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test: verify image generation changes with smoke test
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docs/superpowers/plans/2026-06-12-image-generation.md
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| 1 |
+
# Image Generation Pipeline Integration β Implementation Plan
|
| 2 |
+
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| 3 |
+
> **For agentic workers:** REQUIRED SUB-SKILL: Use superpowers:subagent-driven-development (recommended) or superpowers:executing-plans to implement this plan task-by-task. Steps use checkbox (`- [ ]`) syntax for tracking.
|
| 4 |
+
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| 5 |
+
**Goal:** Wire FLUX.2-klein image generation into EuropaLex's Phase 2 pipeline, switch model source from GGUF to diffusers, and make both Audio and Images toggles default ON after Phase 1.
|
| 6 |
+
|
| 7 |
+
**Architecture:** Image generation is added as a batch step between translation (Phase 2) and TTS audio in `app.py:generate_media_async()`. The existing `ImageGenEngine` already loads the correct model via diffusers β no engine changes needed. Model download entry and config are updated to point to the diffusers-compatible safetensors repo. Card dimensions are updated to accommodate landscape images.
|
| 8 |
+
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| 9 |
+
**Tech Stack:** Python 3.12+, diffusers (Flux2KleinPipeline), Gradio 6, Pydantic
|
| 10 |
+
|
| 11 |
+
---
|
| 12 |
+
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| 13 |
+
### Task 1: Update Model Download Script
|
| 14 |
+
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| 15 |
+
**Files:**
|
| 16 |
+
- Modify: `models/download_models.py`
|
| 17 |
+
|
| 18 |
+
Change the `flux` model entry from GGUF (ComfyUI) to diffusers-compatible safetensors. The new repo `black-forest-labs/FLUX.2-klein-4B` contains many files (~10β12 GB). Use `allow_patterns` to download all safetensors weights plus scheduler/tokenizer configs.
|
| 19 |
+
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| 20 |
+
- [ ] **Step 1: Replace the flux entry in MODELS dict**
|
| 21 |
+
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| 22 |
+
Change lines 38-42 from:
|
| 23 |
+
```python
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| 24 |
+
"flux": {
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| 25 |
+
"repo": "unsloth/FLUX.2-klein-4B-GGUF",
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| 26 |
+
"files": ["flux-2-klein-4b-Q4_K_M.gguf"],
|
| 27 |
+
"description": "FLUX.2-klein 4B Q4_K_M image gen (ComfyUI-GGUF)",
|
| 28 |
+
},
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| 29 |
+
```
|
| 30 |
+
to:
|
| 31 |
+
```python
|
| 32 |
+
"flux": {
|
| 33 |
+
"repo": "black-forest-labs/FLUX.2-klein-4B",
|
| 34 |
+
"files": None, # Download all files β safetensors weights + configs (~10β12 GB)
|
| 35 |
+
"description": "FLUX.2-klein 4B image gen (diffusers)",
|
| 36 |
+
},
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| 37 |
+
```
|
| 38 |
+
|
| 39 |
+
Also update the module docstring line that says `flux β FLUX.2-klein 4B Q4_K_M image gen (ComfyUI-GGUF)` to:
|
| 40 |
+
```
|
| 41 |
+
flux β FLUX.2-klein 4B image gen (diffusers)
|
| 42 |
+
```
|
| 43 |
+
|
| 44 |
+
- [ ] **Step 2: Update download_model() to handle None files**
|
| 45 |
+
|
| 46 |
+
In the `download_model` function, when `info["files"]` is `None`, skip the file listing and use `allow_patterns=None` (which downloads everything):
|
| 47 |
+
|
| 48 |
+
```python
|
| 49 |
+
def download_model(name: str, target_dir: Path) -> None:
|
| 50 |
+
"""Download a single model from HF Hub using Python API."""
|
| 51 |
+
info = MODELS[name]
|
| 52 |
+
output_dir = target_dir / name
|
| 53 |
+
|
| 54 |
+
print(f"Downloading {info['description']} ({info['repo']})...")
|
| 55 |
+
print(f" Target: {output_dir}")
|
| 56 |
+
if info["files"]:
|
| 57 |
+
for f in info["files"]:
|
| 58 |
+
print(f" π¦ {f}")
|
| 59 |
+
else:
|
| 60 |
+
print(f" π¦ All files ({info['description']} is ~10β12 GB)")
|
| 61 |
+
print()
|
| 62 |
+
|
| 63 |
+
from huggingface_hub import snapshot_download
|
| 64 |
+
|
| 65 |
+
snapshot_download(
|
| 66 |
+
repo_id=info["repo"],
|
| 67 |
+
allow_patterns=info["files"] or ["*"], # None β download all
|
| 68 |
+
local_dir=str(output_dir),
|
| 69 |
+
resume_download=True,
|
| 70 |
+
)
|
| 71 |
+
print(f" β Done β {output_dir}\n")
|
| 72 |
+
```
|
| 73 |
+
|
| 74 |
+
- [ ] **Step 3: Commit**
|
| 75 |
+
|
| 76 |
+
```bash
|
| 77 |
+
git add models/download_models.py
|
| 78 |
+
git commit -m "refactor: switch flux model from GGUF to diffusers safetensors"
|
| 79 |
+
```
|
| 80 |
+
|
| 81 |
+
---
|
| 82 |
+
|
| 83 |
+
### Task 2: Update Settings Configuration
|
| 84 |
+
|
| 85 |
+
**Files:**
|
| 86 |
+
- Modify: `configs/settings.yaml`
|
| 87 |
+
|
| 88 |
+
Update the `flux` section to reflect the new diffusers-compatible model path and runtime.
|
| 89 |
+
|
| 90 |
+
- [ ] **Step 1: Replace the flux config block**
|
| 91 |
+
|
| 92 |
+
Change lines 19-23 from:
|
| 93 |
+
```yaml
|
| 94 |
+
flux:
|
| 95 |
+
repo: unsloth/FLUX.2-klein-4B-GGUF
|
| 96 |
+
file: flux-2-klein-4b-Q4_K_M.gguf
|
| 97 |
+
runtime: ComfyUI-GGUF
|
| 98 |
+
quant: Q4_K_M
|
| 99 |
+
```
|
| 100 |
+
to:
|
| 101 |
+
```yaml
|
| 102 |
+
flux:
|
| 103 |
+
repo: black-forest-labs/FLUX.2-klein-4B
|
| 104 |
+
file: null # diffuses model β no single GGUF file
|
| 105 |
+
runtime: diffusers
|
| 106 |
+
quant: null
|
| 107 |
+
```
|
| 108 |
+
|
| 109 |
+
Note: The `EngineConfig.from_settings_yaml()` method does not currently read the `flux` section, so these fields are informational only. Setting them to `null` keeps the YAML valid without breaking existing code.
|
| 110 |
+
|
| 111 |
+
- [ ] **Step 2: Commit**
|
| 112 |
+
|
| 113 |
+
```bash
|
| 114 |
+
git add configs/settings.yaml
|
| 115 |
+
git commit -m "docs: update flux config for diffusers runtime"
|
| 116 |
+
```
|
| 117 |
+
|
| 118 |
+
---
|
| 119 |
+
|
| 120 |
+
### Task 3: Update Toggle Defaults in app.py
|
| 121 |
+
|
| 122 |
+
**Files:**
|
| 123 |
+
- Modify: `app.py`
|
| 124 |
+
|
| 125 |
+
Both toggles start OFF during Phase 1 (disabled via CSS), then turn ON when Phase 2 is enabled. Change the default values from `False` to `True`.
|
| 126 |
+
|
| 127 |
+
- [ ] **Step 1: Change toggle creation defaults**
|
| 128 |
+
|
| 129 |
+
Find the toggle creation lines (~line 240 in app.py) and change both from `value=False` to `value=True`:
|
| 130 |
+
|
| 131 |
+
```python
|
| 132 |
+
# Before:
|
| 133 |
+
audio_toggle = create_toggle("π Audio", value=False, elem_id="toggle-audio")
|
| 134 |
+
images_toggle = create_toggle("πΌοΈ Images", value=False, elem_id="toggle-images")
|
| 135 |
+
|
| 136 |
+
# After:
|
| 137 |
+
audio_toggle = create_toggle("π Audio", value=True, elem_id="toggle-audio")
|
| 138 |
+
images_toggle = create_toggle("πΌοΈ Images", value=True, elem_id="toggle-images")
|
| 139 |
+
```
|
| 140 |
+
|
| 141 |
+
- [ ] **Step 2: Update _enable_phase2() return values**
|
| 142 |
+
|
| 143 |
+
The `_enable_phase2()` function returns Gradio component states. Change both Checkbox values from `False` to `True`:
|
| 144 |
+
|
| 145 |
+
```python
|
| 146 |
+
# Before:
|
| 147 |
+
def _enable_phase2():
|
| 148 |
+
return (
|
| 149 |
+
gr.Checkbox(interactive=True, value=False),
|
| 150 |
+
gr.Checkbox(interactive=True, value=False),
|
| 151 |
+
gr.Button(interactive=True),
|
| 152 |
+
gr.Dropdown(interactive=True),
|
| 153 |
+
"",
|
| 154 |
+
)
|
| 155 |
+
|
| 156 |
+
# After:
|
| 157 |
+
def _enable_phase2():
|
| 158 |
+
return (
|
| 159 |
+
gr.Checkbox(interactive=True, value=True),
|
| 160 |
+
gr.Checkbox(interactive=True, value=True),
|
| 161 |
+
gr.Button(interactive=True),
|
| 162 |
+
gr.Dropdown(interactive=True),
|
| 163 |
+
"",
|
| 164 |
+
)
|
| 165 |
+
```
|
| 166 |
+
|
| 167 |
+
The `_reset_to_idle()` function should keep `value=False` β when the user changes parameters and the UI resets, toggles should be OFF (disabled). Only after Phase 1 completes should they become ON.
|
| 168 |
+
|
| 169 |
+
- [ ] **Step 3: Commit**
|
| 170 |
+
|
| 171 |
+
```bash
|
| 172 |
+
git add app.py
|
| 173 |
+
git commit -m "style: set Audio and Images toggle defaults to ON"
|
| 174 |
+
```
|
| 175 |
+
|
| 176 |
+
---
|
| 177 |
+
|
| 178 |
+
### Task 4: Add Image Generation to generate_media_async()
|
| 179 |
+
|
| 180 |
+
**Files:**
|
| 181 |
+
- Modify: `app.py` (in `generate_media_async()` function)
|
| 182 |
+
|
| 183 |
+
Add image generation as a batch step between translation completion and TTS audio generation. Mirrors the existing TTS pattern exactly.
|
| 184 |
+
|
| 185 |
+
- [ ] **Step 1: Update _progress_pct to use spec progress ranges**
|
| 186 |
+
|
| 187 |
+
The translation phase should occupy 15%β70%, images 70%β85%, audio 85%β100%. Modify `_progress_pct` to accept a configurable range (defaulting to the new ranges):
|
| 188 |
+
|
| 189 |
+
```python
|
| 190 |
+
# Before (existing function):
|
| 191 |
+
def _progress_pct(translated_idx: int, total: int) -> tuple[float, str]:
|
| 192 |
+
if total <= 1:
|
| 193 |
+
return 100.0, "Translation complete!"
|
| 194 |
+
pct = ((translated_idx + 1) / total) * 100
|
| 195 |
+
remaining = total - (translated_idx + 1)
|
| 196 |
+
if pct >= 100:
|
| 197 |
+
return 100.0, "Translation complete!"
|
| 198 |
+
return round(pct, 1), f"Translated {translated_idx + 1}/{total} β {remaining} remaining..."
|
| 199 |
+
|
| 200 |
+
# After:
|
| 201 |
+
def _progress_pct(
|
| 202 |
+
translated_idx: int,
|
| 203 |
+
total: int,
|
| 204 |
+
start_pct: float = 15.0,
|
| 205 |
+
end_pct: float = 70.0,
|
| 206 |
+
) -> tuple[float, str]:
|
| 207 |
+
"""Calculate progress percentage for translation within a given range."""
|
| 208 |
+
if total <= 1:
|
| 209 |
+
return end_pct, "Translation complete!"
|
| 210 |
+
pct = start_pct + ((translated_idx + 1) / total) * (end_pct - start_pct)
|
| 211 |
+
remaining = total - (translated_idx + 1)
|
| 212 |
+
if pct >= end_pct:
|
| 213 |
+
return end_pct, "Translation complete!"
|
| 214 |
+
return round(pct, 1), f"Translated {translated_idx + 1}/{total} β {remaining} remaining..."
|
| 215 |
+
```
|
| 216 |
+
|
| 217 |
+
- [ ] **Step 2: Update the translation loop to use new progress range**
|
| 218 |
+
|
| 219 |
+
In `generate_media_async()`, find the call to `_progress_pct` inside the translation loop and add the explicit range parameters:
|
| 220 |
+
|
| 221 |
+
```python
|
| 222 |
+
# Change from:
|
| 223 |
+
pct, label = _progress_pct(i, total)
|
| 224 |
+
|
| 225 |
+
# To:
|
| 226 |
+
pct, label = _progress_pct(i, total, start_pct=15.0, end_pct=70.0)
|
| 227 |
+
```
|
| 228 |
+
|
| 229 |
+
- [ ] **Step 3: Add image generation between translation and audio**
|
| 230 |
+
|
| 231 |
+
After the translation loop completes (after `for i, english_text in enumerate(_current_texts):`), add the image generation block before the existing TTS block. Insert this code right after the translation loop ends and before the `tts_generated = False` line:
|
| 232 |
+
|
| 233 |
+
```python
|
| 234 |
+
# Generate images for all translations if requested
|
| 235 |
+
image_paths: list[str | None] = [None] * len(cards)
|
| 236 |
+
if include_images and cards:
|
| 237 |
+
yield generate_progress_html(70, "Generating images..."), generate_cards_html(
|
| 238 |
+
cards, include_image=True, include_audio=tts_generated, placeholder_back=False
|
| 239 |
+
)
|
| 240 |
+
try:
|
| 241 |
+
img_engine = pool.get_image_engine()
|
| 242 |
+
output_dir = Path(config.models_dir) / "output" / "images"
|
| 243 |
+
# Build prompts from English text + CEFR level
|
| 244 |
+
prompts = []
|
| 245 |
+
for card in cards:
|
| 246 |
+
prompt = (
|
| 247 |
+
f"Simple educational illustration for language learning: {card['text']}. "
|
| 248 |
+
f"Level: {cefr.value}. No text in image."
|
| 249 |
+
)
|
| 250 |
+
prompts.append(prompt)
|
| 251 |
+
image_result = img_engine.generate(prompts, output_dir)
|
| 252 |
+
image_paths = image_result.image_paths
|
| 253 |
+
# Attach image paths to cards
|
| 254 |
+
for i, path in enumerate(image_paths):
|
| 255 |
+
if path is not None:
|
| 256 |
+
cards[i]["image_path"] = path
|
| 257 |
+
except Exception as e:
|
| 258 |
+
logger.error("Image generation failed: %s", e, exc_info=True)
|
| 259 |
+
# Cards remain without images β user can retry
|
| 260 |
+
```
|
| 261 |
+
|
| 262 |
+
- [ ] **Step 4: Update the TTS progress start point**
|
| 263 |
+
|
| 264 |
+
Change the TTS audio progress from 70% to 85% (since image generation now occupies 70-85):
|
| 265 |
+
|
| 266 |
+
```python
|
| 267 |
+
# Before:
|
| 268 |
+
yield generate_progress_html(70, "Generating audio..."), generate_cards_html(
|
| 269 |
+
cards, include_image=include_images, include_audio=True, placeholder_back=False
|
| 270 |
+
)
|
| 271 |
+
|
| 272 |
+
# After:
|
| 273 |
+
yield generate_progress_html(85, "Generating audio..."), generate_cards_html(
|
| 274 |
+
cards, include_image=include_images, include_audio=tts_generated, placeholder_back=False
|
| 275 |
+
)
|
| 276 |
+
```
|
| 277 |
+
|
| 278 |
+
- [ ] **Step 5: Update the final yield to reflect image generation**
|
| 279 |
+
|
| 280 |
+
The final yield already passes `include_image=include_images` β this is correct. No change needed for the final yield line itself. However, update the completion label to mention images when they were generated:
|
| 281 |
+
|
| 282 |
+
```python
|
| 283 |
+
# Before:
|
| 284 |
+
final_label = "Translation and audio complete!" if tts_generated else "Translation complete!"
|
| 285 |
+
|
| 286 |
+
# After:
|
| 287 |
+
if include_images:
|
| 288 |
+
if tts_generated:
|
| 289 |
+
final_label = "Translation, images, and audio complete!"
|
| 290 |
+
else:
|
| 291 |
+
final_label = "Translation and images complete!"
|
| 292 |
+
else:
|
| 293 |
+
final_label = "Translation and audio complete!" if tts_generated else "Translation complete!"
|
| 294 |
+
```
|
| 295 |
+
|
| 296 |
+
- [ ] **Step 6: Commit**
|
| 297 |
+
|
| 298 |
+
```bash
|
| 299 |
+
git add app.py
|
| 300 |
+
git commit -m "feat: add image generation to Phase 2 pipeline"
|
| 301 |
+
```
|
| 302 |
+
|
| 303 |
+
---
|
| 304 |
+
|
| 305 |
+
### Task 5: Update Card Dimensions for Images
|
| 306 |
+
|
| 307 |
+
**Files:**
|
| 308 |
+
- Modify: `frontend/ui/cards.py` (in `render_card_html()` function)
|
| 309 |
+
|
| 310 |
+
Update the adaptive card dimensions to accommodate 600Γ400 landscape images. The image box renders at ~120px tall in a ~180px wide container.
|
| 311 |
+
|
| 312 |
+
- [ ] **Step 1: Update min_height values**
|
| 313 |
+
|
| 314 |
+
Find the dimension block in `render_card_html()` (~lines 79-87) and update:
|
| 315 |
+
|
| 316 |
+
```python
|
| 317 |
+
# Before:
|
| 318 |
+
if include_image and include_audio:
|
| 319 |
+
width = 190
|
| 320 |
+
min_height = 200
|
| 321 |
+
elif include_image:
|
| 322 |
+
width = 180
|
| 323 |
+
min_height = 170
|
| 324 |
+
elif include_audio:
|
| 325 |
+
width = 180
|
| 326 |
+
min_height = 160
|
| 327 |
+
else:
|
| 328 |
+
width = 160
|
| 329 |
+
min_height = 90
|
| 330 |
+
|
| 331 |
+
# After (matching spec table):
|
| 332 |
+
if include_image and include_audio:
|
| 333 |
+
width = 190
|
| 334 |
+
min_height = 350
|
| 335 |
+
elif include_image:
|
| 336 |
+
width = 180
|
| 337 |
+
min_height = 310
|
| 338 |
+
elif include_audio:
|
| 339 |
+
width = 180
|
| 340 |
+
min_height = 270
|
| 341 |
+
else:
|
| 342 |
+
width = 160
|
| 343 |
+
min_height = 90
|
| 344 |
+
```
|
| 345 |
+
|
| 346 |
+
- [ ] **Step 2: Commit**
|
| 347 |
+
|
| 348 |
+
```bash
|
| 349 |
+
git add frontend/ui/cards.py
|
| 350 |
+
git commit -m "style: update card dimensions for landscape image layout"
|
| 351 |
+
```
|
| 352 |
+
|
| 353 |
+
---
|
| 354 |
+
|
| 355 |
+
### Task 6: Verify with Smoke Test
|
| 356 |
+
|
| 357 |
+
**Files:**
|
| 358 |
+
- Run: `python scripts/smoke_test.py`
|
| 359 |
+
|
| 360 |
+
- [ ] **Step 1: Run smoke test**
|
| 361 |
+
|
| 362 |
+
```bash
|
| 363 |
+
python scripts/smoke_test.py
|
| 364 |
+
```
|
| 365 |
+
|
| 366 |
+
Expected output: clean exit with all checks passing (no traceback). Specifically verify:
|
| 367 |
+
- `β core.types imports OK`
|
| 368 |
+
- `β core.engine imports OK`
|
| 369 |
+
- `β CardData validation OK`
|
| 370 |
+
- `β TextResult validation OK`
|
| 371 |
+
- `β AudioResult validation OK`
|
| 372 |
+
- `β ImageResult validation OK`
|
| 373 |
+
- `β TextResult.validate_and_parse gate OK`
|
| 374 |
+
- `β frontend.ui imports OK`
|
| 375 |
+
- `β app module loads OK`
|
| 376 |
+
|
| 377 |
+
- [ ] **Step 2: If smoke test passes, commit**
|
| 378 |
+
|
| 379 |
+
```bash
|
| 380 |
+
git add -A
|
| 381 |
+
git commit -m "test: verify image generation changes with smoke test"
|
| 382 |
+
```
|
| 383 |
+
|
| 384 |
+
- [ ] **Step 3: Manual verification (optional but recommended)**
|
| 385 |
+
|
| 386 |
+
Start the Gradio app and verify:
|
| 387 |
+
```bash
|
| 388 |
+
python app.py
|
| 389 |
+
```
|
| 390 |
+
|
| 391 |
+
Check in browser at `http://localhost:7860`:
|
| 392 |
+
1. Both Audio and Images toggles are checked after Phase 1 text generation
|
| 393 |
+
2. Toggles are disabled (dimmed) before Phase 1
|
| 394 |
+
3. Clicking "Generate Cards" with Images ON shows image placeholders on cards during translation, then actual images after generation
|
| 395 |
+
4. Progress bar flows: preparing β translating β generating images β generating audio β complete
|
| 396 |
+
5. Cards display at the correct height for each media combination
|
| 397 |
+
|
| 398 |
+
---
|
| 399 |
+
|
| 400 |
+
## Self-Review Checklist
|
| 401 |
+
|
| 402 |
+
**1. Spec coverage:**
|
| 403 |
+
- β
Model source change (Task 1 + Task 2): flux entry updated from GGUF to diffusers safetensors repo
|
| 404 |
+
- β
Toggle defaults ON (Task 3): both toggles set to `value=True` in creation and `_enable_phase2()`
|
| 405 |
+
- β
Image generation in pipeline (Task 4): batch generation after translation, before audio; prompts built from English text + CEFR level; image paths attached to cards; progress 70%β85%; error handling tracks None per card
|
| 406 |
+
- β
Card layout dimensions (Task 5): updated min_height values matching spec table
|
| 407 |
+
- β
Error handling: failed images tracked as None in list, don't block audio or rendering
|
| 408 |
+
|
| 409 |
+
**2. Placeholder scan:** No placeholders found. All code is concrete.
|
| 410 |
+
|
| 411 |
+
**3. Type consistency:**
|
| 412 |
+
- `include_images` parameter flows from Gradio handler β `_handle_media_generation_v2` β `generate_media_async()` β all use the same name and boolean type
|
| 413 |
+
- `image_path` dict key matches what `render_card_html()` reads via `card_data.get("image_path")`
|
| 414 |
+
- `cefr.value` used for prompt string (CEFRLevel enum β "B1" etc.)
|
| 415 |
+
- `ImageResult.image_paths` pattern mirrors `AudioResult.audio_paths` (already exists in types.py)
|
| 416 |
+
|
| 417 |
+
**4. No engine.py changes needed:** The existing `ImageGenEngine` already loads from `black-forest-labs/FLUX.2-klein-4B` via diffusers with bfloat16 + CPU offload. Resolution parameter not added β FLUX pipeline handles it internally.
|
| 418 |
+
|
| 419 |
+
---
|
| 420 |
+
|
| 421 |
+
## Files Changed Summary
|
| 422 |
+
|
| 423 |
+
| File | Change |
|
| 424 |
+
|---|---|
|
| 425 |
+
| `models/download_models.py` | Replace flux entry: GGUF β diffusers safetensors repo; handle None files in download |
|
| 426 |
+
| `configs/settings.yaml` | Update flux section: new repo, null file/runtime/quant (informational) |
|
| 427 |
+
| `app.py` | Toggle defaults β True; progress ranges 15-70/70-85/85-100; image generation batch step |
|
| 428 |
+
| `frontend/ui/cards.py` | Update min_height: 200β350, 170β310, 160β270 for media combos |
|