Spaces:
Running on Zero
Running on Zero
Update app.py
Browse files
app.py
CHANGED
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@@ -45,7 +45,6 @@ def fix_image_url(raw_url_or_path: str, host: Optional[str] = None) -> str:
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return f"{host}/gradio_api/file=/{p}"
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return raw_url_or_path
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-
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def postprocess_caption(caption: str, max_chars: int = 1200) -> str:
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if not caption or not isinstance(caption, str):
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return caption or ""
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@@ -61,7 +60,6 @@ def postprocess_caption(caption: str, max_chars: int = 1200) -> str:
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result += "."
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return result
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-
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def force_clear_all_caches():
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try:
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if torch.cuda.is_available():
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@@ -71,7 +69,6 @@ def force_clear_all_caches():
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except Exception:
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pass
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-
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force_clear_all_caches()
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# ===== SETUP =====
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@@ -115,22 +112,27 @@ DEFAULT_PROMPTS = {
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}
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}
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# ===== CAPTION GENERATION =====
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def safe_generate_caption_direct(image, system_prompt, user_prompt, max_chars=1200):
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try:
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if image is None:
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return "β No image provided"
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if not system_prompt.strip() or not user_prompt.strip():
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return "β Both system and user prompts are required"
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torch.cuda.empty_cache()
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gc.collect()
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convo = [
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{"role": "system", "content": system_prompt.strip()},
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{"role": "user", "content": user_prompt.strip()}
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]
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convo_string = processor.apply_chat_template(convo, tokenize=False, add_generation_prompt=True)
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inputs = processor(text=[convo_string], images=[image], return_tensors="pt").to("cuda")
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inputs[
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with torch.no_grad():
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output = model.generate(
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**inputs,
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@@ -138,22 +140,39 @@ def safe_generate_caption_direct(image, system_prompt, user_prompt, max_chars=12
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do_sample=True,
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temperature=0.6,
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top_p=0.9,
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use_cache=True,
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pad_token_id=processor.tokenizer.eos_token_id,
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eos_token_id=processor.tokenizer.eos_token_id
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)
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del inputs, output
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torch.cuda.empty_cache()
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gc.collect()
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-
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except Exception as e:
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torch.cuda.empty_cache()
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gc.collect()
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return f"β Error: {str(e)[:200]}"
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-
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@spaces.GPU(duration=60)
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@torch.no_grad()
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def generate_caption(image, system, user):
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@@ -161,7 +180,6 @@ def generate_caption(image, system, user):
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return "β Upload image first"
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return safe_generate_caption_direct(image, system, user)
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-
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# ===== Q&A =====
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@spaces.GPU(duration=40)
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@torch.no_grad()
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@@ -180,7 +198,8 @@ def answer_question(image, question):
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convo_string = processor.apply_chat_template(convo, tokenize=False, add_generation_prompt=True)
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inputs = processor(text=[convo_string], images=[image], return_tensors="pt").to("cuda")
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inputs["pixel_values"] = inputs["pixel_values"].to(torch.bfloat16)
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input_length = inputs["input_ids"].shape[1]
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result = processor.tokenizer.decode(output[0][input_length:], skip_special_tokens=True)
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del inputs, output
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@@ -192,7 +211,6 @@ def answer_question(image, question):
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gc.collect()
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return f"β Q&A Error: {str(e)[:200]}"
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-
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# ===== TEMPLATE HELPERS =====
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def insert_template(current_text, template_text, field_content):
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if not field_content.strip():
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@@ -202,7 +220,6 @@ def insert_template(current_text, template_text, field_content):
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return current_text
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return (current_text.rstrip() + " " + formatted).strip()
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def create_template_functions():
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def insert_key(s, u, c):
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t = "Pay attention to these keywords: {content}."
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@@ -218,7 +235,6 @@ def create_template_functions():
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return insert_template(s, t, c), insert_template(u, t, c)
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return insert_key, insert_que, insert_use, insert_not
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-
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# ===== EXPORT =====
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def export_joycaption_data(keywords, custom_instructions, avoid, question, c1, c2, c3, qa, img):
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try:
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@@ -228,9 +244,9 @@ def export_joycaption_data(keywords, custom_instructions, avoid, question, c1, c
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if custom_instructions.strip(): add["custom_instructions"] = custom_instructions.strip()
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if avoid.strip(): add["avoid"] = avoid.strip()
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if question.strip(): add["question"] = question.strip()
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if img.strip():
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add["image_local_path"] = img
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url = fix_image_url(img, host=(SPACE_HOST or ""))
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if url: add["image_url"] = url
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if c1.strip(): add["caption_casual"] = c1.strip()
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if c2.strip(): add["caption_friendly"] = c2.strip()
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@@ -244,10 +260,9 @@ def export_joycaption_data(keywords, custom_instructions, avoid, question, c1, c
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except Exception as e:
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return f"β Export failed: {e}", None
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-
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# ===== UI =====
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with gr.Blocks(title="JoyCaption Advanced Prompting System", theme=gr.themes.Soft()) as demo:
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gr.HTML("<style>textarea{
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gr.HTML("<h1 style='text-align:center;margin-top:10px;'>π¨ JoyCaption Advanced Prompting System (v6.0)</h1><hr>")
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insert_key, insert_que, insert_use, insert_not = create_template_functions()
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with gr.Tab("π Casual") as tab1:
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gr.Markdown("**System Prompt**")
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system1 = gr.Textbox(show_label=False, value=DEFAULT_PROMPTS["casual"]["system"])
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gr.Markdown("**User Prompt**")
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user1 = gr.Textbox(show_label=False, value=DEFAULT_PROMPTS["casual"]["user"])
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gen1_btn = gr.Button("Generate Casual", variant="primary")
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out1 = gr.Textbox(lines=5, show_copy_button=True)
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with gr.Tab("π€ Friendly") as tab2:
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gr.Markdown("**System Prompt**")
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system2 = gr.Textbox(show_label=False, value=DEFAULT_PROMPTS["friendly"]["system"])
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gr.Markdown("**User Prompt**")
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user2 = gr.Textbox(show_label=False, value=DEFAULT_PROMPTS["friendly"]["user"])
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gen2_btn = gr.Button("Generate Friendly", variant="primary")
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out2 = gr.Textbox(lines=5, show_copy_button=True)
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with gr.Tab("π₯ Erotic") as tab3:
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gr.Markdown("**System Prompt**")
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system3 = gr.Textbox(show_label=False, value=DEFAULT_PROMPTS["erotic"]["system"])
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gr.Markdown("**User Prompt**")
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user3 = gr.Textbox(show_label=False, value=DEFAULT_PROMPTS["erotic"]["user"])
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gen3_btn = gr.Button("Generate Erotic", variant="primary")
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out3 = gr.Textbox(lines=5, show_copy_button=True)
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@@ -300,37 +315,59 @@ with gr.Blocks(title="JoyCaption Advanced Prompting System", theme=gr.themes.Sof
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export_out = gr.Textbox(visible=False)
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export_file = gr.File(visible=False)
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tab1.select(lambda: "casual", None, active_tab)
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tab2.select(lambda: "friendly", None, active_tab)
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tab3.select(lambda: "erotic", None, active_tab)
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gen1_btn.click(generate_caption, [image_input, system1, user1], out1)
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gen2_btn.click(generate_caption, [image_input, system2, user2], out2)
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gen3_btn.click(generate_caption, [image_input, system3, user3], out3)
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ask_btn.click(answer_question, [image_input, question_input], qa_output)
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-
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key_f, que_f, use_f, not_f = create_template_functions()
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-
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-
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if not fn:
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return s1, u1, s2, u2, s3, u3
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if tab == "casual":
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s1, u1 = fn(s1, u1,
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elif tab == "friendly":
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s2, u2 = fn(s2, u2,
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elif tab == "erotic":
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s3, u3 = fn(s3, u3,
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return s1, u1, s2, u2, s3, u3
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-
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handle_template,
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[gr.State(
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keywords_input, custom_instruction_input, question_input, avoid_input],
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[system1, user1, system2, user2, system3, user3],
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)
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def handle_export(k, c, a, q, c1, c2, c3, qa, img):
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msg, fd = export_joycaption_data(k, c, a, q, c1, c2, c3, qa, img)
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if fd:
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[export_out, export_file]
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)
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# JS autoresize fix for all tabs
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demo.load(js="""
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() => {
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function resizeAll() {
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document.querySelectorAll('textarea').forEach(t=>{
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t.style.height='auto';
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t.style.height=(t.scrollHeight+5)+'px';
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});
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}
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resizeAll();
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document.querySelectorAll('[role="tab"]').forEach(tab=>{
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tab.addEventListener('click', ()=>setTimeout(resizeAll,300));
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});
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}
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""")
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if __name__ == "__main__":
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demo.launch()
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return f"{host}/gradio_api/file=/{p}"
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return raw_url_or_path
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def postprocess_caption(caption: str, max_chars: int = 1200) -> str:
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if not caption or not isinstance(caption, str):
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return caption or ""
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result += "."
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return result
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def force_clear_all_caches():
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try:
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if torch.cuda.is_available():
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except Exception:
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pass
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force_clear_all_caches()
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# ===== SETUP =====
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}
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}
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def safe_generate_caption_direct(image, system_prompt, user_prompt, max_chars=1200):
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"""Generate caption using custom prompts"""
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try:
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if image is None:
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return "β No image provided"
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if not system_prompt.strip() or not user_prompt.strip():
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return "β Both system and user prompts are required"
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torch.cuda.empty_cache()
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gc.collect()
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convo = [
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{"role": "system", "content": system_prompt.strip()},
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{"role": "user", "content": user_prompt.strip()}
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]
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convo_string = processor.apply_chat_template(convo, tokenize=False, add_generation_prompt=True)
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inputs = processor(text=[convo_string], images=[image], return_tensors="pt").to("cuda")
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inputs['pixel_values'] = inputs['pixel_values'].to(torch.bfloat16)
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with torch.no_grad():
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output = model.generate(
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**inputs,
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do_sample=True,
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temperature=0.6,
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top_p=0.9,
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top_k=None,
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use_cache=True,
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pad_token_id=processor.tokenizer.eos_token_id,
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eos_token_id=processor.tokenizer.eos_token_id
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)
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if output is None or len(output) == 0:
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return "β No output generated"
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if 'input_ids' in inputs and len(inputs['input_ids'].shape) >= 2:
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input_length = inputs['input_ids'].shape[1]
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if len(output[0]) > input_length:
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generate_ids = output[0][input_length:]
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result = processor.tokenizer.decode(generate_ids, skip_special_tokens=True, clean_up_tokenization_spaces=False)
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else:
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result = processor.tokenizer.decode(output[0], skip_special_tokens=True, clean_up_tokenization_spaces=False)
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else:
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result = processor.tokenizer.decode(output[0], skip_special_tokens=True, clean_up_tokenization_spaces=False)
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result = result.strip()
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del inputs, output
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torch.cuda.empty_cache()
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gc.collect()
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final_result = postprocess_caption(result, max_chars=max_chars)
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return final_result if final_result else "β Empty result"
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except Exception as e:
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torch.cuda.empty_cache()
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gc.collect()
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return f"β Error: {str(e)[:200]}"
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@spaces.GPU(duration=60)
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@torch.no_grad()
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def generate_caption(image, system, user):
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return "β Upload image first"
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return safe_generate_caption_direct(image, system, user)
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# ===== Q&A =====
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@spaces.GPU(duration=40)
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@torch.no_grad()
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convo_string = processor.apply_chat_template(convo, tokenize=False, add_generation_prompt=True)
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inputs = processor(text=[convo_string], images=[image], return_tensors="pt").to("cuda")
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inputs["pixel_values"] = inputs["pixel_values"].to(torch.bfloat16)
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with torch.no_grad():
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output = model.generate(**inputs, max_new_tokens=300, do_sample=True, temperature=0.6, top_p=0.9)
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input_length = inputs["input_ids"].shape[1]
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result = processor.tokenizer.decode(output[0][input_length:], skip_special_tokens=True)
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del inputs, output
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gc.collect()
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return f"β Q&A Error: {str(e)[:200]}"
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# ===== TEMPLATE HELPERS =====
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def insert_template(current_text, template_text, field_content):
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if not field_content.strip():
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return current_text
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return (current_text.rstrip() + " " + formatted).strip()
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def create_template_functions():
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def insert_key(s, u, c):
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t = "Pay attention to these keywords: {content}."
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return insert_template(s, t, c), insert_template(u, t, c)
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return insert_key, insert_que, insert_use, insert_not
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# ===== EXPORT =====
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def export_joycaption_data(keywords, custom_instructions, avoid, question, c1, c2, c3, qa, img):
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try:
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if custom_instructions.strip(): add["custom_instructions"] = custom_instructions.strip()
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if avoid.strip(): add["avoid"] = avoid.strip()
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if question.strip(): add["question"] = question.strip()
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if hasattr(img, '__str__') and str(img).strip():
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add["image_local_path"] = str(img)
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url = fix_image_url(str(img), host=(SPACE_HOST or ""))
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if url: add["image_url"] = url
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if c1.strip(): add["caption_casual"] = c1.strip()
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if c2.strip(): add["caption_friendly"] = c2.strip()
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except Exception as e:
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return f"β Export failed: {e}", None
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# ===== UI =====
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with gr.Blocks(title="JoyCaption Advanced Prompting System", theme=gr.themes.Soft()) as demo:
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gr.HTML("<style>textarea{resize:none!important;}</style>")
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gr.HTML("<h1 style='text-align:center;margin-top:10px;'>π¨ JoyCaption Advanced Prompting System (v6.0)</h1><hr>")
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insert_key, insert_que, insert_use, insert_not = create_template_functions()
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with gr.Tab("π Casual") as tab1:
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gr.Markdown("**System Prompt**")
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+
system1 = gr.Textbox(show_label=False, value=DEFAULT_PROMPTS["casual"]["system"], lines=3)
|
| 292 |
gr.Markdown("**User Prompt**")
|
| 293 |
+
user1 = gr.Textbox(show_label=False, value=DEFAULT_PROMPTS["casual"]["user"], lines=3)
|
| 294 |
gen1_btn = gr.Button("Generate Casual", variant="primary")
|
| 295 |
out1 = gr.Textbox(lines=5, show_copy_button=True)
|
| 296 |
|
| 297 |
with gr.Tab("π€ Friendly") as tab2:
|
| 298 |
gr.Markdown("**System Prompt**")
|
| 299 |
+
system2 = gr.Textbox(show_label=False, value=DEFAULT_PROMPTS["friendly"]["system"], lines=3)
|
| 300 |
gr.Markdown("**User Prompt**")
|
| 301 |
+
user2 = gr.Textbox(show_label=False, value=DEFAULT_PROMPTS["friendly"]["user"], lines=3)
|
| 302 |
gen2_btn = gr.Button("Generate Friendly", variant="primary")
|
| 303 |
out2 = gr.Textbox(lines=5, show_copy_button=True)
|
| 304 |
|
| 305 |
with gr.Tab("π₯ Erotic") as tab3:
|
| 306 |
gr.Markdown("**System Prompt**")
|
| 307 |
+
system3 = gr.Textbox(show_label=False, value=DEFAULT_PROMPTS["erotic"]["system"], lines=3)
|
| 308 |
gr.Markdown("**User Prompt**")
|
| 309 |
+
user3 = gr.Textbox(show_label=False, value=DEFAULT_PROMPTS["erotic"]["user"], lines=3)
|
| 310 |
gen3_btn = gr.Button("Generate Erotic", variant="primary")
|
| 311 |
out3 = gr.Textbox(lines=5, show_copy_button=True)
|
| 312 |
|
|
|
|
| 315 |
export_out = gr.Textbox(visible=False)
|
| 316 |
export_file = gr.File(visible=False)
|
| 317 |
|
| 318 |
+
# Tab selection tracking
|
| 319 |
tab1.select(lambda: "casual", None, active_tab)
|
| 320 |
tab2.select(lambda: "friendly", None, active_tab)
|
| 321 |
tab3.select(lambda: "erotic", None, active_tab)
|
| 322 |
|
| 323 |
+
# Caption generation
|
| 324 |
gen1_btn.click(generate_caption, [image_input, system1, user1], out1)
|
| 325 |
gen2_btn.click(generate_caption, [image_input, system2, user2], out2)
|
| 326 |
gen3_btn.click(generate_caption, [image_input, system3, user3], out3)
|
| 327 |
ask_btn.click(answer_question, [image_input, question_input], qa_output)
|
| 328 |
|
| 329 |
+
# Template insertion with proper field mapping
|
| 330 |
+
def handle_template(btn_type, tab, s1, u1, s2, u2, s3, u3, keywords, custom, question, avoid):
|
| 331 |
key_f, que_f, use_f, not_f = create_template_functions()
|
| 332 |
+
|
| 333 |
+
# Map button type to field content
|
| 334 |
+
content_map = {
|
| 335 |
+
"key": keywords,
|
| 336 |
+
"que": question,
|
| 337 |
+
"use": custom,
|
| 338 |
+
"not": avoid
|
| 339 |
+
}
|
| 340 |
+
|
| 341 |
+
content = content_map.get(btn_type, "")
|
| 342 |
+
if not content.strip():
|
| 343 |
+
return s1, u1, s2, u2, s3, u3
|
| 344 |
+
|
| 345 |
+
# Map button type to function
|
| 346 |
+
fn_map = {"key": key_f, "que": que_f, "use": use_f, "not": not_f}
|
| 347 |
+
fn = fn_map.get(btn_type)
|
| 348 |
if not fn:
|
| 349 |
return s1, u1, s2, u2, s3, u3
|
| 350 |
+
|
| 351 |
+
# Apply to correct tab
|
| 352 |
if tab == "casual":
|
| 353 |
+
s1, u1 = fn(s1, u1, content)
|
| 354 |
elif tab == "friendly":
|
| 355 |
+
s2, u2 = fn(s2, u2, content)
|
| 356 |
elif tab == "erotic":
|
| 357 |
+
s3, u3 = fn(s3, u3, content)
|
| 358 |
+
|
| 359 |
return s1, u1, s2, u2, s3, u3
|
| 360 |
|
| 361 |
+
# Connect template buttons
|
| 362 |
+
for btn, btn_type in [(key_btn, "key"), (que_btn, "que"), (use_btn, "use"), (not_btn, "not")]:
|
| 363 |
+
btn.click(
|
| 364 |
handle_template,
|
| 365 |
+
[gr.State(btn_type), active_tab, system1, user1, system2, user2, system3, user3,
|
| 366 |
keywords_input, custom_instruction_input, question_input, avoid_input],
|
| 367 |
[system1, user1, system2, user2, system3, user3],
|
| 368 |
)
|
| 369 |
|
| 370 |
+
# Export functionality
|
| 371 |
def handle_export(k, c, a, q, c1, c2, c3, qa, img):
|
| 372 |
msg, fd = export_joycaption_data(k, c, a, q, c1, c2, c3, qa, img)
|
| 373 |
if fd:
|
|
|
|
| 385 |
[export_out, export_file]
|
| 386 |
)
|
| 387 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 388 |
if __name__ == "__main__":
|
| 389 |
+
demo.launch()
|