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22 changed files with 331 additions and 146 deletions
@@ -1,51 +0,0 @@
#!/command/with-contenv /usr/bin/bash
# shellcheck shell=bash
declare -r log_prefix="[init-compile-bytecode]"
# PYTHONDONTWRITEBYTECODE=1 is set for the whole container. This unit compiles a
# scoped set of libraries anyway, to speed up startup without bloating image size.
# Handle the people using a read only file system
if [[ "${S6_READ_ONLY_ROOT}" == "1" ]]; then
echo "${log_prefix} S6_READ_ONLY_ROOT=1, skipping (nothing to write bytecode to)"
exit 0
fi
declare -r site_packages="$(python3 -c 'import site; print(site.getsitepackages()[0])')"
# Deliberately scoped to packages that paperless.settings/paperless/__init__.py import
# unconditionally on every manage.py invocation (Django itself, the always-loaded
# INSTALLED_APPS, and celery). This is NOT "compile everything" - the optional AI stack
# (torch, llama-index, sentence-transformers, ...) is intentionally excluded since it is
# lazy-imported and large.
declare -a scope=(
"${PAPERLESS_SRC_DIR}"
"${site_packages}/django"
"${site_packages}/celery"
"${site_packages}/kombu"
"${site_packages}/rest_framework"
"${site_packages}/django_filters"
"${site_packages}/whitenoise"
"${site_packages}/corsheaders"
"${site_packages}/django_extensions"
"${site_packages}/guardian"
"${site_packages}/allauth"
"${site_packages}/drf_spectacular"
"${site_packages}/drf_spectacular_sidecar"
"${site_packages}/treenode"
"${site_packages}/compression_middleware"
)
declare -a existing_scope=()
for path in "${scope[@]}"; do
[[ -d "${path}" ]] && existing_scope+=("${path}")
done
echo "${log_prefix} Compiling bytecode for: ${existing_scope[*]}"
declare -r start_seconds=${SECONDS}
if ! PYTHONDONTWRITEBYTECODE= python3 -m compileall -q "${existing_scope[@]}"; then
echo "${log_prefix} WARNING: compileall reported errors (read-only filesystem or unwritable site-packages?); continuing without a bytecode cache"
fi
echo "${log_prefix} Done in $((SECONDS - start_seconds))s"
@@ -1 +0,0 @@
oneshot
@@ -1 +0,0 @@
/etc/s6-overlay/s6-rc.d/init-compile-bytecode/run
+3 -1
View File
@@ -138,7 +138,9 @@ for suggested generation and embedding models.
With AI enabled, Paperless-ngx can suggest a title, tags, correspondent, document type,
storage path and dates by sending the document to the LLM. This is **opt-in per request**
and surfaces through the "Suggest" control on the document detail page, alongside the
classic classifier-based suggestions — it does not disable them. Suggestion output
classic classifier-based suggestions — it does not disable them. Suggestions are requested
automatically when you open a document that carries an inbox tag unless "Automatically request
suggestions for inbox documents" under Settings > Documents is disabled. Suggestion output
language can be steered with
[`PAPERLESS_AI_LLM_OUTPUT_LANGUAGE`](configuration.md#PAPERLESS_AI_LLM_OUTPUT_LANGUAGE)
(otherwise it follows the user's UI language).
+4 -1
View File
@@ -317,6 +317,8 @@ a "document already exists" message.
Paperless-ngx can suggest tags, correspondents, document types and storage paths for documents based on the content of the document. This is done using a (non-LLM) machine learning model that is trained on the documents in your database. The suggestions are shown in the document detail page and can be accepted or rejected by the user.
Suggestions are requested automatically when you open a document that still has an inbox tag. To only request them by pressing the "Suggest" button instead, turn off "Automatically request suggestions for inbox documents" under Settings > Documents.
## AI Features
Paperless-ngx includes several features that use AI to enhance the document management experience. These features are optional and can be enabled or disabled in the settings. If you are using the AI features, you may want to also enable the "LLM index" feature, which supports Retrieval-Augmented Generation (RAG) designed to improve the quality of AI responses. The LLM index feature is not enabled by default and requires additional configuration.
@@ -684,7 +686,8 @@ It requires [AI features](configuration.md#ai) to be enabled. You can specify:
never replace the document's existing tags.
The action works with every trigger **except Consumption Started**, because suggestions are made from
the document's text, which does not exist until after the document has been processed.
the document's text, which does not exist until after the document has been processed. Documents whose
processed text is empty or contains only whitespace are skipped.
Because the query to the AI service is slow, the action is queued and runs in the background rather
than as part of the workflow run itself. The document is updated once the suggestions come back.
+101 -87
View File
@@ -535,7 +535,7 @@
</context-group>
<context-group purpose="location">
<context context-type="sourcefile">src/app/components/admin/settings/settings.component.html</context>
<context context-type="linenumber">401,402</context>
<context context-type="linenumber">407,408</context>
</context-group>
<context-group purpose="location">
<context context-type="sourcefile">src/app/components/common/confirm-dialog/confirm-dialog.component.ts</context>
@@ -614,7 +614,7 @@
</context-group>
<context-group purpose="location">
<context context-type="sourcefile">src/app/components/admin/settings/settings.component.html</context>
<context context-type="linenumber">402,403</context>
<context context-type="linenumber">408,409</context>
</context-group>
<context-group purpose="location">
<context context-type="sourcefile">src/app/components/common/edit-dialog/correspondent-edit-dialog/correspondent-edit-dialog.component.html</context>
@@ -1226,53 +1226,67 @@
<context context-type="linenumber">236</context>
</context-group>
</trans-unit>
<trans-unit id="1043449647727456069" datatype="html">
<source>Automatically request suggestions for inbox documents</source>
<context-group purpose="location">
<context context-type="sourcefile">src/app/components/admin/settings/settings.component.html</context>
<context context-type="linenumber">242</context>
</context-group>
</trans-unit>
<trans-unit id="460700039378563125" datatype="html">
<source>If un-checked, suggestions must be requested via the Suggest button.</source>
<context-group purpose="location">
<context context-type="sourcefile">src/app/components/admin/settings/settings.component.html</context>
<context context-type="linenumber">242</context>
</context-group>
</trans-unit>
<trans-unit id="8793267604636304297" datatype="html">
<source>Show document thumbnail during loading</source>
<context-group purpose="location">
<context context-type="sourcefile">src/app/components/admin/settings/settings.component.html</context>
<context context-type="linenumber">242</context>
<context context-type="linenumber">248</context>
</context-group>
</trans-unit>
<trans-unit id="1783600598811723080" datatype="html">
<source>Built-in fields to show:</source>
<context-group purpose="location">
<context context-type="sourcefile">src/app/components/admin/settings/settings.component.html</context>
<context context-type="linenumber">248,249</context>
<context context-type="linenumber">254,255</context>
</context-group>
</trans-unit>
<trans-unit id="3467966318201103991" datatype="html">
<source>Uncheck fields to hide them on the document details page.</source>
<context-group purpose="location">
<context context-type="sourcefile">src/app/components/admin/settings/settings.component.html</context>
<context context-type="linenumber">260,261</context>
<context context-type="linenumber">266,267</context>
</context-group>
</trans-unit>
<trans-unit id="8508424367627989968" datatype="html">
<source>Bulk editing</source>
<context-group purpose="location">
<context context-type="sourcefile">src/app/components/admin/settings/settings.component.html</context>
<context context-type="linenumber">266,267</context>
<context context-type="linenumber">272,273</context>
</context-group>
</trans-unit>
<trans-unit id="8158899674926420054" datatype="html">
<source>Show confirmation dialogs</source>
<context-group purpose="location">
<context context-type="sourcefile">src/app/components/admin/settings/settings.component.html</context>
<context context-type="linenumber">269</context>
<context context-type="linenumber">275</context>
</context-group>
</trans-unit>
<trans-unit id="290238406234356122" datatype="html">
<source>Apply on close</source>
<context-group purpose="location">
<context context-type="sourcefile">src/app/components/admin/settings/settings.component.html</context>
<context context-type="linenumber">270</context>
<context context-type="linenumber">276</context>
</context-group>
</trans-unit>
<trans-unit id="5084275925647254161" datatype="html">
<source>PDF Editor</source>
<context-group purpose="location">
<context context-type="sourcefile">src/app/components/admin/settings/settings.component.html</context>
<context context-type="linenumber">274,275</context>
<context context-type="linenumber">280,281</context>
</context-group>
<context-group purpose="location">
<context context-type="sourcefile">src/app/components/document-detail/document-detail.component.html</context>
@@ -1280,21 +1294,21 @@
</context-group>
<context-group purpose="location">
<context context-type="sourcefile">src/app/components/document-detail/document-detail.component.ts</context>
<context context-type="linenumber">1800</context>
<context context-type="linenumber">1808</context>
</context-group>
</trans-unit>
<trans-unit id="1577733187050997705" datatype="html">
<source>Default editing mode</source>
<context-group purpose="location">
<context context-type="sourcefile">src/app/components/admin/settings/settings.component.html</context>
<context context-type="linenumber">277,278</context>
<context context-type="linenumber">283,284</context>
</context-group>
</trans-unit>
<trans-unit id="7273640930165035289" datatype="html">
<source>Create new document(s)</source>
<context-group purpose="location">
<context context-type="sourcefile">src/app/components/admin/settings/settings.component.html</context>
<context context-type="linenumber">281,282</context>
<context context-type="linenumber">287,288</context>
</context-group>
<context-group purpose="location">
<context context-type="sourcefile">src/app/components/common/pdf-editor/pdf-editor.component.html</context>
@@ -1305,7 +1319,7 @@
<source>Add document version</source>
<context-group purpose="location">
<context context-type="sourcefile">src/app/components/admin/settings/settings.component.html</context>
<context context-type="linenumber">282,283</context>
<context context-type="linenumber">288,289</context>
</context-group>
<context-group purpose="location">
<context context-type="sourcefile">src/app/components/common/pdf-editor/pdf-editor.component.html</context>
@@ -1316,7 +1330,7 @@
<source>Notes</source>
<context-group purpose="location">
<context context-type="sourcefile">src/app/components/admin/settings/settings.component.html</context>
<context context-type="linenumber">287,288</context>
<context context-type="linenumber">293,294</context>
</context-group>
<context-group purpose="location">
<context context-type="sourcefile">src/app/components/document-list/document-list.component.html</context>
@@ -1335,14 +1349,14 @@
<source>Enable notes</source>
<context-group purpose="location">
<context context-type="sourcefile">src/app/components/admin/settings/settings.component.html</context>
<context context-type="linenumber">290</context>
<context context-type="linenumber">296</context>
</context-group>
</trans-unit>
<trans-unit id="7314814725704332646" datatype="html">
<source>Permissions</source>
<context-group purpose="location">
<context context-type="sourcefile">src/app/components/admin/settings/settings.component.html</context>
<context context-type="linenumber">299,300</context>
<context context-type="linenumber">305,306</context>
</context-group>
<context-group purpose="location">
<context context-type="sourcefile">src/app/components/common/edit-dialog/group-edit-dialog/group-edit-dialog.component.html</context>
@@ -1397,28 +1411,28 @@
<source>Default Permissions</source>
<context-group purpose="location">
<context context-type="sourcefile">src/app/components/admin/settings/settings.component.html</context>
<context context-type="linenumber">302,304</context>
<context context-type="linenumber">308,310</context>
</context-group>
</trans-unit>
<trans-unit id="1267490156259885391" datatype="html">
<source> Settings apply to this user account for objects (Tags, Mail Rules, etc.) created via the web UI. These settings do not apply to documents. </source>
<context-group purpose="location">
<context context-type="sourcefile">src/app/components/admin/settings/settings.component.html</context>
<context context-type="linenumber">307</context>
<context context-type="linenumber">313</context>
</context-group>
</trans-unit>
<trans-unit id="4292903881380648974" datatype="html">
<source>Default Owner</source>
<context-group purpose="location">
<context context-type="sourcefile">src/app/components/admin/settings/settings.component.html</context>
<context context-type="linenumber">313,314</context>
<context context-type="linenumber">319,320</context>
</context-group>
</trans-unit>
<trans-unit id="734147282056744882" datatype="html">
<source>Objects without an owner can be viewed and edited by all users</source>
<context-group purpose="location">
<context context-type="sourcefile">src/app/components/admin/settings/settings.component.html</context>
<context context-type="linenumber">317,318</context>
<context context-type="linenumber">323,324</context>
</context-group>
<context-group purpose="location">
<context context-type="sourcefile">src/app/components/common/input/permissions/permissions-form/permissions-form.component.html</context>
@@ -1429,18 +1443,18 @@
<source>Default View Permissions</source>
<context-group purpose="location">
<context context-type="sourcefile">src/app/components/admin/settings/settings.component.html</context>
<context context-type="linenumber">322,323</context>
<context context-type="linenumber">328,329</context>
</context-group>
</trans-unit>
<trans-unit id="2191775412581217688" datatype="html">
<source>Users:</source>
<context-group purpose="location">
<context context-type="sourcefile">src/app/components/admin/settings/settings.component.html</context>
<context context-type="linenumber">327,328</context>
<context context-type="linenumber">333,334</context>
</context-group>
<context-group purpose="location">
<context context-type="sourcefile">src/app/components/admin/settings/settings.component.html</context>
<context context-type="linenumber">354,355</context>
<context context-type="linenumber">360,361</context>
</context-group>
<context-group purpose="location">
<context context-type="sourcefile">src/app/components/common/edit-dialog/workflow-edit-dialog/workflow-edit-dialog.component.html</context>
@@ -1471,11 +1485,11 @@
<source>Groups:</source>
<context-group purpose="location">
<context context-type="sourcefile">src/app/components/admin/settings/settings.component.html</context>
<context context-type="linenumber">337,338</context>
<context context-type="linenumber">343,344</context>
</context-group>
<context-group purpose="location">
<context context-type="sourcefile">src/app/components/admin/settings/settings.component.html</context>
<context context-type="linenumber">364,365</context>
<context context-type="linenumber">370,371</context>
</context-group>
<context-group purpose="location">
<context context-type="sourcefile">src/app/components/common/edit-dialog/workflow-edit-dialog/workflow-edit-dialog.component.html</context>
@@ -1506,14 +1520,14 @@
<source>Default Edit Permissions</source>
<context-group purpose="location">
<context context-type="sourcefile">src/app/components/admin/settings/settings.component.html</context>
<context context-type="linenumber">349,350</context>
<context context-type="linenumber">355,356</context>
</context-group>
</trans-unit>
<trans-unit id="3728984448750213892" datatype="html">
<source>Edit permissions also grant viewing permissions</source>
<context-group purpose="location">
<context context-type="sourcefile">src/app/components/admin/settings/settings.component.html</context>
<context context-type="linenumber">373,374</context>
<context context-type="linenumber">379,380</context>
</context-group>
<context-group purpose="location">
<context context-type="sourcefile">src/app/components/common/edit-dialog/workflow-edit-dialog/workflow-edit-dialog.component.html</context>
@@ -1532,7 +1546,7 @@
<source>Notifications</source>
<context-group purpose="location">
<context context-type="sourcefile">src/app/components/admin/settings/settings.component.html</context>
<context context-type="linenumber">381,382</context>
<context context-type="linenumber">387,388</context>
</context-group>
<context-group purpose="location">
<context context-type="sourcefile">src/app/components/app-frame/toasts-dropdown/toasts-dropdown.component.html</context>
@@ -1547,42 +1561,42 @@
<source>Document processing</source>
<context-group purpose="location">
<context context-type="sourcefile">src/app/components/admin/settings/settings.component.html</context>
<context context-type="linenumber">384,386</context>
<context context-type="linenumber">390,392</context>
</context-group>
</trans-unit>
<trans-unit id="3656786776644872398" datatype="html">
<source>Show notifications when new documents are detected</source>
<context-group purpose="location">
<context context-type="sourcefile">src/app/components/admin/settings/settings.component.html</context>
<context context-type="linenumber">388</context>
<context context-type="linenumber">394</context>
</context-group>
</trans-unit>
<trans-unit id="6057053428592387613" datatype="html">
<source>Show notifications when document processing completes successfully</source>
<context-group purpose="location">
<context context-type="sourcefile">src/app/components/admin/settings/settings.component.html</context>
<context context-type="linenumber">389</context>
<context context-type="linenumber">395</context>
</context-group>
</trans-unit>
<trans-unit id="370315664367425513" datatype="html">
<source>Show notifications when document processing fails</source>
<context-group purpose="location">
<context context-type="sourcefile">src/app/components/admin/settings/settings.component.html</context>
<context context-type="linenumber">390</context>
<context context-type="linenumber">396</context>
</context-group>
</trans-unit>
<trans-unit id="6838309441164918531" datatype="html">
<source>Suppress notifications on dashboard</source>
<context-group purpose="location">
<context context-type="sourcefile">src/app/components/admin/settings/settings.component.html</context>
<context context-type="linenumber">391</context>
<context context-type="linenumber">397</context>
</context-group>
</trans-unit>
<trans-unit id="2741919327232918179" datatype="html">
<source>This will suppress all messages about document processing status on the dashboard.</source>
<context-group purpose="location">
<context context-type="sourcefile">src/app/components/admin/settings/settings.component.html</context>
<context context-type="linenumber">391</context>
<context context-type="linenumber">397</context>
</context-group>
</trans-unit>
<trans-unit id="6839066544204061364" datatype="html">
@@ -1766,7 +1780,7 @@
<source>Error retrieving users</source>
<context-group purpose="location">
<context context-type="sourcefile">src/app/components/admin/settings/settings.component.ts</context>
<context context-type="linenumber">255</context>
<context context-type="linenumber">256</context>
</context-group>
<context-group purpose="location">
<context context-type="sourcefile">src/app/components/admin/users-groups/users-groups.component.ts</context>
@@ -1785,7 +1799,7 @@
<source>Error retrieving groups</source>
<context-group purpose="location">
<context context-type="sourcefile">src/app/components/admin/settings/settings.component.ts</context>
<context context-type="linenumber">274</context>
<context context-type="linenumber">275</context>
</context-group>
<context-group purpose="location">
<context context-type="sourcefile">src/app/components/admin/users-groups/users-groups.component.ts</context>
@@ -1804,28 +1818,28 @@
<source>Settings were saved successfully.</source>
<context-group purpose="location">
<context context-type="sourcefile">src/app/components/admin/settings/settings.component.ts</context>
<context context-type="linenumber">591</context>
<context context-type="linenumber">599</context>
</context-group>
</trans-unit>
<trans-unit id="525012668859298131" datatype="html">
<source>Settings were saved successfully. Reload is required to apply some changes.</source>
<context-group purpose="location">
<context context-type="sourcefile">src/app/components/admin/settings/settings.component.ts</context>
<context context-type="linenumber">595</context>
<context context-type="linenumber">603</context>
</context-group>
</trans-unit>
<trans-unit id="8491974984518503778" datatype="html">
<source>Reload now</source>
<context-group purpose="location">
<context context-type="sourcefile">src/app/components/admin/settings/settings.component.ts</context>
<context context-type="linenumber">596</context>
<context context-type="linenumber">604</context>
</context-group>
</trans-unit>
<trans-unit id="3011185103048412841" datatype="html">
<source>An error occurred while saving settings.</source>
<context-group purpose="location">
<context context-type="sourcefile">src/app/components/admin/settings/settings.component.ts</context>
<context context-type="linenumber">606</context>
<context context-type="linenumber">614</context>
</context-group>
<context-group purpose="location">
<context context-type="sourcefile">src/app/components/app-frame/app-frame.component.ts</context>
@@ -2293,7 +2307,7 @@
</context-group>
<context-group purpose="location">
<context context-type="sourcefile">src/app/components/document-detail/document-detail.component.ts</context>
<context context-type="linenumber">666</context>
<context context-type="linenumber">673</context>
</context-group>
<context-group purpose="location">
<context context-type="sourcefile">src/app/components/document-detail/document-version-dropdown/document-version-dropdown.component.html</context>
@@ -3200,11 +3214,11 @@
</context-group>
<context-group purpose="location">
<context context-type="sourcefile">src/app/components/document-detail/document-detail.component.ts</context>
<context context-type="linenumber">1414</context>
<context context-type="linenumber">1422</context>
</context-group>
<context-group purpose="location">
<context context-type="sourcefile">src/app/components/document-detail/document-detail.component.ts</context>
<context context-type="linenumber">1801</context>
<context context-type="linenumber">1809</context>
</context-group>
<context-group purpose="location">
<context context-type="sourcefile">src/app/components/document-list/bulk-editor/bulk-editor.component.ts</context>
@@ -3846,7 +3860,7 @@
</context-group>
<context-group purpose="location">
<context context-type="sourcefile">src/app/components/document-detail/document-detail.component.ts</context>
<context context-type="linenumber">1367</context>
<context context-type="linenumber">1375</context>
</context-group>
<context-group purpose="location">
<context context-type="sourcefile">src/app/components/document-list/bulk-editor/bulk-editor.component.ts</context>
@@ -3990,7 +4004,7 @@
</context-group>
<context-group purpose="location">
<context context-type="sourcefile">src/app/components/document-detail/document-detail.component.ts</context>
<context context-type="linenumber">1854</context>
<context context-type="linenumber">1862</context>
</context-group>
</trans-unit>
<trans-unit id="6661109599266152398" datatype="html">
@@ -4001,7 +4015,7 @@
</context-group>
<context-group purpose="location">
<context context-type="sourcefile">src/app/components/document-detail/document-detail.component.ts</context>
<context context-type="linenumber">1855</context>
<context context-type="linenumber">1863</context>
</context-group>
</trans-unit>
<trans-unit id="5162686434580248853" datatype="html">
@@ -4012,7 +4026,7 @@
</context-group>
<context-group purpose="location">
<context context-type="sourcefile">src/app/components/document-detail/document-detail.component.ts</context>
<context context-type="linenumber">1856</context>
<context context-type="linenumber">1864</context>
</context-group>
</trans-unit>
<trans-unit id="6665634854532231106" datatype="html">
@@ -6149,7 +6163,7 @@
</context-group>
<context-group purpose="location">
<context context-type="sourcefile">src/app/components/document-detail/document-detail.component.ts</context>
<context context-type="linenumber">1371</context>
<context context-type="linenumber">1379</context>
</context-group>
<context-group purpose="location">
<context context-type="sourcefile">src/app/components/document-list/bulk-editor/bulk-editor.component.ts</context>
@@ -8573,81 +8587,81 @@
<source>Error retrieving metadata</source>
<context-group purpose="location">
<context context-type="sourcefile">src/app/components/document-detail/document-detail.component.ts</context>
<context context-type="linenumber">433</context>
<context context-type="linenumber">440</context>
</context-group>
</trans-unit>
<trans-unit id="2218903673684131427" datatype="html">
<source>An error occurred loading content: <x id="PH" equiv-text="err.message ?? err.toString()"/></source>
<context-group purpose="location">
<context context-type="sourcefile">src/app/components/document-detail/document-detail.component.ts</context>
<context context-type="linenumber">535,537</context>
<context context-type="linenumber">542,544</context>
</context-group>
<context-group purpose="location">
<context context-type="sourcefile">src/app/components/document-detail/document-detail.component.ts</context>
<context context-type="linenumber">992,994</context>
<context context-type="linenumber">1000,1002</context>
</context-group>
</trans-unit>
<trans-unit id="6357361810318120957" datatype="html">
<source>Document was updated</source>
<context-group purpose="location">
<context context-type="sourcefile">src/app/components/document-detail/document-detail.component.ts</context>
<context context-type="linenumber">661</context>
<context context-type="linenumber">668</context>
</context-group>
</trans-unit>
<trans-unit id="5154064822428631306" datatype="html">
<source>Document was updated at <x id="PH" equiv-text="formattedModified"/>.</source>
<context-group purpose="location">
<context context-type="sourcefile">src/app/components/document-detail/document-detail.component.ts</context>
<context context-type="linenumber">662</context>
<context context-type="linenumber">669</context>
</context-group>
</trans-unit>
<trans-unit id="8462497568316256794" datatype="html">
<source>Reload to discard your local unsaved edits and load the latest remote version.</source>
<context-group purpose="location">
<context context-type="sourcefile">src/app/components/document-detail/document-detail.component.ts</context>
<context context-type="linenumber">663</context>
<context context-type="linenumber">670</context>
</context-group>
</trans-unit>
<trans-unit id="7967484035994732534" datatype="html">
<source>Reload</source>
<context-group purpose="location">
<context context-type="sourcefile">src/app/components/document-detail/document-detail.component.ts</context>
<context context-type="linenumber">665</context>
<context context-type="linenumber">672</context>
</context-group>
</trans-unit>
<trans-unit id="2907037627372942104" datatype="html">
<source>Document reloaded with latest changes.</source>
<context-group purpose="location">
<context context-type="sourcefile">src/app/components/document-detail/document-detail.component.ts</context>
<context context-type="linenumber">721</context>
<context context-type="linenumber">728</context>
</context-group>
</trans-unit>
<trans-unit id="6435639868943916539" datatype="html">
<source>Document reloaded.</source>
<context-group purpose="location">
<context context-type="sourcefile">src/app/components/document-detail/document-detail.component.ts</context>
<context context-type="linenumber">732</context>
<context context-type="linenumber">739</context>
</context-group>
</trans-unit>
<trans-unit id="6142395741265832184" datatype="html">
<source>Next document</source>
<context-group purpose="location">
<context context-type="sourcefile">src/app/components/document-detail/document-detail.component.ts</context>
<context context-type="linenumber">834</context>
<context context-type="linenumber">841</context>
</context-group>
</trans-unit>
<trans-unit id="651985345816518480" datatype="html">
<source>Previous document</source>
<context-group purpose="location">
<context context-type="sourcefile">src/app/components/document-detail/document-detail.component.ts</context>
<context context-type="linenumber">844</context>
<context context-type="linenumber">851</context>
</context-group>
</trans-unit>
<trans-unit id="2885986061416655600" datatype="html">
<source>Close document</source>
<context-group purpose="location">
<context context-type="sourcefile">src/app/components/document-detail/document-detail.component.ts</context>
<context context-type="linenumber">852</context>
<context context-type="linenumber">859</context>
</context-group>
<context-group purpose="location">
<context context-type="sourcefile">src/app/services/open-documents.service.ts</context>
@@ -8658,67 +8672,67 @@
<source>Save document</source>
<context-group purpose="location">
<context context-type="sourcefile">src/app/components/document-detail/document-detail.component.ts</context>
<context context-type="linenumber">859</context>
<context context-type="linenumber">866</context>
</context-group>
</trans-unit>
<trans-unit id="1784543155727940353" datatype="html">
<source>Save and close / next</source>
<context-group purpose="location">
<context context-type="sourcefile">src/app/components/document-detail/document-detail.component.ts</context>
<context context-type="linenumber">868</context>
<context context-type="linenumber">875</context>
</context-group>
</trans-unit>
<trans-unit id="7427704425579737895" datatype="html">
<source>Error retrieving version content</source>
<context-group purpose="location">
<context context-type="sourcefile">src/app/components/document-detail/document-detail.component.ts</context>
<context context-type="linenumber">975</context>
<context context-type="linenumber">983</context>
</context-group>
</trans-unit>
<trans-unit id="3456881259945295697" datatype="html">
<source>Error retrieving suggestions.</source>
<context-group purpose="location">
<context context-type="sourcefile">src/app/components/document-detail/document-detail.component.ts</context>
<context context-type="linenumber">1035</context>
<context context-type="linenumber">1043</context>
</context-group>
</trans-unit>
<trans-unit id="2194092841814123758" datatype="html">
<source>Document &quot;<x id="PH" equiv-text="newValues.title"/>&quot; saved successfully.</source>
<context-group purpose="location">
<context context-type="sourcefile">src/app/components/document-detail/document-detail.component.ts</context>
<context context-type="linenumber">1247</context>
<context context-type="linenumber">1255</context>
</context-group>
<context-group purpose="location">
<context context-type="sourcefile">src/app/components/document-detail/document-detail.component.ts</context>
<context context-type="linenumber">1274</context>
<context context-type="linenumber">1282</context>
</context-group>
</trans-unit>
<trans-unit id="6626387786259219838" datatype="html">
<source>Error saving document &quot;<x id="PH" equiv-text="this.document().title"/>&quot;</source>
<context-group purpose="location">
<context context-type="sourcefile">src/app/components/document-detail/document-detail.component.ts</context>
<context context-type="linenumber">1280</context>
<context context-type="linenumber">1288</context>
</context-group>
</trans-unit>
<trans-unit id="448882439049417053" datatype="html">
<source>Error saving document</source>
<context-group purpose="location">
<context context-type="sourcefile">src/app/components/document-detail/document-detail.component.ts</context>
<context context-type="linenumber">1335</context>
<context context-type="linenumber">1343</context>
</context-group>
</trans-unit>
<trans-unit id="8410796510716511826" datatype="html">
<source>Do you really want to move the document &quot;<x id="PH" equiv-text="this.document().title"/>&quot; to the trash?</source>
<context-group purpose="location">
<context context-type="sourcefile">src/app/components/document-detail/document-detail.component.ts</context>
<context context-type="linenumber">1368</context>
<context context-type="linenumber">1376</context>
</context-group>
</trans-unit>
<trans-unit id="282586936710748252" datatype="html">
<source>Documents can be restored prior to permanent deletion.</source>
<context-group purpose="location">
<context context-type="sourcefile">src/app/components/document-detail/document-detail.component.ts</context>
<context context-type="linenumber">1369</context>
<context context-type="linenumber">1377</context>
</context-group>
<context-group purpose="location">
<context context-type="sourcefile">src/app/components/document-list/bulk-editor/bulk-editor.component.ts</context>
@@ -8729,14 +8743,14 @@
<source>Error deleting document</source>
<context-group purpose="location">
<context context-type="sourcefile">src/app/components/document-detail/document-detail.component.ts</context>
<context context-type="linenumber">1390</context>
<context context-type="linenumber">1398</context>
</context-group>
</trans-unit>
<trans-unit id="619486176823357521" datatype="html">
<source>Reprocess confirm</source>
<context-group purpose="location">
<context context-type="sourcefile">src/app/components/document-detail/document-detail.component.ts</context>
<context context-type="linenumber">1410</context>
<context context-type="linenumber">1418</context>
</context-group>
<context-group purpose="location">
<context context-type="sourcefile">src/app/components/document-list/bulk-editor/bulk-editor.component.ts</context>
@@ -8747,102 +8761,102 @@
<source>This operation will permanently recreate the archive file for this document.</source>
<context-group purpose="location">
<context context-type="sourcefile">src/app/components/document-detail/document-detail.component.ts</context>
<context context-type="linenumber">1411</context>
<context context-type="linenumber">1419</context>
</context-group>
</trans-unit>
<trans-unit id="302054111564709516" datatype="html">
<source>The archive file will be re-generated with the current settings.</source>
<context-group purpose="location">
<context context-type="sourcefile">src/app/components/document-detail/document-detail.component.ts</context>
<context context-type="linenumber">1412</context>
<context context-type="linenumber">1420</context>
</context-group>
</trans-unit>
<trans-unit id="4700389117298802932" datatype="html">
<source>Reprocess operation for &quot;<x id="PH" equiv-text="this.document().title"/>&quot; will begin in the background.</source>
<context-group purpose="location">
<context context-type="sourcefile">src/app/components/document-detail/document-detail.component.ts</context>
<context context-type="linenumber">1425</context>
<context context-type="linenumber">1433</context>
</context-group>
</trans-unit>
<trans-unit id="4409560272830824468" datatype="html">
<source>Error executing operation</source>
<context-group purpose="location">
<context context-type="sourcefile">src/app/components/document-detail/document-detail.component.ts</context>
<context context-type="linenumber">1436</context>
<context context-type="linenumber">1444</context>
</context-group>
</trans-unit>
<trans-unit id="6030453331794586802" datatype="html">
<source>Error downloading document</source>
<context-group purpose="location">
<context context-type="sourcefile">src/app/components/document-detail/document-detail.component.ts</context>
<context context-type="linenumber">1500</context>
<context context-type="linenumber">1508</context>
</context-group>
</trans-unit>
<trans-unit id="4458954481601077369" datatype="html">
<source>Page Fit</source>
<context-group purpose="location">
<context context-type="sourcefile">src/app/components/document-detail/document-detail.component.ts</context>
<context context-type="linenumber">1578</context>
<context context-type="linenumber">1586</context>
</context-group>
</trans-unit>
<trans-unit id="4663705961777238777" datatype="html">
<source>PDF edit operation for &quot;<x id="PH" equiv-text="this.document().title"/>&quot; will begin in the background.</source>
<context-group purpose="location">
<context context-type="sourcefile">src/app/components/document-detail/document-detail.component.ts</context>
<context context-type="linenumber">1821</context>
<context context-type="linenumber">1829</context>
</context-group>
</trans-unit>
<trans-unit id="9043972994040261999" datatype="html">
<source>Error executing PDF edit operation</source>
<context-group purpose="location">
<context context-type="sourcefile">src/app/components/document-detail/document-detail.component.ts</context>
<context context-type="linenumber">1833</context>
<context context-type="linenumber">1841</context>
</context-group>
</trans-unit>
<trans-unit id="6172690334763056188" datatype="html">
<source>Please enter the current password before attempting to remove it.</source>
<context-group purpose="location">
<context context-type="sourcefile">src/app/components/document-detail/document-detail.component.ts</context>
<context context-type="linenumber">1844</context>
<context context-type="linenumber">1852</context>
</context-group>
</trans-unit>
<trans-unit id="968660764814228922" datatype="html">
<source>Password removal operation for &quot;<x id="PH" equiv-text="this.document().title"/>&quot; will begin in the background.</source>
<context-group purpose="location">
<context context-type="sourcefile">src/app/components/document-detail/document-detail.component.ts</context>
<context context-type="linenumber">1878</context>
<context context-type="linenumber">1886</context>
</context-group>
</trans-unit>
<trans-unit id="2282118435712883014" datatype="html">
<source>Error executing password removal operation</source>
<context-group purpose="location">
<context context-type="sourcefile">src/app/components/document-detail/document-detail.component.ts</context>
<context context-type="linenumber">1892</context>
<context context-type="linenumber">1900</context>
</context-group>
</trans-unit>
<trans-unit id="3740891324955700797" datatype="html">
<source>Print failed.</source>
<context-group purpose="location">
<context context-type="sourcefile">src/app/components/document-detail/document-detail.component.ts</context>
<context context-type="linenumber">1942</context>
<context context-type="linenumber">1950</context>
</context-group>
</trans-unit>
<trans-unit id="6457245677384603573" datatype="html">
<source>Error loading document for printing.</source>
<context-group purpose="location">
<context context-type="sourcefile">src/app/components/document-detail/document-detail.component.ts</context>
<context context-type="linenumber">1951</context>
<context context-type="linenumber">1959</context>
</context-group>
</trans-unit>
<trans-unit id="6085793215710522488" datatype="html">
<source>An error occurred loading tiff: <x id="PH" equiv-text="err.toString()"/></source>
<context-group purpose="location">
<context context-type="sourcefile">src/app/components/document-detail/document-detail.component.ts</context>
<context context-type="linenumber">2034</context>
<context context-type="linenumber">2042</context>
</context-group>
<context-group purpose="location">
<context context-type="sourcefile">src/app/components/document-detail/document-detail.component.ts</context>
<context context-type="linenumber">2040</context>
<context context-type="linenumber">2048</context>
</context-group>
</trans-unit>
<trans-unit id="4958946940233632319" datatype="html">
@@ -237,6 +237,12 @@
</div>
</div>
<div class="row">
<div class="col">
<pngx-input-check i18n-title title="Automatically request suggestions for inbox documents" i18n-hint hint="If un-checked, suggestions must be requested via the Suggest button." formControlName="documentEditingAutoSuggest"></pngx-input-check>
</div>
</div>
<div class="row">
<div class="col">
<pngx-input-check i18n-title title="Show document thumbnail during loading" formControlName="documentEditingOverlayThumbnail"></pngx-input-check>
@@ -267,7 +267,7 @@ describe('SettingsComponent', () => {
expect(toastErrorSpy).toHaveBeenCalled()
expect(storeSpy).toHaveBeenCalled()
expect(appearanceSettingsSpy).not.toHaveBeenCalled()
expect(setSpy).toHaveBeenCalledTimes(32)
expect(setSpy).toHaveBeenCalledTimes(33)
// succeed
storeSpy.mockReturnValueOnce(of(true))
@@ -168,6 +168,7 @@ export class SettingsComponent
pdfEditorDefaultEditMode: new FormControl(null),
documentEditingRemoveInboxTags: new FormControl(null),
documentEditingOverlayThumbnail: new FormControl(null),
documentEditingAutoSuggest: new FormControl(null),
documentDetailsHiddenFields: new FormControl([]),
searchDbOnly: new FormControl(null),
searchLink: new FormControl(null),
@@ -368,6 +369,9 @@ export class SettingsComponent
documentEditingOverlayThumbnail: this.settings.get(
SETTINGS_KEYS.DOCUMENT_EDITING_OVERLAY_THUMBNAIL
),
documentEditingAutoSuggest: this.settings.get(
SETTINGS_KEYS.DOCUMENT_EDITING_AUTO_SUGGEST
),
documentDetailsHiddenFields: this.settings.get(
SETTINGS_KEYS.DOCUMENT_DETAILS_HIDDEN_FIELDS
),
@@ -565,6 +569,10 @@ export class SettingsComponent
SETTINGS_KEYS.DOCUMENT_EDITING_OVERLAY_THUMBNAIL,
this.settingsForm.value.documentEditingOverlayThumbnail
)
this.settings.set(
SETTINGS_KEYS.DOCUMENT_EDITING_AUTO_SUGGEST,
this.settingsForm.value.documentEditingAutoSuggest
)
this.settings.set(
SETTINGS_KEYS.DOCUMENT_DETAILS_HIDDEN_FIELDS,
this.settingsForm.value.documentDetailsHiddenFields
@@ -1473,6 +1473,35 @@ describe('DocumentDetailComponent', () => {
})
})
it('should not automatically get suggestions if auto-suggest is disabled', () => {
settingsService.set(SETTINGS_KEYS.DOCUMENT_EDITING_AUTO_SUGGEST, false)
const suggestionsSpy = jest.spyOn(documentService, 'getSuggestions')
suggestionsSpy.mockReturnValue(of({ tags: [42] }))
initNormally()
expect(suggestionsSpy).not.toHaveBeenCalled()
// still available on demand
component.getSuggestions()
expect(suggestionsSpy).toHaveBeenCalled()
})
it('should not automatically get AI suggestions if auto-suggest is disabled', () => {
settingsService.set(SETTINGS_KEYS.DOCUMENT_EDITING_AUTO_SUGGEST, false)
const getSetting = settingsService.get.bind(settingsService)
jest
.spyOn(settingsService, 'get')
.mockImplementation((key) =>
key === SETTINGS_KEYS.AI_ENABLED ? true : getSetting(key)
)
const aiSuggestionsSpy = jest.spyOn(documentService, 'getAiSuggestions')
aiSuggestionsSpy.mockReturnValue(of({ tags: [42] }))
initNormally()
expect(aiSuggestionsSpy).not.toHaveBeenCalled()
component.getSuggestions()
expect(aiSuggestionsSpy).toHaveBeenCalled()
})
it('should reset the suggestions loading state if the document changes mid-request', () => {
const getSetting = settingsService.get.bind(settingsService)
jest
@@ -237,6 +237,9 @@ export class DocumentDetailComponent
this.settings.getSignal<boolean>(
SETTINGS_KEYS.DOCUMENT_EDITING_OVERLAY_THUMBNAIL
)
private readonly autoSuggestSetting = this.settings.getSignal<boolean>(
SETTINGS_KEYS.DOCUMENT_EDITING_AUTO_SUGGEST
)
private readonly hiddenFieldsSetting = this.settings.getSignal<
DocumentDetailFieldID[]
>(SETTINGS_KEYS.DOCUMENT_DETAILS_HIDDEN_FIELDS)
@@ -357,6 +360,10 @@ export class DocumentDetailComponent
return this.aiEnabledSetting()
}
get autoSuggest(): boolean {
return this.autoSuggestSetting()
}
get archiveContentRenderType(): ContentRenderType {
const hasArchiveVersion =
this.metadata()?.has_archive_version ??
@@ -904,6 +911,7 @@ export class DocumentDetailComponent
this.updateFormForCustomFields()
this.loadMetadataForSelectedVersion()
if (
this.autoSuggest &&
this.permissionsService.currentUserHasObjectPermissions(
PermissionAction.Change,
doc
+7
View File
@@ -84,6 +84,8 @@ export const SETTINGS_KEYS = {
'general-settings:document-editing:remove-inbox-tags',
DOCUMENT_EDITING_OVERLAY_THUMBNAIL:
'general-settings:document-editing:overlay-thumbnail',
DOCUMENT_EDITING_AUTO_SUGGEST:
'general-settings:document-editing:auto-suggest',
DOCUMENT_DETAILS_HIDDEN_FIELDS:
'general-settings:document-details:hidden-fields',
SEARCH_DB_ONLY: 'general-settings:search:db-only',
@@ -300,6 +302,11 @@ export const SETTINGS: UiSetting[] = [
type: 'boolean',
default: true,
},
{
key: SETTINGS_KEYS.DOCUMENT_EDITING_AUTO_SUGGEST,
type: 'boolean',
default: true,
},
{
key: SETTINGS_KEYS.DOCUMENT_DETAILS_HIDDEN_FIELDS,
type: 'array',
+33
View File
@@ -32,6 +32,7 @@ from documents.signals.handlers import update_llm_suggestions_cache
from documents.tests.utils import DirectoriesMixin
from documents.tests.utils import read_streaming_response
from paperless.models import ApplicationConfiguration
from paperless_ai.exceptions import LLMProviderError
from paperless_ai.exceptions import LLMTimeoutError
@@ -737,6 +738,38 @@ class TestAISuggestions(DirectoriesMixin, TestCase):
get_llm_suggestion_cache(self.document.pk, backend="openai-like"),
)
@patch("documents.views.get_ai_document_classification")
@override_settings(
AI_ENABLED=True,
LLM_BACKEND="openai-like",
)
def test_ai_suggestions_with_llm_provider_error(
self,
mock_get_ai_classification,
) -> None:
mock_get_ai_classification.side_effect = LLMProviderError(
"confidential provider response",
)
self.client.force_login(user=self.user)
response = self.client.get(
f"/api/documents/{self.document.pk}/ai_suggestions/",
)
self.assertEqual(response.status_code, status.HTTP_502_BAD_GATEWAY)
self.assertEqual(
response.json(),
{
"ai": [
"AI backend rejected the request. Check logs for details.",
],
},
)
self.assertNotIn("confidential provider response", response.content.decode())
self.assertIsNone(
get_llm_suggestion_cache(self.document.pk, backend="openai-like"),
)
@patch("documents.views.get_ai_document_classification")
@override_settings(
AI_ENABLED=True,
+33
View File
@@ -5711,6 +5711,39 @@ class TestApplyAISuggestionsWorkflowAction(
self.assertEqual(changed, [])
self.assertIn("AI is not enabled", "".join(cm.output))
def test_document_without_content_does_nothing(self) -> None:
"""
GIVEN:
- A document whose OCR content is empty or whitespace-only
WHEN:
- AI suggestions are applied by a workflow
THEN:
- The classifier is not called and the document is left unchanged
"""
action = self.make_action(ai_overwrite_existing=True)
for content in ("", " \n\t"):
with self.subTest(content=content):
self.doc.content = content
self.doc.save(update_fields=["content"])
with (
mock.patch(
"documents.workflows.ai.get_ai_document_classification",
) as get_classification,
self.assertLogs(
"paperless.workflows.ai",
level="WARNING",
) as cm,
):
changed = apply_ai_suggestions_to_document(action, self.doc)
self.assertEqual(changed, [])
get_classification.assert_not_called()
self.assertIn("has no content", "".join(cm.output))
self.doc.refresh_from_db()
self.assertEqual(self.doc.title, "original.pdf")
def test_invalid_configuration_leaves_document_untouched(self) -> None:
"""
GIVEN:
+17
View File
@@ -251,6 +251,7 @@ from paperless.views import StandardPagination
from paperless_ai.ai_classifier import get_ai_document_classification
from paperless_ai.ai_classifier import get_llm_output_language
from paperless_ai.chat import stream_chat_with_documents
from paperless_ai.exceptions import LLMProviderError
from paperless_ai.exceptions import LLMTimeoutError
from paperless_ai.matching import extract_unmatched_names
from paperless_ai.matching import match_correspondents_by_name
@@ -1602,6 +1603,22 @@ class DocumentViewSet(
{"ai": [_("AI backend request timed out.")]},
status=status.HTTP_503_SERVICE_UNAVAILABLE,
)
except LLMProviderError:
logger.exception(
"AI backend rejected the request for document %s",
doc.pk,
)
return Response(
{
"ai": [
_(
"AI backend rejected the request. "
"Check logs for details.",
),
],
},
status=status.HTTP_502_BAD_GATEWAY,
)
set_llm_suggestions_cache(
doc.pk,
llm_suggestions,
+10
View File
@@ -138,6 +138,16 @@ def apply_ai_suggestions_to_document(
)
return []
if not document.content.strip():
logger.warning(
"Document %s has no content, skipping AI suggestions for workflow "
"action %s",
document.pk,
action.pk,
extra={"group": logging_group},
)
return []
# Workflows run without a user, so we use the document owner
owner = document.owner
+19 -3
View File
@@ -22,6 +22,7 @@ from paperless.network import validate_outbound_http_url
from paperless_ai.base_model import ClassificationSuggestions
from paperless_ai.base_model import DocumentClassifierSchema
from paperless_ai.base_model import model_to_classification_suggestions
from paperless_ai.exceptions import LLMProviderError
from paperless_ai.exceptions import LLMTimeoutError
logger = logging.getLogger("paperless_ai.client")
@@ -132,7 +133,7 @@ class AIClient:
from llama_index.core.llms import ChatMessage
if self.settings.llm_backend == LLMBackend.OLLAMA:
with self._normalize_timeouts():
with self._normalize_errors():
result = self.llm.chat(
[ChatMessage(role="user", content=prompt)],
format=DocumentClassifierSchema.model_json_schema(),
@@ -153,7 +154,7 @@ class AIClient:
content=f"{prompt}\n\n"
f"Answer by calling the {tool.metadata.name} tool. Do not write the answer as text.",
)
with self._normalize_timeouts():
with self._normalize_errors():
result = self.llm.chat_with_tools(
tools=[tool],
user_msg=user_msg,
@@ -173,7 +174,7 @@ class AIClient:
)
@contextmanager
def _normalize_timeouts(self) -> Iterator[None]:
def _normalize_errors(self) -> Iterator[None]:
try:
yield
except httpx.TimeoutException as exc:
@@ -181,8 +182,23 @@ class AIClient:
except Exception as exc:
if self._is_openai_timeout(exc):
raise LLMTimeoutError from exc
if self._is_provider_error(exc):
raise LLMProviderError from exc
raise
def _is_provider_error(self, exc: Exception) -> bool:
if self.settings.llm_backend == LLMBackend.OLLAMA:
from ollama import ResponseError
return isinstance(exc, ResponseError)
if self.settings.llm_backend == LLMBackend.OPENAI_LIKE:
from openai import APIStatusError
return isinstance(exc, APIStatusError)
return False
def _is_openai_timeout(self, exc: Exception) -> bool:
if self.settings.llm_backend != LLMBackend.OPENAI_LIKE:
return False
+4
View File
@@ -1,2 +1,6 @@
class LLMTimeoutError(Exception):
pass
class LLMProviderError(Exception):
"""The LLM backend rejected the request."""
+48
View File
@@ -4,6 +4,7 @@ from unittest.mock import MagicMock
from unittest.mock import patch
import httpx
import ollama
import openai
import pytest
from llama_index.core.llms.llm import ToolSelection
@@ -11,6 +12,7 @@ from llama_index.core.llms.llm import ToolSelection
from paperless_ai.client import LLM_SYSTEM_PROMPT
from paperless_ai.client import PLACEHOLDER_API_KEY
from paperless_ai.client import AIClient
from paperless_ai.exceptions import LLMProviderError
from paperless_ai.exceptions import LLMTimeoutError
@@ -214,6 +216,52 @@ def test_run_llm_query_openai_timeout_raises_local_error(
client.run_llm_query("test_prompt")
def test_run_llm_query_openai_status_error_raises_provider_error(
mock_ai_config,
mock_openai_llm,
):
mock_ai_config.llm_backend = "openai-like"
mock_ai_config.llm_model = "test_model"
mock_ai_config.llm_endpoint = "http://test-url"
request = httpx.Request("POST", "http://test-url/v1/chat/completions")
body = {"error": {"message": "Thinking mode does not support this tool_choice"}}
mock_openai_llm.return_value.chat_with_tools.side_effect = openai.BadRequestError(
"Error code: 400",
response=httpx.Response(400, request=request, json=body),
body=body,
)
client = AIClient()
with pytest.raises(LLMProviderError) as exc_info:
client.run_llm_query("test_prompt")
assert str(exc_info.value) == ""
assert isinstance(exc_info.value.__cause__, openai.BadRequestError)
def test_run_llm_query_ollama_response_error_raises_provider_error(
mock_ai_config,
mock_ollama_llm,
):
mock_ai_config.llm_backend = "ollama"
mock_ai_config.llm_model = "test_model"
mock_ai_config.llm_endpoint = "http://test-url"
response_error = ollama.ResponseError(
"confidential provider response",
status_code=400,
)
mock_ollama_llm.return_value.chat.side_effect = response_error
client = AIClient()
with pytest.raises(LLMProviderError) as exc_info:
client.run_llm_query("test_prompt")
assert str(exc_info.value) == ""
assert exc_info.value.__cause__ is response_error
def test_run_llm_query_httpx_timeout_raises_local_error(
mock_ai_config,
mock_ollama_llm,