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import base64
import io
import math
import urllib.request
import fal_client
import gradio as gr
import numpy as np
import plotly.graph_objects as go
from PIL import Image
# ββ Constantes poses (LoRA fal Multiple-Angles) βββββββββββββββββββββββββββββββ
AZIMUTHS = [0, 45, 90, 135, 180, 225, 270, 315]
ELEVATIONS = [-30, 0, 30, 60]
DISTANCES = [0.6, 1.0, 1.8]
AZIMUTH_NAMES = {
0: "front view", 45: "front-right quarter view", 90: "right side view",
135: "back-right quarter view", 180: "back view", 225: "back-left quarter view",
270: "left side view", 315: "front-left quarter view",
}
ELEVATION_NAMES = {-30: "low-angle shot", 0: "eye-level shot", 30: "elevated shot", 60: "high-angle shot"}
DISTANCE_NAMES = {0.6: "close-up", 1.0: "medium shot", 1.8: "wide shot"}
# ββ Helpers βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
def build_prompt(az, el, di):
return f"<sks> {AZIMUTH_NAMES[az]}, {ELEVATION_NAMES[el]}, {DISTANCE_NAMES[di]}"
def image_to_uri(img):
if img is None:
return ""
buf = io.BytesIO()
img.save(buf, format="PNG")
b64 = base64.b64encode(buf.getvalue()).decode()
return f"data:image/png;base64,{b64}"
# ββ Viewer 2D Plotly cliquable ββββββββββββββββββββββββββββββββββββββββββββββββ
#
# Conception : vue top-down. Le sujet est au centre (carrΓ© bleu).
# 4 cercles concentriques = 4 niveaux d'Γ©lΓ©vation.
# 8 points par cercle = 8 azimuts. β 32 poses cliquables.
# Index dans la trace : i = az_idx * 4 + el_idx.
ELEVATION_COLORS = {-30: "#4a3a6a", 0: "#00ff88", 30: "#ffa500", 60: "#ff69b4"}
ELEVATION_LABELS = {-30: "Low", 0: "Eye", 30: "Elev", 60: "High"}
RADIUS_BY_EL = {-30: 1.2, 0: 2.0, 30: 2.7, 60: 3.3}
def build_viewer(current_az, current_el, current_di):
fig = go.Figure()
# ββ Cercles guides (un par Γ©lΓ©vation) βββββββββββββββββββββββββββββββββββββ
th = np.linspace(0, 2 * np.pi, 100)
for el, r in RADIUS_BY_EL.items():
fig.add_trace(go.Scatter(
x=r * np.sin(th), y=r * np.cos(th),
mode="lines",
line=dict(color=ELEVATION_COLORS[el], width=1, dash="dot"),
opacity=0.35, hoverinfo="skip", showlegend=False,
))
# ββ Sujet au centre βββββββββββββββββββββββββββββββββββββββββββββββββββββββ
fig.add_trace(go.Scatter(
x=[0], y=[0], mode="markers+text",
marker=dict(size=38, color="#3a4a8a", symbol="square",
line=dict(color="#8aa8ff", width=2)),
text=["π·"], textfont=dict(size=20, color="white"),
hoverinfo="skip", showlegend=False,
))
# ββ Labels cardinaux ββββββββββββββββββββββββββββββββββββββββββββββββββββββ
fig.add_trace(go.Scatter(
x=[0, 3.7, 0, -3.7], y=[3.7, 0, -3.7, 0],
mode="text",
text=["<b>FRONT 0Β°</b>", "<b>RIGHT 90Β°</b>", "<b>BACK 180Β°</b>", "<b>LEFT 270Β°</b>"],
textfont=dict(size=13, color="#cccccc"),
hoverinfo="skip", showlegend=False,
))
# ββ 32 points cliquables (8 az Γ 4 el) ββββββββββββββββββββββββββββββββββββ
xs, ys, colors, sizes, texts, hovers = [], [], [], [], [], []
for az in AZIMUTHS:
for el in ELEVATIONS:
r = RADIUS_BY_EL[el]
x = r * math.sin(math.radians(az))
y = r * math.cos(math.radians(az))
is_current = (az == current_az and el == current_el)
xs.append(x); ys.append(y)
colors.append("#ffffff" if is_current else ELEVATION_COLORS[el])
sizes.append(28 if is_current else 16)
texts.append("β" if is_current else "")
hovers.append(f"<b>{AZIMUTH_NAMES[az]}</b><br>{ELEVATION_NAMES[el]}<br><i>cliquer pour sΓ©lectionner</i>")
fig.add_trace(go.Scatter(
x=xs, y=ys,
mode="markers",
marker=dict(size=sizes, color=colors,
line=dict(color="white", width=1)),
hovertext=hovers, hoverinfo="text",
showlegend=False,
name="poses",
))
# ββ LΓ©gende Γ©lΓ©vation (coin haut-droit) βββββββββββββββββββββββββββββββββββ
legend_y = 4.0
for i, (el, col) in enumerate(ELEVATION_COLORS.items()):
fig.add_trace(go.Scatter(
x=[3.0], y=[legend_y - i * 0.4],
mode="markers+text",
marker=dict(size=12, color=col),
text=[f" {ELEVATION_LABELS[el]} ({el}Β°)"],
textposition="middle right",
textfont=dict(size=11, color="#cccccc"),
hoverinfo="skip", showlegend=False,
))
prompt = build_prompt(current_az, current_el, current_di)
fig.update_layout(
paper_bgcolor="#1a1a1a", plot_bgcolor="#1a1a1a",
margin=dict(l=10, r=10, t=10, b=50),
xaxis=dict(visible=False, range=[-4.5, 4.8], scaleanchor="y", scaleratio=1),
yaxis=dict(visible=False, range=[-4.5, 4.5]),
height=460,
annotations=[dict(
text=f"<b>{prompt}</b>",
showarrow=False, xref="paper", yref="paper",
x=0.5, y=-0.02,
font=dict(family="monospace", size=13, color="#00ff88"),
bgcolor="rgba(0,0,0,0.85)", borderpad=8,
)],
)
return fig
# ββ InfΓ©rence fal.ai ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
def infer(image, az, el, di, seed, randomize_seed):
if image is None:
raise gr.Error("Upload a source image first")
if randomize_seed:
seed = random.randint(0, 2**31 - 1)
prompt = build_prompt(az, el, di)
result = fal_client.run(
"fal-ai/qwen-image-edit",
arguments={
"image_url": image_to_uri(image),
"prompt": prompt,
"seed": seed,
"image_size": {"width": 1024, "height": 1024},
"num_inference_steps": 4,
"guidance_scale": 1.0,
"loras": [{"path": "fal/Qwen-Image-Edit-2511-Multiple-Angles-LoRA", "scale": 1.0}],
},
)
with urllib.request.urlopen(result["images"][0]["url"]) as resp:
out_img = Image.open(io.BytesIO(resp.read())).convert("RGB")
return out_img, seed, prompt
# ββ UI Gradio βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
AZ_LABELS = {0: "β¬ Front", 45: "β Front-R", 90: "β‘ Right", 135: "β Back-R",
180: "β¬ Back", 225: "β Back-L", 270: "β¬
Left", 315: "β Front-L"}
EL_LABELS = {-30: "β¬ Low (-30Β°)", 0: "β‘ Eye (0Β°)", 30: "β¬ Elev (+30Β°)", 60: "β¬ High (+60Β°)"}
DI_LABELS = {0.6: "π Close-up", 1.0: "π· Medium", 1.8: "π Wide"}
with gr.Blocks(title="Angle Studio") as demo:
gr.Markdown("""
# π₯ Angle Studio
**Cliquez 1 azimut, 1 Γ©lΓ©vation, 1 distance β puis gΓ©nΓ©rez.**
*Pick one azimuth, one elevation, one distance β then generate.*
""")
az_state = gr.State(0)
el_state = gr.State(0)
di_state = gr.State(1.0)
with gr.Row():
with gr.Column(scale=1):
input_image = gr.Image(label="Image source / Source image", type="pil")
gr.Markdown("### π§ Azimut")
with gr.Row():
az_buttons = [gr.Button(AZ_LABELS[a], size="sm",
variant=("primary" if a == 0 else "secondary"))
for a in AZIMUTHS]
gr.Markdown("### π ΓlΓ©vation")
with gr.Row():
el_buttons = [gr.Button(EL_LABELS[e], size="sm",
variant=("primary" if e == 0 else "secondary"))
for e in ELEVATIONS]
gr.Markdown("### π Distance")
with gr.Row():
di_buttons = [gr.Button(DI_LABELS[d], size="sm",
variant=("primary" if d == 1.0 else "secondary"))
for d in DISTANCES]
prompt_preview = gr.Textbox(
label="Prompt", interactive=False,
value=build_prompt(0, 0, 1.0),
)
with gr.Row():
seed_input = gr.Number(label="Seed", value=0, precision=0)
randomize = gr.Checkbox(label="Random seed", value=True)
generate_btn = gr.Button("βΆ GΓ©nΓ©rer / Generate", variant="primary", size="lg")
with gr.Column(scale=1):
viewer = gr.Plot(value=build_viewer(0, 0, 1.0), show_label=False)
output_image = gr.Image(label="RΓ©sultat / Result", type="pil")
output_seed = gr.Number(label="Seed utilisΓ©", interactive=False)
gr.Markdown("### πΌοΈ Galerie de session / Session Gallery")
gallery = gr.Gallery(columns=4, height=260)
session_images = gr.State([])
# ββ Handlers : chaque bouton met Γ jour son Γ©tat + viewer + prompt βββββββ
def make_az_handler(a):
def _fn(el, di):
return a, build_viewer(a, el, di), build_prompt(a, el, di)
return _fn
def make_el_handler(e):
def _fn(az, di):
return e, build_viewer(az, e, di), build_prompt(az, e, di)
return _fn
def make_di_handler(d):
def _fn(az, el):
return d, build_viewer(az, el, d), build_prompt(az, el, d)
return _fn
for a, btn in zip(AZIMUTHS, az_buttons):
btn.click(fn=make_az_handler(a), inputs=[el_state, di_state],
outputs=[az_state, viewer, prompt_preview])
for e, btn in zip(ELEVATIONS, el_buttons):
btn.click(fn=make_el_handler(e), inputs=[az_state, di_state],
outputs=[el_state, viewer, prompt_preview])
for d, btn in zip(DISTANCES, di_buttons):
btn.click(fn=make_di_handler(d), inputs=[az_state, el_state],
outputs=[di_state, viewer, prompt_preview])
def run_and_append(image, az, el, di, seed, rand, history):
result, used_seed, _ = infer(image, az, el, di, seed, rand)
history = history + [result]
return result, used_seed, history, history
generate_btn.click(
fn=run_and_append,
inputs=[input_image, az_state, el_state, di_state, seed_input, randomize, session_images],
outputs=[output_image, output_seed, session_images, gallery],
)
demo.launch(theme=gr.themes.Base())
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