Spaces:
Running
Running
Update app.py
Browse files
app.py
CHANGED
|
@@ -30,23 +30,46 @@ def get_client(key: str = None):
|
|
| 30 |
def is_remote(src: str) -> bool:
|
| 31 |
return bool(src) and src.startswith(("http://", "https://"))
|
| 32 |
|
| 33 |
-
def fetch_bytes(src: str) -> bytes:
|
|
|
|
| 34 |
if is_remote(src):
|
| 35 |
-
|
| 36 |
-
|
| 37 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 38 |
with open(src, "rb") as f:
|
| 39 |
return f.read()
|
| 40 |
|
| 41 |
def convert_to_jpeg_bytes(media_bytes: bytes, base_h=480) -> bytes:
|
| 42 |
img = Image.open(BytesIO(media_bytes))
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 43 |
if img.mode != "RGB":
|
| 44 |
img = img.convert("RGB")
|
| 45 |
h = base_h
|
| 46 |
w = max(1, int(img.width * (h / img.height)))
|
| 47 |
img = img.resize((w, h), Image.LANCZOS)
|
| 48 |
buf = BytesIO()
|
| 49 |
-
img.save(buf, format="JPEG", quality=
|
| 50 |
return buf.getvalue()
|
| 51 |
|
| 52 |
def b64_jpeg(img_bytes: bytes) -> str:
|
|
@@ -59,10 +82,21 @@ def save_bytes_to_temp(b: bytes, suffix: str):
|
|
| 59 |
f.write(b)
|
| 60 |
return path
|
| 61 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 62 |
def choose_model_for_src(src: str):
|
| 63 |
-
|
| 64 |
-
|
| 65 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
| 66 |
return DEFAULT_VIDEO_MODEL
|
| 67 |
return DEFAULT_IMAGE_MODEL
|
| 68 |
|
|
@@ -88,17 +122,20 @@ def extract_delta(chunk):
|
|
| 88 |
if not data:
|
| 89 |
return None
|
| 90 |
try:
|
| 91 |
-
|
| 92 |
-
except Exception:
|
| 93 |
-
pass
|
| 94 |
-
try:
|
| 95 |
c = data.choices[0].delta
|
| 96 |
if isinstance(c, dict):
|
| 97 |
-
|
|
|
|
| 98 |
except Exception:
|
| 99 |
pass
|
| 100 |
try:
|
| 101 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 102 |
except Exception:
|
| 103 |
pass
|
| 104 |
try:
|
|
@@ -110,63 +147,60 @@ def extract_delta(chunk):
|
|
| 110 |
def generate_final_text(src: str, custom_prompt: str, api_key: str):
|
| 111 |
client = get_client(api_key)
|
| 112 |
prompt = (custom_prompt.strip() if custom_prompt and custom_prompt.strip() else "Please provide a detailed visual review.")
|
| 113 |
-
image_exts = (".jpg", ".jpeg", ".png", ".webp", ".gif")
|
| 114 |
lower = (src or "").lower()
|
| 115 |
-
|
|
|
|
| 116 |
parts = []
|
| 117 |
|
| 118 |
def stream_and_collect(model, messages):
|
| 119 |
try:
|
|
|
|
| 120 |
stream_gen = None
|
| 121 |
try:
|
| 122 |
stream_gen = client.chat.stream(model=model, messages=messages)
|
| 123 |
except Exception:
|
| 124 |
stream_gen = None
|
| 125 |
-
|
| 126 |
if stream_gen:
|
| 127 |
for chunk in stream_gen:
|
| 128 |
d = extract_delta(chunk)
|
| 129 |
if d:
|
| 130 |
parts.append(d)
|
| 131 |
-
|
| 132 |
-
|
| 133 |
-
|
| 134 |
-
|
| 135 |
-
|
| 136 |
-
|
| 137 |
-
|
| 138 |
-
|
|
|
|
| 139 |
try:
|
| 140 |
-
|
| 141 |
-
|
| 142 |
-
|
| 143 |
-
|
| 144 |
-
|
| 145 |
-
|
| 146 |
-
if isinstance(
|
| 147 |
-
|
| 148 |
else:
|
| 149 |
-
|
| 150 |
-
|
| 151 |
-
|
| 152 |
-
|
| 153 |
-
|
| 154 |
-
|
| 155 |
-
|
| 156 |
-
|
| 157 |
-
|
| 158 |
-
|
| 159 |
-
text = content.get("text") or content.get("content")
|
| 160 |
-
if text:
|
| 161 |
-
parts.append(text)
|
| 162 |
-
except Exception:
|
| 163 |
-
parts.append(str(res))
|
| 164 |
-
else:
|
| 165 |
parts.append(str(res))
|
|
|
|
|
|
|
| 166 |
except Exception as e:
|
| 167 |
-
parts.append(f"
|
| 168 |
|
| 169 |
-
# Image
|
| 170 |
if is_image:
|
| 171 |
try:
|
| 172 |
raw = fetch_bytes(src)
|
|
@@ -175,14 +209,14 @@ def generate_final_text(src: str, custom_prompt: str, api_key: str):
|
|
| 175 |
except Exception as e:
|
| 176 |
return f"Error processing image: {e}"
|
| 177 |
msgs = build_messages_for_image(prompt, b64)
|
| 178 |
-
stream_and_collect(
|
| 179 |
-
return "".join(parts)
|
| 180 |
|
| 181 |
-
# Remote video
|
| 182 |
if is_remote(src):
|
| 183 |
msgs = build_messages_for_text(prompt, f"Video URL: {src}")
|
| 184 |
stream_and_collect(choose_model_for_src(src), msgs)
|
| 185 |
-
return "".join(parts)
|
| 186 |
|
| 187 |
# Local video fallback: extract a frame with ffmpeg
|
| 188 |
tmp_media = None
|
|
@@ -193,26 +227,39 @@ def generate_final_text(src: str, custom_prompt: str, api_key: str):
|
|
| 193 |
tmp_media = save_bytes_to_temp(media_bytes, suffix=ext)
|
| 194 |
ffmpeg = shutil.which("ffmpeg")
|
| 195 |
if ffmpeg:
|
|
|
|
| 196 |
try:
|
| 197 |
tmp_frame_fd, tmp_frame = tempfile.mkstemp(suffix=".jpg")
|
| 198 |
os.close(tmp_frame_fd)
|
| 199 |
cmd = [ffmpeg, "-nostdin", "-y", "-i", tmp_media, "-frames:v", "1", "-q:v", "2", tmp_frame]
|
| 200 |
proc = subprocess.Popen(cmd, stdout=subprocess.PIPE, stderr=subprocess.PIPE)
|
| 201 |
-
proc.communicate(timeout=
|
| 202 |
-
if os.path.exists(tmp_frame):
|
| 203 |
with open(tmp_frame, "rb") as f:
|
| 204 |
frame_bytes = f.read()
|
| 205 |
try:
|
| 206 |
jpg = convert_to_jpeg_bytes(frame_bytes, base_h=480)
|
| 207 |
b64 = b64_jpeg(jpg)
|
| 208 |
msgs = build_messages_for_image(prompt, b64)
|
| 209 |
-
stream_and_collect(
|
| 210 |
-
return "".join(parts)
|
| 211 |
finally:
|
| 212 |
try:
|
| 213 |
os.remove(tmp_frame)
|
| 214 |
except Exception:
|
| 215 |
pass
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 216 |
except Exception:
|
| 217 |
pass
|
| 218 |
return "Unable to process the provided file. Provide a direct image/frame URL or a remote video URL."
|
|
@@ -223,7 +270,7 @@ def generate_final_text(src: str, custom_prompt: str, api_key: str):
|
|
| 223 |
except Exception:
|
| 224 |
pass
|
| 225 |
|
| 226 |
-
# UI
|
| 227 |
css = """
|
| 228 |
.preview_column { min-width: 380px; }
|
| 229 |
.preview_media img, .preview_media video { max-width: 100%; height: auto; }
|
|
@@ -231,17 +278,37 @@ css = """
|
|
| 231 |
|
| 232 |
def load_preview(url: str):
|
| 233 |
if not url:
|
| 234 |
-
return None, None,
|
| 235 |
try:
|
| 236 |
r = requests.get(url, timeout=30, stream=True)
|
| 237 |
r.raise_for_status()
|
| 238 |
ctype = r.headers.get("content-type", "")
|
| 239 |
-
if (ctype and ctype.startswith("video/")) or any(url.lower().endswith(ext) for ext in
|
| 240 |
-
return None, url,
|
| 241 |
data = r.content
|
| 242 |
img = Image.open(BytesIO(data)).convert("RGB")
|
| 243 |
-
return img, None,
|
| 244 |
except Exception:
|
| 245 |
-
return None, None,
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 246 |
|
| 247 |
-
|
|
|
|
|
|
| 30 |
def is_remote(src: str) -> bool:
|
| 31 |
return bool(src) and src.startswith(("http://", "https://"))
|
| 32 |
|
| 33 |
+
def fetch_bytes(src: str, stream_threshold=20 * 1024 * 1024) -> bytes:
|
| 34 |
+
"""Fetch bytes. For remote large files stream to a temp file then read."""
|
| 35 |
if is_remote(src):
|
| 36 |
+
with requests.get(src, timeout=60, stream=True) as r:
|
| 37 |
+
r.raise_for_status()
|
| 38 |
+
content_length = r.headers.get("content-length")
|
| 39 |
+
if content_length and int(content_length) > stream_threshold:
|
| 40 |
+
# stream to temp file
|
| 41 |
+
fd, path = tempfile.mkstemp()
|
| 42 |
+
os.close(fd)
|
| 43 |
+
with open(path, "wb") as f:
|
| 44 |
+
for chunk in r.iter_content(8192):
|
| 45 |
+
if chunk:
|
| 46 |
+
f.write(chunk)
|
| 47 |
+
with open(path, "rb") as f:
|
| 48 |
+
data = f.read()
|
| 49 |
+
try:
|
| 50 |
+
os.remove(path)
|
| 51 |
+
except Exception:
|
| 52 |
+
pass
|
| 53 |
+
return data
|
| 54 |
+
else:
|
| 55 |
+
return r.content
|
| 56 |
with open(src, "rb") as f:
|
| 57 |
return f.read()
|
| 58 |
|
| 59 |
def convert_to_jpeg_bytes(media_bytes: bytes, base_h=480) -> bytes:
|
| 60 |
img = Image.open(BytesIO(media_bytes))
|
| 61 |
+
try:
|
| 62 |
+
# take first frame for animated formats
|
| 63 |
+
img.seek(0)
|
| 64 |
+
except Exception:
|
| 65 |
+
pass
|
| 66 |
if img.mode != "RGB":
|
| 67 |
img = img.convert("RGB")
|
| 68 |
h = base_h
|
| 69 |
w = max(1, int(img.width * (h / img.height)))
|
| 70 |
img = img.resize((w, h), Image.LANCZOS)
|
| 71 |
buf = BytesIO()
|
| 72 |
+
img.save(buf, format="JPEG", quality=85)
|
| 73 |
return buf.getvalue()
|
| 74 |
|
| 75 |
def b64_jpeg(img_bytes: bytes) -> str:
|
|
|
|
| 82 |
f.write(b)
|
| 83 |
return path
|
| 84 |
|
| 85 |
+
IMAGE_EXTS = (".jpg", ".jpeg", ".png", ".webp", ".gif")
|
| 86 |
+
VIDEO_EXTS = (".mp4", ".mov", ".webm", ".mkv")
|
| 87 |
+
|
| 88 |
+
def ext_from_src(src: str) -> str:
|
| 89 |
+
_, ext = os.path.splitext((src or "").split("?")[0])
|
| 90 |
+
return ext.lower()
|
| 91 |
+
|
| 92 |
def choose_model_for_src(src: str):
|
| 93 |
+
ext = ext_from_src(src)
|
| 94 |
+
if ext in VIDEO_EXTS:
|
| 95 |
+
return DEFAULT_VIDEO_MODEL
|
| 96 |
+
if ext in IMAGE_EXTS:
|
| 97 |
+
return DEFAULT_IMAGE_MODEL
|
| 98 |
+
# fallback: remote URLs likely videos, local files inspect existence
|
| 99 |
+
if is_remote(src):
|
| 100 |
return DEFAULT_VIDEO_MODEL
|
| 101 |
return DEFAULT_IMAGE_MODEL
|
| 102 |
|
|
|
|
| 122 |
if not data:
|
| 123 |
return None
|
| 124 |
try:
|
| 125 |
+
# try common shapes and coerce to string
|
|
|
|
|
|
|
|
|
|
| 126 |
c = data.choices[0].delta
|
| 127 |
if isinstance(c, dict):
|
| 128 |
+
txt = c.get("content") or c.get("text")
|
| 129 |
+
return str(txt) if txt is not None else None
|
| 130 |
except Exception:
|
| 131 |
pass
|
| 132 |
try:
|
| 133 |
+
msg = data.choices[0].message
|
| 134 |
+
if isinstance(msg, dict):
|
| 135 |
+
txt = msg.get("content")
|
| 136 |
+
else:
|
| 137 |
+
txt = getattr(msg, "content", None)
|
| 138 |
+
return str(txt) if txt is not None else None
|
| 139 |
except Exception:
|
| 140 |
pass
|
| 141 |
try:
|
|
|
|
| 147 |
def generate_final_text(src: str, custom_prompt: str, api_key: str):
|
| 148 |
client = get_client(api_key)
|
| 149 |
prompt = (custom_prompt.strip() if custom_prompt and custom_prompt.strip() else "Please provide a detailed visual review.")
|
|
|
|
| 150 |
lower = (src or "").lower()
|
| 151 |
+
ext = ext_from_src(src)
|
| 152 |
+
is_image = ext in IMAGE_EXTS or (not is_remote(src) and os.path.isfile(src) and ext in IMAGE_EXTS)
|
| 153 |
parts = []
|
| 154 |
|
| 155 |
def stream_and_collect(model, messages):
|
| 156 |
try:
|
| 157 |
+
# prefer streaming if available; fall back to non-streaming
|
| 158 |
stream_gen = None
|
| 159 |
try:
|
| 160 |
stream_gen = client.chat.stream(model=model, messages=messages)
|
| 161 |
except Exception:
|
| 162 |
stream_gen = None
|
|
|
|
| 163 |
if stream_gen:
|
| 164 |
for chunk in stream_gen:
|
| 165 |
d = extract_delta(chunk)
|
| 166 |
if d:
|
| 167 |
parts.append(d)
|
| 168 |
+
return
|
| 169 |
+
# fallback complete
|
| 170 |
+
res = client.chat.complete(model=model, messages=messages, stream=False)
|
| 171 |
+
# try to extract text
|
| 172 |
+
try:
|
| 173 |
+
choices = getattr(res, "choices", None) or res.get("choices", [])
|
| 174 |
+
except Exception:
|
| 175 |
+
choices = []
|
| 176 |
+
if choices:
|
| 177 |
try:
|
| 178 |
+
msg = choices[0].message
|
| 179 |
+
if isinstance(msg, dict):
|
| 180 |
+
content = msg.get("content")
|
| 181 |
+
else:
|
| 182 |
+
content = getattr(msg, "content", None)
|
| 183 |
+
if content:
|
| 184 |
+
if isinstance(content, str):
|
| 185 |
+
parts.append(content)
|
| 186 |
else:
|
| 187 |
+
# handle list/dict shaped content
|
| 188 |
+
if isinstance(content, list):
|
| 189 |
+
for c in content:
|
| 190 |
+
if isinstance(c, dict) and c.get("type") == "text":
|
| 191 |
+
parts.append(c.get("text", ""))
|
| 192 |
+
elif isinstance(content, dict):
|
| 193 |
+
text = content.get("text") or content.get("content")
|
| 194 |
+
if text:
|
| 195 |
+
parts.append(text)
|
| 196 |
+
except Exception:
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 197 |
parts.append(str(res))
|
| 198 |
+
else:
|
| 199 |
+
parts.append(str(res))
|
| 200 |
except Exception as e:
|
| 201 |
+
parts.append(f"[Model error: {e}]")
|
| 202 |
|
| 203 |
+
# Image path
|
| 204 |
if is_image:
|
| 205 |
try:
|
| 206 |
raw = fetch_bytes(src)
|
|
|
|
| 209 |
except Exception as e:
|
| 210 |
return f"Error processing image: {e}"
|
| 211 |
msgs = build_messages_for_image(prompt, b64)
|
| 212 |
+
stream_and_collect(choose_model_for_src(src), msgs)
|
| 213 |
+
return "".join(parts).strip()
|
| 214 |
|
| 215 |
+
# Remote video: send URL as plain text (avoid embedding non-text chunk types)
|
| 216 |
if is_remote(src):
|
| 217 |
msgs = build_messages_for_text(prompt, f"Video URL: {src}")
|
| 218 |
stream_and_collect(choose_model_for_src(src), msgs)
|
| 219 |
+
return "".join(parts).strip()
|
| 220 |
|
| 221 |
# Local video fallback: extract a frame with ffmpeg
|
| 222 |
tmp_media = None
|
|
|
|
| 227 |
tmp_media = save_bytes_to_temp(media_bytes, suffix=ext)
|
| 228 |
ffmpeg = shutil.which("ffmpeg")
|
| 229 |
if ffmpeg:
|
| 230 |
+
tmp_frame = None
|
| 231 |
try:
|
| 232 |
tmp_frame_fd, tmp_frame = tempfile.mkstemp(suffix=".jpg")
|
| 233 |
os.close(tmp_frame_fd)
|
| 234 |
cmd = [ffmpeg, "-nostdin", "-y", "-i", tmp_media, "-frames:v", "1", "-q:v", "2", tmp_frame]
|
| 235 |
proc = subprocess.Popen(cmd, stdout=subprocess.PIPE, stderr=subprocess.PIPE)
|
| 236 |
+
out, err = proc.communicate(timeout=30)
|
| 237 |
+
if proc.returncode == 0 and os.path.exists(tmp_frame) and os.path.getsize(tmp_frame) > 0:
|
| 238 |
with open(tmp_frame, "rb") as f:
|
| 239 |
frame_bytes = f.read()
|
| 240 |
try:
|
| 241 |
jpg = convert_to_jpeg_bytes(frame_bytes, base_h=480)
|
| 242 |
b64 = b64_jpeg(jpg)
|
| 243 |
msgs = build_messages_for_image(prompt, b64)
|
| 244 |
+
stream_and_collect(choose_model_for_src(src), msgs)
|
| 245 |
+
return "".join(parts).strip()
|
| 246 |
finally:
|
| 247 |
try:
|
| 248 |
os.remove(tmp_frame)
|
| 249 |
except Exception:
|
| 250 |
pass
|
| 251 |
+
else:
|
| 252 |
+
# ffmpeg failed or produced no frame
|
| 253 |
+
try:
|
| 254 |
+
if tmp_frame and os.path.exists(tmp_frame):
|
| 255 |
+
os.remove(tmp_frame)
|
| 256 |
+
except Exception:
|
| 257 |
+
pass
|
| 258 |
+
except subprocess.TimeoutExpired:
|
| 259 |
+
try:
|
| 260 |
+
proc.kill()
|
| 261 |
+
except Exception:
|
| 262 |
+
pass
|
| 263 |
except Exception:
|
| 264 |
pass
|
| 265 |
return "Unable to process the provided file. Provide a direct image/frame URL or a remote video URL."
|
|
|
|
| 270 |
except Exception:
|
| 271 |
pass
|
| 272 |
|
| 273 |
+
# Simple UI: left preview + inputs, right final text only (plain text)
|
| 274 |
css = """
|
| 275 |
.preview_column { min-width: 380px; }
|
| 276 |
.preview_media img, .preview_media video { max-width: 100%; height: auto; }
|
|
|
|
| 278 |
|
| 279 |
def load_preview(url: str):
|
| 280 |
if not url:
|
| 281 |
+
return None, None, "No URL"
|
| 282 |
try:
|
| 283 |
r = requests.get(url, timeout=30, stream=True)
|
| 284 |
r.raise_for_status()
|
| 285 |
ctype = r.headers.get("content-type", "")
|
| 286 |
+
if (ctype and ctype.startswith("video/")) or any(url.lower().split("?")[0].endswith(ext) for ext in VIDEO_EXTS):
|
| 287 |
+
return None, url, "Video"
|
| 288 |
data = r.content
|
| 289 |
img = Image.open(BytesIO(data)).convert("RGB")
|
| 290 |
+
return img, None, "Image"
|
| 291 |
except Exception:
|
| 292 |
+
return None, None, "Preview failed"
|
| 293 |
+
|
| 294 |
+
with gr.Blocks(title="Flux", css=css) as demo:
|
| 295 |
+
with gr.Row():
|
| 296 |
+
with gr.Column(scale=1, elem_classes="preview_column"):
|
| 297 |
+
preview_status = gr.Textbox(value="No URL", interactive=False, label="Preview Status")
|
| 298 |
+
preview_image = gr.Image(label="Preview Image", type="pil", elem_classes="preview_media")
|
| 299 |
+
preview_video = gr.Video(label="Preview Video", elem_classes="preview_media")
|
| 300 |
+
|
| 301 |
+
url_input = gr.Textbox(label="Image or Video URL", placeholder="https://...", lines=1)
|
| 302 |
+
custom_prompt = gr.Textbox(label="Prompt (optional)", lines=2, value="")
|
| 303 |
+
with gr.Accordion("Mistral API Key (optional)", open=False):
|
| 304 |
+
api_key = gr.Textbox(label="API Key", type="password", max_lines=1)
|
| 305 |
+
submit = gr.Button("Submit")
|
| 306 |
+
|
| 307 |
+
with gr.Column(scale=2):
|
| 308 |
+
final_text = gr.Textbox(label="Final Text", lines=20)
|
| 309 |
+
|
| 310 |
+
url_input.change(fn=load_preview, inputs=[url_input], outputs=[preview_image, preview_video, preview_status])
|
| 311 |
+
submit.click(fn=generate_final_text, inputs=[url_input, custom_prompt, api_key], outputs=[final_text])
|
| 312 |
|
| 313 |
+
if __name__ == "__main__":
|
| 314 |
+
demo.launch(server_name="0.0.0.0", server_port=int(os.environ.get("PORT", 7860)))
|