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[Перевод] PyTorch MPS против Apple MLX: как дообучать LLM на Mac с 16 ГБ и что выбрать

Если вы хотите локально дообучать LLM на Apple Silicon, по сути есть два варианта: PyTorch MPS со стандартным стеком Hugging Face/TRL или Apple MLX — нативный фреймворк Apple. Оба поддерживают локальное дообучение с LoRA. И оба ведут себя совсем не так, как привыкли разработчики, работающие с CUDA.

На обычном компьютере с 16 ГБ памяти обучение на многоходовых трейсах работы агентов для программирования очень быстро упирается в физические ограничения железа. PyTorch MPS обеспечивает высокую производительность в FP16 на небольших моделях, но по мере роста контекста довольно резко упирается в потолок по памяти.

Apple MLX благодаря нативной 4-битной QLoRA позволяет запускать модели на 3 B параметров с контекстом 4 k и почти не увеличивает потребление памяти при его росте. Цена за это — накладные расходы на деквантование при каждом матричном умножении, как на прямом, так и на обратном проходе.

Мы провели 10 контролируемых экспериментов с SFT на моделях Qwen 2.5 размером 0,5 B, 1,5 B и 3 B параметров. Для обучения использовали реальные трейсы работы агентов из badlogicgames/pi‑mono, каждый шаг записывали в общую базу Trackio, а затем сравнили компромиссы двух подходов.

Коротко о результатах:

PyTorch MPS в 2,2–5,7 раза быстрее по чистой производительности, но на машине с 16 ГБ памяти предел находится примерно на уровне 1,5 B параметров.
Apple MLX позволяет работать с моделями вдвое крупнее, от 3 B параметров, и без проблем масштабируется до контекста 4 k и больше. При увеличении контекста в четыре раза, с 1 k до 4 k токенов, потребление оперативной памяти вырастает всего на 109 МБ.
4-битное квантование не ухудшает сходимость на трейсах работы агентов: функция потерь на валидации у обоих бэкендов получается близкой — 0,462 для MPS против 0,478 для MLX на модели 1,5 B с контекстом 2 k.
При этом большая часть разницы в скорости вообще не связана с квантованием. В двух из десяти запусков MLX использовался без квантования, и устранение накладных расходов на деквантование сокращает разрыв лишь в 1,07–1,4 раза в зависимости от размера модели. Даже после этого сохраняется примерно 4,1–4,6-кратный разрыв в производительности на уровне фреймворков.

Дальше разберём результаты бенчмарков, проблемы, с которыми мы столкнулись, и особенности аллокатора памяти, из‑за которых macOS может начать задыхаться прямо посреди обучения.

Нагрузка: SFT на многоходовых трейсах работы агентов для программирования

В большинстве гайдов по дообучению используют одноходовые наборы инструкций длиной 256 или 512 токенов. Реальные трейсы работы агентов выглядят совсем иначе.

Мы обучались на badlogicgames/pi‑mono — датасете с полными сессиями автономных агентов для программирования. Каждый пример представляет собой многоходовый диалог, в котором есть:

Пользовательские запросы — высокоуровневые описания задачи («Найди утечку памяти в worker.py и напиши регрессионный тест»).
Рассуждения ассистента и вызовы инструментов — структурированные вызовы bash, read_file, edit_file, grep и других инструментов.
Ответы окружения — необработанный вывод терминала stdout/stderr, трейсы компилятора и содержимое файлов.

Наш пайплайн конвертации отфильтровал 627 исходных файлов с трейсами, содержащих 33 879 событий сообщений, и получил 6 727 диалоговых ходов с ограничением max_length=4096 токенов. Из них 6 471 пример использовался для обучения, а 256 были отложены для валидации.

Почему здесь важна функция потерь только по токенам ответа

Стандартная целевая функция каузальной языковой модели обучает модель на каждом токене последовательности. Для агента это не тот результат, который нам нужен: модель должна научиться понимать, какой инструмент и когда вызывать, а не запоминать лог сборки на 500 строк, вернувшийся в качестве вывода инструмента.

Поэтому пользовательские запросы и токены вывода инструментов мы маскируем значением -100, а кросс‑энтропийную функцию потерь считаем только по рассуждениям ассистента и вызовам инструментов:

loss = -mean( log P(token_t | tokens_<t) )   for every token t the assistant produced

Все остальные позиции токенов — пользовательские запросы и вывод инструментов — в это среднее вообще не входят. В SFTTrainer из TRL для этого есть параметр completion_only_loss=True. В MLX аналогичного флага нет, поэтому перед обучением мы заранее преобразовали данные в соответствующие маски входных и целевых токенов.

Два фреймворка и объединённая память

В Apple Silicon CPU, Metal GPU и сама macOS с её композитингом используют общий пул объединённой памяти. От того, как каждый фреймворк распоряжается этой памятью, зависит, что в неё в итоге удастся уместить.

1. PyTorch MPS (стек Hugging Face / TRL)

Точность: веса и активации в FP16. (4- и 8-битное квантование bitsandbytes работает только с CUDA и на MPS недоступно.)
Настройка LoRA: ранг r=16, alpha=32, адаптация всех семи проекций attention/MLP (q, k, v, o, gate, up, down).
Плюс: полная совместимость с экосистемой — один и тот же скрипт можно локально запускать через MPS или на NVIDIA GPU через Hugging Face Jobs.
Минус: веса FP16 требуют по 2 байта на параметр ещё до того, как вы выделили хотя бы один байт под активации или состояние оптимизатора.

2. Apple MLX (mlx‑lm)

Точность: нативная 4-битная QLoRA на предварительно квантованных весах mlx-community в 5 из 10 запусков. Ещё в двух запусках MLX (qwen-0.5b-mlx16-2k, qwen-1.5b-mlx16-2k) использовались обычные неквантованные веса Qwen/Qwen2.5-*-Instruct — с тем же размером модели и контекста, что и у их 4-битных аналогов. Что именно позволяет отделить такое сравнение, разберём в разделе «Подробные результаты», § 1. Оставшиеся 3 из 10 запусков выполнялись на PyTorch MPS и вообще не использовали mlx-community.
Настройка LoRA: стандартные параметры mlx_lm.lora — ранг 8, scale=20.0, dropout=0, с адаптацией последних 24 слоёв трансформера. Именно такие значения по умолчанию использует run_experiments.py; при прямом запуске train_mlx.py по умолчанию адаптируются только 16 слоёв. В train_mlx.py ранг и scale нигде не переопределяются, поэтому, несмотря на симметрично выглядящие пункты списка, эти настройки не соответствуют rank=16 и alpha=32 на стороне MPS. То есть здесь различается не только точность вычислений, но и ёмкость самих адаптеров.
Плюс: 4-битные веса сокращают объём памяти под модель примерно на 75%. Квантованные веса модели на 3 B параметров занимают при загрузке около 1,8 ГБ вместо примерно 6,0 ГБ в FP16.
Минус: работает только на Apple. Скрипт на MLX нельзя запустить на CUDA без переписывания под PyTorch.

В обоих бэкендах использовались одинаковые learning rate (1e-4) и эффективный размер батча (4 — микробатч размером 1 и 4 шага накопления градиентов), но оптимизатор и схема изменения learning rate различались.

На MPS использовался AdamW с косинусным затуханием — это настройки train_sft.py по умолчанию. MLX работал со стандартными настройками mlx_lm.lora: обычным Adam и постоянным learning rate. В train_mlx.py нигде не задаются --optimizer или --lr-schedule, так что это не осознанный выбор, а просто поведение библиотеки по умолчанию.

# PyTorch MPS run (FP16 LoRA)
uv run tutorials/01-sft-on-traces/train_sft.py \
  --model-id Qwen/Qwen2.5-1.5B-Instruct \
  --device mps --max-length 2048 --max-steps 509 --completion-only-loss

# Apple MLX run (4-bit QLoRA)
uv run tutorials/01-sft-on-traces/train_mlx.py \
  --model mlx-community/Qwen2.5-1.5B-Instruct-4bit \
  --iters 509 --batch-size 1 --grad-accumulation-steps 4 --grad-checkpoint

Единая телеметрия с Trackio

Чтобы сравнивать MPS и MLX на равных условиях, мы направили телеметрию обоих бэкендов в Trackio — локальный трекер экспериментов на базе SQLite.

Логирование MPS: train_sft.py интегрируется с TRL и через пользовательский MPSTelemetryCallback записывает функцию потерь на каждом шаге, функцию потерь на валидации, точность по токенам и использование памяти Metal.
Логирование MLX: train_mlx.py оборачивает mlx_lm.lora, разбирает его stdout (Train loss, Val loss, It/sec, Peak mem GB) и отправляет полученные значения в ту же базу Trackio.

Почему для запусков MLX нет точности по токенам

В таблице результатов ниже для PyTorch MPS в столбце Token Acc указаны значения от 85,9% до 88,6%, а для MLX стоит -. Это различие связано с архитектурой фреймворков, а не с ошибкой в нашем логировании:

SFTTrainer из TRL во время валидации сравнивает наиболее вероятный токен модели (logits.argmax(-1)) с эталонными токенами ответа и записывает метрику eval/mean_token_accuracy.
mlx_lm.lora вычисляет кросс‑энтропийную функцию потерь напрямую по логитам и вообще не выполняет отдельный argmax — предположительно, чтобы не выделять дополнительный буфер Metal. Оба фреймворка при этом считают функцию потерь на валидации, поэтому именно её мы используем для сравнения между ними.

Локальный дашборд доступен по адресу http://127.0.0.1:7860?project=training‑agents‑sft (uv run trackio show --project training-agents-sft). На нём рядом отображаются кривые функции потерь, производительность по шагам и потребление памяти. Данные также синхронизируются с опубликованным Space — harshitkgupta/training‑agents‑trackio, поэтому графики всех 10 запусков можно посмотреть, ничего не запуская локально.

Результаты бенчмарка

Метрики всех 10 запусков на Mac с Apple Silicon и 16 ГБ памяти:

Название запуска	Модель	Бэкенд	Точность	Контекст	Шаги	Функция потерь при обучении (начало → конец)	Функция потерь на валидации	Точность по токенам	Скорость	Пиковое использование VRAM
`qwen-0.5b-mps-2k`	Qwen 0.5 B	PyTorch MPS	FP16	2 048	62	1.544 → 0.548	0.5549	85.9%	5.35 it/s	1,061 MB
`qwen-0.5b-mlx-2k`	Qwen 0.5 B	Apple MLX	4-bit	2 048	55	2.137 → 0.717	0.7560	-	0.94 it/s	3,523 MB
`qwen-0.5b-mlx16-2k`	Qwen 0.5 B	Apple MLX	16-bit	2 048	55	2.119 → 0.478	0.6170	-	1.30 it/s	4,532 MB
`qwen-1.5b-mps-2k`	Qwen 1.5 B	PyTorch MPS	FP16	2 048	62	1.235 → 0.487	0.4623	88.6%	2.23 it/s	3,180 MB
`qwen-1.5b-mlx-2k`	Qwen 1.5 B	Apple MLX	4-bit	2 048	55	1.951 → 0.394	0.4780	-	0.46 it/s	4,396 MB
`qwen-1.5b-mlx16-2k`	Qwen 1.5 B	Apple MLX	16-bit	2 048	55	1.439 → 0.686	0.6280	-	0.49 it/s	7,117 MB
`qwen-1.5b-mps-4k`	Qwen 1.5 B	PyTorch MPS	FP16	4 096	62	1.542 → 0.542	0.5659	86.4%	0.99 it/s	3,180 MB*
`qwen-1.5b-mlx-1k`	Qwen 1.5 B	Apple MLX	4-bit	1 024	55	1.445 → 0.253	0.3310	-	0.29 it/s	4,342 MB
`qwen-1.5b-mlx-4k`	Qwen 1.5 B	Apple MLX	4-bit	4 096	55	1.722 → 0.393	0.4640	-	0.46 it/s	4,451 MB
`qwen-3b-mlx-2k`	Qwen 3 B	Apple MLX	4-bit	2 048	55	2.020 → 0.369	0.4520	-	0.28 it/s	5,494 MB

*В запуске qwen-1.5b-mps-4k значение 3180 МБ — это верхний предел, который показывает собственный аллокатор PyTorch (torch.mps.current_allocated_memory()).

Фактическое потребление памяти драйвером Metal и системной подкачкой было заметно выше: дополнительная память требовалась для графа активаций при контексте 4 k.

Подробные результаты

1. Производительность: FP16-ядра против накладных расходов на деквантование

PyTorch MPS оказался быстрее на моделях всех размеров, которые вообще удавалось на нём запустить:

0,5 B при контексте 2 k: MPS — 5,35 it/s, MLX — 0,94 it/s (в 5,7 раза).
1,5 B при контексте 2 k: MPS — 2,23 it/s, MLX — 0,46 it/s (в 4,8 раза).
1,5 B при контексте 4 k: скорость MPS падает до 0,99 it/s, а MLX остаётся на уровне 0,46 it/s. Разрыв сокращается до 2,2 раза против 4,8 раза при 2 k.

По чистой производительности MLX отстаёт из‑за того, что 4-битная QLoRA хранит базовые веса в виде квантованных целых чисел, а перед каждым матричным умножением на прямом и обратном проходе их приходится деквантовать обратно в FP16.

На Apple Silicon такой подход хорошо экономит пропускную способность памяти, но увеличивает вычислительную нагрузку: на каждом слое и каждом шаге поверх матричного умножения появляется дополнительная операция. PyTorch MPS этого этапа избегает и выполняет матричные умножения в FP16 напрямую через Metal.

Однако на контексте 4 k картина меняется. При переходе с 2 k на 4 k токенов производительность MPS падает более чем на 55% — с 2,23 до 0,99 it/s — по мере роста нагрузки на память под активации. У MLX производительность вообще не меняется: 0,46 it/s и при 2 k, и при 4 k.

Если вы слышали, что MLX — быстрый вариант для Apple Silicon, это не ошибка. Просто речь идёт о другой нагрузке. Репутация MLX во многом связана с генерацией токенов: модель выдаёт по одному токену за раз и для каждого нового токена должна прочитать из памяти все свои веса.

Такая задача ограничена пропускной способностью памяти, поэтому 4-битная модель, которая переносит в четыре раза меньше данных за шаг, почти бесплатно получает ускорение при генерации.

При обучении всё устроено иначе: полные последовательности проходят прямой и обратный проход батчами, поэтому задача уже ограничена вычислительной производительностью.

Здесь деквантование 4-битных весов обратно в FP16 перед каждым матричным умножением превращается в реальную повторяющуюся нагрузку на каждом слое и каждом шаге.

При обычном матричном умножении FP16 на MPS этих накладных расходов нет. Железо то же, квантование то же, а результат противоположный, потому что генерация и обучение нагружают совершенно разные части системы.

Механизм понятен, но само по себе утверждение о «дополнительных накладных расходах» ещё не показывает, какую долю общего разрыва они объясняют.

В двух из десяти запусков (qwen-0.5b-mlx16-2k и qwen-1.5b-mlx16-2k) MLX работал без квантования, с теми же размерами модели и контекста, что и у соответствующих 4-битных вариантов. Благодаря этому разрыв можно разложить на составляющие, а не просто рассуждать о причинах:

Модель	MPS	MLX 4-бит	MLX 16-бит	Вклад деквантования	Оставшийся разрыв на уровне фреймворков
0,5 B	5,35 it/s	0,94 it/s	1,30 it/s	1,4 раза (0,94→1,30)	4,1 раза (1,30→5,35)
1,5 B	2,23 it/s	0,46 it/s	0,49 it/s	1,07 раза (0,46→0,49)	4,6 раза (0,49→2,23)

Отказ от квантования сокращает разрыв всего в 1,07–1,4 раза, причём с ростом модели этот эффект быстро уменьшается: на 1,5 B он уже почти незаметен. Даже если полностью исключить деквантование, остаётся примерно 4,1–4,6-кратный разрыв.

Иными словами, основная причина того, что MLX обучает модели медленнее MPS, вовсе не в 4-битных весах.

Путь обучения LoRA в mlx_lm пока менее зрелый и хуже оптимизирован, чем соответствующая реализация в PyTorch. Квантование добавляет к этому заметные, но вторичные накладные расходы, величина которых зависит от размера модели.

2. Память: MLX позволяет уместить модель вдвое крупнее

16 ГБ — жёсткий потолок. Одна только macOS вместе с WindowServer занимает 4–5 ГБ, так что до загрузки модели остаётся примерно 11 ГБ объединённой памяти.

В PyTorch MPS модель на 3 B параметров в FP16 требует:

weights_fp16 ≈ 3,0B параметров × 2 байта/параметр ≈ 6,0 ГБ

Шесть гигабайт под веса всё ещё оставляют несколько гигабайт для состояния оптимизатора и активаций.

Запас небольшой, но на бумаге это не выглядит совсем уж невозможным. На практике всё упирается не в обучение в установившемся режиме, а в загрузку модели: transformers сначала загружает FP16-чекпойнт в тензоры в памяти CPU, а затем model.to("mps") копирует каждый тензор в память MPS.

В объединённой памяти «CPU» и «MPS» используют один и тот же физический пул, поэтому до того момента, пока Python не удалит исходную копию из памяти CPU сборщиком мусора, одновременно хранятся почти два полных набора весов.

Для модели на 3 B это около 12 ГБ плюс ещё 4–5 ГБ, уже занятых ОС. То есть лимит в 16 ГБ превышается ещё до того, как обучение добирается до первого прямого прохода. Поэтому запускать 3 B‑модель на MPS мы даже не пытались.

Apple MLX обходит эту проблему за счёт 4-битного квантования:

weights_4bit ≈ 3,0B параметров × 0,5 байта/параметр ≈ 1,5 ГБ

Упомянутые выше 1,8 ГБ — это реальный размер квантованного чекпойнта с учётом коэффициентов квантования и смещений нулевой точки. Примерно 1,5 ГБ в расчёте выше — только теоретический объём самих 4-битных весов.

В любом случае запуск qwen-3b-mlx-2k достиг пикового потребления всего 5 494 МБ, уверенно уложившись в лимит 16 ГБ.

Потребление памяти MLX почти не менялось и при увеличении контекста:

MLX 1,5B @ контекст 1k:  4342 МБ пик
MLX 1,5B @ контекст 2k:  4396 МБ пик  (+54 МБ)
MLX 1,5B @ контекст 4k:  4451 МБ пик  (+55 МБ)

Увеличение контекста в четыре раза, с 1 024 до 4 096 токенов, потребовало всего 109 МБ дополнительной памяти.

Но важно точно понимать, за счёт чего получается такая экономия: дело в квантовании, а не в том, что MLX в целом экономнее расходует память.

В тех же двух неквантованных запусках MLX при одинаковых размере модели и контексте потреблял больше памяти, чем MPS в FP16:

Модель	MPS FP16	MLX 16-бит	MLX потребляет
0,5 B	1 061 МБ	4 532 МБ	в 4,3 раза больше
1,5 B	3 180 МБ	7 117 МБ	в 2,2 раза больше

Если сравнивать фреймворки при одинаковой точности, MLX оказывается заметно менее эффективным по памяти, чем PyTorch MPS — то есть картина прямо противоположна той, что может сложиться из сказанного выше.

Утверждение «MLX позволяет уместить модель вдвое крупнее в те же 16 ГБ» действительно подтверждается нашими данными, но обеспечивает это именно 4-битное квантование, а не какое‑то общее преимущество MLX по эффективности использования памяти, на которое можно рассчитывать и в других сценариях.

Размеры сегментов с базовыми весами и LoRA‑адаптером рассчитаны по числу параметров, а не измерены отдельно. Непосредственно измерялось только пиковое использование VRAM для столбцов целиком, а также для запуска MLX на модели 3 B. Оставшийся сегмент показан общей суммой: отдельно расход памяти на состояние оптимизатора, активации и KV‑кэш не измерялся.

3. Сходимость: 4-битное квантование не ухудшает качество обучения

Один из частых вопросов к QLoRA — не мешают ли 4-битные веса модели осваивать строгий синтаксис, в нашем случае JSON‑вызовы инструментов.

По значениям функции потерь на валидации такого ухудшения не видно:

При 1,5 B / контексте 2 k MPS достиг 0,4623, а MLX — 0,4780.
При 3 B / контексте 2 k MLX показал лучший результат на валидации среди запусков с контекстом 2 k — 0,4520. (Минимальная функция потерь на валидации во всей таблице на самом деле у qwen-1.5b-mlx-1k — 0,3310, но это запуск с контекстом 1 k, где модель предсказывает более короткие ответы, поэтому напрямую сравнивать его с запусками на 2 k/4k некорректно.)
На MPS точность по токенам в ответах ассистента всё время оставалась высокой: 85,9% на 0,5 B, 88,6% на 1,5 B/2k и 86,4% на 1,5 B/4k.

Здесь важно точно понимать, что именно такое сравнение позволяет утверждать, а что нет. MPS и MLX различаются не только квантованием: у них разный ранг LoRA (16 против 8), оптимизатор (AdamW против Adam) и схема изменения learning rate (косинусная против постоянной) — подробнее об этом было выше, в разделе с настройками. Поэтому это не чистый эксперимент «квантование при прочих равных».

Разбираться в подобных экспериментах проще, когда уверенно понимаешь основы машинного обучения. Если хотите оценить свой уровень и найти пробелы в знаниях, пройдите тест по машинному обучению.

Корректнее сказать так: оба бэкенда со своими настройками по умолчанию приходят к близким значениям функции потерь на валидации.

Практический вывод от этого не меняется: ничто в этих результатах не указывает на то, что 4-битная QLoRA незаметно портит сходимость. Но близость результатов может быть следствием взаимной компенсации нескольких различий, а не доказательством того, что само квантование вообще ни на что не влияет.

Гораздо чище сравнение внутри MLX: ранг, оптимизатор и схема learning rate там одинаковы, отличается только квантование. Но и здесь картина неоднозначная. На модели 0,5 B отказ от квантования, как и ожидалось, улучшает результат: функция потерь на валидации снижается с 0,7560 для 4-битного варианта до 0,6170 для 16-битного.

На 1,5 B всё наоборот: без квантования функция потерь на валидации ухудшается — с 0,4780 для 4-битного варианта до 0,6280 для 16-битного. При этом в 16-битном запуске функция потерь при обучении начиналась с более низкого значения — 1,439 против 1,951, что вполне ожидаемо для исходных весов без потерь от квантования, — но к концу оказалась выше: 0,686 против 0,394.

У нас нет уверенного объяснения, почему на 1,5 B результат оказался обратным. Сначала мы проверили самое очевидное: mlx_lm.lora по умолчанию фиксирует seed для np.random и mx.random равным 0, если явно не задать другое значение.

Ни в одном из этих запусков seed не переопределялся, поэтому порядок батчей и инициализация LoRA были одинаковыми для 4- и 16-битного вариантов. Значит, дело не в случайном перемешивании данных.

Лучшее оставшееся предположение — шум от 4-битного квантования работает как слабая регуляризация в обучении, которое длится заметно меньше одной эпохи.

Но это лишь гипотеза, которую мы не проверяли, а не установленный результат. Поэтому оставим это открытым вопросом, вместо того чтобы подбирать объяснение, которое звучит аккуратнее, чем позволяют данные.

Практические выводы: что сломалось и как мы это починили

По ходу работы всплыло несколько недокументированных особенностей Apple Silicon и macOS.

1. Задавайте оба порога MPS до импорта torch

У аллокатора MPS в PyTorch есть два ограничения на использование объединённой памяти.

Оба задаются как доля от общего объёма объединённой памяти компьютера:

PYTORCH_MPS_HIGH_WATERMARK_RATIO — жёсткий верхний порог, по умолчанию 1.7, и
PYTORCH_MPS_LOW_WATERMARK_RATIO — мягкий нижний порог, при достижении которого раньше начинается вытеснение данных из кэша, по умолчанию 1.4.

Они нужны, чтобы MPS не забирал столько памяти, что остальная система начинает активно уходить в подкачку.

В обычной ситуации это разумно, но когда вы сознательно работаете почти у самого потолка памяти, пытаясь уместить модель на 3 B параметров, эти ограничения начинают мешать.

Мы отключаем оба:

import os
os.environ["PYTORCH_MPS_HIGH_WATERMARK_RATIO"] = "0.0"
os.environ["PYTORCH_MPS_LOW_WATERMARK_RATIO"] = "0.0"
import torch

Здесь важны два момента.

Во‑первых, отключать нужно оба порога. Если обнулить только верхний, а нижний оставить со значением по умолчанию, PyTorch всё равно начнёт вытеснять кэш раньше, чем вам хотелось бы.
Во‑вторых, переменные нужно задать до import torch. Аллокатор MPS считывает эти значения один раз при инициализации, поэтому менять их после импорта уже бесполезно. В train_sft.py это сделано через os.environ.setdefault(...) в самом начале файла, до любого импорта torch, поэтому настройка сработает, если значение заранее не было экспортировано в shell.

Но есть важная оговорка: если обнулить верхний порог, PyTorch больше не будет сам ограничивать потребление памяти MPS. С этого момента следить за реальной нагрузкой на память придётся вам.

Ниже, в конце статьи, покажем, как контролировать использование подкачки.

2. Порядок callback'ов Trainer ломает пользовательские метрики Trackio

Мы написали callback, который должен был записывать в Trackio использование памяти Metal (torch.mps.current_allocated_memory()) вместе с обычными метриками обучения. Но эта метрика в Trackio так и не появилась.

Причина оказалась в том, как Trainer формирует список callback'ов. Внутри он собирается как default_callbacks + callbacks, причём в default_callbacks уже входит TrackioCallback, если указано report_to="trackio". Callback'и вызываются именно в таком порядке.

В результате сначала срабатывает TrackioCallback.on_log и записывает строку текущего шага в SQLite, а ваш собственный on_log вызывается только после этого и уже не успевает добавить значения в словарь logs.

Исправление простое: после создания trainer нужно переставить callback так, чтобы он выполнялся первым:

trainer = SFTTrainer(...)
if mps_callback is not None:
    trainer.callback_handler.callbacks.remove(mps_callback)
    trainer.callback_handler.callbacks.insert(0, mps_callback)

3. Никакого закрепления памяти и multiprocessing в DataLoader

Обычная рекомендация для PyTorch — использовать pin_memory=True и num_workers=4. На Apple Silicon оба варианта скорее вредят.

pin_memory=True выделяет закреплённую в физической памяти память хоста в стиле CUDA. В системе с объединённой памятью CPU и GPU и так используют одну и ту же физическую DRAM, поэтому закрепление памяти только расходует её впустую и не даёт выигрыша. Используйте dataloader_pin_memory=False.
При num_workers > 0 на macOS Python использует метод запуска процессов spawn, а не fork, поэтому каждый worker при старте дублирует таблицы памяти родительского процесса. Лучше оставить dataloader_num_workers=0.

Когда какой фреймворк использовать

Критерий	PyTorch MPS	Apple MLX
Размер модели	≤1,5 B параметров	3 B–7B+ параметров
Длина контекста	≤2048 токенов	4096–8192+ токенов
Приоритет	Чистая производительность (в 2,2–5,7 раза быстрее)	Максимальный размер модели в пределах 16 ГБ
Где планируется запуск	Перенос в облако (HF Jobs, CUDA‑кластеры)	Локальный сервинг через `mlx-lm`
Инструменты	Полный стек Hugging Face (TRL, PEFT, Accelerate)	Нативный для Metal стек Apple

Если модель помещается в FP16 — например, Qwen 0,5 B или 1,5 B с контекстом 2 k, — используйте PyTorch MPS. Он быстрее, сразу предоставляет метрики точности по токенам, а тот же скрипт можно без изменений перенести на NVIDIA GPU.
Если на ноутбуке с 16 ГБ памяти нужна модель от 3 B параметров или контекст от 4 k токенов, выбирайте Apple MLX. Нативная 4-битная QLoRA снимает ограничение по памяти, из‑за которого PyTorch на том же железе завершился бы с ошибкой, но ценой более медленных итераций.

Ресурсы

Код экспериментов и обвязка для их запуска: tutorials/01-sft‑on‑traces/
Датасет: badlogicgames/pi-mono
Дашборд телеметрии: опубликованный HF Space (все 10 запусков из таблицы выше, с актуальными данными) или локальный интерфейс Trackio (uv run trackio show --project training-agents-sft)
Документация TRL: huggingface.co/docs/trl
Apple MLX: github.com/ml‑explore/mlx‑lm

Обученные адаптеры

LoRA‑адаптер каждого из десяти запусков выше опубликован на Hub. Не потому, что мы считаем их готовыми для продакшена, а чтобы приведённые в статье цифры можно было проверить по реальным артефактам, а не принимать на веру:

Название запуска	Модель	Бэкенд	Точность	Контекст	Адаптер
`qwen-0.5b-mps-2k`	Qwen 0.5 B	PyTorch MPS	FP16	2 048	harshitkgupta/qwen-0.5b‑mps-2k‑lora
`qwen-0.5b-mlx-2k`	Qwen 0.5 B	Apple MLX	4-бит	2 048	harshitkgupta/qwen-0.5b‑mlx-2k‑lora
`qwen-0.5b-mlx16-2k`	Qwen 0.5 B	Apple MLX	16-бит	2 048	harshitkgupta/qwen-0.5b‑mlx16-2k‑lora
`qwen-1.5b-mps-2k`	Qwen 1.5 B	PyTorch MPS	FP16	2 048	harshitkgupta/qwen-1.5b‑mps-2k‑lora
`qwen-1.5b-mlx-2k`	Qwen 1.5 B	Apple MLX	4-бит	2 048	harshitkgupta/qwen-1.5b‑mlx-2k‑lora
`qwen-1.5b-mlx16-2k`	Qwen 1.5 B	Apple MLX	16-бит	2 048	harshitkgupta/qwen-1.5b‑mlx16-2k‑lora
`qwen-1.5b-mps-4k`	Qwen 1.5 B	PyTorch MPS	FP16	4 096	harshitkgupta/qwen-1.5b‑mps-4k‑lora
`qwen-1.5b-mlx-1k`	Qwen 1.5 B	Apple MLX	4-бит	1 024	harshitkgupta/qwen-1.5b‑mlx-1k‑lora
`qwen-1.5b-mlx-4k`	Qwen 1.5 B	Apple MLX	4-бит	4 096	harshitkgupta/qwen-1.5b‑mlx-4k‑lora
`qwen-3b-mlx-2k`	Qwen 3 B	Apple MLX	4-бит	2 048	harshitkgupta/qwen-3b‑mlx-2k‑lora

Советы: следите за подкачкой и не давайте macOS усыплять процесс

Есть два механизма ОС, которые могут незаметно испортить весь запуск:

App Nap: macOS ограничивает фоновые процессы и снижает частоту GPU, когда окно терминала теряет фокус. Для долгих запусков используйте caffeinate:
```
caffeinate -dimsu uv run python tutorials/01-sft-on-traces/run_experiments.py suite --name all
```
Подкачка: держите открытым второй терминал с запущенной командой sysctl vm.swapusage.
- Если macOS начнёт выгружать буферы объединённой памяти Metal на SSD, производительность резко обвалится: узким местом станет уже пропускная способность SSD, а не GPU.
- Если во время обучения подкачка активно используется и продолжает расти, не ждите, что ситуация исправится сама: остановите запуск и уменьшите per_device_train_batch_size или max_length.

После дообучения LLM‑агента важно понимать, как он ведёт себя на реальных задачах, отслеживать его работу и оценивать качество ответов.

Продолжить тему можно на бесплатном вебинаре:

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28.06.26 00:37 kimberlyhebertt673

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29.06.26 11:57 Lisadonato0726

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29.06.26 22:37 riley777

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30.06.26 15:08 wendytaylor015

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30.06.26 15:08 wendytaylor015

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02.07.26 01:22 Lieneke Bonnema

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04.07.26 15:32 Fraddy Pual

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05.07.26 14:44 lydiassmith567

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05.07.26 14:44 lydiassmith567

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06.07.26 16:20 Olga Ognjanović

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06.07.26 16:31 Joseph Weigl

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06.07.26 16:33 Jaran Løvlien

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07.07.26 18:00 robertalfred175

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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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13.07.26 23:49 [email protected]

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15.07.26 11:53 Sarah Green

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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

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18.07.26 17:42 پریا رضایی

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18.07.26 17:46 Adem Akışık

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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
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
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
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
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.
30.07.26 17:27 wendytaylor015

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30.07.26 17:27 wendytaylor015

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31.07.26 16:21 rssllhrnsb

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03.08.26 20:05 Philip

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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]
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.
04.08.26 12:37 kimberlyhebertt6877

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04.08.26 12:37 kimberlyhebertt6877

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06.08.26 08:11 ROMMYHENDERSON344

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06.08.26 13:56 lydiassmith567

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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.
16.08.26 01:44 Matt Kegan

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18.08.26 04:59 marcushenderson624

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18.08.26 04:59 marcushenderson624

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19.08.26 14:50 BAYER7043

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20.08.26 11:32 michaeldavenport218

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20.08.26 11:32 michaeldavenport218

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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.
25.08.26 13:44 lydiassmith567

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25.08.26 13:44 lydiassmith567

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30.08.26 15:37 [email protected]

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30.08.26 15:37 [email protected]

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01.09.26 11:16 lisawerth897

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01.09.26 11:16 lisawerth897

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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.
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.
02.09.26 03:43 kimberlyhebertt6877

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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
04.09.26 21:51 Kovengray

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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
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
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
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.
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
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
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]
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
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
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
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
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
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
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
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
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
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
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
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
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