working version

.env

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+GOOGLE_APPLICATION_CREDENTIALS=credentials.json

.gitignore

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+# Python-generated files
+__pycache__/
+*.py[oc]
+build/
+dist/
+wheels/
+*.egg-info
+
+# Virtual environments
+.venv
+
+credentials.json
+

.python-version

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+3.13

app.py

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+import os
+import logging
+from fastapi import FastAPI, Request, WebSocket
+from fastapi.templating import Jinja2Templates
+from fastapi.staticfiles import StaticFiles
+from main import generate
+
+logging.basicConfig(
+    level=logging.INFO,
+    format="%(asctime)s - %(name)s - %(levelname)s - %(message)s",
+    datefmt="%Y-%m-%d %H:%M:%S",
+)
+
+logger = logging.getLogger(__name__)
+
+
+STATIC_DIR = "static"
+TEMPLATES_DIR = "templates"
+
+
+app = FastAPI()
+app.mount(f"/{STATIC_DIR}", StaticFiles(directory=STATIC_DIR), name="static")
+
+templates = Jinja2Templates(directory=os.path.join(STATIC_DIR, TEMPLATES_DIR))
+
+
+@app.get("/")
+async def home(request: Request):
+    return templates.TemplateResponse("index.html", {"request": request})
+
+
+@app.websocket("/ws")
+async def websocket_endpoint(websocket: WebSocket):
+    await websocket.accept()
+    while True:
+        data = await websocket.receive_text()
+
+        logger.info(data)
+
+        for chunk in generate(data):
+            await websocket.send_text(chunk)
+
+        await websocket.send_text("<<END>>")

main.py

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+from google import genai
+from google.genai import types
+from dotenv import load_dotenv
+
+
+load_dotenv()
+
+CORPUS = "projects/520464122471/locations/europe-west3/ragCorpora/2305843009213693952"
+
+
+def generate(prompt: str):
+    client = genai.Client(
+        vertexai=True,
+    )
+
+    model = "gemini-3-pro-preview"
+    contents = [
+        types.Content(role="user", parts=[types.Part.from_text(text=prompt)]),
+    ]
+    tools = [
+        types.Tool(
+            retrieval=types.Retrieval(
+                vertex_rag_store=types.VertexRagStore(
+                    rag_resources=[types.VertexRagStoreRagResource(rag_corpus=CORPUS)],
+                )
+            )
+        )
+    ]
+
+    generate_content_config = types.GenerateContentConfig(
+        temperature=1,
+        top_p=0.95,
+        max_output_tokens=65535,
+        safety_settings=[
+            types.SafetySetting(category="HARM_CATEGORY_HATE_SPEECH", threshold="OFF"),
+            types.SafetySetting(
+                category="HARM_CATEGORY_DANGEROUS_CONTENT", threshold="OFF"
+            ),
+            types.SafetySetting(
+                category="HARM_CATEGORY_SEXUALLY_EXPLICIT", threshold="OFF"
+            ),
+            types.SafetySetting(category="HARM_CATEGORY_HARASSMENT", threshold="OFF"),
+        ],
+        tools=tools,
+        thinking_config=types.ThinkingConfig(
+            thinking_level="HIGH",
+        ),
+    )
+
+    for chunk in client.models.generate_content_stream(
+        model=model,
+        contents=contents,
+        config=generate_content_config,
+    ):
+        if (
+            not chunk.candidates
+            or not chunk.candidates[0].content
+            or not chunk.candidates[0].content.parts
+        ):
+            continue
+
+        yield chunk.text
+
+
+if __name__ == "__main__":
+    for chunk in generate("Come si calcola il rapporto sodio potassio?"):
+        print(chunk, end="")

pyproject.toml

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+[project]
+name = "genai"
+version = "0.1.0"
+description = "Add your description here"
+readme = "README.md"
+requires-python = ">=3.13"
+dependencies = [
+    "fastapi>=0.128.0",
+    "fastapi-sse>=1.1.1",
+    "google-genai>=1.59.0",
+    "jinja2>=3.1.6",
+    "pydantic>=2.12.5",
+    "python-dotenv>=1.2.1",
+    "uvicorn>=0.40.0",
+]

static/css/main.css

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+textarea {
+    width: 100%;
+    height: 80px;
+}
+
+#messages {
+    display: flex;
+    flex-direction: column;
+    gap: 10px;
+    padding: 20px;
+}
+
+.message {
+    max-width: 70%;
+    padding: 10px 15px;
+    border-radius: 15px;
+    font-family: sans-serif;
+    line-height: 1.4;
+}
+
+.sent {
+    max-width: 70%;
+    background-color: lightgreen;
+    padding: 10px 15px;
+    border-radius: 15px;
+    font-family: sans-serif;
+    line-height: 1.4;
+    align-self: flex-end;
+    border-bottom-right-radius: 2px;
+}
+
+.received {
+    align-self: flex-start;
+    background-color: #e5e5ea;
+    color: black;
+    border-bottom-left-radius: 2px;
+}

static/js/main.js

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+(($) => {
+    var ws = new WebSocket("ws://localhost:8000/ws");
+    const input = $("#message");
+    const messages = $('#messages');
+    var lastMessage;
+
+    $('#button').on('click', () => {
+        const message = input.val();
+
+        if (message) {
+            ws.send(message);
+            lastMessage = $('<div class="message received"><p>Loading...</p></div>')
+            messages.append(`<div class="message sent"><p>${message}</p></div>`)
+            messages.append(lastMessage);
+
+            input.val("");
+        }
+    });
+
+    ws.onmessage = (event) => {
+        if (lastMessage.text() === "Loading...") {
+            lastMessage.empty();
+        }
+
+        var content = document.createTextNode(event.data);
+
+        if (content.textContent === "<<END>>") {
+            lastMessage.html(marked.parse(lastMessage.text()));
+        }
+        else {
+            lastMessage.append(content);
+        }
+    };
+})(jQuery);

static/templates/index.html

@@ -0,0 +1,24 @@
+<!DOCTYPE html>
+<html lang="en">
+<head>
+    <meta charset="UTF-8">
+    <meta name="viewport" content="width=device-width, initial-scale=1.0">
+    <link rel="stylesheet" href="/static/css/main.css">
+    <title>Document</title>
+</head>
+<body>
+    <h1>Chat</h1>
+    <p>Come si calcola la massa magra? dammi una spiegazione dettagliata</p>
+
+    <div>
+        <textarea name="" id="message"></textarea>
+        <input id="button" type="button" value="Send">
+    </div>
+
+    <div id="messages"></div>
+
+    <script src="https://cdnjs.cloudflare.com/ajax/libs/jquery/3.7.1/jquery.min.js"></script>
+    <script src="https://cdn.jsdelivr.net/npm/marked/marked.min.js"></script>
+    <script src="/static/js/main.js"></script>
+</body>
+</html>

uv.lock

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