bfl/flux-2-lora-gallery/multiple-angles
Flux 2 Lora Gallery Multiple Angles is BFL's intelligent image editing model. Transform, retouch, and reimagine existing images using text prompts - from background replacement to artistic style conversion.
PNG, JPEG, WebP, or GIF · 20 MiB maximum each
Example output — click Run to generate your own
Send your first request
OpenAI-compatible endpoint with unified authentication and usage tracking.
https://api.sandbase.ai/v1/runbfl/flux-2-lora-gallery/multiple-anglesInput Schema
10 parameters · 0 required · 10 optional
| Parameter | Type | Required | Description |
|---|---|---|---|
seed | integer | Optional | Random seed for reproducibility. |
zoom | number | Optional | Camera zoom/distance. 0=wide shot (far away), 5=medium shot (normal), 10=close-up (very close). · Min: 0 · Max: 10 · Default: 5 |
images | string[] | Optional | The URL of the image to adjust camera angle for. |
lora_scale | number | Optional | The strength of the multiple angles effect. · Min: 0 · Max: 2 · Default: 1 |
aspect_ratio | string | Optional | The aspect ratio of the generated image. · Options: 21:9, 16:9, 3:2, 4:3, 5:4, 1:1, 4:5, 3:4, 2:3, 9:16 21:916:93:24:35:41:14:53:42:39:16 |
output_format | string | Optional | The format of the output image. · Options: png, jpeg · Default: "png" pngjpeg |
guidance_scale | number | Optional | The CFG (Classifier Free Guidance) scale. · Min: 0 · Max: 20 · Default: 2.5 |
vertical_angle | number | Optional | Vertical camera angle in degrees. 0°=eye-level shot, 30°=elevated shot, 60°=high-angle shot (looking down from above). · Min: 0 · Max: 60 · Default: 0 |
horizontal_angle | number | Optional | Horizontal rotation angle around the object in degrees. 0°=front view, 90°=right side, 180°=back view, 270°=left side, 360°=front view again. · Min: 0 · Max: 360 · Default: 0 |
num_inference_steps | integer | Optional | The number of inference steps to perform. · Min: 4 · Max: 50 · Default: 40 |
Output Schema
| Field | Type | Description |
|---|---|---|
id | string | Unique identifier for the generation task |
status | string | Task status: pending, running, completed, failed, timeout |
model | string | Model used for the generation |
outputs | array | Array of output items |
outputs[].url | string | URL of the generated artifact |
outputs[].content_type | string | MIME type (e.g. image/png, video/mp4) |
error | object | null | Error details if failed, null on success |
error.type | string | Machine-readable error type code |
error.message | string | Human-readable error description |
Async Workflow
This model uses asynchronous execution. Submit a request and poll for the result.
- Submit — POST to /v1/run, receive an
id - Poll — GET /v1/run/{id} until status is
completed,failed, ortimeout - Retrieve — Read
outputsfrom the completed response
Code Examples
Ready-to-run snippets
# Step 1: Submit
curl -X POST https://api.sandbase.ai/v1/run \
-H "Content-Type: application/json" \
-H "Authorization: Bearer YOUR_API_KEY" \
-d '{
"model": "bfl/flux-2-lora-gallery/multiple-angles",
"zoom": 5,
"images": [
"https://static.sandbase.ai/examples/bfl/flux-2-lora-gallery/multiple-angles/input_images_0.png"
],
"lora_scale": 1,
"output_format": "png",
"guidance_scale": 2.5,
"vertical_angle": 0,
"horizontal_angle": 0,
"num_inference_steps": 40,
"prompt": "a beautiful sunset over mountains"
}'
# Step 2: Poll result (replace <id>)
curl https://api.sandbase.ai/v1/run/<id> \
-H "Authorization: Bearer YOUR_API_KEY"API README
Flux 2 Lora Gallery
Flux 2 Lora Gallery is a specialized FLUX.2 LoRA workflow for multiple angles. It combines the selected adaptation with FLUX.2’s strong prompt understanding and photorealistic scene construction, concentrating the model on a repeatable production task instead of asking a general image endpoint to infer the workflow from a broad prompt.
Use this route when the input assets and final deliverable match multiple angles exactly. Explain the desired composition and presentation, then state the visual facts that must stay consistent—such as architecture, identity, geometry, branding, or material appearance. The specialization supplies task knowledge, while the brief controls the specific creative result.
Highlights
- Novel-view synthesis. Creates alternate viewpoints of the same referenced subject.
- Cross-view identity consistency. Maintains recognizable shape, color, branding, and key details across angles.
- Three-dimensional inference. Infers unseen surfaces and geometry needed for new camera positions.
- Catalog-ready variation. Supports multi-angle product, character, or object imagery from limited reference material.
Pricing
| Configuration | Billing unit | Price |
|---|---|---|
| Base generation | Per request | $0.021 |
When to Use
| ✅ Good fit | ❌ Consider alternatives |
|---|---|
| The project needs this exact generation or editing route | The intended task belongs to video, audio, or 3D media |
| Available references match every required local field | Required source assets or rights are unavailable |
| The brief can specify composition, color, and finish | Output must be deterministic at pixel level |
| Supported dimensions and formats fit final placement | Delivery requires unsupported canvas specifications |
| An asynchronous generated image fits production | A live frame-synchronous response is mandatory |
Prompt Guide
Write a complete visual brief: identify the subject and references, define composition and viewpoint, describe lighting, palette, materials, typography, and finish, then list exact preservation constraints. FLUX.2 Klein does not rely on prompt upsampling, so use clear descriptive sentences rather than sparse keywords.
{
"seed": 1,
"zoom": 5,
"images": [
"https://example.com/reference.jpg"
]
}
Technical Specs
| Spec | Value |
|---|---|
| Model ID | bfl/flux-2-lora-gallery/multiple-angles |
| Input fields | seed (integer)<br>zoom (number; 0–10)<br>images (array)<br>lora_scale (number; 0–2)<br>aspect_ratio (string; 21:9, 16:9, 3:2, 4:3, 5:4, 1:1, 4:5, 3:4, 2:3, 9:16)<br>output_format (string; png, jpeg)<br>guidance_scale (number; 0–20)<br>vertical_angle (number; 0–60)<br>horizontal_angle (number; 0–360)<br>num_inference_steps (integer; 4–50) |
| Required input | None marked required |
| Output fields | url, content_type |
| Execution | Asynchronous job |
Related Models
bfl/flux-2-lora-gallery/apartment-stagingbfl/flux-2-lora-gallery/face-to-full-portraitbfl/flux-2-lora-gallery/realism

