swarm-assistent/README.md

# Swarm Assistent

SwarmUI extension for **collaborative Krea 2** prompting via **Ollama**: chat + board (Generate | Refs tabs), LoRA chips, **persona presets** (`Config/personas/`), **About the user** prefs + craft vector memory, model cards with Civitai fetch, img2img/inpaint, slash commands, auto Generate.

**Version 0.11.8** — `session_exact` remembers applied params that differ from Exact (not only when the user typed the knob). `/debug ask` uses a hidden Q&A pack: 5–10 line explain, no JSON/generate, dump stays a system note. Builds on 0.11.7.

**Version 0.11.7** — Generate only for a real frame request: chat/opinions no longer auto-run Swarm. Context still counts («нарисуй», «ещё одну», «другая поза»), not only «генерируй». Builds on 0.11.6.

**Version 0.11.6** — Generate from context, not only «генерируй»: scene briefs / edits / «ещё» emit `actions:["generate"]`; client injects it if the model forgets. Builds on 0.11.5.

**Version 0.11.5** — Generate always carries a negative: model creates / supplements / echoes live; client pass-through if omitted. Builds on 0.11.4.

**Version 0.11.4** — Vision is opt-in: look via «Посмотри результат» / `/look`, or when the model truly needs pixels. No auto look_at / auto-critique after every Generate (checkboxes stay, default off). Builds on 0.11.3.

**Version 0.11.2** — Before Krea Generate, chat model maximally preps the prompt (EN + structure); skip prep hop only if already Krea-ready English. Builds on 0.11.1.

**Version 0.11.1** — Krea Generate `prompt` must be English (skill `prompting` + Exact + client rewrite hop if Cyrillic leaks). Builds on 0.11.0 variants.

**Version 0.11.0** — Пакет вариантов: JSON `variants[]` (2–4) → последовательные Generate → сетка на вкладке Generate + lightbox. Builds on 0.10.22 empty-patch fix.

**Version 0.10.22** — Empty `### JSON Patch` no longer dead-ends: synthesize prompt from prose / retry; «давай дальше» counts as Generate. Builds on 0.10.21 spinner fix.

**Version 0.10.21** — Board Generate spinner clears when Swarm finishes (`num_live_gens`), not only when the image URL string changes. Builds on 0.10.20 remember-without-gen.

**Version 0.10.20** — «Запомни / базовый промпт» no longer triggers Auto-Generate or auto look_at (even if the model sneaks `actions:["generate"]`). Builds on 0.10.19 slider echo fix.

**Version 0.10.19** — Вкус/Хорни no longer reset: Generate patches never apply `controls`; default-echo filtered always; bare «вкус» no longer disables the filter. Builds on 0.10.18 settings tab.

**Version 0.10.18** — Settings is a full subtab (Чат | Карточки | Настройки), not a header overlay. Builds on 0.10.17 post-Generate warm.

## Layout

- **Left — Board tabs:** **Generate** (live view, or a **variant grid** when the model emits `variants[]`) | **Refs** (reference grid + badge `N · vision M`); click a variant to select / open lightbox; **Посмотри результат** attaches the selected finished frame and asks for a verdict
- **Splitter:** drag to resize panes
- **Right:** Chat | Cards | Settings; persona / pack / Ollama chat model; **Ollama health** badge
- **Chips / slash:** loaded from `Config/_base/ui.json` (persona can override)

## Config (bundled + overlay)

```
Config/
  _base/           # defaults (assistant, ui, models/krea2, exact.json, core, packs, skills, memory-seed, identity)
  personas/<id>/   # sparse shelves: persona/bio/voice/humor/… + optional controls.json / exact.json / memory-seed
```

Disk overlay (wins over bundled): `/mnt/swarm_data/Assistent/` — same folder layout as `Config/`. Drop `_base/…` and `personas/<id>/…` to override. Plus runtime state:

```
Assistent/
  _base/ personas/<id>/    # overlay presets — same names as Config/, sparse
  settings.json            # embed_model, base_url, per-persona skills
  ollama-roles.json        # chat vs memory model tags (gpu-rent writes this)
  memory/assistent.sqlite  # craft RAG + user_prefs + tags FTS + chats + ui_state + taste (legacy)
  _migrated_json/          # one-shot archive of old chats/*.json, ui-state.json, taste.json
```

Copy `personas/leonid/` → new id, edit only differing JSON. See `Config/personas/README.md`.

**Controls:** optional `controls.json` schema + `exact.controls` values. UI auto-draws every slider (`order`, `display: percent`). LLM may patch `"controls": {…}`. Values persist in overlay Exact (DeepMerge partial saves). Leonid: **Вкус** + **Хорни**; `/остынь`, `/horny-game`.

**Authoring:** pack `author_persona` + `/persona new` clones to overlay only. Delete overlay personas with the ✕ button or ⚙ → Личности (never from the model). Export/import `.assistent-persona.json` for sharing.

## Exact memory (KV)

- `Config/_base/exact.json` — canonical generation defaults, profiles (turbo/raw), aspect table, short facts
- Persona / disk overlays merge via DeepMerge (matching keys overwrite)
- Always injected into the system prompt; UI fills **empty** SwarmUI fields from Exact (no LLM call)
- Chat-session overrides (`session_exact`) last until persona change or clear chat — not written to disk
- Priority: core → user message → **About the user** → session_exact → exact (+ persona) → live fields → craft `memory_hits`

## About the user (UserPrefs)

Separate sqlite table `user_prefs` (not craft RAG):

- **Global** — every persona (e.g. “avoid blonde hair”)
- **Persona** — only the current agent
- Injected as `## About the user`; strength via `user_prefs_weight` / `user_prefs_max` in `assistant.json` (⚙ → О пользователе)
- Agent write: `actions: ["user_pref_upsert"]` + `user_prefs: [{key,text,scope}]`
- Legacy `kv.taste` migrates once into global prefs

## Craft vector memory

Two layers in `memory/assistent.sqlite` (`persona` column; empty = shared):

- **Shared** — `Config/_base/memory-seed/`, model cards, `scope: "shared"` upserts. Visible to every persona.
- **Personal** — `Config/personas/<id>/memory-seed/` and chat upserts (default). Never copied into shared. Other personas do not retrieve it.
- Retrieve = shared ∪ this persona (and `extends` parents). Hybrid **FTS5 + cosine**, kind quotas, `min_score`. Same `kind`+`key`: personal overwrites parent overwrites shared.
- Tools: `memory_get`, `memory_search`, `lookup_tags` (Danbooru csv in `Data/Autocompletions`, FTS, **no embeddings**).
- Soft craft notes only — Exact, About the user, and the user beat RAG for params
- ⚙ → **Крафт** lists rows with filters + clear (bundled seed is read-only)

## Chats and runtime KV

- Every chat (messages + Generate params snapshot) is a row in `assistent.sqlite`, newest **200** kept. History search uses FTS over title + body.
- First launch after 0.8.3 copies `chats/*.json`, `ui-state.json`, and `taste.json` into sqlite, then archives them under `_migrated_json/`.
- localStorage stays as a fast cache; on first run with an empty store the old `swarm_assistent_chats_v1` browser history is migrated up once.
- UI state seeds a **fresh** browser only — anything already in localStorage wins, and `auto_download` is never restored as on
- `settings.json` and persona overlays stay files (layered merge + git). `.assistent.json` cards stay next to weights.
## VRAM handover

- Before Generate the chat model is unloaded only if **Park LLM** is enabled (`keep_alive: 0`) — default off
- After Generate the chat model is **always** force-warmed (`AssistentWarmLlm`) — Krea still often evicts VL from VRAM even without park
- Embed / memory models are never parked — reloading them would stall every retrieve

## UX

- **Send to Assistent** under Generate/History → Ref + Assistent tab
- Enter sends; Shift+Enter newline; Interrupt cancels chat epoch
- Manual **Apply + Generate** / `/gen` always generate; Auto-generate checkbox only for LLM auto-path
- **Посмотри результат** / auto-critique wait for a real Generate frame — model previews and unfinished batches are skipped
- Civitai Confirm required (unless auto-download); queued-but-missing models show a `⏳ wanted` badge in Cards

### Slash commands (client-side, no LLM)

| Command | Effect |
| --- | --- |
| `/help` | List commands |
| `/debug` | Short UI/Exact dump (no LLM) |
| `/debug ask` / `/why` | Dump + short model explanation |
| `/gen` | Generate now |
| `/look generate\|refN` | Attach that board window + ask the LLM to look |
| `/init` `/mask` `/clear` | Same as board buttons |
| `/interrupt` | Stop generation / cancel chat |
| `/aspect 16:9` | Set size from the official 1K table |
| `/seed lock\|random` | Lock or randomize seed |
| `/vary` | New seed, same prompt (+ generate if auto) |
| `/pack write\|critique\|…` | Switch pack |
| `/civitai <query>` | Ask LLM to search Civitai |
| `/inventory` | Rescan models + refresh LoRA list |

## Requirements

- SwarmUI with a **Krea 2** checkpoint selected
- Ollama on `http://127.0.0.1:11434` **on the GPU VM** (gpu-rent `LLM_RUNTIME=ollama`)
- Chat model + memory embed (`use: memory` in `ollama-models.yaml`; gpu-rent creates CPU variant)
- Optional: Civitai API key in SwarmUI User Settings

## Install

```yaml
swarmui:
  - url: https://gitea.hsrv.site/mrleo1nid/swarm-assistent.git
    ref: main
    dir: swarm-assistent
    requires: ollama
```

Restart / rebuild SwarmUI after clone. gpu-rent: `seed-extensions` + restart.

## Packs & skills

**Packs** (one active): `ordinary` (default комбайн), `write_prompt`, `critique_image`, `compose_scene`, `fix_params`, `inpaint_edit`, `describe_ref`, `catalog_card`, `author_persona`.

**Skills** (checkboxes): `prompting`, `creativity_sliders`, `memory` — procedures; encyclopedia numbers live in Exact, soft notes in memory-seed / RAG, human taste in UserPrefs.

**Personas:** `neutral`, `lewd`, `aggressive`, `cinema`, `terse`, `leonid` under `Config/personas/`. Overlay clones via `/persona new` or ⚙ → Личности.

## API routes

| Route | Role |
| --- | --- |
| `AssistentListModels` | Ollama tags → `models` (chat) + `memory_models` |
| `AssistentGetConfig` | Merged preset for persona (ui, packs, skills, identity, controls) |
| `AssistentSaveControls` | Persist Exact `controls` values for a persona (overlay) |
| `AssistentGetPersonaShelves` | Merged identity shelves + controls |
| `AssistentClonePersona` | Snapshot clone → overlay id |
| `AssistentSavePersona` | Sparse shelf write (overlay only) |
| `AssistentDeletePersona` | UI-only delete of overlay persona |
| `AssistentExportPersona` / `AssistentImportPersona` | Shareable `.assistent-persona.json` pack |
| `AssistentSaveKnobs` | Overlay `_base/assistant.json` + Exact turbo/raw profiles |
| `AssistentGetSettings` / `AssistentSaveSettings` | Overlay settings (skills, embed_model) |
| `AssistentListInventory` | LoRA / checkpoint / wildcard inventory |
| `AssistentListPersonas` | Persona catalog |
| `AssistentGetPacks` | Prompt pack texts |
| `AssistentGetCard` / `AssistentSaveCard` | `.assistent.json` cards (+ memory ingest) |
| `AssistentGetCardMeta` | Local sidecar + optional Civitai by-hash |
| `AssistentEnqueueWanted` / `AssistentListWanted` | Wanted YAML queue (write / read + count) |
| `AssistentGetTaste` / `AssistentSaveTaste` | sqlite `kv.taste` (legacy; prefer UserPrefs) |
| `AssistentListUserPrefs` / `AssistentUpsertUserPref` / `AssistentForgetUserPref` / `AssistentClearUserPrefs` | About the user |
| `AssistentSearchCivitai` | Civitai LoRA search |
| `AssistentChat` / `AssistentChatWS` | Chat (+ user prefs + hybrid craft memory + hops) |
| `AssistentListMemory` / `AssistentUpsertMemory` / `AssistentForgetMemory` / `AssistentClearMemory` | Craft vector store |
| `AssistentSearchMemory` / `AssistentGetMemory` | Hybrid search / exact kind+key |
| `AssistentLookupTags` | Danbooru csv FTS (no embeddings) |
| `AssistentListChats` / `AssistentGetChat` / `AssistentSaveChat` / `AssistentDeleteChat` | sqlite `chats` (optional `q` FTS) |
| `AssistentGetUiState` / `AssistentSaveUiState` | sqlite `kv.ui_state` |
| `AssistentParkLlm` / `AssistentWarmLlm` | Unload / reload the chat model in VRAM |

## License

MIT