Spaces:
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Update app.py
Browse files
app.py
CHANGED
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@@ -1,34 +1,68 @@
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import os
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import re
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import base64
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from io import BytesIO
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from PIL import Image
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import requests
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import gradio as gr
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from mistralai import Mistral
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def
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return
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def fetch_bytes(source: str):
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if
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r = requests.get(source, timeout=30)
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r.raise_for_status()
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return r.content
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def convert_media_to_jpeg_bytes(media_bytes: bytes, filename_hint: str = "input") -> bytes:
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# If input already an image (jpg/png/webp), open with PIL and convert.
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try:
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img = Image.open(BytesIO(media_bytes))
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if img.mode != "RGB":
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img = img.convert("RGB")
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# Resize height to 512 maintaining aspect ratio
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base_h = 512
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w = int(img.width * (base_h / img.height))
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img = img.resize((w, base_h), Image.LANCZOS)
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@@ -36,55 +70,38 @@ def convert_media_to_jpeg_bytes(media_bytes: bytes, filename_hint: str = "input"
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img.save(buf, format="JPEG", quality=90)
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return buf.getvalue()
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except Exception:
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raise RuntimeError("Conversion upload failed")
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file_key = m.group(1)
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# Request convert to JPG using ezgif convert endpoint
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conv = requests.post("https://s.ezgif.com/gif-to-jpg", data={"file": file_key}, timeout=60)
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conv.raise_for_status()
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# Find the first resulting JPG link
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m2 = re.search(r'<img src="(https?://s.ezgif.com/tmp/[^"]+)"', conv.text)
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if not m2:
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# try alternate pattern
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m2 = re.search(r'<a href="(https?://s.ezgif.com/tmp/[^"]+)"', conv.text)
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if not m2:
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raise RuntimeError("Conversion failed to produce JPG")
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jpg_url = m2.group(1)
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r2 = requests.get(jpg_url, timeout=60)
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r2.raise_for_status()
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return r2.content
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def image_bytes_to_base64_jpeg(image_bytes: bytes):
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return base64.b64encode(image_bytes).decode("utf-8")
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def build_prompt(
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if
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return
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if
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return ("Provide
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"Include objects, textures, colors, lighting,
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"facial expressions,
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"Write in descriptive, actionable phrases suitable for use as image-generation prompts.")
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return "Provide a detailed description of this image."
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def
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try:
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raw = fetch_bytes(image_source)
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except Exception as e:
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b64 = image_bytes_to_base64_jpeg(jpg_bytes)
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prompt = build_prompt(use_auto_prompt, custom_prompt)
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model = "pixtral-12b-2409"
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messages = [{
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"role": "user",
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@@ -95,57 +112,59 @@ def generate_description(image_source: str, use_auto_prompt: bool, custom_prompt
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"stream": False
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}]
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try:
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partial = ""
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for chunk in
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if chunk.data.choices[0].delta.content is not None:
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partial += chunk.data.choices[0].delta.content
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yield partial
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except Exception as e:
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yield f"
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with gr.Blocks() as demo:
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gr.Markdown("Image To Flux Prompt")
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with gr.Row():
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with gr.Column(scale=1):
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url_input = gr.Textbox(label="Image URL or local path", placeholder="https://... or
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upload = gr.File(label="Or upload image/video (gif/mp4 allowed)", file_types=
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preview = gr.Image(label="Preview", type="pil")
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submit = gr.Button("Submit")
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with gr.Column(scale=1):
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custom = gr.Textbox(label="Custom prompt (optional)", lines=4, placeholder="Leave blank to use auto prompt")
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auto_toggle = gr.Checkbox(label="Use detailed auto prompt", value=True)
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def prepare_source(url_val, upload_file):
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if upload_file
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return upload_file.name
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if url_val and url_val.strip():
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return url_val.strip()
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return ""
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def
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if not source:
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return None
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try:
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if
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r = requests.get(source, timeout=30)
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r.raise_for_status()
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return Image.open(BytesIO(r.content)).convert("RGB")
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return Image.open(source).convert("RGB")
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except Exception:
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return None
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def run_and_stream(src, use_auto, custom_p):
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if not src:
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return "No image provided."
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yield chunk
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submit.click(fn=
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demo.launch()
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import os
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import re
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import shutil
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import base64
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import tempfile
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import subprocess
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from io import BytesIO
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from PIL import Image
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import requests
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import gradio as gr
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from mistralai import Mistral
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DEFAULT_KEY = os.getenv("MISTRAL_API_KEY")
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def get_mistral_client(alt_key: str = None):
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key = alt_key.strip() if alt_key and alt_key.strip() else DEFAULT_KEY
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return Mistral(api_key=key)
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def is_remote(src: str):
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return src.startswith("http://") or src.startswith("https://")
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def fetch_bytes(source: str):
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if is_remote(source):
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r = requests.get(source, timeout=30)
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r.raise_for_status()
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return r.content
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with open(source, "rb") as f:
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return f.read()
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def try_ffmpeg_extract_frame(media_path: str, out_path: str):
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ffmpeg = shutil.which("ffmpeg")
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if not ffmpeg:
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return False
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cmd = [
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ffmpeg, "-y", "-i", media_path, "-vf", "scale=-2:512", "-frames:v", "1", out_path
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]
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try:
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subprocess.run(cmd, check=True, stdout=subprocess.DEVNULL, stderr=subprocess.DEVNULL, timeout=30)
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return os.path.exists(out_path)
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except Exception:
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return False
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def ezgif_convert_to_jpg_bytes(media_bytes: bytes, filename_hint: str = "input"):
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files = {"new-image": (filename_hint, media_bytes)}
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r = requests.post("https://s.ezgif.com/upload", files=files, timeout=60)
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r.raise_for_status()
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m = re.search(r'name="file" value="([^"]+)"', r.text)
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if not m:
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raise RuntimeError("ezgif upload failed")
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file_key = m.group(1)
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conv = requests.post("https://s.ezgif.com/gif-to-jpg", data={"file": file_key}, timeout=60)
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conv.raise_for_status()
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m2 = re.search(r'<img src="(https?://s.ezgif.com/tmp/[^"]+)"', conv.text) or re.search(r'<a href="(https?://s.ezgif.com/tmp/[^"]+)"', conv.text)
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if not m2:
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raise RuntimeError("ezgif conversion failed")
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jpg_url = m2.group(1)
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r2 = requests.get(jpg_url, timeout=60)
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r2.raise_for_status()
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return r2.content
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def convert_media_to_jpeg_bytes(media_bytes: bytes, filename_hint: str = "input") -> bytes:
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try:
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img = Image.open(BytesIO(media_bytes))
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if img.mode != "RGB":
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img = img.convert("RGB")
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base_h = 512
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w = int(img.width * (base_h / img.height))
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img = img.resize((w, base_h), Image.LANCZOS)
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img.save(buf, format="JPEG", quality=90)
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return buf.getvalue()
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except Exception:
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with tempfile.TemporaryDirectory() as td:
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tmp_in = os.path.join(td, filename_hint)
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with open(tmp_in, "wb") as f:
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f.write(media_bytes)
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tmp_out = os.path.join(td, "frame.jpg")
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if try_ffmpeg_extract_frame(tmp_in, tmp_out) and os.path.exists(tmp_out):
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with open(tmp_out, "rb") as f:
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return f.read()
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return ezgif_convert_to_jpg_bytes(media_bytes, filename_hint=filename_hint)
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def image_bytes_to_base64_jpeg(image_bytes: bytes):
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return base64.b64encode(image_bytes).decode("utf-8")
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def build_prompt(use_auto: bool, custom: str):
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if custom and custom.strip():
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return custom.strip()
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if use_auto:
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return ("Provide an exhaustive, highly detailed visual description suitable as an image-generation prompt. "
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"Include objects, materials, textures, colors, lighting, viewpoint, camera lens and settings, "
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"poses, facial expressions, clothing, background elements, small distinguishing details, mood, and composition.")
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return "Provide a detailed description of this image."
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def generate_description_stream(image_source: str, use_auto: bool, custom_prompt: str, alt_key: str):
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try:
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raw = fetch_bytes(image_source)
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jpg = convert_media_to_jpeg_bytes(raw, filename_hint=os.path.basename(image_source) or "input")
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except Exception as e:
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yield f"Error processing media: {e}"
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return
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b64 = image_bytes_to_base64_jpeg(jpg)
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prompt = build_prompt(use_auto, custom_prompt)
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model = "pixtral-12b-2409"
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messages = [{
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"role": "user",
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"stream": False
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}]
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client = get_mistral_client(alt_key)
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try:
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partial = ""
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for chunk in client.chat.stream(model=model, messages=messages):
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if chunk.data.choices[0].delta.content is not None:
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partial += chunk.data.choices[0].delta.content
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yield partial
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except Exception as e:
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yield f"Model error: {e}"
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with gr.Blocks() as demo:
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gr.Markdown("Image To Flux Prompt")
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with gr.Row():
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with gr.Column(scale=1):
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url_input = gr.Textbox(label="Image URL or local path", placeholder="https://... or leave blank if uploading")
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upload = gr.File(label="Or upload image/video (gif/mp4 allowed)", file_types=None)
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preview = gr.Image(label="Preview", type="pil")
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submit = gr.Button("Submit")
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with gr.Column(scale=1):
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custom = gr.Textbox(label="Custom prompt (optional)", lines=4, placeholder="Leave blank to use auto prompt")
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auto_toggle = gr.Checkbox(label="Use detailed auto prompt", value=True)
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alt_key = gr.Textbox(label="Alternate Mistral API Key (optional)", type="password")
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out = gr.Textbox(label="Generated Detailed Description", lines=16)
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def prepare_source(url_val, upload_file):
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if upload_file:
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return upload_file.name
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if url_val and url_val.strip():
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return url_val.strip()
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return ""
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def update_preview_and_return_source(url_val, upload_file):
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source = prepare_source(url_val, upload_file)
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if not source:
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return None, ""
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try:
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if is_remote(source):
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r = requests.get(source, timeout=30)
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r.raise_for_status()
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return Image.open(BytesIO(r.content)).convert("RGB"), source
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return Image.open(source).convert("RGB"), source
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except Exception:
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return None, source
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def start_generation(source, use_auto, custom_p, alt_k):
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if not source:
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return "No image provided."
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# stream generator wrapper
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for chunk in generate_description_stream(source, use_auto, custom_p, alt_k):
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yield chunk
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submit.click(fn=update_preview_and_return_source, inputs=[url_input, upload], outputs=[preview, url_input])
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submit.click(fn=start_generation, inputs=[url_input, auto_toggle, custom, alt_key], outputs=[out])
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demo.launch()
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