA-cache без оптимизации. Полный SWA cache теоретически может дать лучшее качество и лучшую совместимость/стабильность, но требует существенно большего объема памяти для хранения всего KV-кэша.
По умолчанию: не используется.
-fa, --flash-attn [on|off|auto]
set Flash Attention use (‘on’, ‘off’, or ‘auto’, default: ‘auto’)
(env: LLAMA_ARG_FLASH_ATTN)
Комментарий:
Включение/отключение Flash Attention. FA это более эффективный метод вычисления Attention. Работает быстрее, потребляет меньше памяти (особенно на больших контекстах), но может дать чуть другой результат (как лучше, так и хуже, в большинстве случаев различия не заметны). Еще, “--flash-attn” нужно включать, если при инференсе модели используется квантование кэша V (“--cache-type-v”); также желательно его включать (но не обязательно), если используется квантование кэша K (“--cache-type-k”). О квантовании кеша KV (“--cache-type-k” и “--cache-type-v”) смотрите ниже.
По умолчанию: “--flash-attn auto” (автовыбор).
env: LLAMA_ARG_FLASH_ATTN - переменная окружения в ОС, в ней можно указать значение этого параметра для текущей сессии.
-p, --prompt PROMPT
prompt to start generation with; for system message, use -sys
Комментарий:
Текст промпта, первое сообщение от пользователя. Не путать с системным промптом, который задается через параметры “-sys/--system-prompt” и “-sysf/--system-prompt-file”.
--perf, --no-perf whether to enable internal libllama performance timings (default: false)
Комментарий:
Включает внутренние тайминги производительности библиотеки libllama (llama.cpp): load time, prompt eval time, eval time, tokens/s и тд. Может использоваться для бенчмарков или отладки.
Возможные варианты:
“--perf” - включено (по умолчанию).
“--no-perf” - выключено.
По умолчанию: “--perf” (включено).
-f, --file FNAME
a file containing the prompt
(default: none)
Комментарий:
Загрузить промпт из файла. Используется вместо указания промпта в самом запросе к llama.cpp через параметр “--prompt”.
По умолчанию: не используется.
-bf, --binary-file FNAME
binary file containing the prompt
(default: none)
Комментарий:
Загружает промпт из файла в бинарном режиме побайтово как есть, не делает текстовое преобразование. Используется редко, может понадобиться для передачи сырых (raw) данных, в случае редкой кодировки исходного текста, каких-либо спецсимволов и тд., чтобы передать промпт в точности как есть.
По умолчанию: не используется.
-e, --escape, --no-escape
whether to process escapes sequences (\n, \r, \t, \', \", \\)
(default: true)
Комментарий:
Обрабатывать ли escape-последовательности. Применяется к тексту промпта и некоторым другим строковым параметрам.
Например: “-p “hello\nworld””, станет:
hello
world
Если выбрать “--no-escape”, то escape-последовательности будут передаваться как текст. Например: “-p “hello\nworld””, так и останется в виде текста: "hello\nworld".
По умолчанию: включено.
Параметры RoPE
RoPE (Rotary Positional Embeddings) - механизм позиционного кодирования. Чтобы понимать для чего нужны эти параметры, нужно в первую очередь понимать сам принцип RoPE. Если вкратце, существует технология увеличения окна контекста модели, например, вместо исходных 8192 токенов, можно сделать так, чтобы модель могла работать с контекстом в 32768 токенов и больше.
--rope-scaling {none,linear,yarn}
RoPE frequency scaling method, defaults to linear unless specified by the model
(env: LLAMA_ARG_ROPE_SCALING_TYPE)
Комментарий:
Метод масштабирования контекста. Варианты:
none - без масштабирования.
linear - простое линейное растяжение контекста.
yarn - более качественное масштабирование для длинных контекстов.
По умолчанию: “--rope-scaling linear” (линейный, если не указано иное в модели).
env: LLAMA_ARG_ROPE_SCALING_TYPE - переменная окружения в ОС, в ней можно указать значение этого параметра для текущей сессии.
--rope-scale N
RoPE context scaling factor, expands context by a factor of N
(env: LLAMA_ARG_ROPE_SCALE)
Комментарий:
Во сколько раз масштабировать контекст через RoPE scaling. Например: “--rope-scale 4”. Если модель была обучена на контексте в 8192 токенов, тогда она сможет работать с контекстом в 32768 токенов (x4).
Важно! Так как модель изначально не обучалась на размере контекста в 32768 токенов, качество работы будет хуже в сравнении с моделью, изначально обученной на контексте в 32768 токенов.
env: LLAMA_ARG_ROPE_SCALE - переменная окружения в ОС, в ней можно указать значение этого параметра для текущей сессии.
--rope-freq-base N
RoPE base frequency, used by NTK-aware scaling
(default: loaded from model)
(env: LLAMA_ARG_ROPE_FREQ_BASE)
Комментарий:
[Ремарка: описание работы параметра может быть не точным]
Тонкая настройка базовой частоты RoPE. Меняет распределение positional frequencies и поведение Attention на длинных контекстах. Используется в NTK scaling и long-context tuning. Позволяет сделать длинный контекст стабильнее, сохранить качество Attention на больших расстояниях. Большие значения расширяют рабочий контекст, но различимость близких позиций немного снижается.
Например, значение “--rope-freq-base 500000”. Модель с исходным контекстом 8192, но расширенная до контекста 32768 токенов, будет работать на длинных контекстах лучше, позиции за пределами исходного обучающего диапазона (8192) будут оставаться различимыми. Значение “--rope-freq-base 500000” условное и должно подбираться под каждую модель отдельно.
По умолчанию: loaded from model (используется значение модели).
env: LLAMA_ARG_ROPE_FREQ_BASE - переменная окружения в ОС, в ней можно указать значение этого параметра для текущей сессии.
--rope-freq-scale N
RoPE frequency scaling factor, expands context by a factor of 1/N
(env: LLAMA_ARG_ROPE_FREQ_SCALE)
Комментарий:
[Ремарка: описание работы параметра может быть не точным]
Тонкая настройка RoPE для long context. Умножает индексы позиций на N (линейная интерполяция), из-за чего длинная последовательность укладывается в диапазон позиций, на котором модель изначально обучалась. Это позволяет искусственно увеличивать контекст при инференсе.
Например, значение “--rope-freq-scale 0.25”, модель с исходным контекстом 8192, но расширенная до контекста 32768 токенов, будет работать на длинных контекстах примерно так, как-будто она изначально была обучена на контексте в 32768 токенов (очень грубо). Слишком маленькие значения могут ухудшать качество Attention и понимание локального контекста.
Важно! Так как модель изначально не обучалась на размере контекста в 32768 токенов, качество работы будет хуже в сравнении с моделью, изначально обученной на контексте в 32768 токенов.
env: LLAMA_ARG_ROPE_FREQ_SCALE - переменная окружения в ОС, в ней можно указать значение этого параметра для текущей сессии.
--yarn-orig-ctx N
YaRN: original context size of model
(default: 0 - model training context size)
(env: LLAMA_ARG_YARN_ORIG_CTX)
Комментарий:
[Ремарка: описание работы параметра может быть не точным]
Тонкая настройка способа растяжения контекста RoPE методом YaRN (“--rope-scaling yarn”). Задается исходная длина контекста модели, например “--yarn-orig-ctx 8192”. От этого значения YaRN считает, какие частотные измерения интерполировать, а какие нет.
По умолчанию: “--yarn-orig-ctx 0” (используется значение модели).
env: LLAMA_ARG_YARN_ORIG_CTX - переменная окружения в ОС, в ней можно указать значение этого параметра для текущей сессии.
--yarn-ext-factor N
YaRN: extrapolation mix factor
(default: -1.00, 0.0 = full interpolation)
(env: LLAMA_ARG_YARN_EXT_FACTOR)
Комментарий:
[Ремарка: описание работы параметра может быть не точным]
Как YaRN будет растягивать контекст.
Варианты значений:
0.0 - только интерполяция.
0 - больше экстраполяции.
1.0 - максимум экстраполяции для высокочастотных измерений.
Промежуточные значения дают смесь (например “--yarn-ext-factor 0.5”, будет что-то среднее). Рекомендуется оставлять автоматический режим (-1).
По умолчанию: “--yarn-ext-factor -1” (авто).
env: LLAMA_ARG_YARN_EXT_FACTOR - переменная окружения в ОС, в ней можно указать значение этого параметра для текущей сессии.
--yarn-attn-factor N
YaRN: scale sqrt(t) or Attention magnitude
(default: -1.00)
(env: LLAMA_ARG_YARN_ATTN_FACTOR)
Комментарий:
[Ремарка: описание работы параметра может быть не точным]
Корретировка силы Attention при растяжении контекста. При растяжении контекста Attention размазывается, YaRN пытается это компенсировать. Рекомендуется оставлять автоматический режим (-1).
По умолчанию: “--yarn-attn-factor -1” (вычисляется автоматически).
env: LLAMA_ARG_YARN_ATTN_FACTOR - переменная окружения в ОС, в ней можно указать значение этого параметра для текущей сессии.
--yarn-beta-slow N
YaRN: high correction dim or alpha
(default: -1.00)
(env: LLAMA_ARG_YARN_BETA_SLOW)
Комментарий:
[Ремарка: описание работы параметра может быть не точным]
Порог для низкочастотных измерений позиционного кодирования, которые отвечают за дальние связи в тексте. Измерения ниже этого порога YaRN полностью сжимает, как при linear scaling. Чем больше значение, тем больше измерений будет сжато. Примерный диапазон значений 1-32. Рекомендуется оставлять автоматический режим (-1).
По умолчанию: “--yarn-beta-slow -1” (вычисляется автоматически).
env: LLAMA_ARG_YARN_BETA_SLOW - переменная окружения в ОС, в ней можно указать значение этого параметра для текущей сессии.
--yarn-beta-fast N
YaRN: low correction dim or beta
(default: -1.00)
(env: LLAMA_ARG_YARN_BETA_FAST)
Комментарий:
[Ремарка: описание работы параметра может быть не точным]
Порог для высокочастотных измерений позиционного кодирования, которые отвечают за точное различение соседних токенов. Измерения выше этого порога YaRN не трогает, локальная точность сохраняется. Чем меньше значение, тем больше измерений останется нетронутыми. Примерный диапазон значений 1-32. Рекомендуется оставлять автоматический режим (-1).
По умолчанию: “--yarn-beta-fast -1” (вычисляется автоматически).
env: LLAMA_ARG_YARN_BETA_FAST - переменная окружения в ОС, в ней можно указать значение этого параметра для текущей сессии.
-kvo, --kv-offload, -nkvo, --no-kv-offload
whether to enable KV cache offloading
(default: enabled)
(env: LLAMA_ARG_KV_OFFLOAD)
Комментарий:
Размещение KV-кэша в VRAM (GPU) или RAM (CPU).
Возможные варианты:
“-kvo”, “--kv-offload” - размещение в VRAM (GPU).
“-nkvo”, “--no-kv-offload” - размещение в RAM (CPU).
Размещение KV-кэша в VRAM обычно увеличивает скорость генерации. Рекомендуется включать при наличии GPU.
По умолчанию: включено.
env: LLAMA_ARG_KV_OFFLOAD - переменная окружения в ОС, в ней можно указать значение этого параметра для текущей сессии.
--repack, -nr, --no-repack
whether to enable weight repacking
(default: enabled)
(env: LLAMA_ARG_REPACK)
Комментарий:
[Ремарка: описание работы параметра может быть не точным]
Перепаковка весов модели в более эффективный формат, оптимизированный под SIMD-инструкции CPU (AVX2, AVX512, NEON и др.). Влияет только при режиме работы на CPU.
Возможные варианты:
“--repack” - быстрее инференс, но медленнее загрузка весов модели в RAM.
“-nr”, “--no-repack” - медленнее инференс, но быстрее загрузка весов модели в RAM (веса читаются напрямую из файла без перепаковки).
Рекомендуется оставлять включенным.
По умолчанию: включено.
env: LLAMA_ARG_REPACK - переменная окружения в ОС, в ней можно указать значение этого параметра для текущей сессии.
--no-host
bypass host buffer allowing extra buffers to be used
(env: LLAMA_ARG_NO_HOST)
Комментарий:
[Ремарка: описание работы параметра может быть не точным]
Отключает использование стандартного Host Buffer (буфер в RAM для более быстрой передачи данных между RAM и VRAM), позволяя бэкенду использовать другие типы буферов для размещения весов модели. Буферы могут отличаться совместимостью, производительностью или доступностью, в этом смысл. При обычном использовании “--no-host” применяется редко.
env: LLAMA_ARG_NO_HOST - переменная окружения в ОС, в ней можно указать значение этого параметра для текущей сессии.
-ctk, --cache-type-k TYPE
KV cache data type for K allowed values: f32, f16, bf16, q8_0, q4_0, q4_1, iq4_nl, q5_0, q5_1
(default: f16)
(env: LLAMA_ARG_CACHE_TYPE_K)
Комментарий:
Тип данных для кэширования значений K (Attention Key). По умолчанию тип данных “f16” (float16). Можно задать квантованные значения, либо тип данных “bf16” (bfloat16), либо более точный “f32” (float32). Тип данных “f32” (float32) потребует под кэш в 2 раза больше памяти, и скорее всего не улучшит заметно качество генерации текста. Меньшие (квантованные) значения потребляют меньше памяти, но хуже по качеству генерации и могут работать медленее из-за дополнительной распаковки значений.
Для некоторых задач квантованные значения K-кэша, например “q8_0”, работают не сильно хуже исходных “f16”, но в других задачах ухудшение может быть более заметным. Типы квантования “q4_*” сильнее ухудшают качество генерации. По некоторым данным, квантование K-кэша ухудшает качество генерации менее заметно, чем квантование V-кэша.
Важно! Если вы компилируете llama.cpp с поддержкой CUDA, тогда для поддержки всех типов квантования нужно указывать параметр: -DGGML_CUDA_FA_ALL_QUANTS=ON.
По умолчанию: “--cache-type-k f16” (float16).
env: LLAMA_ARG_CACHE_TYPE_K - переменная окружения в ОС, в ней можно указать значение этого параметра для текущей сессии.
-ctv, --cache-type-v TYPE
KV cache data type for V allowed values: f32, f16, bf16, q8_0, q4_0, q4_1, iq4_nl, q5_0, q5_1
(default: f16)
(env: LLAMA_ARG_CACHE_TYPE_V)
Комментарий:
Тип данных для кэширования значений V (Attention Value). По умолчанию тип данных “f16” (float16). Можно задать квантованные значения, либо тип данных “bf16” (bfloat16), либо более точный “f32” (float32). Тип данных “f32” (float32) потребует под кэш в 2 раза больше памяти, и скорее всего не улучшит заметно качество генерации текста. Меньшие (квантованные) значения потребляют меньше памяти, но хуже по качеству генерации и могут работать медленнее из-за дополнительной распаковки значений.
Для некоторых задач квантованные значения V-кэша, например “q8_0”, работают не сильно хуже исходных “f16”, но в других задачах ухудшение может быть более заметным. Типы квантования “q4_*” сильнее ухудшают качество генерации. По некоторым данным, квантование V-кэша ухудшает качество генерации сильнее, чем квантование K-кэша. Для квантования V-кэша обязательно нужно включить Flash Attention (“-fa/--flash-attn”).
Важно! Если вы компилируете llama.cpp с поддержкой CUDA, тогда для поддержки всех типов квантования нужно указывать параметр: -DGGML_CUDA_FA_ALL_QUANTS=ON.
По умолчанию: “--cache-type-v f16” (float16).
env: LLAMA_ARG_CACHE_TYPE_V - переменная окружения в ОС, в ней можно указать значение этого параметра для текущей сессии.
-dt, --defrag-thold N
KV cache defragmentation threshold (DEPRECATED)
(env: LLAMA_ARG_DEFRAG_THOLD)
Комментарий:
[Ремарка: описание работы параметра может быть не точным]
Порог фрагментации KV-кэша, при превышении которого запускается дефрагментация ячеек памяти. Параметр устарел и в новых версиях llama.cpp больше не используется.
Как это работало: KV-кэш состоит из ячеек памяти, по одной ячейке на токен. Когда токены удаляются или сдвигаются (смена контекста, удаление последовательности, завершение запроса в одном из слотов и тд.), в кэше остаются дыры. Раньше для нового батча нужен был непрерывный блок свободных ячеек, дефрагментация перемещала занятые ячейки в начало и уплотняла кэш. Порог “-dt” задавал долю дыр в памяти, после которой запускалась дефрагментация. В новых версиях llama.cpp кэш умеет размещать токены в не связанных ячейках, поэтому дефрагментация больше не нужна. Параметр сохранён для совместимости.
env: LLAMA_ARG_DEFRAG_THOLD - переменная окружения в ОС, в ней можно указать значение этого параметра для текущей сессии.
-np, --parallel N
number of parallel sequences to decode
(default: 1)
(env: LLAMA_ARG_N_PARALLEL)
Комментарий:
[Ремарка: описание работы параметра может быть не точным]
Количество параллельных слотов для одновременной обработки запросов. Нужен для параллельной обработки нескольких запросов. В обычном одиночном режиме не используется.
По умолчанию: “--parallel 1”.
env: LLAMA_ARG_N_PARALLEL - переменная окружения в ОС, в ней можно указать значение этого параметра для текущей сессии.
--rpc SERVERS
comma-separated list of RPC servers (host:port)
(env: LLAMA_ARG_RPC)
Комментарий:
Подключение RPC-серверов для распределённого (удалённого) инференса. У каждого сервера указывается его IP-адрес и порт; можно указать несколько серверов через запятую. Например:
192.168.1.10:50051,192.168.1.11:50052.
По умолчанию веса модели и KV-кэш распределяются по всем устройствам (локальным и удалённым), пропорционально доступной памяти. Пропорции можно задать вручную через параметр “--tensor-split”.
Если сервер и клиент поддерживают RDMA (RoCEv2 на Linux или RDMA поверх Thunderbolt 5 на macOS), транспорт согласовывается автоматически. Для этого в “--rpc” нужно указывать адрес именно RDMA-совместимого интерфейса. Соединение через другой интерфейс останется на TCP.
Все экземпляры llama.cpp (основной и RPC) должны быть собраны с указанием параметра: “-DGGML_RPC=ON”.
Важно! RPC-бэкенд на стадии proof-of-concept, его функциональность не является надежной и безопасной. Не нужно запускать RPC-сервера в открытых сетях или в средах, содержащих конфиденциальные данные.
Более подробно про реализацию RPC в llama.cpp можно почитать тут:
https://github.com/ggml-org/llama.cpp/blob/master/tools/rpc/README.md
env: LLAMA_ARG_RPC - переменная окружения в ОС, в ней можно указать значение этого параметра для текущей сессии.
-lm, --load-mode MODE
model loading mode.
auto: mmap, unless a device does not support it.
none: no special loading mode.
mmap: memory-map model (if mmap disabled, slower load but may reduce pageouts if not using mlock).
mlock: force system to keep model in RAM rather than swapping or compressing.
mmap+mlock: mmap + force system to keep model in RAM rather than swapping or compressing.
dio: use DirectIO if available.
(default: auto)
(env: LLAMA_ARG_LOAD_MODE)
Комментарий:
[Ремарка: описание работы параметра может быть не точным]
Выбор способа загрузки файла модели в память. Заменяет старые параметры “--mmap”, “--no-mmap”, “--mlock” и “--direct-io”.
Возможные варианты:
auto (по умолчанию) - использует mmap, если устройство это поддерживает.
none - особый режим не используется: llama.cpp полностью считывает файл модели с диска в выделенную оперативную память. Загрузка дольше, зато модель находится целиком в памяти и повторные обращения к диску не происходят. Фактически аналог старого “--no-mmap”.
mmap - файл модели отображается в адресное пространство процесса llama.cpp, а ОС подгружает нужные страницы в RAM (page cache) по мере обращения. Дает более быстрый старт, повторные запуски почти мгновенные, но при нехватке RAM ОС может выкинуть часть страниц и потом перечитать их с диска заново. Аналог старого “--mmap”.
mlock - запретить ОС выгружать модель из RAM в SWAP (файл подкачки) и сжимать её. Меньше возможных фризов, стабильнее скорость работы, но требует достаточного объема памяти. Аналог старого “--no-mmap --mlock” (модель читается в RAM и закрепляется там).
mmap+mlock - модель отображается через mmap, и все её страницы закрепляются в RAM. Аналог старого “--mmap --mlock”, самый предсказуемый по скорости вариант при достаточном объёме памяти.
dio - DirectIO: чтение файла модели с диска напрямую, минуя page cache ОС. Работает если доступна поддержка DirectIO на уровне ОС и файловой системы. Аналог старого “--direct-io”.
По умолчанию: “--load-mode auto” (автовыбор).
env: LLAMA_ARG_LOAD_MODE - переменная окружения в ОС, в ней можно указать значение этого параметра для текущей сессии.
-lzm, --lazy-mode MODE
on-demand reading of certain tensors, for example per-layer embeddings
on: read the rows of such tensors from disk on demand instead of keeping them resident (requires mmap).
auto: on, but only for tensors larger than 4 GiB.
off: always keep them resident.
(default: auto)
(env: LLAMA_ARG_LAZY_MODE)
Комментарий:
[Ремарка: описание работы параметра может быть не точным]
Дословно: “считывание определенных тензоров по требованию, например, эмбеддингов для отдельных слоев”. Нужная строка тензора читается с диска только в момент обращения, соответственно весь тензор не находится в RAM постоянно. Это экономит память, но каждое обращение ожидает подгрузки с диска.
Возможные варианты:
on - читать такие тензоры по требованию, а не держать их в памяти постоянно (нужен mmap, “--load-mode mmap”).
auto (по умолчанию) - как “on”, только для тензоров крупнее 4 ГиБ. Меньшие тензоры всегда находятся в памяти.
off - всегда держать такие тензоры в памяти целиком.
env: LLAMA_ARG_LAZY_MODE - переменная окружения в ОС, в ней можно указать значение этого параметра для текущей сессии.
--mlock
В новых версиях llama.cpp параметр переехал в “-lm, --load-mode”, как один из режимов.
--mmap, --no-mmap
В новых версиях llama.cpp параметр переехал в “-lm, --load-mode”, как один из режимов.
-dio, --direct-io, -ndio, --no-direct-io
В новых версиях llama.cpp параметр переехал в “-lm, --load-mode”, как один из режимов.
--numa TYPE
attempt optimizations that help on some NUMA systems
distribute: spread execution evenly over all nodes
isolate: only spawn threads on CPUs on the node that execution started on
numactl: use the CPU map provided by numactl if run without this previously, it is recommended to drop the system page cache before using this see https://github.com/ggml-org/llama.cpp/issues/1437
(env: LLAMA_ARG_NUMA)
Комментарий:
[Ремарка: описание работы параметра может быть не точным]
Оптимизация для NUMA-систем (NUMA - Non-Uniform Memory Access, неоднородный доступ к памяти в многопроцессорных системах).
Возможные варианты:
distribute - равномерно распределяет потоки по NUMA-узлам.
isolate - потоки создаются только на CPU того узла, где стартовал процесс.
numactl - использует привязку CPU по маске, заданной через утилиту numactl.
Если до этого llama.cpp запускалась без этого параметра, перед его использованием рекомендуется сбросить системный page cache. Подробнее:
https://github.com/ggml-org/llama.cpp/issues/1437.
Параметр “--numa” может применяться на многосокетных серверах, для обычного применения не нужен.
env: LLAMA_ARG_NUMA - переменная окружения в ОС, в ней можно указать значение этого параметра для текущей сессии.
-dev, --device <dev1,dev2,…>
comma-separated list of devices to use for offloading (none = don’t offload)
use --list-devices to see a list of available devices
(env: LLAMA_ARG_DEVICE)
Комментарий:
Какие устройства использовать для размещения модели, перечисляются через запятую. Список доступных устройств можно посмотреть через параметр “--list-devices”. Если указать “none” - не будет использоваться оффлоад вообще, модель останется на CPU/RAM. Если значения не указаны, будет использоваться доступные устройства по умолчанию.
env: LLAMA_ARG_DEVICE - переменная окружения в ОС, в ней можно указать значение этого параметра для текущей сессии.
--list-devices
print list of available devices and exit
Комментарий:
Посмотреть список доступных в системе устройств для размещения модели.
Запуск llama.cpp с этим параметром отобразит список устройств и завершит выполнение программы.
-ot, --override-tensor <tensor name pattern>=<buffer type>,…
(env: LLAMA_ARG_OVERRIDE_TENSOR)
Комментарий:
[Ремарка: описание работы параметра может быть не точным]
Дословно: “переопределить тип буфера тензора”.
Параметр позволяет вручную указать, в какой памяти (на каком устройстве) хранить конкретные тензоры модели. Правила задаются по шаблонам имен тензоров; если правил несколько, то они перечисляются через запятую. Шаблон задается через регулярные выражения по именам тензоров, а тип буфера задается именем устройства: CPU, CUDA0, Vulkan0 и тд. Список доступных устройств можно получить через “--list-devices”.
Зачем это нужно. Например в случае с параметром “--n-gpu-layers”, в GPU выгружаются целые слои. Выгрузка отдельных тензоров через “--override-tensor” дает более тонкий контроль: можно разнести по устройствам отдельные части слоев. Это может быть целесообразно, например, для MoE-моделей. В них основную часть весов занимают тензоры экспертов, но при генерации токенов единомоментно активна лишь их небольшая часть. Поэтому в некоторых случаях имеет смысл:
держать на более быстрых устройствах то, что используется постоянно и что сильно влияет на скорость: attention, нормализации, общие слои и др.
вынести тензоры экспертов на менее быстрые устройства (например CPU или менее быстрый GPU), так как они занимают много памяти, а одномоментно работает только часть из них. Ремарка: это просто пример, на деле могут использоваться различные устройства, например разные GPU установленные в системе, разные бэкенды (Cuda, Vulkan, Metal и др.), NPU, RPC и тд. Тензоры могут распределяться совершенно в разных пропорциях и по разным устройствам, все зависит от конкретной конфигурации, а также от используемых моделей.
env: LLAMA_ARG_OVERRIDE_TENSOR - переменная окружения в ОС, в ней можно указать значение этого параметра для текущей сессии.
-cmoe, --cpu-moe
keep all Mixture of Experts (MoE) weights in the CPU
(env: LLAMA_ARG_CPU_MOE)
Комментарий:
Для MoE-моделей (Mistral, DeepSeek и др.). Все веса экспертов держать в RAM (CPU), а не в VRAM (GPU). Позволяет разгрузить GPU, но скорость обработки на CPU значительно медленнее.
env: LLAMA_ARG_CPU_MOE - переменная окружения в ОС, в ней можно указать значение этого параметра для текущей сессии.
-ncmoe, --n-cpu-moe N
keep the Mixture of Experts (MoE) weights of the first N layers in the CPU
(env: LLAMA_ARG_N_CPU_MOE)
Комментарий:
Для MoE-моделей (Mistral, DeepSeek и др). В отличии от “-cmoe, --cpu-moe”, где размещаются все слои экспертов в RAM (CPU), здесь задается сколько первых N-слоев экспертов разместить в RAM (CPU), разгрузив тем самым VRAM (GPU). Компромисс между потреблением VRAM и скоростью.
env: LLAMA_ARG_N_CPU_MOE - переменная окружения в ОС, в ней можно указать значение этого параметра для текущей сессии.
--moe-cache-mib N
GPU cache size in MiB for the MoE experts kept in the CPU. with multiple GPUs, it is split among them like the layers (--tensor-split)
(default: 0 - disabled)
(env: LLAMA_ARG_MOE_CACHE_MIB)
Комментарий:
Параметр касается только MoE-моделей: для экспертов, которые загружены в RAM (через “-ncmoe” или “-cmoe”), разместить кэш в указанном размере в VRAM. То есть, сами эксперты остаются в медленной RAM (CPU), но кэш будет работать в более быстрой VRAM (GPU). Чем больше размер кэша, тем выше скорость, но меньший объем VRAM остаётся под контекст (KV-кэш). Размер задаётся в МиБ (мебибайт).
Если в системе несколько GPU, кэш будет распределяться между ними так же, как слои модели через параметр “--tensor-split”.
По-умолчанию: “--moe-cache-mib 0” (не используется).
env: LLAMA_ARG_MOE_CACHE_MIB - переменная окружения в ОС, в ней можно указать значение этого параметра для текущей сессии.
-ncffn, --n-cpu-ffn N
keep the dense FFN weights of the first N layers in the CPU
(dense models; for MoE expert weights use --n-cpu-moe)
(env: LLAMA_ARG_N_CPU_FFN)
Комментарий:
По аналогии с “-ncmoe, --n-cpu-moe”, только для dense-моделей (классические модели без MoE, например GPT3, Llama3, Gemma2 и другие). Для весов FFN (Feed Forward Network), задается у скольких первых N-слоёв модели веса FFN разместить в RAM (CPU), остальные останутся в VRAM (GPU).
env: LLAMA_ARG_N_CPU_FFN - переменная окружения в ОС, в ней можно указать значение этого параметра для текущей сессии.
-ngl, --gpu-layers, --n-gpu-layers N
max. number of layers to store in VRAM, either an exact number, ‘auto’, or ‘all’
(default: auto)
(env: LLAMA_ARG_N_GPU_LAYERS)
Комментарий:
Количество слоев модели, которые будут размещены на GPU (VRAM). Значение указывается через число, либо ‘all’ - все слои, ‘auto’ - автовыбор. Размещение слоев модели на GPU даёт существенный прирост производительности. Если разместить модель на GPU целиком, прирост в сравнении с CPU будет наиболее значительным (часто в разы).
По умолчанию: “--gpu-layers auto” (автовыбор).
env: LLAMA_ARG_N_GPU_LAYERS - переменная окружения в ОС, в ней можно указать значение этого параметра для текущей сессии.
-sm, --split-mode {none,layer,row}
how to split the model across multiple GPUs, one of:
none: use one GPU only
layer (default): split layers and KV across GPUs
row: split rows across GPUs
(env: LLAMA_ARG_SPLIT_MODE)
Комментарий:
Как делить модель между несколькими GPU. Возможные варианты:
none - использовать один GPU.
layer - слои модели и KV-кэш распределяются между GPU.
row - веса режутся по строкам между GPU, каждая карта считает свою часть каждого слоя. Промежуточные результаты и KV-кэш при этом лежат на основном GPU.
Если в системе несколько одинаковых GPU с быстрой связью (NVLink), в режиме “row” теоретически можно получить прирост скорости генерации. На PCIe без NVLink режим “row” скорее всего будет медленнее “layer” из-за постоянного обмена данными между картами.
По умолчанию: “--split-mode layer”.
env: LLAMA_ARG_SPLIT_MODE - переменная окружения в ОС, в ней можно указать значение этого параметра для текущей сессии.
-ts, --tensor-split N0,N1,N2,…
fraction of the model to offload to each GPU, comma-separated list of proportions, e.g. 3,1
(env: LLAMA_ARG_TENSOR_SPLIT)
Комментарий:
Как распределять модель между GPU с указанием пропорций.
Примеры:
“--tensor-split 2,1,1” - сумма 4, соответственно: GPU0 = 2/4 = 50%, GPU1 = 1/4 ~ 25%, GPU2 = 1/4 ~ 25%.
“--tensor-split 4,2,1” - сумма 7, соответственно: GPU0 = 4/7 = 57%, GPU1 = 2/7 ~ 29%, GPU2 = 1/7 ~ 14%.
env: LLAMA_ARG_TENSOR_SPLIT - переменная окружения в ОС, в ней можно указать значение этого параметра для текущей сессии.
-mg, --main-gpu INDEX
the GPU to use for the model (with split-mode = none), or for intermediate results and KV (with split-mode = row)
(default: 0)
(env: LLAMA_ARG_MAIN_GPU)
Комментарий:
Параметр связан с параметром “-sm, --split-mode”. Задает индекс основного GPU для размещения модели (при “--split-mode none”) или для промежуточных вычислений и KV-кэша (при “--split-mode row”). Например: “--main-gpu 1” - если в системе несколько GPU, llama.cpp будет считать GPU с индексом 1 основным (индексация начинается с 0). Этот GPU будет использоваться для наиболее важной части работы.
Это может понадобиться, например, если видеокарты в системе имеют разную производительность или разный объём VRAM, тогда целесообразно выбрать главной более быструю видеокарту или GPU с большим количеством VRAM.
По умолчанию: “--main-gpu 0” (будет использоваться первый GPU).
env: LLAMA_ARG_MAIN_GPU - переменная окружения в ОС, в ней можно указать значение этого параметра для текущей сессии.
-fit, --fit [on|off]
whether to adjust unset arguments to fit in device memory (‘on’ or ‘off’)
(default: ‘on’)
(env: LLAMA_ARG_FIT)
Комментарий:
Помогает при нехватке памяти и невозможности загрузки модели. Автоматически меняет некоторые аргументы, чтобы модель поместилась в память (обычно VRAM). Работает совместно с параметрами “--fit-target” и “--fit-ctx”.
Возможные значения:
on - автоматически подгонять параметры.
off - не изменять параметры автоматически; при нехватке памяти загрузка модели завершится ошибкой.
По умолчанию: “--fit on” (включено).
env: LLAMA_ARG_FIT - переменная окружения в ОС, в ней можно указать значение этого параметра для текущей сессии.
-fitt, --fit-target MiB0,MiB1,MiB2,…
target margin per device for --fit, comma-separated list of values, single value is broadcast across all devices
(default: 1024)
(env: LLAMA_ARG_FIT_TARGET)
Комментарий:
Задаёт объём памяти (в MiB), который следует оставить свободным. Работает совместно с параметром “--fit”. Если в системе несколько устройств - значения перечисляются через запятую. Если указать одно значение, оно будет применяться для всех устройств. Используется для подстраховки, чтобы оставить запас свободной памяти на каждом устройстве после размещения модели и контекста.
Например: “--fit-target 2048” - оставить 2048 MiB (2 GiB) свободными.
По умолчанию: “--fit-target 1024”.
env: LLAMA_ARG_FIT_TARGET - переменная окружения в ОС, в ней можно указать значение этого параметра для текущей сессии.
-fitc, --fit-ctx N
minimum ctx size that can be set by --fit option
(default: 4096)
(env: LLAMA_ARG_FIT_CTX)
Комментарий:
Задаёт минимальный размер контекста (в токенах), ниже которого “--fit” не сможет уменьшать контекст для экономии памяти. Работает совместно с параметром “--fit”.
Например: “--fit-ctx 4096”. При заданной длине контекста “--ctx-size 32768”, если памяти не хватает и при включённом “--fit on” llama.cpp может автоматически уменьшать размер контекста, но не ниже 4096 токенов.
По умолчанию: “--fit-ctx 4096”.
env: LLAMA_ARG_FIT_CTX - переменная окружения в ОС, в ней можно указать значение этого параметра для текущей сессии.
--check-tensors
check model tensor data for invalid values
(default: false)
Комментарий:
Проверяет тензоры на некорректные значения при загрузке модели (NaN, Inf и тп.). Помогает выявить повреждённую модель, но может замедлять загрузку.
По умолчанию: не используется (выключено).
--override-kv KEY=TYPE:VALUE,…
advanced option to override model metadata by key. to specify multiple overrides, either use comma-separated values. types: int, float, bool, str. example: --override-kvtokenizer.ggml.add_bos_token=bool:false,tokenizer.ggml.add_eos_token=bool:false
Комментарий:
Переопределяет метаданные модели без изменения исходного файла GGUF. В файлах GGUF хранятся все сопутствующие данные модели: конфигурация, токенизатор, информация о спец-токенах и тд. Все в одном файле вместе с весами, в отличии от, например, моделей формата Hugging Face transformers. Через этот параметр можно переопределить метаданные (настройки) модели на лету при запуске, без правки GGUF файла.
Примеры:
“--override-kv tokenizer.ggml.add_bos_token=bool:false” - модель добавляла BOS-токен из метаданных GGUF, теперь не будет добавлять (может понадобиться для экспериментов).
“--override-kv llama.context_length=int:32768” - если было неправильно прописано значение “context_length”, можно подправить прямо при загрузке модели не трогая сам GGUF-файл.
--op-offload, --no-op-offload
whether to offload host tensor operations to device
(default: true)
Комментарий:
[Ремарка: описание работы параметра может быть не точным]
Следует ли переносить операции над тензорами на GPU, если веса лежат в RAM.
Подробнее. Когда веса лежат в RAM (CPU), но вычисления тяжёлые, например матричные умножения при обработке больших батчей (prompt processing), они всё равно выполняются на GPU: веса подгружаются туда на время операции. Это включено по умолчанию. Параметр “--no-op-offload” отключает это, все операции остаются на CPU. Это нужно, если, например, перемещение весов по PCIe съедает выигрыш (медленная шина) или в некоторых других случаях.
По умолчанию: “--op-offload” (включено).
--lora FNAME
path to LoRA adapter (use comma-separated values to load multiple adapters)
Комментарий:
Подключает LoRA-адаптер к модели. Указывается путь к LoRA. Можно указать несколько адаптеров через запятую.
Примечание: LoRA - это более легкий finetuning, который меняет поведение модели без её полного переобучения.
--lora-scaled FNAME:SCALE,…
path to LoRA adapter with user defined scaling
(format: FNAME:SCALE,…) note: use comma-separated values
Комментарий:
[Ремарка: описание работы параметра может быть не точным]
Подключает LoRA-адаптер к модели с указанием степени влияния LoRA. Как параметр “--lora”, только с указанием степени влияния. Задается путь к адаптеру и через двоеточие степень его влияния. Можно указать через запятую несколько LoRA и степень влияния каждого из них, значения суммируются.
SCALE: рабочий диапазон примерно от “-2.0” до “2.0”, но не ограничен этими значениями; 0 - нет эффекта. На практике обычно используется от “0.5” до “1.0”, значения >1 могут давать искажения. Например, коэффициенты: "0.5 - эффект LoRA слабее; 1.0 - средний (стандартный); 1.5 - эффект заметно сильнее и может давать искажения. При отрицательном значении эффект LoRA может быть непредсказуемым, использовать не рекомендуется.
--control-vector FNAME
add a control vector note: use comma-separated values to add multiple control vectors
Комментарий:
Подключает Control Vector для изменения поведения модели. Указывается путь к файлу, можно указать несколько векторов через запятую.
Примечание: Контрольные векторы меняют скрытые состояния модели во время инференса, в отличие от LoRA, которые меняют веса модели. Суть параметров примерно одинаковая - корректировка поведения модели, но осуществляется она разными методами.
--control-vector-scaled FNAME:SCALE,…
add a control vector with user defined scaling SCALE
(format: FNAME:SCALE,…) note: use comma-separated values
Комментарий:
[Ремарка: описание работы параметра может быть не точным]
Подключает Control Vector к модели с указанием степени влияния. Как параметр “--control-vector”, только с указанием степени влияния. Задается путь к контрольному вектору и через двоеточие степень его влияния. Можно указать через запятую несколько контрольных вектора и степень влияния каждого из них, значения суммируются.
SCALE: рабочий диапазон примерно от “-2.0” до “2.0”, но не ограничен этими значениями; 0 - нет эффекта. На практике обычно используется от “0.3” до “1.0”, значения >1 могут давать искажения. Например, коэффициенты: "0.3 - эффект слабее; 1.0 - средний (стандартный); 1.5 - эффект заметно сильнее и может давать искажения. При отрицательном значении эффект может быть непредсказуемым, использовать не рекомендуется.
--control-vector-layer-range START END
layer range to apply the control vector(s) to, start and end inclusive
Комментарий:
Ограничивает слои модели, к которым применяются контрольные вектора (параметры “--control-vector” или “--control-vector-scaled”).
START - первый слой, END - последний слой, нумерация начинается с 0.
Пример: “--control-vector-layer-range 10 20” - контрольные вектора действуют только на слои 10-20 включительно.
Параметр применяется глобально для всех подключаемых контрольных векторов.
-m, --model FNAME
model path to load
(env: LLAMA_ARG_MODEL)
Комментарий:
Загрузка модели из локального файла. Указывается относительный или абсолютный путь к файлу модели.
env: LLAMA_ARG_MODEL - переменная окружения в ОС, в ней можно указать значение этого параметра для текущей сессии.
-mu, --model-url MODEL_URL
model download url
(default: unused)
(env: LLAMA_ARG_MODEL_URL)
Комментарий:
Скачивает модель по указанному URL и загружает её. Модель остается в кэше, который можно посмотреть по команде “--cache-list”.
По умолчанию: не используется.
env: LLAMA_ARG_MODEL_URL - переменная окружения в ОС, в ней можно указать значение этого параметра для текущей сессии.
-dr, --docker-repo [<repo>/]<model>[:quant]
Docker Hub model repository. repo is optional, default to ai/.
quant is optional, default to :latest. example: gemma3
(default: unused)
(env: LLAMA_ARG_DOCKER_REPO)
Комментарий:
Загрузка модели из Docker Hub. Опционально можно указать конкретный “repo” (по умолчанию “ai/”). Также можно указать тип квантизации модели. Если не указать вариант квантизации, будет использоваться “:latest” (вариант модели по умолчанию).
Пример: “--docker-repo ai/gemma3:Q4_K_M”.
По умолчанию: не используется.
env: LLAMA_ARG_DOCKER_REPO - переменная окружения в ОС, в ней можно указать значение этого параметра для текущей сессии.
-hf, -hfr, --hf-repo <user>/<model>[:quant]
Hugging Face model repository; quant is optional, case-insensitive,
default to Q4_K_M, or falls back to the first file in the repo if Q4_K_M doesn’t exist.
mmproj is also downloaded automatically if available. to disable, add --no-mmproj
example: unsloth/phi-4-GGUF:q4_k_m
(default: unused)
(env: LLAMA_ARG_HF_REPO)
Комментарий:
Загрузка модели из Hugging Face. Указывается владелец репозитория (user), имя модели (model), необходимая квантизация (quant, регистронезависимый параметр). Если не указать тип квантизации, будет выбран “Q4_K_M”; если такой квантизации в репозитории нет, будет выбран первый доступный вариант. Также будет автоматически скачан файл “mmproj” (при его наличии). Чтобы его не скачивать нужно указать параметр “--no-mmproj”.
Справка: “mmproj” - это проектор для мультимодальных моделей (модели, которые кроме текста понимают изображения/видео/речь). Он переводит выход энкодера (например, vision-энкодера) в пространство эмбеддингов LLM. В результате изображение превращается в последовательность векторов, которые LLM обрабатывает так же, как эмбеддинги обычных текстовых токенов.
Пример: “--hf-repo unsloth/phi-4-GGUF:Q6_K”.
По умолчанию: не используется.
env: LLAMA_ARG_HF_REPO - переменная окружения в ОС, в ней можно указать значение этого параметра для текущей сессии.
-hff, --hf-file FILE
Hugging Face model file. If specified, it will override the quant in --hf-repo
(default: unused)
(env: LLAMA_ARG_HF_FILE)
Комментарий:
Загрузка модели с Hugging Face по имени файла. Используется совместно с “--hf-repo”. Если этот параметр задан, он переопределяет тип квантизации модели, указанный в “--hf-repo”. То есть, приоритет этого параметра выше.
Пример: “--hf-repo unsloth/phi-4-GGUF --hf-file phi-4-Q6_K.gguf”.
По умолчанию: не используется.
env: LLAMA_ARG_HF_FILE - переменная окружения в ОС, в ней можно указать значение этого параметра для текущей сессии.
-hfv, -hfrv, --hf-repo-v <user>/<model>[:quant] (в новых версиях параметр отсутствует)
Hugging Face model repository for the vocoder model
(default: unused)
(env: LLAMA_ARG_HF_REPO_V)
Комментарий:
Загрузка vocoder-модели из Hugging Face. Указывается владелец репозитория (user), имя модели (model), необходимая квантизация (quant, регистронезависимый параметр). Если не указать тип квантизации, будет выбран “Q4_K_M”; если такой квантизации в репозитории нет, будет выбран первый доступный вариант.
Справка: Vocoder-модель - модель, которая превращает аудио-токены, выданные основной TTS-моделью, в звук. Соответственно, работает только совместно с основной TTS-моделью, которая подключается отдельно.
По умолчанию: не используется.
env: LLAMA_ARG_HF_REPO_V - переменная окружения в ОС, в ней можно указать значение этого параметра для текущей сессии.
-hffv, --hf-file-v FILE (в новых версиях параметр отсутствует)
Hugging Face model file for the vocoder model
(default: unused)
(env: LLAMA_ARG_HF_FILE_V)
Комментарий:
Загрузка vocoder-модели с Hugging Face по имени файла. Используется совместно с “--hf-repo-v”.
По умолчанию: не используется.
env: LLAMA_ARG_HF_FILE_V - переменная окружения в ОС, в ней можно указать значение этого параметра для текущей сессии.
-hft, --hf-token TOKEN
Hugging Face access token
(default: value from HF_TOKEN environment variable)
(env: HF_TOKEN)
Комментарий:
Токен доступа к Hugging Face. Нужен для приватных репозиториев и для моделей с gated-доступом (требуется принять лицензионное соглашение). Пример: “--hf-repo user/private-model --hf-token hf_xxxxxxxxx”.
По умолчанию: значение берется из переменной окружения HF_TOKEN.
env: HF_TOKEN - переменная окружения в ОС, в ней можно указать значение этого параметра для текущей сессии.
--log-disable
Log disable
Комментарий:
Отключает логирование. Ответы модели и базовая служебная информация не затрагиваются.
--log-file FNAME
Log to file
(env: LLAMA_LOG_FILE)
Комментарий:
Запись логов в файл. Указывается путь и имя файла, либо только имя файла.
Например “--log-file gemma3_q8_test.log” - лог запишется в текущую папку, где был запущен экземпляр llama.cpp.
env: LLAMA_LOG_FILE - переменная окружения в ОС, в ней можно указать значение этого параметра для текущей сессии.
--log-jsonl, --no-log-jsonl
Log as JSONL (one JSON object per line) to stdout, this also disables colored logging
(default: disabled)
Комментарий:
Включает вывод логов в структурированном формате JSONL (JSON Lines). Логи пишутся в stdout, каждая запись - это отдельный JSON-объект на отдельной строке.
JSONL удобен для пост-обработки логов: каждая запись структурирована (имеется “ключ” и “значение”), поэтому записи можно фильтровать, сортировать и искать по именам полей и тд. В обычном текстовом логе каждая строка представляет собой обычный текст без явной структуры, и для детального анализа его приходится разбирать регулярными выражениями. При использовании JSONL в большинстве случаев этого делать не нужно: записи уже структурированы. При включении этого формата логов, автоматически отключается цветной вывод логов (“--log-colors”).
Возможные варианты:
“--log-jsonl” - JSONL-логирование включено.
“--no-log-jsonl” - JSONL-логирование выключено (обычный текстовый формат логов).
По умолчанию: “--no-log-jsonl” (выключено).
--log-colors [on|off|auto]
Set colored logging (‘on’, ‘off’, or ‘auto’)
(default: ‘auto’ - enables colors when output is to a terminal)
(env: LLAMA_LOG_COLORS)
Комментарий:
Цветные логи. Возможные варианты:
on - цвета включены.
off - цвета выключены.
auto (по умолчанию) - цвета включаются, только если вывод идёт в терминал; при логировании в файл или pipe (передача вывода программы на вход другой программе) ANSI-коды цветов не добавляются.
По умолчанию: “--log-colors auto”.
env: LLAMA_LOG_COLORS - переменная окружения в ОС, в ней можно указать значение этого параметра для текущей сессии.
-v, --verbose, --log-verbose
Set verbosity level to infinity (i.e. log all messages, useful for debugging)
Комментарий:
Включение режима детального логирования, в лог будут попадать максимум информации. Часто используется при отладке. Для обычного использования может быть избыточен.
--offline
Offline mode: forces use of cache, prevents network access
(env: LLAMA_OFFLINE)
Комментарий:
Включить автономный offline-режим работы. Будет принудительно использоваться локальный кэш (“--cache-list”) и блокироваться доступ к сети (например для скачивания моделей). То есть, будут использоваться модели из кэша, если не задано иного.
env: LLAMA_OFFLINE - переменная окружения в ОС, в ней можно указать значение этого параметра для текущей сессии.
-lv, --verbosity, --log-verbosity N
Set the verbosity threshold. Messages with a higher verbosity will be ignored.
Values:
0: generic output
1: error
2: warning
3: info
4: debug
(default: 1)
(env: LLAMA_LOG_VERBOSITY)
Комментарий:
Уровень детализации логов. Сообщения с более высоким уровнем детализации не будут попадать в лог.
Возможные варианты:
0 - общая информация.
1 - сообщения об ошибках.
2 - предупреждения.
3 - информационные сообщения.
4 - все подробности работы (отладка).
По умолчанию: “--log-verbosity 1” (общая информация и сообщения об ошибках).
env: LLAMA_LOG_VERBOSITY - переменная окружения в ОС, в ней можно указать значение этого параметра для текущей сессии.
--log-prefix
Enable prefix in log messages
(env: LLAMA_LOG_PREFIX)
Комментарий:
Добавление префикса к строкам лога.
Это может выглядеть как:
[INFO] loading model.
[WARNING] low memory.
[ERROR] failed to load model.
env: LLAMA_LOG_PREFIX - переменная окружения в ОС, в ней можно указать значение этого параметра для текущей сессии.
--log-timestamps
Enable timestamps in log messages
(env: LLAMA_LOG_TIMESTAMPS)
Комментарий:
Добавляет метку времени к каждому сообщению в логе.
env: LLAMA_LOG_TIMESTAMPS - переменная окружения в ОС, в ней можно указать значение этого параметра для текущей сессии.
--spec-draft-type-k, -ctkd, --cache-type-k-draft TYPE
KV cache data type for K for the draft model
allowed values: f32, f16, bf16, q8_0, q4_0, q4_1, iq4_nl, q5_0, q5_1
(default: f16)
(env: LLAMA_ARG_SPEC_DRAFT_CACHE_TYPE_K)
Комментарий:
Как параметр “--cache-type-k”, только для подключаемой draft-модели. Задает тип данных для кэширования значений K (Attention Key). По умолчанию тип данных “f16” (float16). Можно задать квантованные значения, либо тип данных “bf16” (bfloat16), либо более точный “f32” (float32). Тип данных “f32” (float32) потребует под кэш в 2 раза больше памяти, и скорее всего не улучшит заметно качество генерации текста. Меньшие (квантованные) значения потребляют меньше памяти, но хуже по качеству генерации и могут работать медленее из-за дополнительной распаковки значений.
Для некоторых задач квантованные значения K-кэша, например “q8_0”, работают не сильно хуже исходных “f16”, но в других задачах ухудшение может быть более заметным. Типы квантования “q4_*” сильнее ухудшают качество генерации. Квантование K-кэша обычно ухудшает качество менее заметно, чем V-кэша.
Справка: Draft-модель - маленькая быстрая модель, которая работает совместно с основной (большой) моделью. Она быстро предсказывает несколько следующих токенов и передаёт их на проверку основной модели. Если предсказание подтверждается, основная модель принимает эти токены, не генерируя их пошагово самостоятельно, что ускоряет общую генерацию текста.
По умолчанию: “--cache-type-k-draft f16” (float16).
env: LLAMA_ARG_CACHE_TYPE_K_DRAFT - переменная окружения в ОС, в ней можно указать значение этого параметра для текущей сессии.
--spec-draft-type-v, -ctvd, --cache-type-v-draft TYPE
KV cache data type for V for the draft model allowed
values: f32, f16, bf16, q8_0, q4_0, q4_1, iq4_nl, q5_0, q5_1
(default: f16)
(env: LLAMA_ARG_SPEC_DRAFT_CACHE_TYPE_V)
Комментарий:
Как параметр “--cache-type-v”, только для подключаемой draft-модели. Задает тип данных для кэширования значений V (Attention Value). По умолчанию тип данных “f16” (float16). Можно задать квантованные значения, либо тип данных “bf16” (bfloat16), либо более точный “f32” (float32). Тип данных “f32” (float32) потребует под кэш в 2 раза больше памяти, и скорее всего не улучшит заметно качество генерации текста. Меньшие (квантованные) значения потребляют меньше памяти, но хуже по качеству генерации и могут работать медленее из-за дополнительной распаковки значений.
Для некоторых задач квантованные значения V-кэша, например “q8_0”, работают не сильно хуже исходных “f16”, но в других задачах ухудшение может быть более заметным. Типы квантования “q4_*” сильнее ухудшают качество генерации. Квантование V-кэша обычно ухудшает качество сильнее, чем K-кэша.
Справка: Draft-модель - маленькая быстрая модель, которая работает совместно с основной (большой) моделью. Она быстро предсказывает несколько следующих токенов и передаёт их на проверку основной модели. Если предсказание подтверждается, основная модель принимает эти токены, не генерируя их пошагово самостоятельно, что ускоряет общую генерацию текста.
По умолчанию: “--cache-type-v-draft f16” (float16).
env: LLAMA_ARG_CACHE_TYPE_V_DRAFT - переменная окружения в ОС, в ней можно указать значение этого параметра для текущей сессии.
-
07.07.26 18:00
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07.07.26 18:01
robertalfred175
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09.07.26 19:06
Toivo Walli
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09.07.26 19:10
Misty Alexander
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09.07.26 19:13
Clara Soto
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12.07.26 03:30
Kora Baltacha
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12.07.26 03:33
Pahal Mathew
It's important to move proactively by engaging an experienced recovery specialist. They will assist you throughout the process. To help them, provide: · Transaction evidence · Scammer information · Any additional relevant details The experts will then track and try to retrieve your funds from the scammers' hidden accounts or wallets. R£sQprofirm offers recovery assistance with no upfront fees. Contact: Telegram: @ResQprofirm WhatsApp: +19852969146 Email: [email protected]
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13.07.26 23:49
[email protected]
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15.07.26 11:53
Sarah Green
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15.07.26 11:58
Lily Gagné
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16.07.26 21:38
patricialovick86
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16.07.26 21:38
patricialovick86
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17.07.26 19:24
laimqq90
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17.07.26 20:12
martinsjude080
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18.07.26 17:12
Malthe Larsen
My experience with OKX has been deeply frustrating. For months, my account withdrawals were restricted with no explanation or resolution. Multiple emails to their support team were ignored, leaving me without answers or reassurance. This complete lack of communication shattered my trust. I ultimately regained access to my funds only through the help of a third-party recovery service, ResQProfirm. What should have been a reliable platform instead made me feel helpless and cut off from my own assets. [email protected], WhatsApp +19852969146, telegram @Resqprofirm
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18.07.26 17:42
پریا رضایی
OKX has been a major disappointment. My withdrawals were restricted for months, and repeated attempts to contact support went unanswered. This silence destroyed my confidence in the platform. I was only able to recover my funds through a third-party service, ResQProfirm. I trusted OKX for its reliability, but the experience left me feeling trapped and helpless. Timely communication and access to one’s own money should be a basic standard. [email protected], WhatsApp +19852969146, telegram: ResQprofirm
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18.07.26 17:46
Adem Akışık
I truly didn’t expect such an outstanding outcome. Recovering my $49,360 felt impossible at first, but ResQprofirm’s dedication and persistence made it happen. I hold their team in the highest regard. [email protected], WhatsApp +19852969146
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18.07.26 23:51
bernalzenaida
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19.07.26 04:10
Fraddy Pual
I can't thank Fundsretriever enough for everything they did for me. My name is Vanessa Conway, and I'm here to tell you my story of how I recovered money I never thought I'd see again. A few months ago, I put a significant amount of money into what looked like a genuine online investment company. At first, it felt real—they showed me fake profits and convinced me to invest even more. But when I tried to cash out, they went quiet and started asking for extra fees. That's when it hit me—I had been scammed. I was heartbroken, frustrated, and didn't know where to turn. That money was my savings—months of hard work gone. Then I found Fundsretriever online. I reached out, hoping for a miracle. Right away, their team made me feel heard. They were responsive, knowledgeable, and walked me through everything. They didn't just take my case—they took it seriously and kept me in the loop every step of the way. I finally felt like I had real experts fighting for me. And guess what? They actually got my money back. It wasn't instant, and it took teamwork, but it happened. When I saw those funds returned, I cried with joy. I'm sharing this so that anyone else out there who's been scammed knows—don't lose hope. Do your research before investing, and stay far away from platforms that promise too much too fast. And if you've already been stung, don't wait—get professional help immediately. Thank you, Fundsretriever, from the bottom of my heart. You didn't just recover my money—you restored my faith. — Vanessa Conway 📧 [email protected] 📱 WhatsApp: +16035121448 💬 Telegram: @Fundsretriever
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19.07.26 19:53
kimberlyhebertt6877
I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text Number: +1 (336) 390-6684
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19.07.26 19:53
kimberlyhebertt6877
I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text Number: +1 (336) 390-6684
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19.07.26 19:54
kimberlyhebertt6877
I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text Number: +1 (336) 390-6684
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30.07.26 00:04
Ahmed
A really cool analysis, thank you. I was especially struck by how strictly the order is defined: data processing and formatting come first, with color only at the very end. This really saves you from the typical mistake of "first a pretty palette, then we figure out what the chart is for." And the palette validator with OKLCH + colorblindness check is absolutely fantastic; you almost never see that in regular tools. By the way, while reading about rank-trajectory and the logarithmic scale, I immediately remembered how convenient it is to analyze dynamics on charts in ExpertOption—I've been trading there for quite some time now. When the data is well visualized, decisions are noticeably easier and more relaxed. I also liked the point about "no more than eight colors" and the dual-axis ban. Strict restrictions sometimes actually produce better results than complete freedom. I'll try this approach myself.
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30.07.26 17:27
wendytaylor015
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30.07.26 17:27
wendytaylor015
My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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31.07.26 16:21
rssllhrnsb
I learned an important lesson after investing in what appeared to be a genuine opportunity. Unfortunately, I was unable to access my funds, which reinforced the importance of carrying out thorough due diligence, checking whether an investment is appropriately regulated, and seeking qualified professional advice rather than relying solely on online reviews or testimonials. During the process of addressing my case, I worked with Mrs. Doris Ashley, who communicated clearly, provided regular updates, and handled the matter in a professional manner. According to my experience, I have recovered $50,000 so far, while efforts to resolve the remaining balance are still in progress. If you wish to contact her, the details I used are: Mrs. Tatiana Sorina TEXT : (tatianasorina06 at G.Ma IL ..c 0 m ) Before committing money to any investment, take time to verify the legitimacy of the platform, confirm any relevant regulatory authorisations, and avoid investing more than you can comfortably afford to lose.
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01.08.26 15:05
keithwilson9899
ETHEREUM RECOVERY ASSISTANCE: CAPITAL CRYPTO RECOVER HELPED ME RECOVER $98,000 WORTH OF LOST ETH In cases of cryptocurrency scams, having accurate information and trusted support is essential. I would like to recommend Capital Crypto Recover Service, a professional team that specializes in assisting individuals with the recovery of lost or stolen Bitcoin and Ethereum (ETH). Their experienced experts are dedicated to helping victims of digital asset fraud by carefully analyzing each case, developing strategic recovery plans, Capital Crypto Recover Service knowledgeable team's primary goals are to satisfy clients and offer significant support and working diligently toward fund retrieval. The team is committed to providing reliable assistance and maintaining a high level of client satisfaction. Based on my assessment, their reputation professionalism and a strong commitment to their clients. If you have experienced a cryptocurrency loss, you can contacting them for further assistance Phone (Call/Text): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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01.08.26 15:05
keithwilson9899
ETHEREUM RECOVERY ASSISTANCE: CAPITAL CRYPTO RECOVER HELPED ME RECOVER $98,000 WORTH OF LOST ETH In cases of cryptocurrency scams, having accurate information and trusted support is essential. I would like to recommend Capital Crypto Recover Service, a professional team that specializes in assisting individuals with the recovery of lost or stolen Bitcoin and Ethereum (ETH). Their experienced experts are dedicated to helping victims of digital asset fraud by carefully analyzing each case, developing strategic recovery plans, Capital Crypto Recover Service knowledgeable team's primary goals are to satisfy clients and offer significant support and working diligently toward fund retrieval. The team is committed to providing reliable assistance and maintaining a high level of client satisfaction. Based on my assessment, their reputation professionalism and a strong commitment to their clients. If you have experienced a cryptocurrency loss, you can contacting them for further assistance Phone (Call/Text): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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03.08.26 20:05
Philip
I was a victim of a crypto theft involving a Pink Drainer, which resulted in the theft of my Wrapped Bitcoin (WBTC) from my Polygon network. The experience was incredibly frustrating and distressing, as I had no idea how to recover my funds. Unfortunately, by the time I noticed the theft, the funds had already been drained to an address that I had no control over, making it seem like an irreversible situation.The attack happened when I clicked on what appeared to be a legitimate link. I didn’t realize at the time that it was a phishing attempt designed to siphon off my private keys and access my wallet. The Pink Drainer, a type of malicious script used by attackers, is specifically designed to exploit such vulnerabilities in crypto wallets. The moment I realized that my WBTC had been drained from my Polygon network. I felt completely helpless, as I didn’t have direct access to the thief's address, and there was no way to reverse the transaction on my own at that point, I started searching for ways to recover my funds, but most resources only offered generic advice that wasn’t practical in this particular case. I quickly realized that if I wanted to have any hope of getting my assets back, I would need professional assistance. After some research, I came across a reliable and trusted recovery team called Aspen Recovery Experts. Their expertise in cryptocurrency recovery, especially in cases like mine, seemed promising.I decided to reach out to Aspen Recovery Experts, and I’m incredibly grateful that I did. Their team of crypto recovery experts was able to help me trace the stolen funds and identify the path the funds took after they left my wallet. Using advanced tools and techniques, they were able to track the transactions on the blockchain, helping me understand where my WBTC had been sent. More importantly, they worked tirelessly to assist me in contacting the necessary parties and even interfaced with blockchain analysts to help facilitate the recovery process.Thanks to their efforts, I was able to successfully recover my stolen funds. The entire process took some time, but the Aspen Recovery Experts dedicated team provided regular updates and kept me informed throughout the process, which gave me a sense of hope and relief during an otherwise stressful time. If you’re ever in a similar situation, I highly recommend reaching out to a trusted recovery team like Aspen Recovery Expertshhh . Their professionalism, knowledge, and expertise were critical in helping me recover my funds and regain control of my crypto assets. Whatsapp : +1 747 231 9036 Telegram : @ prohackerspy Email : [email protected]
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03.08.26 20:06
Philip
I was a victim of a crypto theft involving a Pink Drainer, which resulted in the theft of my Wrapped Bitcoin (WBTC) from my Polygon network. The experience was incredibly frustrating and distressing, as I had no idea how to recover my funds. Unfortunately, by the time I noticed the theft, the funds had already been drained to an address that I had no control over, making it seem like an irreversible situation.The attack happened when I clicked on what appeared to be a legitimate link. I didn’t realize at the time that it was a phishing attempt designed to siphon off my private keys and access my wallet. The Pink Drainer, a type of malicious script used by attackers, is specifically designed to exploit such vulnerabilities in crypto wallets. The moment I realized that my WBTC had been drained from my Polygon network. I felt completely helpless, as I didn’t have direct access to the thief's address, and there was no way to reverse the transaction on my own at that point, I started searching for ways to recover my funds, but most resources only offered generic advice that wasn’t practical in this particular case. I quickly realized that if I wanted to have any hope of getting my assets back, I would need professional assistance. After some research, I came across a reliable and trusted recovery team called Aspen Recovery Experts. Their expertise in cryptocurrency recovery, especially in cases like mine, seemed promising.I decided to reach out to Aspen Recovery Experts, and I’m incredibly grateful that I did. Their team of crypto recovery experts was able to help me trace the stolen funds and identify the path the funds took after they left my wallet. Using advanced tools and techniques, they were able to track the transactions on the blockchain, helping me understand where my WBTC had been sent. More importantly, they worked tirelessly to assist me in contacting the necessary parties and even interfaced with blockchain analysts to help facilitate the recovery process.Thanks to their efforts, I was able to successfully recover my stolen funds. The entire process took some time, but the Aspen Recovery Experts dedicated team provided regular updates and kept me informed throughout the process, which gave me a sense of hope and relief during an otherwise stressful time. If you’re ever in a similar situation, I highly recommend reaching out to a trusted recovery team like Aspen Recovery Expertshhh . Their professionalism, knowledge, and expertise were critical in helping me recover my funds and regain control of my crypto assets. Whatsapp : +1 747 231 9036 Telegram : @ prohackerspy Email : [email protected]
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04.08.26 11:05
Kisnoles
Excellent analysis, thank you. I was particularly struck by how rigidly the skill sets the order: data processing and form come first, with color coming last. This really cures the habit of "first a pretty palette, then we'll figure it out." A palette validator using OKLCH + color blindness + WCAG is something most chart generators lack. And regarding the boundaries of competence, it's very clear. Where there's a self-checking loop (color), you delegate freely. Where there's a heuristic (form, data interpretation), you remain the final filter. This is a universal principle, not just for /dataviz. By the way, when you look at trading dashboards (including those of decent platforms like ExpertOption), it's immediately clear who thought about readability and who just threw in rainbow lines. Tools like this skill could greatly improve the quality of analytics. Thanks again for the detailed analysis – saved.
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04.08.26 12:37
kimberlyhebertt6877
I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text Number: +1 (336) 390-6684
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04.08.26 12:37
kimberlyhebertt6877
I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text Number: +1 (336) 390-6684
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06.08.26 08:11
ROMMYHENDERSON344
All you need is to hire an expert to help you accomplish that. If there's any need to spy on your partner's phone. From my experience I lacked evidence to confront my husband on my suspicion on his infidelity, until I came across REALCYBERHACKERS which many commend him of assisting them in their spying mission. So I contacted him and he provided me with access into his phone to view all text messages, call logs, WhatsApp messages and even her location. This evidence helped me move him off my life . I recommend you consult REALCYBERHACKERS AT gmail com or whatsapp +14106350697 if you need access to your partner's phone or any kind of hacking, they carry out all kinds of hacking job
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06.08.26 13:56
lydiassmith567
HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/Text: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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06.08.26 13:56
lydiassmith567
HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/Text: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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11.08.26 03:43
raymont0714
I recommend a trusted cybersecurity PRO with experience in authorized device access, security testing, and data recovery. SHE work only with the owner's consent and follow all legal and privacy rules on meta data. With permission, this specialist can recover lost files, check device security offline & online, and review texts, call records, or hidden data (spy or lurk around a cheating partner or colleuge). Strict confidentiality agreements protect the information, and client details remain private. The work is careful, efficient, and suited to complex cases. For help securing or recovering information from a phone or another electronic device, use the details below 2 consult [email protected] +44 7476618364 I trust her secrecy a living witness. Her discretion is unmatched, ensuring your privacy is always maintained
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12.08.26 16:37
rssllhrnsb
I learned an important lesson after investing in what appeared to be a genuine opportunity. Unfortunately, I was unable to access my funds, which reinforced the importance of carrying out thorough due diligence, checking whether an investment is appropriately regulated, and seeking qualified professional advice rather than relying solely on online reviews or testimonials. During the process of addressing my case, I worked with Mrs. Tatiana Sorina , who communicated clearly, provided regular updates, and handled the matter in a professional manner. According to my experience, I have recovered $50,000 so far, while efforts to resolve the remaining balance are still in progress. If you wish to contact her, the details I used are: Mrs. Tatiana Sorina TEXT : (tatianasorina06 at G_Ma IL dot ..c 0 m)…. Before committing money to any investment, take time to verify the legitimacy of the platform, confirm any relevant regulatory authorisations, and avoid investing more than you can comfortably afford to lose.
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16.08.26 01:44
Matt Kegan
CapitalNode Analytics. They help to investigate and recover stolen digital assets from fake trading platforms. Great firm i must say.
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18.08.26 04:59
marcushenderson624
Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone WhatsApp/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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18.08.26 04:59
marcushenderson624
Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone WhatsApp/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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19.08.26 14:50
BAYER7043
My account was locked, and I couldn’t access my own information until [email protected] +447476618364 whats?up? helped me recover it. This lady hacker was kind and professional, but this experience showed me how risky account lockouts can be. If you’re facing the same problem, do not panic consult her A. S. A. P. Be careful with recovery agents outchea, and research their name, business, and reviews before sharing any details. Never send passwords, security codes, banking information, or copies of your ID unless you’ve confirmed who you’re dealing with. Be wary of promises that sound too good to be true, especially claims that require little information or guarantee instant access with outrageous fees.
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20.08.26 11:32
michaeldavenport218
I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR WhatsApp Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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20.08.26 11:32
michaeldavenport218
I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR WhatsApp Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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23.08.26 20:02
leslieyee
Excellent analysis by /dataviz! I was particularly struck by how strictly the order is defined: "data meaning first, color last" and how the validator actually adjusts the palette according to OKLCH, color blindness, and WCAG standards. These rules greatly improve the quality of charts. By the way, a similar approach to clean and legible charts is highly valued in trading—for example, on the ExpertOption platform, the interface and price visualization are designed to ensure information is read instantly and without unnecessary noise.
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25.08.26 13:44
lydiassmith567
HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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25.08.26 13:44
lydiassmith567
HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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30.08.26 15:37
[email protected]
Discovering I had been defrauded, I searched online for services claiming to recover stolen ETH. I contacted several companies, but none succeeded. Although some claimed they could trace assets or recover funds, I could not verify their success or recover my money. I later found SYLVESTER BRYANT Recovery through Google. After contacting him, he recovered 450,000,00. He can be reached at [email protected] or WhatsApp at +1 512 577 7957.
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30.08.26 15:37
[email protected]
Discovering I had been defrauded, I searched online for services claiming to recover stolen ETH. I contacted several companies, but none succeeded. Although some claimed they could trace assets or recover funds, I could not verify their success or recover my money. I later found SYLVESTER BRYANT Recovery through Google. After contacting him, he recovered 450,000,00. He can be reached at [email protected] or WhatsApp at +1 512 577 7957.
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01.09.26 11:16
lisawerth897
My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684
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01.09.26 11:16
lisawerth897
My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684
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01.09.26 17:34
Garry42
Really crazy world. These fraudsters go at any length to steal your hard earned funds. I have been a victim of a bitcoin scam about 7 months back. A Con artist gained access to my cashapp account through a phishing scam. They stole $409,000. I was really devastated. I did everything to get back my funds by contacting the FBI but they claimed there was nothing they could do. A friend told me about a recovery expert. He helps fight against various phishing and investment scams and they were able to help trace and recover my funds even though it took over 2 days. you can reach out to him through recoverydarek@gmail. com . I can guarantee his services are still active.
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01.09.26 17:34
Garry42
Really crazy world. These fraudsters go at any length to steal your hard earned funds. I have been a victim of a bitcoin scam about 7 months back. A Con artist gained access to my cashapp account through a phishing scam. They stole $409,000. I was really devastated. I did everything to get back my funds by contacting the FBI but they claimed there was nothing they could do. A friend told me about a recovery expert. He helps fight against various phishing and investment scams and they were able to help trace and recover my funds even though it took over 2 days. you can reach out to him through recoverydarek@gmail. com . I can guarantee his services are still active.
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02.09.26 03:43
kimberlyhebertt6877
I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] WhatsApp/Text Number: +1 (336) 390-6684
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02.09.26 03:43
kimberlyhebertt6877
I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] WhatsApp/Text Number: +1 (336) 390-6684
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04.09.26 21:51
Kovengray
Recovering your lost investment funds as the case might be, is not what you can do alone, you’d require the service of a trained recovery specialist. A recovery specialist is a person or a group of people who are well equipped to work around the brokerage network. They have vast knowledge about the whole network and have the right software and private keys to follow any transaction. I was ripped off trading online to an investment broker, good thing I got every penny back through the help of Gavin ray he’s a genius Contact : Gavinray78 at gmail com or WhatsApp +1 352 322 2096 It is also important to be patient and really calm during the process.
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05.09.26 21:38
[email protected]
I invested 45,000 Euro, and later aggreviated to 198,000 Euro. I requested to place Withdrawal of my funds to be paid to my Bank account. But nothing happened I was subjected to pay more fee until I can get my funds on my account, i got in touch with Theodore ryan here on this platform who had helped a lot of people, I followed all instructions and he legally got back my withheld funds, I got threatened by the company that if I don’t pay they will get my account frozen, all thanks to Theodore ryan and I highly recommend him to anyone dealing with an unregulated broker company… contact him on his Gmail - theodoreryan318@ gmail . com
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09.09.26 21:31
lisawerth897
My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684
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09.09.26 21:31
lisawerth897
My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684
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09.09.26 23:22
Fraddy Pual
Hearing that these individuals are focusing on other people makes me very sad. I had a similar situation with them and lost a lot of money, but after learning about (Cruxcipherteam @ proton DoT me), whataqq:+168160-15021, telegram: @Cruxcipherteam I was able to get my money back. It's critical that we all be watchful and keep reporting these occurrences.
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11.09.26 03:23
kimberlyhebertt6877
I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] WhatsApp/Text Number: +1 (336) 390-6684
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11.09.26 03:23
kimberlyhebertt6877
I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] WhatsApp/Text Number: +1 (336) 390-6684
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15.09.26 03:35
elioduncan
I fell victim to a freelance web development contract scam that ultimately cost me CAD 4,000. It all started when I came across a job posting on Indeed Canada, a popular online job portal. The position seemed perfect: a freelance web developer role for an established company looking for someone to design and build a fully functional e-commerce website. The job promised a high payment of CAD 20,000 upon successful completion, which sounded like a great opportunity for me to gain experience and earn decent pay.The employer, who introduced himself as a project manager from a "well-known" tech company, was very persuasive and professional in our initial communication. He explained that the project involved developing a user-friendly, responsive online store for their client and that they had a strict timeline to meet. He assured me that the payment would be made promptly after completing the tasks. However, before starting the work, he told me that I would need to pay an upfront fee of CAD 4,000 to cover certain software tools and licensing fees required for the project. This was supposedly a part of their company policy for freelance contractors, ensuring access to their premium resources. The idea of working on a professional project, coupled with the promise of a substantial payout, convinced me to pay the upfront fee.As soon as I made the payment, the project manager became increasingly difficult to reach. He initially responded to my emails and provided some vague instructions on what the project would entail, but as time went on, communication slowed to a complete halt. I never received the required tools or any proper project details. My emails went unanswered, and any attempts to contact the company were met with silence. After waiting for weeks, I realized that I had been scammed.Desperate to recover my money, I turned to TechY Force Cyber Retrieval, a service that specializes in helping victims of online scams. They helped me track the payment and took legal steps to pursue the fraudsters. Through their guidance, I was able to recover the full CAD 4,000. TechY Force Cyber Retrieval worked with my bank to reverse the transaction and liaised with the authorities to trace the scammer's details.This was a hard lesson, and I now know to be highly cautious about online job offers that require upfront payments. It is crucial to research companies thoroughly and avoid any job that seems too good to be true, especially when it involves paying money upfront. WhatsApp https://wa.link/2x6ktp Mail. [email protected]
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15.09.26 15:45
lydiassmith567
HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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15.09.26 15:45
lydiassmith567
HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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05.10.26 21:26
[email protected]
I Invested 45,000 Euro, and later aggreviated to 198,000 Euro. I requested to place Withdrawal of my funds to be paid to my Bank account. But nothing happened I was subjected to pay more fee until I can get my funds on my account, i got in touch with Theodore ryan here on this platform who had helped a lot of people, I followed all instructions and he legally got back my withheld funds, I got threatened by the company that if I don’t pay they will get my account frozen, all thanks to Theodore ryan and I highly recommend him to anyone dealing with an unregulated broker company… contact him on his Gmail - theodoreryan318@ gmail . com
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06.10.26 06:13
melissathomason573
Professional Crypto Recovery Testimonial After losing a significant amount of cryptocurrency through a scam on Twitter, I was unsure whether my Bitcoin funds could ever be recovered. The experience was extremely stressful, particularly because I encountered several individuals and services claiming they could help recover my assets, only to discover that some were fraudulent themselves. A friend eventually referred me to CAPITAL CRYPTO RECOVER. Their team handled my case professionally, discreetly, and efficiently. With their assistance, I successfully recovered approximately $130,000 worth of USDT in just over a week. My experience taught me the importance of being extremely cautious when seeking cryptocurrency recovery services, as scammers often target victims a second time. I am grateful to CAPITAL CRYPTO RECOVER for the assistance I received and wanted to share my experience with others who may be facing a similar situation. If you’ve been compromised, don’t lose hope—and be careful of fraudsters posing as saviors. CAPITAL CRYPTO RECOVER are real professionals in crypto recovery. I am a living proof of their effectiveness, you can reach them through Phone (Call/WhatsApp): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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06.10.26 06:13
melissathomason573
Professional Crypto Recovery Testimonial After losing a significant amount of cryptocurrency through a scam on Twitter, I was unsure whether my Bitcoin funds could ever be recovered. The experience was extremely stressful, particularly because I encountered several individuals and services claiming they could help recover my assets, only to discover that some were fraudulent themselves. A friend eventually referred me to CAPITAL CRYPTO RECOVER. Their team handled my case professionally, discreetly, and efficiently. With their assistance, I successfully recovered approximately $130,000 worth of USDT in just over a week. My experience taught me the importance of being extremely cautious when seeking cryptocurrency recovery services, as scammers often target victims a second time. I am grateful to CAPITAL CRYPTO RECOVER for the assistance I received and wanted to share my experience with others who may be facing a similar situation. If you’ve been compromised, don’t lose hope—and be careful of fraudsters posing as saviors. CAPITAL CRYPTO RECOVER are real professionals in crypto recovery. I am a living proof of their effectiveness, you can reach them through Phone (Call/WhatsApp): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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06.10.26 17:44
Darrell1717
I fell victim of a scam I invested to total of 5thousand into. I know it could be risky but after I trusted this man I was dating online he lured me into investing with him. I know hard I worked of my money so I wanted every way possible to get it back. I really appreciate Blockrecoveryexpert for successfully recovered my funds form this scammer. This is all I can say. You can reachout if you ever need help contact blockrecoveryexpert (at) gmail (dot)com
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11.10.26 03:04
Patricia014
Most recovery companies will take your money again. I personally think they’re the same set of people running all of them. It’s a sad, unending cycle, and so many people fall for cloned websites. The only recovery agent I know is Agent Rottgen Raphael. I’ve visited their physical company address, and they’ll tell you if they can handle your case instead of taking upfront payment when they know they can’t help. I highly appreciate their support in recovering my money from the scammers’ wallet within 24 hours. RottgenRaphael@Gmail. com
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12.10.26 19:34
lydiassmith567
HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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12.10.26 19:34
lydiassmith567
HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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13.10.26 14:14
lisalisa22
Legitimate Cryptocurrency Recovery Services: Consult ZEUS CRYPTO RECOVERY SERVICES Zeus Crypto Recovery Services supports individuals exploring options after cryptocurrency losses from fraud, unauthorised transfers, or wallet access issues. Services may include blockchain analysis, wallet tracing, and evidence gathering for investigations. Each case is reviewed. Zeus Crypto Recovery Services is a trusted company with the highest success rate among cryptocurrency recovery services in 2025/2026 and is highly recommended if you have been scammed. ZEUS CRYPTO RECOVERY SERVICES handles case such as Scammed USDT Lost BTC, Coinbase Wallet Forgotten password, ETH and coins, etc. Anything that has to do with cryptocurrency or lost digital assets, ZEUS can help you Do you Need Help? Website https://zeusrecoveryservices.com Mailbox [email protected] WhatsApp number +447798816938 Telegram https://t.me/Zeuscryptorecoveryservices
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13.10.26 14:14
lisalisa22
Legitimate Cryptocurrency Recovery Services: Consult ZEUS CRYPTO RECOVERY SERVICES Zeus Crypto Recovery Services supports individuals exploring options after cryptocurrency losses from fraud, unauthorised transfers, or wallet access issues. Services may include blockchain analysis, wallet tracing, and evidence gathering for investigations. Each case is reviewed. Zeus Crypto Recovery Services is a trusted company with the highest success rate among cryptocurrency recovery services in 2025/2026 and is highly recommended if you have been scammed. ZEUS CRYPTO RECOVERY SERVICES handles case such as Scammed USDT Lost BTC, Coinbase Wallet Forgotten password, ETH and coins, etc. Anything that has to do with cryptocurrency or lost digital assets, ZEUS can help you Do you Need Help? Website https://zeusrecoveryservices.com Mailbox [email protected] WhatsApp number +447798816938 Telegram https://t.me/Zeuscryptorecoveryservices
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17.10.26 12:58
melissathomason573
Professional Crypto Recovery Testimonial After losing a significant amount of cryptocurrency through a scam on Twitter, I was unsure whether my Bitcoin funds could ever be recovered. The experience was extremely stressful, particularly because I encountered several individuals and services claiming they could help recover my assets, only to discover that some were fraudulent themselves. A friend eventually referred me to CAPITAL CRYPTO RECOVER. Their team handled my case professionally, discreetly, and efficiently. With their assistance, I successfully recovered approximately $130,000 worth of USDT in just over a week. My experience taught me the importance of being extremely cautious when seeking cryptocurrency recovery services, as scammers often target victims a second time. I am grateful to CAPITAL CRYPTO RECOVER for the assistance I received and wanted to share my experience with others who may be facing a similar situation. If you’ve been compromised, don’t lose hope—and be careful of fraudsters posing as saviors. CAPITAL CRYPTO RECOVER are real professionals in crypto recovery. I am a living proof of their effectiveness, you can reach them through Phone (Call/WhatsApp): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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17.10.26 12:58
melissathomason573
Professional Crypto Recovery Testimonial After losing a significant amount of cryptocurrency through a scam on Twitter, I was unsure whether my Bitcoin funds could ever be recovered. The experience was extremely stressful, particularly because I encountered several individuals and services claiming they could help recover my assets, only to discover that some were fraudulent themselves. A friend eventually referred me to CAPITAL CRYPTO RECOVER. Their team handled my case professionally, discreetly, and efficiently. With their assistance, I successfully recovered approximately $130,000 worth of USDT in just over a week. My experience taught me the importance of being extremely cautious when seeking cryptocurrency recovery services, as scammers often target victims a second time. I am grateful to CAPITAL CRYPTO RECOVER for the assistance I received and wanted to share my experience with others who may be facing a similar situation. If you’ve been compromised, don’t lose hope—and be careful of fraudsters posing as saviors. CAPITAL CRYPTO RECOVER are real professionals in crypto recovery. I am a living proof of their effectiveness, you can reach them through Phone (Call/WhatsApp): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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24.10.26 03:16
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24.10.26 03:24
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25.10.26 14:35
lydiasmitth456
HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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25.10.26 14:35
lydiasmitth456
HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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27.10.26 01:58
KATHLEEN
Cyberspacetechexpert focuses on recovering stolen cryptocurrency, particularly USDT and bitcoin. She is well-known for helping victims of digital asset theft. Her reputation arises from successful recoveries that have allowed many to regain their lost funds. I witnessed this when $74,000 was taken from me in January. Thanks to the best female hacker Gracias, I recovered the entire amount in just 14 hours. Her prompt response and effective methods relieved my financial burden. Her commitment to helping others is evident. She is always available to offer solutions to those facing similar problems. For assistance, she can be reached via email Cyberspacetechexpert@gmail .com. or speak to her on What App at + 44 7476618364.
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27.10.26 02:22
kimberlyhebertt6877
I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] WhatsApp/Text Number: +1 (336) 390-6684
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27.10.26 02:22
kimberlyhebertt6877
I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] WhatsApp/Text Number: +1 (336) 390-6684
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27.10.26 02:25
KATHLEEN
Cyberspacetechexpert focuses on recovering stolen cryptocurrency, particularly USDT and bitcoin. She is well-known for helping victims of digital asset theft. Her reputation arises from successful recoveries that have allowed many to regain their lost funds. I witnessed this when $74,000 was taken from me in January. Thanks to the best female hacker Gracias, I recovered the entire amount in just 14 hours. Her prompt response and effective methods relieved my financial burden. Her commitment to helping others is evident. She is always available to offer solutions to those facing similar problems. For assistance, she can be reached via email Cyberspacetechexpert@gmail .com. or speak to her on What App at + 44 7476618364.
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27.10.26 23:04
kevinlong
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30.10.26 06:11
melissathomason573
HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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02.11.26 02:57
navare34
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02.11.26 21:26
lisawerth897
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02.11.26 21:26
lisawerth897
My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684
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05.11.26 18:21
Brian147
HAVE YOU LOST A FORTUNE TO ROMANCE SCAM, CRYPTOCURRENCY INVESTMENT FRAUDSTERS, PIG BUTCHERING HOAX, PHISHING LINKS & ET CETERA ? HERE COMES REDEMPTION WITH EMERALD HACKS….SCHEDULE A CONSULTATION WITH AN EXPERT TODAY. Emeraldhacks was founded by a small group of blockchain analysts and financial-crime investigators who spent years building tracing tools for exchanges and law enforcement. We saw the same pattern too often: a victim reports a scam, and the trail goes cold because no one follows it fast enough. We built Emeraldhacks to close that gap. Every case is handled by an analyst, not a call-center script — and every case gets an honest read on whether recovery is realistic before you spend a dollar. Explore our website below to get started- emeraldhacks(.)netlify(.)app Email- emeraldhacks (.) org (@) gmail (.) com Be alert for fake hackers, stay vigilant.
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06.11.26 13:22
kimberlyhebertt6877
I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] WhatsApp/Text Number: +1 (336) 390-6684
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06.11.26 13:22
kimberlyhebertt6877
I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] WhatsApp/Text Number: +1 (336) 390-6684
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08.11.26 13:35
derek1987
Be wary of crypto recovery services that promise to get lost funds back. Many make excuses or fail to deliver, leaving you worse off. After several failed tries, I found an expert who helped recover my stolen crypto. Their help gave me peace of mind. If you've lost crypto, call/consult cyberspacetechexpert@ gmail.com +44 7476618364 them or send a message on WhatsApp. Avoid scams. she will be able to help get your funds back with proof and feds reports if already filed.
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09.11.26 10:14
lydiasmitth456
HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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09.11.26 10:14
lydiasmitth456
HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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