Update app.py
Browse files
app.py
CHANGED
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@@ -1,9 +1,9 @@
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import os
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import secrets
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import logging
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import asyncio
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import html
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-
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from dataclasses import dataclass
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from typing import Any, Optional, Tuple
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@@ -11,6 +11,9 @@ import gradio as gr
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from transformers import pipeline
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from dotenv import load_dotenv
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from pydantic import BaseModel
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# ----------------- Configuration & Models -----------------
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load_dotenv()
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@@ -38,25 +41,20 @@ class APIResponse(BaseModel):
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error: Optional[str] = None
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# -----------------
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def setup_logger() -> logging.Logger:
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cfg = Config()
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log_level = getattr(logging, cfg.LOG_LEVEL.upper(), logging.INFO)
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-
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logger = logging.getLogger("gemma_saas")
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if not logger.handlers:
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logger.setLevel(log_level)
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formatter = logging.Formatter("%(asctime)s - %(name)s - %(levelname)s - %(message)s")
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logger.addHandler(file_handler)
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logger.addHandler(stream_handler)
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return logger
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@@ -71,17 +69,23 @@ class ModelManager:
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self.model_loaded = False
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async def initialize(self) -> None:
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if not self.config.HF_TOKEN:
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logger.error("Token do Hugging Face não encontrado. O carregamento do modelo irá falhar.")
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return
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try:
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logger.info(f"A carregar o modelo: {self.config.MODEL_NAME}...")
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os.environ.setdefault("HF_TOKEN", self.config.HF_TOKEN)
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loop = asyncio.get_event_loop()
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def load_pipeline():
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return pipeline(
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"text-generation",
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model=self.config.MODEL_NAME,
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@@ -98,11 +102,7 @@ class ModelManager:
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async def generate(self, request: GenerationRequest) -> Tuple[bool, str, int]:
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if not self.model_loaded or self.pipeline is None:
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return
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False,
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"❌ O modelo não está disponível. Por favor, verifique os logs do servidor.",
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0,
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)
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try:
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if not request.prompt.strip():
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@@ -132,7 +132,7 @@ class ModelManager:
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generated_text = outputs[0].get("generated_text", "")
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if generated_text.startswith(prompt_text):
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generated_text = generated_text[len(prompt_text)
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tokens_used = 0
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if tokenizer and hasattr(tokenizer, "encode"):
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@@ -161,11 +161,12 @@ class GemmaService:
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await self.model_manager.initialize()
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async def generate_text(self, api_key: str, prompt: str, **kwargs) -> APIResponse:
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return APIResponse(success=False, error="Chave de API inválida ou ausente.")
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try:
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success, text, tokens_used = await self.model_manager.generate(
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if success:
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return APIResponse(success=True, data={"generated_text": text, "tokens_used": tokens_used})
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else:
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@@ -175,22 +176,16 @@ class GemmaService:
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return APIResponse(success=False, error="Ocorreu um erro interno no serviço.")
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# -----------------
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class GradioInterface:
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def __init__(self, service: GemmaService):
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self.service = service
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def create_custom_css(self) -> str:
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# Importa Material Icons e adiciona ícones via pseudo-elementos nos botões
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return """
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/* importar Material Icons */
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@import url('https://fonts.googleapis.com/css2?family=Material+Icons&display=swap');
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:root {
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--dark-bg: #0a0a0a; --panel-bg: #1a1a1a; --border-color: #333;
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--text-color: #f0f0f0; --text-light: #a0a0a0; --accent-orange: #FF4500;
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--accent-orange-hover: #FF6347; --code-bg: #282c34;
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}
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.gradio-container { background: var(--dark-bg) !important; color: var(--text-color); }
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#main_layout { background: transparent; border: none !important; box-shadow: none !important; gap: 2rem; }
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#right_panel, #left_panel { background: var(--panel-bg); border: 1px solid var(--border-color); border-radius: 16px; padding: 2rem !important; }
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#api_key_input textarea, #prompt_input textarea { background-color: #2C2C2C !important; border-color: var(--border-color) !important; color: var(--text-color) !important; border-radius: 12px !important; }
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#send_button { background: var(--accent-orange); color: white; border: none; border-radius: 12px !important; transition: background-color 0.3s ease; position: relative; padding-left: 3rem; }
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#send_button:hover { background-color: var(--accent-orange-hover); }
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#generate_button {
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font-size: 1.1rem !important; font-weight: bold !important; border: none; border-radius: 12px !important;
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padding: 1rem 1.25rem !important; box-shadow: 0 4px 15px rgba(255, 69, 0, 0.4); transition: all 0.3s ease; position: relative; padding-left: 3rem;
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}
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#generate_button:hover { transform: translateY(-2px); box-shadow: 0 6px 20px rgba(255, 69, 0, 0.6); }
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h2, h3 { color: white; border-bottom: 1px solid var(--border-color); padding-bottom: 0.75rem; margin-bottom: 1.5rem; font-weight: 600; }
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.code-snippet { background-color: var(--code-bg); color: #abb2bf; padding: 1.5rem; border-radius: 12px; font-family: 'Courier New', monospace; white-space: pre-wrap; word-wrap: break-word; border: 1px solid var(--border-color); }
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.code-snippet .keyword { color: #c678dd; } .code-snippet .string { color: #98c379; } .code-snippet .number { color: #d19a66; }
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.gr-slider { color: var(--text-light); }
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font-family: 'Material Icons', sans-serif;
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font-weight: normal;
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font-style: normal;
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font-size: 20px;
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line-height: 1;
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letter-spacing: normal;
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text-transform: none;
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display: inline-block;
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white-space: nowrap;
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word-wrap: normal;
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direction: ltr;
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-webkit-font-feature-settings: 'liga';
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-webkit-font-smoothing: antialiased;
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}
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/* adicionar ícones antes dos botões (usando ligatures) */
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#send_button::before {
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content: "send"; /* ligature do ícone */
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font-family: 'Material Icons', sans-serif;
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position: absolute;
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left: 12px;
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top: 50%;
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transform: translateY(-50%);
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font-size: 18px;
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line-height: 1;
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opacity: 0.95;
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}
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#generate_button::before {
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content: "auto_awesome";
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font-family: 'Material Icons', sans-serif;
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position: absolute;
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left: 12px;
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top: 50%;
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transform: translateY(-50%);
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font-size: 18px;
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line-height: 1;
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opacity: 0.95;
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}
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/* ícone para o botão de gerar chave (se usar outro botão, adapte o id) */
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#generate_button[aria-label], #generate_button[title] { /* fallback */
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padding-left: 3rem;
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}
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/* ícone ao lado do exemplo de código (vpn_key) */
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#right_panel .code-snippet::before {
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content: "vpn_key";
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font-family: 'Material Icons', sans-serif;
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display: inline-block;
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margin-right: 0.5rem;
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vertical-align: middle;
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font-size: 18px;
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opacity: 0.9;
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}
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"""
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async def create_interface(self) -> gr.Blocks:
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with gr.Blocks(css=self.create_custom_css(), theme=None) as
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with gr.Row(elem_id="main_layout", equal_height=False):
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with gr.Column(scale=2):
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with gr.Column(elem_id="left_panel"):
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output_display = gr.Markdown(
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elem_id="output_display",
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value="<p style='color: #a0a0a0;'>A sua resposta aparecerá aqui...</p>",
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)
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with gr.Column(elem_id="input_area"):
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api_key_input = gr.Textbox(
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label="A Sua Chave de API",
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placeholder="Cole a sua chave gsk-... aqui",
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type="password",
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elem_id="api_key_input",
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)
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with gr.Row():
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prompt_input = gr.Textbox(
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show_label=False,
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placeholder="Digite a sua mensagem...",
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elem_id="prompt_input",
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scale=10,
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)
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send_button = gr.Button("➤ Enviar", elem_id="send_button", scale=2)
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with gr.Column(scale=1):
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def handle_key_generation():
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key = f"gsk-{secrets.token_urlsafe(24).replace('_', '').replace('-', '')}"
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code_html = f
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<div class="code-snippet">
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</div>
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return key, gr.update(value=code_html)
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async def handle_generation(api_key, prompt, temp, max_tokens, top_k, top_p, btn):
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if not api_key:
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yield (
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"<p style='color: #FFCC00;'>Por favor, insira a sua chave de API para começar.</p>",
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gr.update(value="➤ Enviar", interactive=True),
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)
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return
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if not prompt:
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yield (
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"<p style='color: #FFCC00;'>Por favor, digite um prompt.</p>",
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gr.update(value="➤ Enviar", interactive=True),
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return
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yield "<p style='color: #a0a0a0;'>A gerar resposta...</p>", gr.update(value="A gerar...", interactive=False)
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response = await self.service.generate_text(
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api_key=api_key,
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prompt=prompt,
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temperature=temp,
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max_tokens=int(max_tokens),
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top_k=int(top_k),
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top_p=top_p,
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)
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if response.success:
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formatted_text = html.escape(response.data["generated_text"]).replace("\n", "<br>")
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yield formatted_text, gr.update(value="➤ Enviar", interactive=True)
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else:
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yield f"<p style='color: #FF4500;'>{response.error}</p>", gr.update(value="➤ Enviar", interactive=True)
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send_button.click(
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handle_generation,
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inputs=[api_key_input, prompt_input, temp_slider, max_tokens_slider, top_k_slider, top_p_slider, send_button],
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)
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key_button.click(handle_key_generation, outputs=[api_key_input, api_example_display])
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lambda: gr.update(value="<p style='color: #a0a0a0;'>Clique em 'Gerar Nova Chave' para ver um exemplo de código.</p>"),
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[],
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[api_example_display],
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)
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return app
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#
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async def main():
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try:
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app = await interface.create_interface()
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if __name__ == "__main__":
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-
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# app.py
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import os
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import secrets
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import logging
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import asyncio
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import html
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from dataclasses import dataclass
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from typing import Any, Optional, Tuple
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from transformers import pipeline
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from dotenv import load_dotenv
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from pydantic import BaseModel
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from fastapi import FastAPI, Request
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from fastapi.responses import JSONResponse
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import uvicorn
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# ----------------- Configuration & Models -----------------
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load_dotenv()
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error: Optional[str] = None
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# ----------------- Logger -----------------
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def setup_logger() -> logging.Logger:
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cfg = Config()
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log_level = getattr(logging, cfg.LOG_LEVEL.upper(), logging.INFO)
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logger = logging.getLogger("gemma_saas")
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if not logger.handlers:
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logger.setLevel(log_level)
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formatter = logging.Formatter("%(asctime)s - %(name)s - %(levelname)s - %(message)s")
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fh = logging.FileHandler("gemma_saas.log")
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fh.setFormatter(formatter)
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sh = logging.StreamHandler()
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sh.setFormatter(formatter)
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logger.addHandler(fh)
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logger.addHandler(sh)
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return logger
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self.model_loaded = False
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async def initialize(self) -> None:
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"""
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Inicializa o pipeline. Usa HF_TOKEN (variável de ambiente ou Config).
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Evita passar `use_auth_token` em model_kwargs.
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"""
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if not self.config.HF_TOKEN:
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logger.error("Token do Hugging Face não encontrado. O carregamento do modelo irá falhar.")
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return
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try:
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logger.info(f"A carregar o modelo: {self.config.MODEL_NAME}...")
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# garante env var como fallback
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os.environ.setdefault("HF_TOKEN", self.config.HF_TOKEN)
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loop = asyncio.get_event_loop()
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def load_pipeline():
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# Passa token diretamente (substitui use_auth_token)
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return pipeline(
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"text-generation",
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model=self.config.MODEL_NAME,
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async def generate(self, request: GenerationRequest) -> Tuple[bool, str, int]:
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if not self.model_loaded or self.pipeline is None:
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return False, "❌ O modelo não está disponível. Por favor, verifique os logs do servidor.", 0
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| 106 |
|
| 107 |
try:
|
| 108 |
if not request.prompt.strip():
|
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|
| 132 |
|
| 133 |
generated_text = outputs[0].get("generated_text", "")
|
| 134 |
if generated_text.startswith(prompt_text):
|
| 135 |
+
generated_text = generated_text[len(prompt_text):]
|
| 136 |
|
| 137 |
tokens_used = 0
|
| 138 |
if tokenizer and hasattr(tokenizer, "encode"):
|
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| 161 |
await self.model_manager.initialize()
|
| 162 |
|
| 163 |
async def generate_text(self, api_key: str, prompt: str, **kwargs) -> APIResponse:
|
| 164 |
+
# Validação simples da gsk-... chave da app
|
| 165 |
+
if not api_key or not isinstance(api_key, str) or not api_key.startswith("gsk-"):
|
| 166 |
return APIResponse(success=False, error="Chave de API inválida ou ausente.")
|
| 167 |
try:
|
| 168 |
+
req = GenerationRequest(prompt=prompt, **kwargs)
|
| 169 |
+
success, text, tokens_used = await self.model_manager.generate(req)
|
| 170 |
if success:
|
| 171 |
return APIResponse(success=True, data={"generated_text": text, "tokens_used": tokens_used})
|
| 172 |
else:
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| 176 |
return APIResponse(success=False, error="Ocorreu um erro interno no serviço.")
|
| 177 |
|
| 178 |
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| 179 |
+
# ----------------- Gradio UI -----------------
|
| 180 |
class GradioInterface:
|
| 181 |
def __init__(self, service: GemmaService):
|
| 182 |
self.service = service
|
| 183 |
|
| 184 |
def create_custom_css(self) -> str:
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|
| 185 |
return """
|
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|
| 186 |
@import url('https://fonts.googleapis.com/css2?family=Material+Icons&display=swap');
|
| 187 |
|
| 188 |
+
:root { --dark-bg:#0a0a0a; --panel-bg:#1a1a1a; --border-color:#333; --text-color:#f0f0f0; --text-light:#a0a0a0; --accent-orange:#FF4500; --accent-orange-hover:#FF6347; --code-bg:#282c34; }
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| 189 |
.gradio-container { background: var(--dark-bg) !important; color: var(--text-color); }
|
| 190 |
#main_layout { background: transparent; border: none !important; box-shadow: none !important; gap: 2rem; }
|
| 191 |
#right_panel, #left_panel { background: var(--panel-bg); border: 1px solid var(--border-color); border-radius: 16px; padding: 2rem !important; }
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|
| 196 |
#api_key_input textarea, #prompt_input textarea { background-color: #2C2C2C !important; border-color: var(--border-color) !important; color: var(--text-color) !important; border-radius: 12px !important; }
|
| 197 |
#send_button { background: var(--accent-orange); color: white; border: none; border-radius: 12px !important; transition: background-color 0.3s ease; position: relative; padding-left: 3rem; }
|
| 198 |
#send_button:hover { background-color: var(--accent-orange-hover); }
|
| 199 |
+
#generate_button { background: linear-gradient(135deg, var(--accent-orange), var(--accent-orange-hover)); color: white !important; font-size: 1.1rem !important; font-weight: bold !important; border: none; border-radius: 12px !important; padding: 1rem 1.25rem !important; box-shadow: 0 4px 15px rgba(255,69,0,0.4); transition: all 0.3s ease; position: relative; padding-left: 3rem; }
|
| 200 |
+
#generate_button:hover { transform: translateY(-2px); box-shadow: 0 6px 20px rgba(255,69,0,0.6); }
|
|
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|
| 201 |
.code-snippet { background-color: var(--code-bg); color: #abb2bf; padding: 1.5rem; border-radius: 12px; font-family: 'Courier New', monospace; white-space: pre-wrap; word-wrap: break-word; border: 1px solid var(--border-color); }
|
|
|
|
| 202 |
.gr-slider { color: var(--text-light); }
|
| 203 |
|
| 204 |
+
#send_button::before { content: "send"; font-family: 'Material Icons', sans-serif; position:absolute; left:12px; top:50%; transform:translateY(-50%); font-size:18px; opacity:0.95; }
|
| 205 |
+
#generate_button::before { content: "auto_awesome"; font-family: 'Material Icons', sans-serif; position:absolute; left:12px; top:50%; transform:translateY(-50%); font-size:18px; opacity:0.95; }
|
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|
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|
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|
|
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|
|
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|
|
|
|
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|
|
|
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|
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|
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|
|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
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|
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|
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|
|
| 206 |
"""
|
| 207 |
|
| 208 |
async def create_interface(self) -> gr.Blocks:
|
| 209 |
+
with gr.Blocks(css=self.create_custom_css(), theme=None) as demo:
|
| 210 |
with gr.Row(elem_id="main_layout", equal_height=False):
|
| 211 |
with gr.Column(scale=2):
|
| 212 |
with gr.Column(elem_id="left_panel"):
|
| 213 |
+
output_display = gr.Markdown(elem_id="output_display", value="<p style='color: #a0a0a0;'>A sua resposta aparecerá aqui...</p>")
|
|
|
|
|
|
|
|
|
|
| 214 |
with gr.Column(elem_id="input_area"):
|
| 215 |
+
api_key_input = gr.Textbox(label="A Sua Chave de API", placeholder="Cole a sua chave gsk-... aqui", type="password", elem_id="api_key_input")
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 216 |
with gr.Row():
|
| 217 |
+
prompt_input = gr.Textbox(show_label=False, placeholder="Digite a sua mensagem...", elem_id="prompt_input", scale=10)
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 218 |
send_button = gr.Button("➤ Enviar", elem_id="send_button", scale=2)
|
| 219 |
|
| 220 |
with gr.Column(scale=1):
|
|
|
|
| 233 |
|
| 234 |
def handle_key_generation():
|
| 235 |
key = f"gsk-{secrets.token_urlsafe(24).replace('_', '').replace('-', '')}"
|
| 236 |
+
code_html = f'''
|
| 237 |
<div class="code-snippet">
|
| 238 |
+
<div><span class="keyword">import</span> requests</div>
|
| 239 |
+
<div> </div>
|
| 240 |
+
<div>url = <span class="string">"https://GuXSs.hf.space/api/generate"</span></div>
|
| 241 |
+
<div>payload = {{</div>
|
| 242 |
+
<div> <span class="string">"api_key"</span>: <span class="string">"{key}"</span>,</div>
|
| 243 |
+
<div> <span class="string">"prompt"</span>: <span class="string">"Escreva um haikai sobre o universo"</span>,</div>
|
| 244 |
+
<div> <span class="string">"max_tokens"</span>: <span class="number">50</span></div>
|
| 245 |
+
<div>}}</div>
|
| 246 |
+
<div> </div>
|
| 247 |
+
<div>response = requests.post(url, json=payload)</div>
|
| 248 |
+
<div><span class="keyword">print</span>(response.json())</div>
|
| 249 |
</div>
|
| 250 |
+
'''
|
| 251 |
return key, gr.update(value=code_html)
|
| 252 |
|
| 253 |
async def handle_generation(api_key, prompt, temp, max_tokens, top_k, top_p, btn):
|
| 254 |
+
# função que Gradio chama quando botão é pressionado na UI
|
| 255 |
if not api_key:
|
| 256 |
+
yield "<p style='color: #FFCC00;'>Por favor, insira a sua chave de API para começar.</p>", gr.update(value="➤ Enviar", interactive=True)
|
|
|
|
|
|
|
|
|
|
| 257 |
return
|
| 258 |
if not prompt:
|
| 259 |
+
yield "<p style='color: #FFCC00;'>Por favor, digite um prompt.</p>", gr.update(value="➤ Enviar", interactive=True)
|
|
|
|
|
|
|
|
|
|
| 260 |
return
|
| 261 |
|
| 262 |
yield "<p style='color: #a0a0a0;'>A gerar resposta...</p>", gr.update(value="A gerar...", interactive=False)
|
| 263 |
|
| 264 |
+
response = await self.service.generate_text(api_key=api_key, prompt=prompt, temperature=temp, max_tokens=int(max_tokens), top_k=int(top_k), top_p=top_p)
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 265 |
if response.success:
|
| 266 |
formatted_text = html.escape(response.data["generated_text"]).replace("\n", "<br>")
|
| 267 |
yield formatted_text, gr.update(value="➤ Enviar", interactive=True)
|
| 268 |
else:
|
| 269 |
yield f"<p style='color: #FF4500;'>{response.error}</p>", gr.update(value="➤ Enviar", interactive=True)
|
| 270 |
|
| 271 |
+
# conectar o callback da UI — nome API usado por Gradio será "generate"
|
| 272 |
send_button.click(
|
| 273 |
handle_generation,
|
| 274 |
inputs=[api_key_input, prompt_input, temp_slider, max_tokens_slider, top_k_slider, top_p_slider, send_button],
|
|
|
|
| 277 |
)
|
| 278 |
|
| 279 |
key_button.click(handle_key_generation, outputs=[api_key_input, api_example_display])
|
| 280 |
+
demo.load(lambda: gr.update(value="<p style='color: #a0a0a0;'>Clique em 'Gerar Nova Chave' para ver um exemplo de código.</p>"), [], [api_example_display])
|
| 281 |
|
| 282 |
+
return demo
|
|
|
|
|
|
|
|
|
|
|
|
|
| 283 |
|
|
|
|
| 284 |
|
| 285 |
+
# ----------------- FastAPI + endpoints -----------------
|
| 286 |
+
def create_fastapi_app(gradio_blocks: gr.Blocks, service: GemmaService) -> FastAPI:
|
| 287 |
+
fast_app = FastAPI(title="Gemma Service (Gradio + API)")
|
| 288 |
|
| 289 |
+
# monta a UI Gradio na raiz "/" (usa mount_gradio_app)
|
|
|
|
| 290 |
try:
|
| 291 |
+
# função disponibilizada por versões recentes do gradio
|
| 292 |
+
gr.mount_gradio_app(fast_app, gradio_blocks, path="/")
|
| 293 |
+
except Exception as exc:
|
| 294 |
+
logger.warning("Não foi possível montar Gradio com mount_gradio_app: %s. A UI pode não funcionar embutida.", exc)
|
| 295 |
+
|
| 296 |
+
@fast_app.post("/api/generate")
|
| 297 |
+
async def api_generate(req: Request):
|
| 298 |
+
"""
|
| 299 |
+
Endpoint REST "amigável" que aceita JSON:
|
| 300 |
+
{ "api_key": "...", "prompt": "...", "max_tokens": 128, "temperature": 0.7, "top_k": 50, "top_p": 0.95 }
|
| 301 |
+
"""
|
| 302 |
+
try:
|
| 303 |
+
body = await req.json()
|
| 304 |
+
except Exception:
|
| 305 |
+
return JSONResponse(status_code=400, content={"success": False, "error": "Payload inválido (JSON esperado)."})
|
| 306 |
+
|
| 307 |
+
api_key = body.get("api_key")
|
| 308 |
+
prompt = body.get("prompt", "")
|
| 309 |
+
max_tokens = int(body.get("max_tokens", 512))
|
| 310 |
+
temperature = float(body.get("temperature", 0.7))
|
| 311 |
+
top_k = int(body.get("top_k", 50))
|
| 312 |
+
top_p = float(body.get("top_p", 0.95))
|
| 313 |
+
|
| 314 |
+
resp = await service.generate_text(api_key=api_key, prompt=prompt, max_tokens=max_tokens, temperature=temperature, top_k=top_k, top_p=top_p)
|
| 315 |
+
status = 200 if resp.success else 400
|
| 316 |
+
return JSONResponse(status_code=status, content=resp.dict())
|
| 317 |
+
|
| 318 |
+
@fast_app.post("/run/generate")
|
| 319 |
+
async def gradio_compatible_generate(req: Request):
|
| 320 |
+
"""
|
| 321 |
+
Endpoint compatível com o formato 'Gradio' (data array).
|
| 322 |
+
Exemplo:
|
| 323 |
+
{ "data": [ "gsk-..", "prompt...", 128, 0.7, 50, 0.95 ] }
|
| 324 |
+
"""
|
| 325 |
+
try:
|
| 326 |
+
body = await req.json()
|
| 327 |
+
except Exception:
|
| 328 |
+
return JSONResponse(status_code=400, content={"success": False, "error": "Payload inválido (JSON esperado)."})
|
| 329 |
+
|
| 330 |
+
data = body.get("data")
|
| 331 |
+
if not isinstance(data, list):
|
| 332 |
+
return JSONResponse(status_code=400, content={"success": False, "error": "Campo 'data' inválido. Esperado array."})
|
| 333 |
+
|
| 334 |
+
# mapear por posições (compatível com a UI)
|
| 335 |
+
try:
|
| 336 |
+
api_key = data[0]
|
| 337 |
+
prompt = data[1] if len(data) > 1 else ""
|
| 338 |
+
max_tokens = int(data[2]) if len(data) > 2 else 512
|
| 339 |
+
temperature = float(data[3]) if len(data) > 3 else 0.7
|
| 340 |
+
top_k = int(data[4]) if len(data) > 4 else 50
|
| 341 |
+
top_p = float(data[5]) if len(data) > 5 else 0.95
|
| 342 |
+
except Exception as e:
|
| 343 |
+
return JSONResponse(status_code=400, content={"success": False, "error": f"Erro ao parsear 'data': {e}"})
|
| 344 |
+
|
| 345 |
+
resp = await service.generate_text(api_key=api_key, prompt=prompt, max_tokens=max_tokens, temperature=temperature, top_k=top_k, top_p=top_p)
|
| 346 |
+
status = 200 if resp.success else 400
|
| 347 |
+
return JSONResponse(status_code=status, content=resp.dict())
|
| 348 |
+
|
| 349 |
+
return fast_app
|
| 350 |
+
|
| 351 |
+
|
| 352 |
+
# ----------------- Entrypoint -----------------
|
| 353 |
+
async def build_and_run():
|
| 354 |
+
service = GemmaService()
|
| 355 |
+
await service.initialize()
|
| 356 |
+
|
| 357 |
+
interface = GradioInterface(service)
|
| 358 |
+
gradio_blocks = await interface.create_interface()
|
| 359 |
|
| 360 |
+
fast_app = create_fastapi_app(gradio_blocks, service)
|
|
|
|
| 361 |
|
| 362 |
+
# Quando executado localmente com "python app.py", usamos uvicorn para servir.
|
| 363 |
+
# No Hugging Face Spaces, o arquivo app.py será automaticamente usado (uvicorn não é necessário manualmente),
|
| 364 |
+
# mas manter este bloco para execução local.
|
| 365 |
+
return fast_app
|
| 366 |
|
| 367 |
|
| 368 |
if __name__ == "__main__":
|
| 369 |
+
# Constrói app (inicializa modelo) e executa uvicorn
|
| 370 |
+
fast_app = asyncio.run(build_and_run())
|
| 371 |
+
uvicorn.run(fast_app, host="0.0.0.0", port=int(os.getenv("PORT", 7860)))
|