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.env.example

@@ -1,4 +1,12 @@
-VESPA_APP_URL=https://abcde.z.vespa-app.cloud
+VESPA_APP_TOKEN_URL=https://abcde.z.vespa-app.cloud
+VESPA_APP_MTLS_URL=https://fghjkl.z.vespa-app.cloud
 HF_TOKEN=hf_xxxxxxxxxx
 VESPA_CLOUD_SECRET_TOKEN=vespa_cloud_xxxxxxxx
 GEMINI_API_KEY=
+USE_MTLS=false
+VESPA_CLOUD_MTLS_KEY="-----BEGIN PRIVATE KEY-----
+...
+-----END PRIVATE KEY-----"
+VESPA_CLOUD_MTLS_CERT="-----BEGIN CERTIFICATE-----
+...
+-----END CERTIFICATE-----"

backend/vespa_app.py

@@ -19,19 +19,57 @@ class VespaQueryClient:
         Initialize the VespaQueryClient by loading environment variables and establishing a connection to the Vespa application.
         """
         load_dotenv()
-        self.vespa_app_url = os.environ.get("VESPA_APP_URL")
-        self.vespa_cloud_secret_token = os.environ.get("VESPA_CLOUD_SECRET_TOKEN")
 
-        if not self.vespa_app_url or not self.vespa_cloud_secret_token:
-            raise ValueError(
-                "Please set the VESPA_APP_URL and VESPA_CLOUD_SECRET_TOKEN environment variables"
+        if os.environ.get("USE_MTLS") == "true":
+            print("Connected using mTLS")
+            mtls_key = os.environ.get("VESPA_CLOUD_MTLS_KEY")
+            mtls_cert = os.environ.get("VESPA_CLOUD_MTLS_CERT")
+
+            self.vespa_app_url = os.environ.get("VESPA_APP_MTLS_URL")
+            if not self.vespa_app_url:
+                raise ValueError(
+                    "Please set the VESPA_APP_MTLS_URL environment variable"
+                )
+
+            if not mtls_cert or not mtls_key:
+                raise ValueError(
+                    "USE_MTLS was true, but VESPA_CLOUD_MTLS_KEY and VESPA_CLOUD_MTLS_CERT were not set"
+                )
+
+            # write the key and cert to a file
+            mtls_key_path = "/tmp/vespa-data-plane-private-key.pem"
+            with open(mtls_key_path, "w") as f:
+                f.write(mtls_key)
+
+            mtls_cert_path = "/tmp/vespa-data-plane-public-cert.pem"
+            with open(mtls_cert_path, "w") as f:
+                f.write(mtls_cert)
+
+            # Instantiate Vespa connection
+            self.app = Vespa(
+                url=self.vespa_app_url, key=mtls_key_path, cert=mtls_cert_path
+            )
+        else:
+            print("Connected using token")
+            self.vespa_app_url = os.environ.get("VESPA_APP_TOKEN_URL")
+            if not self.vespa_app_url:
+                raise ValueError(
+                    "Please set the VESPA_APP_TOKEN_URL environment variable"
+                )
+
+            self.vespa_cloud_secret_token = os.environ.get("VESPA_CLOUD_SECRET_TOKEN")
+
+            if not self.vespa_cloud_secret_token:
+                raise ValueError(
+                    "Please set the VESPA_CLOUD_SECRET_TOKEN environment variable"
+                )
+
+            # Instantiate Vespa connection
+            self.app = Vespa(
+                url=self.vespa_app_url,
+                vespa_cloud_secret_token=self.vespa_cloud_secret_token,
             )
 
-        # Instantiate Vespa connection
-        self.app = Vespa(
-            url=self.vespa_app_url,
-            vespa_cloud_secret_token=self.vespa_cloud_secret_token,
-        )
         self.app.wait_for_application_up()
         print(f"Connected to Vespa at {self.vespa_app_url}")
 
@@ -280,12 +318,12 @@ class VespaQueryClient:
         async with self.app.asyncio(connections=1) as session:
             start = time.perf_counter()
             yql = f'select questions from {self.VESPA_SCHEMA_NAME} where questions matches "{query}" limit 3'
-            print(yql)
             response: VespaQueryResponse = await session.query(
                 body={
                     "yql": yql,
                     "ranking": "unranked",
                     "presentation.timing": True,
+                    "presentation.summary": "suggestions",
                 },
             )
             assert response.is_successful(), response.json
@@ -299,8 +337,6 @@ class VespaQueryClient:
                 if "root" in response.json and "children" in response.json["root"]
                 else []
             )
-            print(response.json)
-
             questions = [
                 result["fields"]["questions"]
                 for result in search_results

frontend/app.py

@@ -229,9 +229,48 @@ def Home():
             Hero(),
             SearchBox(with_border=True),
             SampleQueries(),
-            cls="grid gap-8 -mt-[21vh]",
+            cls="grid gap-8 content-start mt-[13vh]",
         ),
-        cls="grid w-full h-full max-w-screen-md items-center gap-4 mx-auto",
+        cls="grid w-full h-full max-w-screen-md gap-4 mx-auto",
+    )
+
+
+def WhatIsThis():
+    return Div(
+        Div(
+            Div(
+                H1(
+                    "Vespa.ai + ColPali",
+                    cls="text-5xl font-bold tracking-wide md:tracking-wider",
+                ),
+                P(
+                    "Efficient Document Retrieval with Vision Language Models",
+                    cls="text-lg text-muted-foreground md:tracking-wide",
+                ),
+                Div(
+                    Img(
+                        src="/static/img/vespa-colpali.png",
+                        alt="Vespa and ColPali",
+                        cls="object-contain h-[377px]",
+                    ),
+                    cls="grid justify-center",
+                ),
+                Div(
+                    P(
+                        "This is a demo application showcasing the integration of Vespa.ai and ColPali for visual retrieval of documents.",
+                        cls="text-base",
+                    ),
+                    P(
+                        "The application uses a combination of neural networks and traditional search algorithms to retrieve relevant documents based on visual and textual queries.",
+                        cls="text-base",
+                    ),
+                    cls="grid gap-2 text-center",
+                ),
+                cls="grid gap-5 text-center",
+            ),
+            cls="grid gap-8 content-start mt-[8vh]",
+        ),
+        cls="grid w-full h-full max-w-screen-md gap-4 mx-auto",
     )
 
 
@@ -457,7 +496,7 @@ def SearchResult(results: list, query_id: Optional[str] = None):
         image_swapping,
         toggle_text_content,
         id="search-results",
-        cls="grid grid-cols-1 gap-px bg-border",
+        cls="grid grid-cols-1 gap-px bg-border min-h-0",
     )
 
 

frontend/layout.py

@@ -107,6 +107,11 @@ def ThemeToggle(variant="ghost", cls=None, **kwargs):
 
 def Links():
     return Nav(
+        A(
+            Button("What's this?", variant="link"),
+            href="/what-is-this",
+        ),
+        Separator(orientation="vertical"),
         A(
             Button(Lucide(icon="github"), size="icon", variant="ghost"),
             href="https://github.com/vespa-engine/vespa",
@@ -119,7 +124,7 @@ def Links():
         ),
         Separator(orientation="vertical"),
         ThemeToggle(),
-        cls="flex items-center space-x-3",
+        cls="flex items-center space-x-2",
     )
 
 
@@ -134,7 +139,7 @@ def Layout(*c, **kwargs):
             ),
             *c,
             **kwargs,
-            cls="grid grid-rows-[55px_1fr] min-h-0",
+            cls="grid grid-rows-[minmax(0,55px)_minmax(0,1fr)] min-h-0",
         ),
         layout_script,
         overlay_scrollbars,

icons.py

@@ -1 +1 @@
-ICONS = {"chevrons-right": "<path d=\"m6 17 5-5-5-5\"></path><path d=\"m13 17 5-5-5-5\"></path>", "moon": "<path d=\"M12 3a6 6 0 0 0 9 9 9 9 0 1 1-9-9Z\"></path>", "sun": "<circle cx=\"12\" cy=\"12\" r=\"4\"></circle><path d=\"M12 2v2\"></path><path d=\"M12 20v2\"></path><path d=\"m4.93 4.93 1.41 1.41\"></path><path d=\"m17.66 17.66 1.41 1.41\"></path><path d=\"M2 12h2\"></path><path d=\"M20 12h2\"></path><path d=\"m6.34 17.66-1.41 1.41\"></path><path d=\"m19.07 4.93-1.41 1.41\"></path>", "github": "<path d=\"M15 22v-4a4.8 4.8 0 0 0-1-3.5c3 0 6-2 6-5.5.08-1.25-.27-2.48-1-3.5.28-1.15.28-2.35 0-3.5 0 0-1 0-3 1.5-2.64-.5-5.36-.5-8 0C6 2 5 2 5 2c-.3 1.15-.3 2.35 0 3.5A5.403 5.403 0 0 0 4 9c0 3.5 3 5.5 6 5.5-.39.49-.68 1.05-.85 1.65-.17.6-.22 1.23-.15 1.85v4\"></path><path d=\"M9 18c-4.51 2-5-2-7-2\"></path>", "slack": "<rect height=\"8\" rx=\"1.5\" width=\"3\" x=\"13\" y=\"2\"></rect><path d=\"M19 8.5V10h1.5A1.5 1.5 0 1 0 19 8.5\"></path><rect height=\"8\" rx=\"1.5\" width=\"3\" x=\"8\" y=\"14\"></rect><path d=\"M5 15.5V14H3.5A1.5 1.5 0 1 0 5 15.5\"></path><rect height=\"3\" rx=\"1.5\" width=\"8\" x=\"14\" y=\"13\"></rect><path d=\"M15.5 19H14v1.5a1.5 1.5 0 1 0 1.5-1.5\"></path><rect height=\"3\" rx=\"1.5\" width=\"8\" x=\"2\" y=\"8\"></rect><path d=\"M8.5 5H10V3.5A1.5 1.5 0 1 0 8.5 5\"></path>", "settings": "<path d=\"M12.22 2h-.44a2 2 0 0 0-2 2v.18a2 2 0 0 1-1 1.73l-.43.25a2 2 0 0 1-2 0l-.15-.08a2 2 0 0 0-2.73.73l-.22.38a2 2 0 0 0 .73 2.73l.15.1a2 2 0 0 1 1 1.72v.51a2 2 0 0 1-1 1.74l-.15.09a2 2 0 0 0-.73 2.73l.22.38a2 2 0 0 0 2.73.73l.15-.08a2 2 0 0 1 2 0l.43.25a2 2 0 0 1 1 1.73V20a2 2 0 0 0 2 2h.44a2 2 0 0 0 2-2v-.18a2 2 0 0 1 1-1.73l.43-.25a2 2 0 0 1 2 0l.15.08a2 2 0 0 0 2.73-.73l.22-.39a2 2 0 0 0-.73-2.73l-.15-.08a2 2 0 0 1-1-1.74v-.5a2 2 0 0 1 1-1.74l.15-.09a2 2 0 0 0 .73-2.73l-.22-.38a2 2 0 0 0-2.73-.73l-.15.08a2 2 0 0 1-2 0l-.43-.25a2 2 0 0 1-1-1.73V4a2 2 0 0 0-2-2z\"></path><circle cx=\"12\" cy=\"12\" r=\"3\"></circle>", "arrow-right": "<path d=\"M5 12h14\"></path><path d=\"m12 5 7 7-7 7\"></path>", "search": "<circle cx=\"11\" cy=\"11\" r=\"8\"></circle><path d=\"m21 21-4.3-4.3\"></path>", "file-search": "<path d=\"M14 2v4a2 2 0 0 0 2 2h4\"></path><path d=\"M4.268 21a2 2 0 0 0 1.727 1H18a2 2 0 0 0 2-2V7l-5-5H6a2 2 0 0 0-2 2v3\"></path><path d=\"m9 18-1.5-1.5\"></path><circle cx=\"5\" cy=\"14\" r=\"3\"></circle>", "message-circle-question": "<path d=\"M7.9 20A9 9 0 1 0 4 16.1L2 22Z\"></path><path d=\"M9.09 9a3 3 0 0 1 5.83 1c0 2-3 3-3 3\"></path><path d=\"M12 17h.01\"></path>", "text-search": "<path d=\"M21 6H3\"></path><path d=\"M10 12H3\"></path><path d=\"M10 18H3\"></path><circle cx=\"17\" cy=\"15\" r=\"3\"></circle><path d=\"m21 19-1.9-1.9\"></path>", "maximize": "<path d=\"M8 3H5a2 2 0 0 0-2 2v3\"></path><path d=\"M21 8V5a2 2 0 0 0-2-2h-3\"></path><path d=\"M3 16v3a2 2 0 0 0 2 2h3\"></path><path d=\"M16 21h3a2 2 0 0 0 2-2v-3\"></path>", "expand": "<path d=\"m21 21-6-6m6 6v-4.8m0 4.8h-4.8\"></path><path d=\"M3 16.2V21m0 0h4.8M3 21l6-6\"></path><path d=\"M21 7.8V3m0 0h-4.8M21 3l-6 6\"></path><path d=\"M3 7.8V3m0 0h4.8M3 3l6 6\"></path>", "fullscreen": "<path d=\"M3 7V5a2 2 0 0 1 2-2h2\"></path><path d=\"M17 3h2a2 2 0 0 1 2 2v2\"></path><path d=\"M21 17v2a2 2 0 0 1-2 2h-2\"></path><path d=\"M7 21H5a2 2 0 0 1-2-2v-2\"></path><rect height=\"8\" rx=\"1\" width=\"10\" x=\"7\" y=\"8\"></rect>", "images": "<path d=\"M18 22H4a2 2 0 0 1-2-2V6\"></path><path d=\"m22 13-1.296-1.296a2.41 2.41 0 0 0-3.408 0L11 18\"></path><circle cx=\"12\" cy=\"8\" r=\"2\"></circle><rect height=\"16\" rx=\"2\" width=\"16\" x=\"6\" y=\"2\"></rect>", "circle": "<circle cx=\"12\" cy=\"12\" r=\"10\"></circle>", "loader-circle": "<path d=\"M21 12a9 9 0 1 1-6.219-8.56\"></path>", "file-text": "<path d=\"M15 2H6a2 2 0 0 0-2 2v16a2 2 0 0 0 2 2h12a2 2 0 0 0 2-2V7Z\"></path><path d=\"M14 2v4a2 2 0 0 0 2 2h4\"></path><path d=\"M10 9H8\"></path><path d=\"M16 13H8\"></path><path d=\"M16 17H8\"></path>"}
+ICONS = {"chevrons-right": "<path d=\"m6 17 5-5-5-5\"></path><path d=\"m13 17 5-5-5-5\"></path>", "moon": "<path d=\"M12 3a6 6 0 0 0 9 9 9 9 0 1 1-9-9Z\"></path>", "sun": "<circle cx=\"12\" cy=\"12\" r=\"4\"></circle><path d=\"M12 2v2\"></path><path d=\"M12 20v2\"></path><path d=\"m4.93 4.93 1.41 1.41\"></path><path d=\"m17.66 17.66 1.41 1.41\"></path><path d=\"M2 12h2\"></path><path d=\"M20 12h2\"></path><path d=\"m6.34 17.66-1.41 1.41\"></path><path d=\"m19.07 4.93-1.41 1.41\"></path>", "github": "<path d=\"M15 22v-4a4.8 4.8 0 0 0-1-3.5c3 0 6-2 6-5.5.08-1.25-.27-2.48-1-3.5.28-1.15.28-2.35 0-3.5 0 0-1 0-3 1.5-2.64-.5-5.36-.5-8 0C6 2 5 2 5 2c-.3 1.15-.3 2.35 0 3.5A5.403 5.403 0 0 0 4 9c0 3.5 3 5.5 6 5.5-.39.49-.68 1.05-.85 1.65-.17.6-.22 1.23-.15 1.85v4\"></path><path d=\"M9 18c-4.51 2-5-2-7-2\"></path>", "slack": "<rect height=\"8\" rx=\"1.5\" width=\"3\" x=\"13\" y=\"2\"></rect><path d=\"M19 8.5V10h1.5A1.5 1.5 0 1 0 19 8.5\"></path><rect height=\"8\" rx=\"1.5\" width=\"3\" x=\"8\" y=\"14\"></rect><path d=\"M5 15.5V14H3.5A1.5 1.5 0 1 0 5 15.5\"></path><rect height=\"3\" rx=\"1.5\" width=\"8\" x=\"14\" y=\"13\"></rect><path d=\"M15.5 19H14v1.5a1.5 1.5 0 1 0 1.5-1.5\"></path><rect height=\"3\" rx=\"1.5\" width=\"8\" x=\"2\" y=\"8\"></rect><path d=\"M8.5 5H10V3.5A1.5 1.5 0 1 0 8.5 5\"></path>", "settings": "<path d=\"M12.22 2h-.44a2 2 0 0 0-2 2v.18a2 2 0 0 1-1 1.73l-.43.25a2 2 0 0 1-2 0l-.15-.08a2 2 0 0 0-2.73.73l-.22.38a2 2 0 0 0 .73 2.73l.15.1a2 2 0 0 1 1 1.72v.51a2 2 0 0 1-1 1.74l-.15.09a2 2 0 0 0-.73 2.73l.22.38a2 2 0 0 0 2.73.73l.15-.08a2 2 0 0 1 2 0l.43.25a2 2 0 0 1 1 1.73V20a2 2 0 0 0 2 2h.44a2 2 0 0 0 2-2v-.18a2 2 0 0 1 1-1.73l.43-.25a2 2 0 0 1 2 0l.15.08a2 2 0 0 0 2.73-.73l.22-.39a2 2 0 0 0-.73-2.73l-.15-.08a2 2 0 0 1-1-1.74v-.5a2 2 0 0 1 1-1.74l.15-.09a2 2 0 0 0 .73-2.73l-.22-.38a2 2 0 0 0-2.73-.73l-.15.08a2 2 0 0 1-2 0l-.43-.25a2 2 0 0 1-1-1.73V4a2 2 0 0 0-2-2z\"></path><circle cx=\"12\" cy=\"12\" r=\"3\"></circle>", "arrow-right": "<path d=\"M5 12h14\"></path><path d=\"m12 5 7 7-7 7\"></path>", "search": "<circle cx=\"11\" cy=\"11\" r=\"8\"></circle><path d=\"m21 21-4.3-4.3\"></path>", "file-search": "<path d=\"M14 2v4a2 2 0 0 0 2 2h4\"></path><path d=\"M4.268 21a2 2 0 0 0 1.727 1H18a2 2 0 0 0 2-2V7l-5-5H6a2 2 0 0 0-2 2v3\"></path><path d=\"m9 18-1.5-1.5\"></path><circle cx=\"5\" cy=\"14\" r=\"3\"></circle>", "message-circle-question": "<path d=\"M7.9 20A9 9 0 1 0 4 16.1L2 22Z\"></path><path d=\"M9.09 9a3 3 0 0 1 5.83 1c0 2-3 3-3 3\"></path><path d=\"M12 17h.01\"></path>", "text-search": "<path d=\"M21 6H3\"></path><path d=\"M10 12H3\"></path><path d=\"M10 18H3\"></path><circle cx=\"17\" cy=\"15\" r=\"3\"></circle><path d=\"m21 19-1.9-1.9\"></path>", "maximize": "<path d=\"M8 3H5a2 2 0 0 0-2 2v3\"></path><path d=\"M21 8V5a2 2 0 0 0-2-2h-3\"></path><path d=\"M3 16v3a2 2 0 0 0 2 2h3\"></path><path d=\"M16 21h3a2 2 0 0 0 2-2v-3\"></path>", "expand": "<path d=\"m21 21-6-6m6 6v-4.8m0 4.8h-4.8\"></path><path d=\"M3 16.2V21m0 0h4.8M3 21l6-6\"></path><path d=\"M21 7.8V3m0 0h-4.8M21 3l-6 6\"></path><path d=\"M3 7.8V3m0 0h4.8M3 3l6 6\"></path>", "fullscreen": "<path d=\"M3 7V5a2 2 0 0 1 2-2h2\"></path><path d=\"M17 3h2a2 2 0 0 1 2 2v2\"></path><path d=\"M21 17v2a2 2 0 0 1-2 2h-2\"></path><path d=\"M7 21H5a2 2 0 0 1-2-2v-2\"></path><rect height=\"8\" rx=\"1\" width=\"10\" x=\"7\" y=\"8\"></rect>", "images": "<path d=\"M18 22H4a2 2 0 0 1-2-2V6\"></path><path d=\"m22 13-1.296-1.296a2.41 2.41 0 0 0-3.408 0L11 18\"></path><circle cx=\"12\" cy=\"8\" r=\"2\"></circle><rect height=\"16\" rx=\"2\" width=\"16\" x=\"6\" y=\"2\"></rect>", "circle": "<circle cx=\"12\" cy=\"12\" r=\"10\"></circle>", "loader-circle": "<path d=\"M21 12a9 9 0 1 1-6.219-8.56\"></path>", "file-text": "<path d=\"M15 2H6a2 2 0 0 0-2 2v16a2 2 0 0 0 2 2h12a2 2 0 0 0 2-2V7Z\"></path><path d=\"M14 2v4a2 2 0 0 0 2 2h4\"></path><path d=\"M10 9H8\"></path><path d=\"M16 13H8\"></path><path d=\"M16 17H8\"></path>", "file-question": "<path d=\"M12 17h.01\"></path><path d=\"M15 2H6a2 2 0 0 0-2 2v16a2 2 0 0 0 2 2h12a2 2 0 0 0 2-2V7z\"></path><path d=\"M9.1 9a3 3 0 0 1 5.82 1c0 2-3 3-3 3\"></path>"}

main.py

@@ -6,6 +6,7 @@ import os
 import time
 from concurrent.futures import ThreadPoolExecutor
 from functools import partial
+from pathlib import Path
 
 import google.generativeai as genai
 from fasthtml.common import *
@@ -20,7 +21,6 @@ from backend.colpali import (
     is_special_token,
 )
 from backend.modelmanager import ModelManager
-from pathlib import Path
 from backend.vespa_app import VespaQueryClient
 from frontend.app import (
     ChatResult,
@@ -30,6 +30,7 @@ from frontend.app import (
     SearchResult,
     SimMapButtonPoll,
     SimMapButtonReady,
+    WhatIsThis,
 )
 from frontend.layout import Layout
 
@@ -124,6 +125,11 @@ def get():
     return Layout(Main(Home()))
 
 
+@rt("/what-is-this")
+def get():
+    return Layout(Main(WhatIsThis()))
+
+
 @rt("/search")
 def get(request):
     # Extract the 'query' and 'ranking' parameters from the URL

output.css

@@ -793,10 +793,6 @@ body {
   margin-top: -1rem;
 }
 
-.-mt-\[21vh\] {
-  margin-top: -21vh;
-}
-
 .mb-1 {
   margin-bottom: 0.25rem;
 }
@@ -809,6 +805,18 @@ body {
   margin-top: 0.5rem;
 }
 
+.mt-\[13vh\] {
+  margin-top: 13vh;
+}
+
+.mt-\[8vh\] {
+  margin-top: 8vh;
+}
+
+.mt-\[5vh\] {
+  margin-top: 5vh;
+}
+
 .block {
   display: block;
 }
@@ -841,6 +849,10 @@ body {
   aspect-ratio: 1 / 1;
 }
 
+.aspect-auto {
+  aspect-ratio: auto;
+}
+
 .size-4 {
   width: 1rem;
   height: 1rem;
@@ -919,6 +931,14 @@ body {
   height: 1px;
 }
 
+.h-\[377px\] {
+  height: 377px;
+}
+
+.h-\[610px\] {
+  height: 610px;
+}
+
 .max-h-96 {
   max-height: 24rem;
 }
@@ -983,6 +1003,14 @@ body {
   width: 100%;
 }
 
+.w-\[377px\] {
+  width: 377px;
+}
+
+.w-\[233px\] {
+  width: 233px;
+}
+
 .min-w-0 {
   min-width: 0px;
 }
@@ -1106,10 +1134,6 @@ body {
   grid-template-columns: repeat(1, minmax(0, 1fr));
 }
 
-.grid-rows-\[55px_1fr\] {
-  grid-template-rows: 55px 1fr;
-}
-
 .grid-rows-\[auto_1fr\] {
   grid-template-rows: auto 1fr;
 }
@@ -1118,6 +1142,10 @@ body {
   grid-template-rows: auto 1fr auto;
 }
 
+.grid-rows-\[minmax\(0\2c 55px\)_minmax\(0\2c 1fr\)\] {
+  grid-template-rows: minmax(0,55px) minmax(0,1fr);
+}
+
 .flex-col {
   flex-direction: column;
 }
@@ -1592,6 +1620,11 @@ body {
   line-height: 1rem;
 }
 
+.text-4xl {
+  font-size: 2.25rem;
+  line-height: 2.5rem;
+}
+
 .font-bold {
   font-weight: 700;
 }
@@ -2652,6 +2685,11 @@ aside {
     line-height: 1;
   }
 
+  .md\:text-xl {
+    font-size: 1.25rem;
+    line-height: 1.75rem;
+  }
+
   .md\:tracking-wide {
     letter-spacing: 0.025em;
   }

prepare_feed_deploy.py

@@ -723,6 +723,15 @@ colpali_schema = Schema(
             ],
             from_disk=True,
         ),
+        DocumentSummary(
+            name="suggestions",
+            summary_fields=[
+                Summary(
+                    name="questions"
+                ),
+            ],
+            from_disk=True,
+        ),
     ],
 )