Update app.py
Browse files
app.py
CHANGED
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@@ -20,13 +20,10 @@ if os.environ.get("GEMINI_API_KEY"):
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genai.configure(api_key=os.environ.get("GEMINI_API_KEY"))
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# --- HELPER ---
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def encode_image(
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try:
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with open(image_source, "rb") as image_file:
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return base64.b64encode(image_file.read()).decode('utf-8')
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return None
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except Exception:
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return None
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@@ -36,11 +33,8 @@ def encode_image(image_source):
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def run_local_h200(messages):
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# Qwen não suporta imagens
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for m in messages:
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for item in content:
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if isinstance(item, dict) and (item.get('type') == 'image' or item.get('type') == 'image_url'):
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return "⚠️ Qwen H200 não suporta imagens. Use Gemini ou Pixtral."
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global local_model, local_tokenizer
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if local_model is None:
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@@ -50,42 +44,21 @@ def run_local_h200(messages):
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LOCAL_MODEL_ID, torch_dtype=torch.bfloat16, device_map="cuda"
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)
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text_only_msgs = []
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for m in messages:
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content = m['content']
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text = ""
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if isinstance(content, str): text = content
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elif isinstance(content, list):
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for item in content:
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if item.get('type') == 'text': text += item['text'] + " "
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text_only_msgs.append({"role": m['role'], "content": text.strip()})
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text = local_tokenizer.apply_chat_template(text_only_msgs, tokenize=False, add_generation_prompt=True)
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inputs = local_tokenizer([text], return_tensors="pt").to(local_model.device)
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outputs = local_model.generate(**inputs, max_new_tokens=2048, temperature=0.6, do_sample=True)
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return local_tokenizer.decode(outputs[0][inputs.input_ids.shape[1]:], skip_special_tokens=True)
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def run_groq(messages, model_id):
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# Groq não suporta imagens
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for m in messages:
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for item in content:
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if isinstance(item, dict) and (item.get('type') == 'image' or item.get('type') == 'image_url'):
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return "⚠️ Groq não suporta imagens. Use Gemini ou Pixtral."
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if not groq_client: return "❌ Erro: GROQ_API_KEY ausente."
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clean_msgs = []
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for m in messages:
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content
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text = ""
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if isinstance(content, str): text = content
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elif isinstance(content, list):
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for item in content:
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if item.get('type') == 'text': text += item['text']
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clean_msgs.append({"role": m['role'], "content": text})
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try:
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completion = groq_client.chat.completions.create(
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@@ -97,7 +70,6 @@ def run_groq(messages, model_id):
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def run_mistral(messages, model_id):
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if not mistral_client: return "❌ Erro: MISTRAL_API_KEY ausente."
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# Mistral espera formato específico para imagens
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formatted_msgs = []
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for m in messages:
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new_content = []
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@@ -109,14 +81,14 @@ def run_mistral(messages, model_id):
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for item in content:
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if item.get('type') == 'text':
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new_content.append({"type": "text", "text": item['text']})
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elif item.get('type') == '
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if
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if path and os.path.exists(path):
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b64 = encode_image(path)
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new_content.append({"type": "image_url", "image_url": f"data:image/jpeg;base64,{b64}"})
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formatted_msgs.append({"role": m['role'], "content": new_content})
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@@ -131,7 +103,6 @@ def run_gemini(messages, model_id):
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model = genai.GenerativeModel(model_id)
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chat_history = []
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# Converte histórico
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for m in messages[:-1]:
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role = "user" if m['role'] == "user" else "model"
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parts = []
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@@ -140,12 +111,11 @@ def run_gemini(messages, model_id):
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elif isinstance(content, list):
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for item in content:
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if item.get('type') == 'text': parts.append(item['text'])
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elif item.get('type') == '
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path = item
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if path: parts.append(Image.open(path))
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chat_history.append({"role": role, "parts": parts})
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# Mensagem atual
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last_msg = messages[-1]
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current_parts = []
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content = last_msg['content']
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@@ -153,39 +123,49 @@ def run_gemini(messages, model_id):
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elif isinstance(content, list):
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for item in content:
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if item.get('type') == 'text': current_parts.append(item['text'])
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elif item.get('type') == '
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path = item
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if path: current_parts.append(Image.open(path))
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chat = model.start_chat(history=chat_history)
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response = chat.send_message(current_parts)
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return response.text
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except Exception as e: return f"❌ Gemini Error ({model_id}): {e}"
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# --- ROTEADOR (
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def router(message, history, model_selector):
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#
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# message é
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current_msg = {"role": "user", "content": []}
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#
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# Gradio 5 passa o caminho local do arquivo
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current_msg["content"].append({"type": "image", "image": file_path})
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#
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# 3. Roteamento
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if "Gemini" in model_selector:
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@@ -194,7 +174,7 @@ def router(message, history, model_selector):
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elif "2.5 Pro" in model_selector: tid = "gemini-2.5-pro"
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elif "2.5 Flash" in model_selector: tid = "gemini-2.5-flash"
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elif "2.0 Flash" in model_selector: tid = "gemini-2.0-flash-exp"
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return run_gemini(
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elif "Mistral" in model_selector:
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tid = "mistral-large-latest"
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@@ -202,19 +182,19 @@ def router(message, history, model_selector):
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elif "2512" in model_selector: tid = "mistral-large-2512"
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elif "Magistral" in model_selector: tid = "magistral-medium-latest"
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elif "Codestral" in model_selector: tid = "codestral-2508"
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return run_mistral(
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elif "Groq" in model_selector:
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return run_groq(
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elif "H200" in model_selector:
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return run_local_h200(
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return "Modelo desconhecido."
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# --- UI ---
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with gr.Blocks(
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gr.Markdown("# 🔀 APIDOST V7 (Gradio
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with gr.Row():
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model_dropdown = gr.Dropdown(
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interactive=True
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)
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chat = gr.ChatInterface(
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fn=router,
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type="messages", # O SEGREDO! Isso diz pro Gradio mandar a history como dict
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additional_inputs=[model_dropdown],
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multimodal=True,
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)
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genai.configure(api_key=os.environ.get("GEMINI_API_KEY"))
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# --- HELPER ---
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def encode_image(image_path):
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try:
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with open(image_path, "rb") as image_file:
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return base64.b64encode(image_file.read()).decode('utf-8')
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except Exception:
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return None
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def run_local_h200(messages):
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# Qwen não suporta imagens
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for m in messages:
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if isinstance(m['content'], list):
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return "⚠️ Qwen H200 não suporta imagens. Use Gemini ou Pixtral."
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global local_model, local_tokenizer
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if local_model is None:
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LOCAL_MODEL_ID, torch_dtype=torch.bfloat16, device_map="cuda"
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)
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text = local_tokenizer.apply_chat_template(messages, tokenize=False, add_generation_prompt=True)
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inputs = local_tokenizer([text], return_tensors="pt").to(local_model.device)
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outputs = local_model.generate(**inputs, max_new_tokens=2048, temperature=0.6, do_sample=True)
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return local_tokenizer.decode(outputs[0][inputs.input_ids.shape[1]:], skip_special_tokens=True)
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def run_groq(messages, model_id):
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for m in messages:
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if isinstance(m['content'], list):
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return "⚠️ Groq não suporta imagens. Use Gemini ou Pixtral."
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if not groq_client: return "❌ Erro: GROQ_API_KEY ausente."
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clean_msgs = []
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for m in messages:
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clean_msgs.append({"role": m['role'], "content": m['content']})
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try:
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completion = groq_client.chat.completions.create(
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def run_mistral(messages, model_id):
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if not mistral_client: return "❌ Erro: MISTRAL_API_KEY ausente."
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formatted_msgs = []
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for m in messages:
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new_content = []
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for item in content:
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if item.get('type') == 'text':
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new_content.append({"type": "text", "text": item['text']})
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elif item.get('type') == 'image_url':
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url = item['image_url']['url']
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# Gradio 4 local path handling
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if not url.startswith("data:") and os.path.exists(url):
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b64 = encode_image(url)
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new_content.append({"type": "image_url", "image_url": f"data:image/jpeg;base64,{b64}"})
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else:
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new_content.append({"type": "image_url", "image_url": url})
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formatted_msgs.append({"role": m['role'], "content": new_content})
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model = genai.GenerativeModel(model_id)
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chat_history = []
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for m in messages[:-1]:
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role = "user" if m['role'] == "user" else "model"
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parts = []
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elif isinstance(content, list):
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for item in content:
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if item.get('type') == 'text': parts.append(item['text'])
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elif item.get('type') == 'image_url':
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path = item['image_url']['url']
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if os.path.exists(path): parts.append(Image.open(path))
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chat_history.append({"role": role, "parts": parts})
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last_msg = messages[-1]
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current_parts = []
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content = last_msg['content']
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elif isinstance(content, list):
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for item in content:
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if item.get('type') == 'text': current_parts.append(item['text'])
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elif item.get('type') == 'image_url':
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path = item['image_url']['url']
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if os.path.exists(path): current_parts.append(Image.open(path))
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chat = model.start_chat(history=chat_history)
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response = chat.send_message(current_parts)
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return response.text
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except Exception as e: return f"❌ Gemini Error ({model_id}): {e}"
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# --- ROTEADOR (COMPATÍVEL GRADIO 4) ---
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def router(message, history, model_selector):
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# Em Gradio 4, history é [[user, bot], [user, bot]]
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# message é {'text': '...', 'files': ['path']}
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formatted_history = []
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# 1. Processa o histórico antigo
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for user_turn, bot_turn in history:
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# User turn (pode ser string ou tupla/lista com imagem no Gradio 4 antigo, mas vamos tratar como string safe)
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u_text = str(user_turn)
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# Tenta limpar se vier com sujeira de arquivo
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if isinstance(user_turn, tuple): u_text = user_turn[0]
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formatted_history.append({"role": "user", "content": u_text})
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if bot_turn:
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formatted_history.append({"role": "assistant", "content": str(bot_turn)})
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# 2. Processa a mensagem ATUAL
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current_content = []
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text_input = message.get("text", "")
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files = message.get("files", [])
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if text_input:
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current_content.append({"type": "text", "text": text_input})
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for file_path in files:
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current_content.append({"type": "image_url", "image_url": {"url": file_path}})
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# Adiciona ao histórico final
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if not files:
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formatted_history.append({"role": "user", "content": text_input})
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else:
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formatted_history.append({"role": "user", "content": current_content})
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# 3. Roteamento
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if "Gemini" in model_selector:
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elif "2.5 Pro" in model_selector: tid = "gemini-2.5-pro"
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elif "2.5 Flash" in model_selector: tid = "gemini-2.5-flash"
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elif "2.0 Flash" in model_selector: tid = "gemini-2.0-flash-exp"
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return run_gemini(formatted_history, tid)
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elif "Mistral" in model_selector:
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tid = "mistral-large-latest"
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elif "2512" in model_selector: tid = "mistral-large-2512"
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elif "Magistral" in model_selector: tid = "magistral-medium-latest"
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elif "Codestral" in model_selector: tid = "codestral-2508"
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return run_mistral(formatted_history, tid)
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elif "Groq" in model_selector:
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return run_groq(formatted_history, "llama-3.3-70b-versatile")
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elif "H200" in model_selector:
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return run_local_h200(formatted_history)
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return "Modelo desconhecido."
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# --- UI ---
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with gr.Blocks(theme=gr.themes.Soft()) as demo:
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gr.Markdown("# 🔀 APIDOST V7 (Gradio 4 Fix)")
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with gr.Row():
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model_dropdown = gr.Dropdown(
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interactive=True
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# REMOVIDO type="messages"
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chat = gr.ChatInterface(
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fn=router,
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additional_inputs=[model_dropdown],
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multimodal=True,
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)
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