diff --git a/README.md b/README.md
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--- a/README.md
+++ b/README.md
@@ -15,7 +15,7 @@ From raw images to test renders in a single browser window, including from your
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@@ -34,7 +34,7 @@ Dataset → curation → preprocess → tags → reg set → training → queue
+![]() +Project overview · The pipeline of the active version, KPIs, tasks and versions on one page. + |
+
+![]() +Dataset · Drag & drop or Booru scrape, with format and size stats. + |
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+![]() +Curation · Dataset → train set, concept folders with repeats, validation set. + |
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+![]() +Train · Config with a hover tip on every setting, step budget and a live preview. + |
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+![]() +Task · Loss and LR curves, samples per epoch, logs and outputs. + |
+
+![]() +Queue · One GPU slot, a timeline to the end of the queue, pause and resume. + |
+
+
### 🧪 Algorithms
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@@ -91,8 +128,6 @@ Block swap, fp8, latent and text-encoder caches, NaViT packing. Before you start
- Prompts straight from dataset captions, several LoRAs with individual weights.
- **Checkpoint soup**: average several epochs or runs into one file and test it right away. Incompatible checkpoints are refused up front with the reason.
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### ⚙️ Environment
- The first launch creates a `venv`, picks a PyTorch build for your driver (cu118–cu130) and installs dependencies.
- All caches (pip, HuggingFace, torch, npm) stay inside the project folder.
@@ -105,15 +140,10 @@ Outputs are saved as `lora_unet_*` and load into ComfyUI without conversion.
## From your phone
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Every page is laid out for a phone: columns stack, the monitor takes the full width, crop handles and thumbnail checkboxes work with a finger.
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**Settings → Remote access** @@ -146,7 +176,7 @@ Nothing is opened on your router. The link carries a persistent access key, and |
**🎨 Interface** -New design on [Tailark](https://tailark.com) (zinc + indigo, Geist). Fully in English and Russian, no Chinese left in the UI. +New design, ported page by page from an approved mockup: warm neutrals, a lime accent, Geist type. Every setting explains itself on hover. Fully in English and Russian, no Chinese left in the UI. |
diff --git a/README.ru.md b/README.ru.md
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--- a/README.ru.md
+++ b/README.ru.md
@@ -15,7 +15,7 @@
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**📖 Каждая настройка объясняет себя** -У всех 182 параметров тренировки есть понятное описание и рекомендуемое значение на русском или английском, прямо рядом с полем. +У всех 182 параметров тренировки есть понятное описание и рекомендуемое значение на русском или английском: наведите на название настройки. |
+![]() +Обзор проекта · Конвейер активной версии, ключевые цифры, задачи и версии на одной странице. + |
+
+![]() +Датасет · Перетаскивание файлов или сбор с Booru, статистика по форматам и объёму. + |
+
+![]() +Отбор в train · Датасет → train-набор, папки концептов с повторами, validation-набор. + |
+
+![]() +Тренировка · Конфиг с подсказкой у каждой настройки, бюджет шагов и живой предпросмотр. + |
+
+![]() +Задача · Кривые loss и LR, сэмплы по эпохам, логи и выходные файлы. + |
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+![]() +Очередь · Один слот GPU, план до конца очереди, пауза и продолжение. + |
+
+
### 🧪 Алгоритмы
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@@ -91,8 +128,6 @@ Block swap, fp8, кеши латентов и текстового энкоде
- Промпты прямо из капшенов датасета, несколько LoRA с отдельными весами.
- **Суп из чекпоинтов**: усреднить несколько эпох или прогонов в один файл и сразу проверить. Несовместимые чекпоинты отсекаются заранее с объяснением.
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### ⚙️ Окружение
- Первый запуск сам создаёт `venv`, подбирает сборку PyTorch под драйвер (cu118–cu130) и ставит зависимости.
- Все кеши (pip, HuggingFace, torch, npm) остаются в папке проекта.
@@ -105,15 +140,10 @@ Block swap, fp8, кеши латентов и текстового энкоде
## Доступ с телефона
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Все страницы свёрстаны под телефон: колонки выстраиваются друг под другом, монитор занимает всю ширину, ручки кропа и галочки на миниатюрах работают пальцем.
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**Настройки → Удалённый доступ** @@ -146,7 +176,7 @@ Block swap, fp8, кеши латентов и текстового энкоде |
**🎨 Интерфейс** -Новый дизайн на [Tailark](https://tailark.com) (zinc + indigo, Geist). Полностью на русском и английском, китайского в UI не осталось. +Новый дизайн, перенесённый постранично из утверждённого макета: тёплые нейтральные цвета, лаймовый акцент, шрифт Geist. У каждой настройки подсказка по наведению на название. Полностью на русском и английском, китайского в UI не осталось. |
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"cosineWithRestart": "Cosine with restart", + "cosineWithRestart": "Cosine with warm restarts", "cosineWithWarmup": "Cosine with warmup", - "cosineCycles": "Custom cosine cycles", - "constantThenCosine": "Constant, then cosine decay" + "cosineCycles": "Cosine with equal cycles", + "constantThenCosine": "Constant with cosine decay" }, "optimizerType": { "adamw": "AdamW", @@ -471,7 +471,7 @@ "grad_checkpoint": "Gradient checkpointing (saves VRAM, roughly +1/3 compute)", "grad_accum": "Gradient accumulation steps (effective batch = batch_size × grad_accum)", "learning_rate": "Learning rate. Automagic recommends 1e-6 (auto-applied on switch); Lion recommends AdamW lr / 3; Prodigy / PPSF require 1.0", - "lr_scheduler": "Learning-rate scheduler (none = constant; Prodigy / PPSF lock this to none)", + "lr_scheduler": "How the learning rate changes over the run. Constant: it stays the same. Cosine: it eases down to the end. Cosine with warmup: a ramp-up first, then a smooth decay. Cosine with warm restarts: decays and restarts, each cycle longer than the last. Cosine with equal cycles: N identical cosine cycles, each can have its own peak. Constant with cosine decay: flat learning rate, then a smooth decay at the end. Prodigy, PPSF, Automagic and SOAP-SF always use Constant.", "lr_scheduler_t0": "First cosine_with_restart cycle length (unit: step)", "lr_scheduler_t_mult": "cosine_with_restart cycle-length multiplier relative to the previous cycle (>1 = lengthening cycles)", "lr_scheduler_eta_min": "LR decay floor for cosine schedules; should be much smaller than the initial lr (e.g. 1e-6 for an initial lr of 1e-4)", @@ -648,7 +648,7 @@ "lora_module_dropout": "0.05–0.1 — cheap protection against copying", "learning_rate": "1e-4 for LoKr with AdamW", "grad_accum": "2–4", - "lr_scheduler": "cosine_with_warmup", + "lr_scheduler": "Cosine with warmup", "lr_scheduler_warmup_steps": "100", "grad_clip_max_norm": "1.0", "optimizer_type": "adamw is the honest baseline; soap converges faster at the same lr", diff --git a/studio/web/src/i18n/locales/ru.json b/studio/web/src/i18n/locales/ru.json index 818e8cc..0e8ba0e 100644 --- a/studio/web/src/i18n/locales/ru.json +++ b/studio/web/src/i18n/locales/ru.json @@ -969,8 +969,12 @@ "schema": { "enums": { "lrScheduler": { - "cosineCycles": "Настраиваемые косинусные циклы", - "constantThenCosine": "Постоянная LR → плавное снижение" + "none": "Constant", + "cosine": "Cosine", + "cosineWithRestart": "Cosine with warm restarts", + "cosineWithWarmup": "Cosine with warmup", + "cosineCycles": "Cosine with equal cycles", + "constantThenCosine": "Constant with cosine decay" }, "timestepSampling": { "dualPeak": "Dual Peak — два пика для стиля" @@ -1078,7 +1082,7 @@ "grad_checkpoint": "Градиентный чекпоинтинг (экономит видеопамять, примерно +1/3 вычислений)", "grad_accum": "Число шагов накопления градиента (эффективный батч = batch_size × grad_accum)", "learning_rate": "Скорость обучения. Для automagic рекомендуется 1e-6 (подставляется автоматически); для lion — lr AdamW делённая на 3; prodigy и PPSF требуют 1.0", - "lr_scheduler": "Расписание скорости обучения (none — постоянная; prodigy и PPSF жёстко требуют none)", + "lr_scheduler": "Как меняется скорость обучения по ходу тренировки. Constant — не меняется. Cosine — плавно снижается к концу. Cosine with warmup — сначала разгон, потом плавный спад. Cosine with warm restarts — спад с перезапусками, каждый цикл длиннее предыдущего. Cosine with equal cycles — N одинаковых косинусных циклов, у каждого можно задать свой пик. Constant with cosine decay — постоянная lr, а в конце плавный спад. Prodigy, PPSF, Automagic и SOAP-SF всегда используют Constant.", "lr_scheduler_t0": "Длина первого цикла cosine_with_restart (в шагах)", "lr_scheduler_t_mult": "Во сколько раз каждый следующий цикл cosine_with_restart длиннее предыдущего (>1 — циклы растут)", "lr_scheduler_eta_min": "Нижний предел затухания для косинусных расписаний; должен быть сильно меньше стартовой lr (например 1e-6 при старте 1e-4)", @@ -1195,7 +1199,7 @@ "lora_module_dropout": "0.05–0.1 — дешёвая защита от копирования", "learning_rate": "1e-4 для LoKr с AdamW", "grad_accum": "2–4", - "lr_scheduler": "cosine_with_warmup", + "lr_scheduler": "Cosine with warmup", "lr_scheduler_warmup_steps": "100", "grad_clip_max_norm": "1.0", "optimizer_type": "adamw — честная база; soap сходится быстрее при той же lr", diff --git a/studio/web/src/i18n/locales/zh.json b/studio/web/src/i18n/locales/zh.json index fd0cac8..193a1dc 100644 --- a/studio/web/src/i18n/locales/zh.json +++ b/studio/web/src/i18n/locales/zh.json @@ -309,10 +309,10 @@ "lrScheduler": { "none": "常数", "cosine": "Cosine", - "cosineWithRestart": "Cosine 重启", + "cosineWithRestart": "Cosine 热重启", "cosineWithWarmup": "Cosine 预热", - "cosineCycles": "自定义 Cosine 周期", - "constantThenCosine": "常数后 Cosine 衰减" + "cosineCycles": "Cosine 等长周期", + "constantThenCosine": "常数 + Cosine 衰减" }, "optimizerType": { "adamw": "AdamW", |