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Running
Update app.py
Browse files
app.py
CHANGED
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@@ -219,62 +219,87 @@ def upload_file_to_mistral(client, path, filename=None, purpose="batch"):
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def build_messages_for_image(prompt: str, b64_jpg: str = None, image_url: str = None):
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if image_url:
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elif b64_jpg:
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else:
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raise ValueError("Either image_url or b64_jpg required")
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return [{"role": "system", "content": SYSTEM_INSTRUCTION}, {"role": "user", "content":
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def build_messages_for_text(prompt: str, extra_text: str):
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return [{"role": "system", "content": SYSTEM_INSTRUCTION}, {"role": "user", "content": f"{prompt}\n\n{extra_text}"}]
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if typ == "text" and item.get("text"):
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parts.append(item["text"])
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elif typ == "image_url" and item.get("image_url"):
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parts.append(item["image_url"])
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elif typ == "image_base64" and item.get("image_base64"):
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# convert to data URL to satisfy string requirement
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parts.append("data:image/jpeg;base64," + item["image_base64"])
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else:
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parts.append(item.get("text") or item.get("image_url") or item.get("image_base64") or "")
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else:
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def stream_and_collect(client, model, messages, parts: list):
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try:
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stream_gen = None
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try:
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stream_gen = client.chat.stream(model=model, messages=norm_msgs)
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@@ -289,34 +314,9 @@ def stream_and_collect(client, model, messages, parts: list):
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continue
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parts.append(d)
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return
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res = client.chat.complete(model=model, messages=norm_msgs, stream=False)
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choices = getattr(res, "choices", None) or res.get("choices", [])
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except Exception:
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choices = []
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if choices:
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try:
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msg = choices[0].message
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if isinstance(msg, dict):
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content = msg.get("content")
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else:
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content = getattr(msg, "content", None)
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if content:
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if isinstance(content, str):
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parts.append(content)
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else:
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if isinstance(content, list):
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for c in content:
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if isinstance(c, dict) and c.get("type") == "text":
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parts.append(c.get("text", ""))
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elif isinstance(content, dict):
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text = content.get("text") or content.get("content")
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if text:
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parts.append(text)
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except Exception:
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parts.append(str(res))
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else:
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parts.append(str(res))
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except Exception as e:
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parts.append(f"[Model error: {e}]")
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@@ -328,6 +328,7 @@ def generate_final_text(src: str, custom_prompt: str, api_key: str):
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is_image = ext in IMAGE_EXTS or (not is_remote(src) and os.path.isfile(src) and ext in IMAGE_EXTS)
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parts = []
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if is_image:
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try:
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if is_remote(src):
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@@ -342,6 +343,7 @@ def generate_final_text(src: str, custom_prompt: str, api_key: str):
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stream_and_collect(client, DEFAULT_IMAGE_MODEL, msgs, parts)
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return "".join(parts).strip()
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if is_remote(src):
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try:
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media_bytes = fetch_bytes(src, timeout=120)
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@@ -350,12 +352,21 @@ def generate_final_text(src: str, custom_prompt: str, api_key: str):
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ext = ext_from_src(src) or ".mp4"
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tmp_media = save_bytes_to_temp(media_bytes, suffix=ext)
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try:
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try:
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file_id = upload_file_to_mistral(client, tmp_media, filename=os.path.basename(src.split("?")[0]))
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frame_bytes = extract_best_frame_bytes(tmp_media)
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if not frame_bytes:
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return f"Error uploading to Mistral and no frame fallback available: {
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try:
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jpg = convert_to_jpeg_bytes(frame_bytes, base_h=480)
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except UnidentifiedImageError:
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@@ -364,11 +375,6 @@ def generate_final_text(src: str, custom_prompt: str, api_key: str):
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msgs = build_messages_for_image(prompt, b64_jpg=b64)
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stream_and_collect(client, DEFAULT_VIDEO_MODEL, msgs, parts)
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return "".join(parts).strip()
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extra = f"Remote video uploaded to Mistral Files with id: {file_id}\n\nInstruction: Analyze the video contents using the uploaded file id. Do not invent frames not present."
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msgs = build_messages_for_text(prompt, extra)
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stream_and_collect(client, DEFAULT_VIDEO_MODEL, msgs, parts)
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return "".join(parts).strip()
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finally:
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try:
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if tmp_media and os.path.exists(tmp_media):
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@@ -376,6 +382,7 @@ def generate_final_text(src: str, custom_prompt: str, api_key: str):
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except Exception:
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pass
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tmp_media = None
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try:
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media_bytes = fetch_bytes(src)
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@@ -383,12 +390,17 @@ def generate_final_text(src: str, custom_prompt: str, api_key: str):
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ext = ext or ".mp4"
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tmp_media = save_bytes_to_temp(media_bytes, suffix=ext)
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try:
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file_id = upload_file_to_mistral(client, tmp_media, filename=os.path.basename(src))
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extra =
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msgs = build_messages_for_text(prompt, extra)
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stream_and_collect(client, DEFAULT_VIDEO_MODEL, msgs, parts)
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return "".join(parts).strip()
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except Exception:
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frame_bytes = extract_best_frame_bytes(tmp_media)
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if not frame_bytes:
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return "Unable to process the provided file. Provide a direct image/frame URL or a remote video URL."
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@@ -409,12 +421,14 @@ css = ".preview_media img, .preview_media video { max-width: 100%; height: auto;
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def load_preview(url: str):
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if not url:
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return None, None, ""
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try:
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r = requests.get(url, timeout=30, stream=True)
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r.raise_for_status()
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ctype = (r.headers.get("content-type") or "").lower()
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if (ctype and ctype.startswith("video/")) or any(url.lower().split("?")[0].endswith(ext) for ext in VIDEO_EXTS):
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return None, url, "Video"
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data = r.content
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@@ -438,16 +452,4 @@ with gr.Blocks(title="Flux", css=css) as demo:
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with gr.Accordion("Mistral API Key (optional)", open=False):
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api_key = gr.Textbox(label="API Key", type="password", max_lines=1)
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submit = gr.Button("Submit")
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preview_image = gr.Image(label="Preview", type="pil",
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preview_video = gr.Video(label="Preview", elem_classes="preview_media")
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with gr.Column(scale=2):
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final_text = gr.Markdown(value="")
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# Ensure preview outputs get None when not applicable so Gradio hides them
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url_input.change(fn=load_preview, inputs=[url_input], outputs=[preview_image, preview_video, gr.Textbox(visible=False)])
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submit.click(fn=generate_final_text, inputs=[url_input, custom_prompt, api_key], outputs=[final_text])
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demo.queue()
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if __name__ == "__main__":
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demo.launch(server_name="0.0.0.0", server_port=int(os.environ.get("PORT", 7860)))
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def build_messages_for_image(prompt: str, b64_jpg: str = None, image_url: str = None):
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# Keep user-visible prompt and include a single string content containing a data URL or image URL.
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if image_url:
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content = f"{prompt}\n\nImage: {image_url}"
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elif b64_jpg:
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# Use explicit data URL so Mistral chat content is a single string (fixes Pydantic validation)
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content = f"{prompt}\n\nImage (base64): data:image/jpeg;base64,{b64_jpg}"
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else:
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raise ValueError("Either image_url or b64_jpg required")
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return [{"role": "system", "content": SYSTEM_INSTRUCTION}, {"role": "user", "content": content}]
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def build_messages_for_text(prompt: str, extra_text: str):
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return [{"role": "system", "content": SYSTEM_INSTRUCTION}, {"role": "user", "content": f"{prompt}\n\n{extra_text}"}]
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def extract_text_from_response(res, parts: list):
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try:
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choices = getattr(res, "choices", None) or res.get("choices", [])
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except Exception:
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choices = []
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if choices:
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try:
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msg = choices[0].message
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if isinstance(msg, dict):
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content = msg.get("content")
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else:
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content = getattr(msg, "content", None)
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if content:
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if isinstance(content, str):
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parts.append(content)
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else:
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if isinstance(content, list):
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for c in content:
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if isinstance(c, dict) and c.get("type") == "text":
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parts.append(c.get("text", ""))
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elif isinstance(content, dict):
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text = content.get("text") or content.get("content")
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if text:
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parts.append(text)
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except Exception:
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parts.append(str(res))
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else:
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parts.append(str(res))
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def stream_and_collect(client, model, messages, parts: list):
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try:
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# We assume messages are plain strings already for image/text functions above.
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# For safety, if content is a list/dict (old codepath), coerce minimally here:
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norm_msgs = []
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for m in messages:
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if not isinstance(m, dict):
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norm_msgs.append(m)
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continue
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c = m.get("content")
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if isinstance(c, list):
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# prefer image_url or image_base64 if present, else join text chunks
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picked = []
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for item in c:
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if isinstance(item, dict):
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if item.get("type") == "image_url" and item.get("image_url"):
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picked.append(item["image_url"])
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elif item.get("type") == "image_base64" and item.get("image_base64"):
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picked.append("data:image/jpeg;base64," + item["image_base64"])
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elif item.get("type") == "text" and item.get("text"):
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picked.append(item["text"])
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elif isinstance(item, str):
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picked.append(item)
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newc = "\n\n".join(p for p in picked if p).strip()
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nm = m.copy()
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nm["content"] = newc
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norm_msgs.append(nm)
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else:
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if not isinstance(c, str):
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nm = m.copy()
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nm["content"] = str(c or "")
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norm_msgs.append(nm)
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else:
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norm_msgs.append(m)
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# Try streaming first (client may expose .chat.stream); fall back to non-streaming complete
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stream_gen = None
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try:
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stream_gen = client.chat.stream(model=model, messages=norm_msgs)
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continue
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parts.append(d)
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return
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res = client.chat.complete(model=model, messages=norm_msgs, stream=False)
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extract_text_from_response(res, parts)
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except Exception as e:
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parts.append(f"[Model error: {e}]")
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is_image = ext in IMAGE_EXTS or (not is_remote(src) and os.path.isfile(src) and ext in IMAGE_EXTS)
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parts = []
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# IMAGE path: keep exactly the previous behavior but send content as a single string data URL
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if is_image:
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try:
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if is_remote(src):
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stream_and_collect(client, DEFAULT_IMAGE_MODEL, msgs, parts)
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return "".join(parts).strip()
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# REMOTE VIDEO path
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if is_remote(src):
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try:
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media_bytes = fetch_bytes(src, timeout=120)
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ext = ext_from_src(src) or ".mp4"
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tmp_media = save_bytes_to_temp(media_bytes, suffix=ext)
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try:
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# Try uploading full video to Mistral files first
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try:
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file_id = upload_file_to_mistral(client, tmp_media, filename=os.path.basename(src.split("?")[0]))
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extra = (
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f"Remote video uploaded to Mistral Files with id: {file_id}\n\n"
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"Instruction: Analyze the video contents using the uploaded file id. Do not invent frames not present."
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)
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msgs = build_messages_for_text(prompt, extra)
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stream_and_collect(client, DEFAULT_VIDEO_MODEL, msgs, parts)
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return "".join(parts).strip()
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except Exception as e_upload:
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# Fallback: extract a representative frame and analyze as image
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frame_bytes = extract_best_frame_bytes(tmp_media)
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if not frame_bytes:
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return f"Error uploading to Mistral and no frame fallback available: {e_upload}"
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try:
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jpg = convert_to_jpeg_bytes(frame_bytes, base_h=480)
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except UnidentifiedImageError:
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msgs = build_messages_for_image(prompt, b64_jpg=b64)
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stream_and_collect(client, DEFAULT_VIDEO_MODEL, msgs, parts)
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return "".join(parts).strip()
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finally:
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try:
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if tmp_media and os.path.exists(tmp_media):
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except Exception:
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pass
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# LOCAL VIDEO path
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tmp_media = None
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try:
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media_bytes = fetch_bytes(src)
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ext = ext or ".mp4"
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tmp_media = save_bytes_to_temp(media_bytes, suffix=ext)
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try:
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# Upload local video file to Mistral files and analyze by file id
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file_id = upload_file_to_mistral(client, tmp_media, filename=os.path.basename(src))
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extra = (
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f"Local video uploaded to Mistral Files with id: {file_id}\n\n"
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"Instruction: Analyze the video contents using the uploaded file id. Do not invent frames not present."
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)
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msgs = build_messages_for_text(prompt, extra)
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stream_and_collect(client, DEFAULT_VIDEO_MODEL, msgs, parts)
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return "".join(parts).strip()
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except Exception:
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+
# fallback to frame extraction + image analysis
|
| 404 |
frame_bytes = extract_best_frame_bytes(tmp_media)
|
| 405 |
if not frame_bytes:
|
| 406 |
return "Unable to process the provided file. Provide a direct image/frame URL or a remote video URL."
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|
| 421 |
|
| 422 |
|
| 423 |
def load_preview(url: str):
|
| 424 |
+
# Return (image_or_None, video_or_None, status_text)
|
| 425 |
if not url:
|
| 426 |
return None, None, ""
|
| 427 |
try:
|
| 428 |
r = requests.get(url, timeout=30, stream=True)
|
| 429 |
r.raise_for_status()
|
| 430 |
ctype = (r.headers.get("content-type") or "").lower()
|
| 431 |
+
# If content-type indicates video or URL ends with a video ext, return video preview
|
| 432 |
if (ctype and ctype.startswith("video/")) or any(url.lower().split("?")[0].endswith(ext) for ext in VIDEO_EXTS):
|
| 433 |
return None, url, "Video"
|
| 434 |
data = r.content
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|
| 452 |
with gr.Accordion("Mistral API Key (optional)", open=False):
|
| 453 |
api_key = gr.Textbox(label="API Key", type="password", max_lines=1)
|
| 454 |
submit = gr.Button("Submit")
|
| 455 |
+
preview_image = gr.Image(label="Preview image", type="pil", visible
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