Performance: load a cached Hugging Face embedding model without contacting the Hub

Every chat question and AI suggestion request builds the embedding model, and sentence-transformers checks the Hub for a newer revision each time. With the model already cached that check cost about 2 seconds per request (0.2 seconds without it), and it fails outright when the Hub is unreachable.

Load from the local cache first and only download when the model is missing. A full rebuild still checks the Hub, so a new model release is picked up together with re-embedding every document instead of silently mixing revisions.

Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01SRX1rCtSx62vSDaiFuBFCM

docs/changelog.md

@@ -1,5 +1,91 @@
 # Changelog
 
+## paperless-ngx 3.4.0
+
+### Features / Enhancements
+
+- Enhancement: support custom fields in workflow title templates [@shamoon](https://github.com/shamoon) ([#14564](https://github.com/paperless-ngx/paperless-ngx/pull/14564))
+- Enhancement: relative date custom field queries [@shamoon](https://github.com/shamoon) ([#14549](https://github.com/paperless-ngx/paperless-ngx/pull/14549))
+- Performance: reduce tasks badge load times [@JanKleine](https://github.com/JanKleine) ([#14552](https://github.com/paperless-ngx/paperless-ngx/pull/14552))
+- Enhancement: skip local 2FA for trusted OIDC AMR [@shamoon](https://github.com/shamoon) ([#14403](https://github.com/paperless-ngx/paperless-ngx/pull/14403))
+- Feature: Generate PDF thumbnails via poppler utils [@stumpylog](https://github.com/stumpylog) ([#14420](https://github.com/paperless-ngx/paperless-ngx/pull/14420))
+- Enhancement: add upload count to button, link to tray, reduce notifications [@shamoon](https://github.com/shamoon) ([#14501](https://github.com/paperless-ngx/paperless-ngx/pull/14501))
+- Enhancement: notifications improvements [@shamoon](https://github.com/shamoon) ([#14500](https://github.com/paperless-ngx/paperless-ngx/pull/14500))
+- Enhancement: doc details ux improvements [@shamoon](https://github.com/shamoon) ([#14485](https://github.com/paperless-ngx/paperless-ngx/pull/14485))
+- Enhancement (QoL): allow independently toggling child + parent tags in WF tag fields [@shamoon](https://github.com/shamoon) ([#14400](https://github.com/paperless-ngx/paperless-ngx/pull/14400))
+- Tweak: drop the user dropdown caret [@shamoon](https://github.com/shamoon) ([#14444](https://github.com/paperless-ngx/paperless-ngx/pull/14444))
+- Enhancement: navbar upload button [@shamoon](https://github.com/shamoon) ([#14442](https://github.com/paperless-ngx/paperless-ngx/pull/14442))
+- Enhancement: AI chat UX tweaks [@shamoon](https://github.com/shamoon) ([#14415](https://github.com/paperless-ngx/paperless-ngx/pull/14415))
+- Enhancement: support markdown in AI chat [@shamoon](https://github.com/shamoon) ([#14409](https://github.com/paperless-ngx/paperless-ngx/pull/14409))
+
+### Bug Fixes
+
+- Fix: truncate long version labels in dropdown [@shamoon](https://github.com/shamoon) ([#14578](https://github.com/paperless-ngx/paperless-ngx/pull/14578))
+- Fixhancement: show better result for revoked / expired tasks [@shamoon](https://github.com/shamoon) ([#14566](https://github.com/paperless-ngx/paperless-ngx/pull/14566))
+- Fix: move re-index after workflow runs on doc edit [@shamoon](https://github.com/shamoon) ([#14558](https://github.com/paperless-ngx/paperless-ngx/pull/14558))
+- Fix: folder export with --delete fails on a stale manifest.json.tmp [@benpetty](https://github.com/benpetty) ([#14526](https://github.com/paperless-ngx/paperless-ngx/pull/14526))
+- Fix: fix list type for api schema document object filters [@shamoon](https://github.com/shamoon) ([#14524](https://github.com/paperless-ngx/paperless-ngx/pull/14524))
+- Fix: standardize some dropdown sizing [@shamoon](https://github.com/shamoon) ([#14510](https://github.com/paperless-ngx/paperless-ngx/pull/14510))
+- Fix: prevent doc permissions queries on schema view [@shamoon](https://github.com/shamoon) ([#14503](https://github.com/paperless-ngx/paperless-ngx/pull/14503))
+- Fix: dont defer tag assignment when barcode will not result in a split [@shamoon](https://github.com/shamoon) ([#14497](https://github.com/paperless-ngx/paperless-ngx/pull/14497))
+
+### Dependencies
+
+<details>
+<summary>6 changes</summary>
+
+- Chore: bump some frontend deps for security fixes [@shamoon](https://github.com/shamoon) ([#14581](https://github.com/paperless-ngx/paperless-ngx/pull/14581))
+- Chore: bump brotli, djangorestframework, filelock, msgpack, setuptools for security fixes [@stumpylog](https://github.com/stumpylog) ([#14575](https://github.com/paperless-ngx/paperless-ngx/pull/14575))
+- Chore: bump django-allauth to 65.20 and oauthlib to 4.0 [@stumpylog](https://github.com/stumpylog) ([#14570](https://github.com/paperless-ngx/paperless-ngx/pull/14570))
+- Chore(deps): Bump the uv group across 1 directory with 2 updates @[dependabot[bot]](https://github.com/apps/dependabot) ([#14517](https://github.com/paperless-ngx/paperless-ngx/pull/14517))
+- Chore(deps): Bump the uv group across 1 directory with 2 updates @[dependabot[bot]](https://github.com/apps/dependabot) ([#14493](https://github.com/paperless-ngx/paperless-ngx/pull/14493))
+- Chore: Drop ImageMagik as a dependency [@stumpylog](https://github.com/stumpylog) ([#14440](https://github.com/paperless-ngx/paperless-ngx/pull/14440))
+
+</details>
+
+### All App Changes
+
+<details>
+<summary>35 changes</summary>
+
+- Chore: Consolidate test sample files [@stumpylog](https://github.com/stumpylog) ([#14430](https://github.com/paperless-ngx/paperless-ngx/pull/14430))
+- Chore: bump some frontend deps for security fixes [@shamoon](https://github.com/shamoon) ([#14581](https://github.com/paperless-ngx/paperless-ngx/pull/14581))
+- Enhancement: support custom fields in workflow title templates [@shamoon](https://github.com/shamoon) ([#14564](https://github.com/paperless-ngx/paperless-ngx/pull/14564))
+- Enhancement: relative date custom field queries [@shamoon](https://github.com/shamoon) ([#14549](https://github.com/paperless-ngx/paperless-ngx/pull/14549))
+- Fix: truncate long version labels in dropdown [@shamoon](https://github.com/shamoon) ([#14578](https://github.com/paperless-ngx/paperless-ngx/pull/14578))
+- Chore: bump brotli, djangorestframework, filelock, msgpack, setuptools for security fixes [@stumpylog](https://github.com/stumpylog) ([#14575](https://github.com/paperless-ngx/paperless-ngx/pull/14575))
+- Chore: bump django-allauth to 65.20 and oauthlib to 4.0 [@stumpylog](https://github.com/stumpylog) ([#14570](https://github.com/paperless-ngx/paperless-ngx/pull/14570))
+- Fixhancement: show better result for revoked / expired tasks [@shamoon](https://github.com/shamoon) ([#14566](https://github.com/paperless-ngx/paperless-ngx/pull/14566))
+- Fix: move re-index after workflow runs on doc edit [@shamoon](https://github.com/shamoon) ([#14558](https://github.com/paperless-ngx/paperless-ngx/pull/14558))
+- Performance: reduce tasks badge load times [@JanKleine](https://github.com/JanKleine) ([#14552](https://github.com/paperless-ngx/paperless-ngx/pull/14552))
+- Enhancement: skip local 2FA for trusted OIDC AMR [@shamoon](https://github.com/shamoon) ([#14403](https://github.com/paperless-ngx/paperless-ngx/pull/14403))
+- Chore: consolidate direct permission grant lookups into one helper [@stumpylog](https://github.com/stumpylog) ([#14456](https://github.com/paperless-ngx/paperless-ngx/pull/14456))
+- Chore: drop get\_groups\_with\_only\_permission [@stumpylog](https://github.com/stumpylog) ([#14454](https://github.com/paperless-ngx/paperless-ngx/pull/14454))
+- Chore: Consolidate to a single way to set permission on an object [@stumpylog](https://github.com/stumpylog) ([#14453](https://github.com/paperless-ngx/paperless-ngx/pull/14453))
+- Chore: Refactor bulk edit to remove PDF knowledge [@stumpylog](https://github.com/stumpylog) ([#14445](https://github.com/paperless-ngx/paperless-ngx/pull/14445))
+- Fix: folder export with --delete fails on a stale manifest.json.tmp [@benpetty](https://github.com/benpetty) ([#14526](https://github.com/paperless-ngx/paperless-ngx/pull/14526))
+- Chore(deps): Bump the uv group across 1 directory with 2 updates @[dependabot[bot]](https://github.com/apps/dependabot) ([#14517](https://github.com/paperless-ngx/paperless-ngx/pull/14517))
+- Fix: fix list type for api schema document object filters [@shamoon](https://github.com/shamoon) ([#14524](https://github.com/paperless-ngx/paperless-ngx/pull/14524))
+- Chore(deps): Bump the uv group across 1 directory with 2 updates @[dependabot[bot]](https://github.com/apps/dependabot) ([#14493](https://github.com/paperless-ngx/paperless-ngx/pull/14493))
+- Chore: drop get\_objects\_for\_user\_owner\_aware [@stumpylog](https://github.com/stumpylog) ([#14457](https://github.com/paperless-ngx/paperless-ngx/pull/14457))
+- Chore: update Angular components to 22.2.2 [@shamoon](https://github.com/shamoon) ([#14515](https://github.com/paperless-ngx/paperless-ngx/pull/14515))
+- Chore: share one base class for the method-mapped permission classes [@stumpylog](https://github.com/stumpylog) ([#14458](https://github.com/paperless-ngx/paperless-ngx/pull/14458))
+- Fix: standardize some dropdown sizing [@shamoon](https://github.com/shamoon) ([#14510](https://github.com/paperless-ngx/paperless-ngx/pull/14510))
+- Chore: Drop ImageMagik as a dependency [@stumpylog](https://github.com/stumpylog) ([#14440](https://github.com/paperless-ngx/paperless-ngx/pull/14440))
+- Feature: Generate PDF thumbnails via poppler utils [@stumpylog](https://github.com/stumpylog) ([#14420](https://github.com/paperless-ngx/paperless-ngx/pull/14420))
+- Fix: prevent doc permissions queries on schema view [@shamoon](https://github.com/shamoon) ([#14503](https://github.com/paperless-ngx/paperless-ngx/pull/14503))
+- Enhancement: add upload count to button, link to tray, reduce notifications [@shamoon](https://github.com/shamoon) ([#14501](https://github.com/paperless-ngx/paperless-ngx/pull/14501))
+- Enhancement: notifications improvements [@shamoon](https://github.com/shamoon) ([#14500](https://github.com/paperless-ngx/paperless-ngx/pull/14500))
+- Enhancement: doc details ux improvements [@shamoon](https://github.com/shamoon) ([#14485](https://github.com/paperless-ngx/paperless-ngx/pull/14485))
+- Enhancement (QoL): allow independently toggling child + parent tags in WF tag fields [@shamoon](https://github.com/shamoon) ([#14400](https://github.com/paperless-ngx/paperless-ngx/pull/14400))
+- Tweak: drop the user dropdown caret [@shamoon](https://github.com/shamoon) ([#14444](https://github.com/paperless-ngx/paperless-ngx/pull/14444))
+- Enhancement: navbar upload button [@shamoon](https://github.com/shamoon) ([#14442](https://github.com/paperless-ngx/paperless-ngx/pull/14442))
+- Enhancement: AI chat UX tweaks [@shamoon](https://github.com/shamoon) ([#14415](https://github.com/paperless-ngx/paperless-ngx/pull/14415))
+- Enhancement: support markdown in AI chat [@shamoon](https://github.com/shamoon) ([#14409](https://github.com/paperless-ngx/paperless-ngx/pull/14409))
+- Fix: dont defer tag assignment when barcode will not result in a split [@shamoon](https://github.com/shamoon) ([#14497](https://github.com/paperless-ngx/paperless-ngx/pull/14497))
+
+</details>
+
 ## paperless-ngx 3.3.4
 
 ### All App Changes

src-ui/messages.xlf

@@ -10334,18 +10334,18 @@
           <context context-type="linenumber">294,295</context>
         </context-group>
       </trans-unit>
-      <trans-unit id="2179847500064178686" datatype="html">
+      <trans-unit id="3420321797707163677" datatype="html">
-        <source>Edit document</source>
+        <source>Preview document</source>
         <context-group purpose="location">
           <context context-type="sourcefile">src/app/components/document-list/document-list.component.html</context>
           <context context-type="linenumber">328</context>
         </context-group>
       </trans-unit>
-      <trans-unit id="3420321797707163677" datatype="html">
+      <trans-unit id="2179847500064178686" datatype="html">
-        <source>Preview document</source>
+        <source>Edit document</source>
         <context-group purpose="location">
           <context context-type="sourcefile">src/app/components/document-list/document-list.component.html</context>
-          <context context-type="linenumber">329</context>
+          <context context-type="linenumber">331</context>
         </context-group>
       </trans-unit>
       <trans-unit id="4512084577073831437" datatype="html">

src-ui/src/app/components/common/custom-fields-dropdown/custom-fields-dropdown.component.scss

@@ -1,10 +1,3 @@
 .custom-fields-dropdown {
     min-width: 300px;
-
-    // correct position on mobile
-    @media (max-width: 575.98px) {
-        &.show {
-            margin-left: -245px !important;
-        }
-    }
 }

src-ui/src/app/components/document-detail/document-detail.component.html

@@ -308,7 +308,7 @@
                   </tr>
                   <tr class="align-middle">
                     <td i18n>Original SHA256 checksum</td>
-                    <td><span class="badge bg-light font-monospace text-wrap text-break text-start">{{metadata()?.original_checksum}}</span></td>
+                    <td><span class="badge bg-light text-dark font-monospace text-wrap text-break text-start">{{metadata()?.original_checksum}}</span></td>
                   </tr>
                   <tr>
                     <td i18n>Original file size</td>
@@ -465,7 +465,7 @@
     @switch (archiveContentRenderType) {
       @case (ContentRenderType.PDF) {
         @if (!useNativePdfViewer) {
-          <div class="preview-sticky pdf-viewer-container">
+          <div class="preview-sticky pdf-viewer-container" tabindex="-1">
             <pngx-pdf-viewer
               [src]="pdfSource()"
               [sourceRevision]="previewRevision()"
@@ -477,7 +477,7 @@
               (loadError)="onError($event)"
               (afterLoadComplete)="pdfPreviewLoaded($event)">
             </pngx-pdf-viewer>
-            <div class="position-absolute bottom-0 start-50 translate-middle-x z-1 mb-3 d-flex gap-2 p-1 bg-body border rounded shadow">
+            <div class="preview-controls position-absolute bottom-0 start-50 translate-middle-x z-1 mb-3 d-flex gap-2 p-1 bg-body border rounded shadow">
               @if (previewNumPages()) {
                 <div class="input-group input-group-sm w-auto flex-nowrap">
                   <input class="form-control flex-grow-0 w-auto" type="number" min="1" [max]="previewNumPages()" [ngModelOptions]="{standalone: true}" [ngModel]="previewCurrentPage()" (ngModelChange)="previewCurrentPage.set($event)" aria-label="Page" i18n-aria-label />

src-ui/src/app/components/document-detail/document-detail.component.scss

@@ -12,6 +12,22 @@
     width: 100%;
     height: 100%;
   }
+
+  &:focus {
+    outline: none;
+  }
+
+  .preview-controls {
+    opacity: 0;
+    pointer-events: none;
+    transition: opacity 0.15s ease-in-out;
+  }
+
+  &:hover .preview-controls,
+  &:focus-within .preview-controls {
+    opacity: 1;
+    pointer-events: auto;
+  }
 }
 
 .btn-group .dropdown-toggle-split {

src-ui/src/app/components/document-list/document-list.component.html

@@ -208,7 +208,7 @@
                   i18n>Correspondent</th>
               }
               @if (activeDisplayFields.includes(DisplayField.TITLE)) {
-                <th class="cursor-pointer"
+                <th class="cursor-pointer ps-5"
                   pngxSortable="title"
                   title="Sort by title" i18n-title
                   [currentSortField]="list.sortField"
@@ -322,13 +322,13 @@
                   </td>
                 }
                 @if (activeDisplayFields.includes(DisplayField.TITLE) || activeDisplayFields.includes(DisplayField.TAGS)) {
-                  <td width="30%">
+                  <td width="30%" class="position-relative" [class.ps-5]="activeDisplayFields.includes(DisplayField.TITLE)">
                     @if (activeDisplayFields.includes(DisplayField.TITLE)) {
                       <div class="d-inline-block" (mouseleave)="popupPreview.close()">
-                        <a routerLink="/documents/{{d.id}}" title="Edit document" i18n-title style="overflow-wrap: anywhere;">{{d.title | documentTitle}}</a>
+                        <pngx-preview-popup class="position-absolute start-0" [document]="d" linkClasses="btn btn-sm btn-link text-secondary" linkTitle="Preview document" (click)="$event.stopPropagation()" i18n-linkTitle #popupPreview>
-                        <pngx-preview-popup [document]="d" linkClasses="btn btn-sm btn-link text-secondary" linkTitle="Preview document" (click)="$event.stopPropagation()" i18n-linkTitle #popupPreview>
                           <i-bs name="eye"></i-bs>
                         </pngx-preview-popup>
+                        <a routerLink="/documents/{{d.id}}" title="Edit document" i18n-title style="overflow-wrap: anywhere;">{{d.title | documentTitle}}</a>
                       </div>
                     }
                     @if (activeDisplayFields.includes(DisplayField.TAGS)) {

src-ui/src/app/components/document-list/document-list.component.scss

@@ -87,6 +87,10 @@ $paperless-card-breakpoints: (
   }
 }
 
+.table .ps-5 {
+  padding-left: 2.2rem !important;
+}
+
 a {
   cursor: pointer;
 }

src/paperless_ai/embedding.py

@@ -20,7 +20,18 @@ OCR_LEADER_REGEX = re.compile(r"[._\-\u00b7]{4,}")
 HORIZONTAL_WHITESPACE_REGEX = re.compile(r"[ \t\u00a0]+")
 
 
-def get_embedding_model(config: AIConfig) -> "BaseEmbedding":
+def get_embedding_model(
+    config: AIConfig,
+    *,
+    refresh: bool = False,
+) -> "BaseEmbedding":
+    """Build the configured embedding model.
+
+    For the Hugging Face backend, a model already in the local cache is loaded
+    without contacting the Hub, which saves seconds per call. ``refresh=True``
+    checks the Hub for a newer revision first; index rebuilds use it so a new
+    model release is picked up together with re-embedding every document.
+    """
     match config.llm_embedding_backend:
         case LLMEmbeddingBackend.OPENAI_LIKE:
             from llama_index.embeddings.openai_like import OpenAILikeEmbedding
@@ -52,11 +63,18 @@ def get_embedding_model(config: AIConfig) -> "BaseEmbedding":
         case LLMEmbeddingBackend.HUGGINGFACE:
             from llama_index.embeddings.huggingface import HuggingFaceEmbedding
 
-            return HuggingFaceEmbedding(
+            hf_kwargs = {
-                model_name=config.llm_embedding_model
+                "model_name": config.llm_embedding_model
                 or "sentence-transformers/all-MiniLM-L6-v2",
-                cache_folder=str(settings.DATA_DIR / "hf_cache"),
+                "cache_folder": str(settings.DATA_DIR / "hf_cache"),
-            )
+            }
+            if refresh:
+                return HuggingFaceEmbedding(**hf_kwargs)
+            try:
+                return HuggingFaceEmbedding(**hf_kwargs, local_files_only=True)
+            except OSError:
+                # Not cached yet, download it
+                return HuggingFaceEmbedding(**hf_kwargs)
         case LLMEmbeddingBackend.OLLAMA:
             from llama_index.embeddings.ollama import OllamaEmbedding
             from ollama import AsyncClient

src/paperless_ai/indexing.py

@@ -470,7 +470,7 @@ def update_llm_index(
         logger.warning("No documents found to index.")
 
     chunk_size = config.llm_embedding_chunk_size
-    embed_model = get_embedding_model(config)
+    embed_model = get_embedding_model(config, refresh=rebuild)
 
     with write_store(embed_model_name=model_name) as store:
         if rebuild or not store.table_exists():

src/paperless_ai/tests/test_embedding.py

@@ -167,6 +167,7 @@ def test_get_embedding_model_huggingface(mock_ai_config):
         MockHuggingFaceEmbedding.assert_called_once_with(
             model_name="sentence-transformers/all-MiniLM-L6-v2",
             cache_folder=str(settings.DATA_DIR / "hf_cache"),
+            local_files_only=True,
         )
         assert model == MockHuggingFaceEmbedding.return_value
 

src/paperless_ai/tests/test_embedding_hf_local_files.py

@@ -0,0 +1,106 @@
+from pathlib import Path
+from unittest.mock import MagicMock
+from unittest.mock import call
+from unittest.mock import patch
+
+import pytest
+import pytest_mock
+from django.conf import settings
+
+from paperless.models import LLMEmbeddingBackend
+from paperless_ai import indexing
+from paperless_ai.embedding import get_embedding_model
+from paperless_ai.tests.conftest import FakeEmbedding
+from paperless_testing.factories import DocumentFactory
+
+MODEL = "sentence-transformers/all-MiniLM-L6-v2"
+CACHE = str(settings.DATA_DIR / "hf_cache")
+
+
+@pytest.fixture
+def hf_config() -> MagicMock:
+    config = MagicMock()
+    config.llm_embedding_backend = LLMEmbeddingBackend.HUGGINGFACE
+    config.llm_embedding_model = MODEL
+    return config
+
+
+@pytest.fixture
+def hf_embedding(mocker: pytest_mock.MockerFixture) -> MagicMock:
+    return mocker.patch("llama_index.embeddings.huggingface.HuggingFaceEmbedding")
+
+
+class TestHuggingFaceLocalFirst:
+    def test_uses_cached_model_without_hub(
+        self,
+        hf_config: MagicMock,
+        hf_embedding: MagicMock,
+    ) -> None:
+        model = get_embedding_model(hf_config)
+
+        hf_embedding.assert_called_once_with(
+            model_name=MODEL,
+            cache_folder=CACHE,
+            local_files_only=True,
+        )
+        assert model is hf_embedding.return_value
+
+    def test_downloads_when_not_cached(
+        self,
+        hf_config: MagicMock,
+        hf_embedding: MagicMock,
+    ) -> None:
+        downloaded = MagicMock()
+        hf_embedding.side_effect = [OSError("not cached"), downloaded]
+
+        model = get_embedding_model(hf_config)
+
+        assert hf_embedding.call_args_list == [
+            call(model_name=MODEL, cache_folder=CACHE, local_files_only=True),
+            call(model_name=MODEL, cache_folder=CACHE),
+        ]
+        assert model is downloaded
+
+    def test_refresh_checks_the_hub(
+        self,
+        hf_config: MagicMock,
+        hf_embedding: MagicMock,
+    ) -> None:
+        get_embedding_model(hf_config, refresh=True)
+
+        hf_embedding.assert_called_once_with(model_name=MODEL, cache_folder=CACHE)
+
+
+@pytest.mark.django_db
+class TestIndexUpdateRefresh:
+    @pytest.fixture(autouse=True)
+    def _index_inputs(self, temp_llm_index_dir: Path) -> None:
+        DocumentFactory.create()
+
+    def _update(self, mock_embed_model: FakeEmbedding, *, rebuild: bool) -> MagicMock:
+        mock_config = MagicMock()
+        mock_config.llm_embedding_chunk_size = 512
+        with (
+            patch("paperless_ai.indexing.AIConfig", return_value=mock_config),
+            patch("paperless_ai.indexing.build_document_node", return_value=[]),
+            patch(
+                "paperless_ai.indexing.get_embedding_model",
+                return_value=mock_embed_model,
+            ) as get_model,
+        ):
+            indexing.update_llm_index(rebuild=rebuild)
+        get_model.assert_called_once()
+        return get_model
+
+    def test_rebuild_refreshes(self, mock_embed_model: FakeEmbedding) -> None:
+        get_model = self._update(mock_embed_model, rebuild=True)
+
+        assert get_model.call_args.kwargs == {"refresh": True}
+
+    def test_incremental_update_stays_local(
+        self,
+        mock_embed_model: FakeEmbedding,
+    ) -> None:
+        get_model = self._update(mock_embed_model, rebuild=False)
+
+        assert get_model.call_args.kwargs == {"refresh": False}