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54 changed files with 1203 additions and 373 deletions
@@ -30,7 +30,7 @@
# documentation.
services:
broker:
image: docker.io/library/redis:8
image: docker.io/valkey/valkey:9-alpine
restart: unless-stopped
volumes:
- redisdata:/data
+1 -1
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@@ -26,7 +26,7 @@
# documentation.
services:
broker:
image: docker.io/library/redis:8
image: docker.io/valkey/valkey:9-alpine
restart: unless-stopped
volumes:
- redisdata:/data
+1 -1
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@@ -27,7 +27,7 @@
# documentation.
services:
broker:
image: docker.io/library/redis:8
image: docker.io/valkey/valkey:9-alpine
restart: unless-stopped
volumes:
- redisdata:/data
@@ -30,7 +30,7 @@
# documentation.
services:
broker:
image: docker.io/library/redis:8
image: docker.io/valkey/valkey:9-alpine
restart: unless-stopped
volumes:
- redisdata:/data
+1 -1
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@@ -26,7 +26,7 @@
# documentation.
services:
broker:
image: docker.io/library/redis:8
image: docker.io/valkey/valkey:9-alpine
restart: unless-stopped
volumes:
- redisdata:/data
@@ -30,7 +30,7 @@
# documentation.
services:
broker:
image: docker.io/library/redis:8
image: docker.io/valkey/valkey:9-alpine
restart: unless-stopped
volumes:
- redisdata:/data
+1 -1
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@@ -23,7 +23,7 @@
# documentation.
services:
broker:
image: docker.io/library/redis:8
image: docker.io/valkey/valkey:9-alpine
restart: unless-stopped
volumes:
- redisdata:/data
+32
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@@ -65,6 +65,11 @@ copies you created in the steps above.
Please review the [migration instructions](migration-v3.md) before upgrading Paperless-ngx to v3.0, it includes some breaking changes that require manual intervention before upgrading.
!!! note
Upgrading to v3 clears the existing task history; previously completed, failed, or
acknowledged tasks will no longer appear in the task list afterward. No action is required.
### Docker Route {#docker-updating}
If a new release of paperless-ngx is available, upgrading depends on how
@@ -500,6 +505,33 @@ task scheduler.
python3 manage.py document_index reindex --if-needed
```
### Managing the LLM (AI) index {#llm-index}
When the [AI features](advanced_usage.md#ai-features) are enabled with an embedding
backend, Paperless-ngx maintains a vector index of your documents used for
Retrieval-Augmented Generation (RAG), similar-document retrieval, and document chat. The
index is updated automatically on the schedule set by
[`PAPERLESS_LLM_INDEX_TASK_CRON`](configuration.md#PAPERLESS_LLM_INDEX_TASK_CRON), but you
can manage it manually:
```
document_llmindex {rebuild,update,compact}
```
Specify `rebuild` to build the index from scratch from all documents in the database. Use
this the first time you enable the feature, or after changing the embedding backend or
model.
Specify `update` to incrementally index new and changed documents. This is what the
scheduled task runs.
Specify `compact` to reclaim space and optimize the on-disk vector store.
!!! note
These commands have no effect unless AI is enabled and an embedding backend is
configured.
### Clearing the database read cache
If the database read cache is enabled, **you must run this command** after making any changes to the database outside the application context.
+83 -2
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@@ -97,6 +97,85 @@ when using this feature:
of these correspondents to ANY new document, if both are set to
automatic matching.
## AI features {#ai-features}
Paperless-ngx includes a set of optional features backed by a large language model
(LLM): AI-assisted suggestions, similar-document retrieval, and a document chat. They
are **off by default** and never replace the built-in, non-LLM
[matching and suggestions](#matching).
!!! warning
Enabling these features sends document content (and metadata) to the LLM backend you
configure. If that backend is a remote/hosted provider, your documents leave your
server and may incur usage charges. Consider the privacy implications before enabling,
and prefer a local backend (Ollama, or a self-hosted OpenAI-compatible gateway) if that
matters to you.
All AI settings can be supplied as `PAPERLESS_AI_*` environment variables (see
[configuration](configuration.md#ai)) or set in the admin under
**Settings → Application Configuration**; the database value takes precedence over the
environment.
### Enabling the AI features
At a minimum you need to enable AI and choose an LLM backend:
- [`PAPERLESS_AI_ENABLED`](configuration.md#PAPERLESS_AI_ENABLED) — master switch.
- [`PAPERLESS_AI_LLM_BACKEND`](configuration.md#PAPERLESS_AI_LLM_BACKEND) — `ollama`
(runs locally) or `openai-like` (OpenAI itself or any OpenAI-compatible API).
- [`PAPERLESS_AI_LLM_MODEL`](configuration.md#PAPERLESS_AI_LLM_MODEL), and for
`openai-like` usually [`PAPERLESS_AI_LLM_API_KEY`](configuration.md#PAPERLESS_AI_LLM_API_KEY)
and/or [`PAPERLESS_AI_LLM_ENDPOINT`](configuration.md#PAPERLESS_AI_LLM_ENDPOINT). Ollama
requires `PAPERLESS_AI_LLM_ENDPOINT` pointing at your Ollama server.
### AI-assisted suggestions
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
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).
### The LLM index (RAG) and similar documents
Setting an embedding backend turns on the **LLM index**, a vector index of your documents
that enables Retrieval-Augmented Generation (RAG). When enabled, suggestions are grounded
in similar existing documents, and the document chat can retrieve relevant context.
Enable it by setting
[`PAPERLESS_AI_LLM_EMBEDDING_BACKEND`](configuration.md#PAPERLESS_AI_LLM_EMBEDDING_BACKEND)
(`huggingface` for fully-local embeddings, or `ollama` / `openai-like`). The index is only
built when AI is enabled **and** an embedding backend is set.
The index is updated automatically on a schedule controlled by
[`PAPERLESS_LLM_INDEX_TASK_CRON`](configuration.md#PAPERLESS_LLM_INDEX_TASK_CRON) (daily by
default), and can be rebuilt or compacted manually — see
[Managing the LLM index](administration.md#llm-index).
!!! note
Local embeddings via `huggingface` download the embedding model on first use into the
Paperless data directory. The first run therefore needs network access and some disk
space.
### Document chat
When the LLM index is enabled, the chat control in the top app toolbar answers questions
about your documents. It operates over a single document or across multiple documents
depending on the current view, and its answers include links to the source documents it
drew from.
### AI Security notes
- Document content is passed to the LLM as **untrusted data**.
- By default Paperless-ngx allows AI endpoints that resolve to private/loopback addresses
(for local backends). Set
[`PAPERLESS_AI_LLM_ALLOW_INTERNAL_ENDPOINTS`](configuration.md#PAPERLESS_AI_LLM_ALLOW_INTERNAL_ENDPOINTS)
to `false` to block them.
## Hooking into the consumption process {#consume-hooks}
Sometimes you may want to do something arbitrary whenever a document is
@@ -846,7 +925,7 @@ Paperless is able to utilize barcodes for automatically performing some tasks. B
At this time, the library utilized for detection of barcodes supports the following types:
- AN-13/UPC-A
- EAN-13/UPC-A
- UPC-E
- EAN-8
- Code 128
@@ -855,7 +934,9 @@ At this time, the library utilized for detection of barcodes supports the follow
- Codabar
- Interleaved 2 of 5
- QR Code
- SQ Code
- Data Matrix
- Aztec
- PDF417
For usage in Paperless, the type of barcode does not matter, only the contents of it.
+7
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@@ -227,6 +227,7 @@ Version-aware endpoints:
- `PATCH /api/documents/{id}/`: content updates target the selected version (`?version={version_id}`) or latest version by default; non-content metadata updates target the root document.
- `GET /api/documents/{id}/download/`, `GET /api/documents/{id}/preview/`, `GET /api/documents/{id}/thumb/`, `GET /api/documents/{id}/metadata/`: accept `?version={version_id}`.
- `POST /api/documents/{id}/update_version/`: uploads a new version using multipart form field `document` and optional `version_label`.
- `PATCH /api/documents/{id}/versions/{version_id}/`: updates the `version_label` of a specific version.
- `DELETE /api/documents/{root_id}/versions/{version_id}/`: deletes a non-root version.
## Permissions
@@ -445,3 +446,9 @@ Initial API version.
large lists of object IDs for operations affecting many objects.
- The legacy `title_content` document search parameter is deprecated and will be removed in a future version.
Clients should use `text` for simple title-and-content search and `title_search` for title-only search.
- The task tracking system was redesigned. The tasks list (`/api/tasks/`) is now paginated, and the
task object exposes `task_type` (formerly `task_name`) and `trigger_source` (formerly `type`). New
read-only endpoints `/api/tasks/summary/`, `/api/tasks/status_counts/`, and `/api/tasks/active/`
provide aggregate views, and `POST /api/tasks/run/` lets privileged users dispatch supported tasks.
API v9 continues to serve the unpaginated list with the legacy field names until support for v9 is
dropped.
+28 -17
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@@ -22,7 +22,11 @@ or applicable default will be utilized instead.
## Required services
### Redis Broker
### Message Broker
Paperless-ngx uses a Redis-compatible message broker. Any broker that
speaks the Redis protocol works here, including [Valkey](https://valkey.io/)
(the default in the bundled Docker Compose files) and Redis itself.
#### [`PAPERLESS_REDIS=<url>`](#PAPERLESS_REDIS) {#PAPERLESS_REDIS}
@@ -30,21 +34,21 @@ or applicable default will be utilized instead.
fetching, index optimization and for training the automatic document
matcher.
- If your Redis server needs login credentials PAPERLESS_REDIS =
- If your broker needs login credentials PAPERLESS_REDIS =
`redis://<username>:<password>@<host>:<port>`
- With the requirepass option PAPERLESS_REDIS =
`redis://:<password>@<host>:<port>`
- To include the redis database index PAPERLESS_REDIS =
- To include the database index PAPERLESS_REDIS =
`redis://<username>:<password>@<host>:<port>/<DBIndex>`
[More information on securing your Redis
Instance](https://redis.io/docs/latest/operate/oss_and_stack/management/security).
[More information on securing your broker
instance](https://valkey.io/topics/security/).
Defaults to `redis://localhost:6379`.
#### [`PAPERLESS_REDIS_PREFIX=<prefix>`](#PAPERLESS_REDIS_PREFIX) {#PAPERLESS_REDIS_PREFIX}
: Prefix to be used in Redis for keys and channels. Useful for sharing one Redis server among multiple Paperless instances.
: Prefix to be used in the broker for keys and channels. Useful for sharing one broker among multiple Paperless instances.
Defaults to no prefix.
@@ -58,14 +62,14 @@ and the relevant connection variables.
#### [`PAPERLESS_DBENGINE=<engine>`](#PAPERLESS_DBENGINE) {#PAPERLESS_DBENGINE}
: Specifies the database engine to use. Accepted values are `sqlite`, `postgresql`,
and `mariadb`.
Defaults to `sqlite` if not set.
and `mariadb`. PostgreSQL and MariaDB users must set this explicitly.
PostgreSQL and MariaDB both require [`PAPERLESS_DBHOST`](#PAPERLESS_DBHOST) to be
set. SQLite does not use any other connection variables; the database file is always
located at `<PAPERLESS_DATA_DIR>/db.sqlite3`.
Defaults to `sqlite`.
!!! warning
Using MariaDB comes with some caveats.
See [MySQL Caveats](advanced_usage.md#mysql-caveats).
@@ -238,7 +242,7 @@ dictionaries; for example, `pool.max_size=20` sets
#### [`PAPERLESS_DB_READ_CACHE_ENABLED=<bool>`](#PAPERLESS_DB_READ_CACHE_ENABLED) {#PAPERLESS_DB_READ_CACHE_ENABLED}
: Caches the database read query results into Redis. This can significantly improve application response times by caching database queries, at the cost of slightly increased memory usage.
: Caches the database read query results into the broker. This can significantly improve application response times by caching database queries, at the cost of slightly increased memory usage.
Defaults to `false`.
@@ -258,18 +262,18 @@ dictionaries; for example, `pool.max_size=20` sets
A high TTL increases memory usage over time. Memory may be used until end of TTL, even if the cache is invalidated with the `invalidate_cachalot` command.
In case of an out-of-memory (OOM) situation, Redis may stop accepting new data — including cache entries, scheduled tasks, and documents to consume.
If your system has limited RAM, consider configuring a dedicated Redis instance for the read cache, with a memory limit and the eviction policy set to `allkeys-lru`.
For more details, refer to the [Redis eviction policy documentation](https://redis.io/docs/latest/develop/reference/eviction/), and see the `PAPERLESS_READ_CACHE_REDIS_URL` setting to specify a separate Redis broker.
In case of an out-of-memory (OOM) situation, the broker may stop accepting new data — including cache entries, scheduled tasks, and documents to consume.
If your system has limited RAM, consider configuring a dedicated broker instance for the read cache, with a memory limit and the eviction policy set to `allkeys-lru`.
For more details, refer to the [Redis eviction policy documentation](https://redis.io/docs/latest/develop/reference/eviction/), and see the `PAPERLESS_READ_CACHE_REDIS_URL` setting to specify a separate broker.
#### [`PAPERLESS_READ_CACHE_REDIS_URL=<url>`](#PAPERLESS_READ_CACHE_REDIS_URL) {#PAPERLESS_READ_CACHE_REDIS_URL}
: Defines the Redis instance used for the read cache.
: Defines the broker instance used for the read cache.
Defaults to `None`.
!!! Note
If this value is not set, the same Redis instance used for scheduled tasks will be used for caching as well.
If this value is not set, the same broker instance used for scheduled tasks will be used for caching as well.
## Optional Services
@@ -888,7 +892,7 @@ modes are available:
The default is `auto`.
For the `skip`, `redo`, and `force` modes, read more about OCR
For the `redo` and `force` modes, read more about OCR
behaviour in the [OCRmyPDF
documentation](https://ocrmypdf.readthedocs.io/en/latest/advanced.html#when-ocr-is-skipped).
@@ -2068,6 +2072,13 @@ context by default.
Defaults to 8192.
#### [`PAPERLESS_AI_LLM_REQUEST_TIMEOUT=<int>`](#PAPERLESS_AI_LLM_REQUEST_TIMEOUT) {#PAPERLESS_AI_LLM_REQUEST_TIMEOUT}
: The timeout, in seconds, for requests to the configured AI backend. Increase this when using
local or slow inference servers that need more time to generate responses.
Defaults to 120.
#### [`PAPERLESS_AI_LLM_BACKEND=<str>`](#PAPERLESS_AI_LLM_BACKEND) {#PAPERLESS_AI_LLM_BACKEND}
: The AI backend to use. This can be either "openai-like" or "ollama". If set to "ollama", the AI
@@ -2120,7 +2131,7 @@ used with the OpenAI-compatible backend to target a custom provider or local gat
Defaults to true, which allows internal endpoints.
#### [`PAPERLESS_AI_LLM_INDEX_TASK_CRON=<cron expression>`](#PAPERLESS_AI_LLM_INDEX_TASK_CRON) {#PAPERLESS_AI_LLM_INDEX_TASK_CRON}
#### [`PAPERLESS_LLM_INDEX_TASK_CRON=<cron expression>`](#PAPERLESS_LLM_INDEX_TASK_CRON) {#PAPERLESS_LLM_INDEX_TASK_CRON}
: Configures the schedule to update the AI embeddings of text content and metadata for all documents. Only performed if
AI is enabled and the LLM embedding backend is set.
+13 -12
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@@ -94,16 +94,16 @@ first-time setup.
```
7. You can now either ...
- install Redis or
- install a Redis-compatible broker (e.g. Valkey or Redis) or
- use the included `scripts/start_services.sh` to use Docker to fire
up a Redis instance (and some other services such as Tika,
up a broker instance (and some other services such as Tika,
Gotenberg and a database server) or
- spin up a bare Redis container
- spin up a bare broker container
```bash
docker run -d -p 6379:6379 --restart unless-stopped redis:latest
docker run -d -p 6379:6379 --restart unless-stopped docker.io/valkey/valkey:9-alpine
```
8. Continue with either back-end or front-end development or both :-).
@@ -132,7 +132,7 @@ uv run manage.py runserver & \
```
You might need the front end to test your back end code.
This assumes that you have AngularJS installed on your system.
This assumes that you have Angular installed on your system.
Go to the [Front end development](#front-end-development) section for further details.
To build the front end once use this command:
@@ -174,7 +174,7 @@ To add a new development package `uv add --dev <package>`
## Front end development
The front end is built using AngularJS. In order to get started, you need Node.js (version 24+) and
The front end is built using Angular. In order to get started, you need Node.js (version 24+) and
`pnpm`.
!!! note
@@ -248,12 +248,12 @@ that authentication is working.
## Localization
Paperless-ngx is available in many different languages. Since Paperless-ngx
consists both of a Django application and an AngularJS front end, both
consists both of a Django application and an Angular front end, both
these parts have to be translated separately.
### Front end localization
- The AngularJS front end does localization according to the [Angular
- The Angular front end does localization according to the [Angular
documentation](https://angular.io/guide/i18n).
- The source language of the project is "en_US".
- The source strings end up in the file `src-ui/messages.xlf`.
@@ -495,7 +495,7 @@ class MyCustomParser:
self._tempdir = Path(
tempfile.mkdtemp(prefix="paperless-", dir=settings.SCRATCH_DIR)
)
self._text: str | None = None
self._text: str = ""
self._archive_path: Path | None = None
def __enter__(self) -> Self:
@@ -553,7 +553,8 @@ def parse(
**Result accessors**
```python
def get_text(self) -> str | None:
def get_text(self) -> str:
# Return the extracted text, or an empty string if none was found.
return self._text
def get_date(self) -> "datetime.datetime | None":
@@ -684,7 +685,7 @@ class XmlDocumentParser:
def __init__(self, logging_group: object = None) -> None:
settings.SCRATCH_DIR.mkdir(parents=True, exist_ok=True)
self._tempdir = Path(tempfile.mkdtemp(prefix="paperless-", dir=settings.SCRATCH_DIR))
self._text: str | None = None
self._text: str = ""
def __enter__(self) -> Self:
return self
@@ -702,7 +703,7 @@ class XmlDocumentParser:
except ET.ParseError as e:
raise ParseError(f"XML parse error: {e}") from e
def get_text(self) -> str | None:
def get_text(self) -> str:
return self._text
def get_date(self):
+29 -6
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@@ -70,7 +70,16 @@ elsewhere. Here are a couple notes about that.
Paperless-ngx determines the type of a file by inspecting its content
rather than its file extensions. However, files processed via the
consumption directory will be rejected if they have a file extension that
not supported by any of the available parsers.
is not supported by any of the available parsers.
## _Are duplicate documents rejected?_
**A:** Not by default. As of v3, a file whose contents match an existing document is still
consumed, and the duplicate is flagged in the UI — open the document and check the
**Duplicates** tab to review documents that share the same content. If you prefer the old
behavior of rejecting duplicates during consumption, set
[`PAPERLESS_CONSUMER_DELETE_DUPLICATES`](configuration.md#PAPERLESS_CONSUMER_DELETE_DUPLICATES)
to `true`.
## _Will paperless-ngx run on Raspberry Pi?_
@@ -118,10 +127,24 @@ able to run paperless, you're a bit on your own. If you can't run the
docker image, the documentation has instructions for bare metal
installs.
## _What about the Redis licensing change and using one of the open source forks_?
## _Does Paperless-ngx use AI, and is my data private?_
Currently (October 2024), forks of Redis such as Valkey or Redirect are not officially supported by our upstream
libraries, so using one of these to replace Redis is not officially supported.
**A:** Paperless-ngx includes optional AI features — LLM-based suggestions, document chat,
and similar-document retrieval — that are **disabled by default**. They only run when you
enable them and configure an LLM backend. The built-in tag/correspondent suggestions use a
local, non-LLM machine-learning model and do not send your data anywhere. If you enable the
LLM features, document content is sent to whichever backend you configure — this can be a
fully local backend (e.g. Ollama) or a remote provider. See
[AI features](advanced_usage.md#ai-features) for details.
However, they do claim to be compatible with the Redis protocol and will likely work, but we will
not be updating from using Redis as the broker officially just yet.
## _Which message broker should I use_?
Paperless-ngx talks to a Redis-compatible message broker, so any broker that
implements the Redis protocol will work. The bundled Docker Compose files
default to [Valkey](https://valkey.io/), the open-source fork created after
Redis' licensing change, but Redis itself and other wire-compatible brokers
(such as Microsoft's Garnet) are equally fine.
Existing installs can switch broker implementations in place: point
[`PAPERLESS_REDIS`](configuration.md#PAPERLESS_REDIS) at the new instance and
reuse the same data volume.
+2 -1
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@@ -35,9 +35,10 @@ physical documents into a searchable online archive so you can keep, well, _less
- _New!_ Supports remote OCR with Azure AI (opt-in).
- Documents are saved as PDF/A format which is designed for long term storage, alongside the unaltered originals.
- Uses machine-learning to automatically add tags, correspondents and document types to your documents.
- **New**: Paperless-ngx can now leverage AI (Large Language Models or LLMs) for document suggestions. This is an optional feature that can be enabled (and is disabled by default).
- **New**: Paperless-ngx can optionally leverage AI (Large Language Models or LLMs) for document suggestions, chatting with your documents, and similar-document retrieval. These features are opt-in and disabled by default.
- Supports PDF documents, images, plain text files, Office documents (Word, Excel, PowerPoint, and LibreOffice equivalents)[^1] and more.
- Paperless stores your documents plain on disk. Filenames and folders are managed by paperless and their format can be configured freely with different configurations assigned to different documents.
- Keep multiple **versions** of a document's file under a single entry, sharing one set of metadata.
- **Beautiful, modern web application** that features:
- Customizable dashboard with statistics.
- Filtering by tags, correspondents, types, and more.
+19 -12
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@@ -178,7 +178,7 @@ to enable polling and disable inotify. See [here](configuration.md#polling).
- `fonts-liberation` for generating thumbnails for plain text
files
- `imagemagick` >= 6 for PDF conversion
- `gnupg` for handling encrypted documents
- `gnupg` for decrypting GPG-encrypted email
- `libpq-dev` for PostgreSQL
- `libmagic-dev` for mime type detection
- `mariadb-client` for MariaDB compile time
@@ -226,7 +226,8 @@ to enable polling and disable inotify. See [here](configuration.md#polling).
build-essential python3-setuptools python3-wheel
```
2. Install `redis` >= 6.0 and configure it to start automatically.
2. Install a Redis-compatible broker (a current release of Valkey or
Redis) and configure it to start automatically.
3. Optional: Install `postgresql` and configure a database, user, and
password for Paperless-ngx. If you do not wish to use PostgreSQL,
@@ -268,10 +269,10 @@ to enable polling and disable inotify. See [here](configuration.md#polling).
6. Configure Paperless-ngx. See [configuration](configuration.md) for details.
Edit the included `paperless.conf` and adjust the settings to your
needs. Required settings for getting Paperless-ngx running are:
- [`PAPERLESS_REDIS`](configuration.md#PAPERLESS_REDIS) should point to your Redis server, such as
- [`PAPERLESS_REDIS`](configuration.md#PAPERLESS_REDIS) should point to your broker, such as
`redis://localhost:6379`.
- [`PAPERLESS_DBENGINE`](configuration.md#PAPERLESS_DBENGINE) is optional, and should be one of `postgres`,
`mariadb`, or `sqlite`
- [`PAPERLESS_DBENGINE`](configuration.md#PAPERLESS_DBENGINE) should be one of `postgresql`,
`mariadb`, or `sqlite`. PostgreSQL and MariaDB users must set this explicitly.
- [`PAPERLESS_DBHOST`](configuration.md#PAPERLESS_DBHOST) should be the hostname on which your
PostgreSQL server is running. Do not configure this to use
SQLite instead. Also configure port, database name, user and
@@ -297,7 +298,7 @@ to enable polling and disable inotify. See [here](configuration.md#polling).
!!! warning
Ensure your Redis instance [is secured](https://redis.io/docs/latest/operate/oss_and_stack/management/security/).
Ensure your broker instance [is secured](https://valkey.io/topics/security/).
7. Create the following directories if they do not already exist:
- `/opt/paperless/media`
@@ -389,9 +390,9 @@ to enable polling and disable inotify. See [here](configuration.md#polling).
`Require=paperless-webserver.socket` in the `webserver` script
and configure `granian` to listen on port 80 (set `GRANIAN_PORT`).
These services rely on Redis and optionally the database server, but
These services rely on the broker and optionally the database server, but
don't need to be started in any particular order. The example files
depend on Redis being started. If you use a database server, you
depend on the broker being started. If you use a database server, you
should add additional dependencies.
!!! note
@@ -449,6 +450,12 @@ development documentation.
You can migrate to Paperless-ngx from Paperless-ng or from the original
Paperless project.
!!! note
Upgrading an existing Paperless-ngx installation from v2 to v3 has its own
breaking changes and required steps. See the [v3 migration guide](migration-v3.md)
before upgrading.
<h3 id="migration_ng">Migrating from Paperless-ng</h3>
Paperless-ngx is meant to be a drop-in replacement for Paperless-ng, and
@@ -494,7 +501,7 @@ installation. Keep these points in mind:
for other services, you might as well use it for Paperless as well.
- The task scheduler of Paperless, which is used to execute periodic
tasks such as email checking and maintenance, requires a
[Redis](https://redis.io/) message broker instance. The
Redis-compatible message broker instance (such as Valkey or Redis). The
Docker Compose route takes care of that.
- The layout of the folder structure for your documents and data
remains the same, so you can plug your old Docker volumes into
@@ -582,16 +589,16 @@ commands as well.
1. Stop and remove the Paperless container.
2. If using an external database, stop that container.
3. Update Redis configuration.
3. Update broker configuration.
1. If `REDIS_URL` is already set, change it to [`PAPERLESS_REDIS`](configuration.md#PAPERLESS_REDIS)
and continue to step 4.
1. Otherwise, add a new Redis service in `docker-compose.yml`,
1. Otherwise, add a new broker service in `docker-compose.yml`,
following [the example compose
files](https://github.com/paperless-ngx/paperless-ngx/tree/main/docker/compose)
1. Set the environment variable [`PAPERLESS_REDIS`](configuration.md#PAPERLESS_REDIS) so it points to
the new Redis container.
the new broker container.
4. Update user mapping.
1. If set, change the environment variable `PUID` to `USERMAP_UID`.
+2 -33
View File
@@ -10,9 +10,9 @@ Check for the following issues:
`CONSUMPTION_DIR` setting. Don't adjust this setting if you're
using docker.
- Ensure that redis is up and running. Paperless does its task
- Ensure that the broker is up and running. Paperless does its task
processing asynchronously, and for documents to arrive at the task
processor, it needs redis to run.
processor, it needs the broker to run.
- Ensure that the task processor is running. Docker does this
automatically. Manually invoke the task processor by executing
@@ -149,37 +149,6 @@ operating system, if these are different from `1000`. See [Docker setup](setup.m
Also ensure that you are able to read and write to the consumption
directory on the host.
## OSError: \[Errno 19\] No such device when consuming files
If you experience errors such as:
```shell-session
File "/usr/local/lib/python3.7/site-packages/whoosh/codec/base.py", line 570, in open_compound_file
return CompoundStorage(dbfile, use_mmap=storage.supports_mmap)
File "/usr/local/lib/python3.7/site-packages/whoosh/filedb/compound.py", line 75, in __init__
self._source = mmap.mmap(fileno, 0, access=mmap.ACCESS_READ)
OSError: [Errno 19] No such device
During handling of the above exception, another exception occurred:
Traceback (most recent call last):
File "/usr/local/lib/python3.7/site-packages/django_q/cluster.py", line 436, in worker
res = f(*task["args"], **task["kwargs"])
File "/usr/src/paperless/src/documents/tasks.py", line 73, in consume_file
override_tag_ids=override_tag_ids)
File "/usr/src/paperless/src/documents/consumer.py", line 271, in try_consume_file
raise ConsumerError(e)
```
Paperless uses a search index to provide better and faster full text
searching. This search index is stored inside the `data` folder. The
search index uses memory-mapped files (mmap). The above error indicates
that paperless was unable to create and open these files.
This happens when you're trying to store the data directory on certain
file systems (mostly network shares) that don't support memory-mapped
files.
## Web-UI stuck at "Loading\..."
This might have multiple reasons.
+21 -2
View File
@@ -292,6 +292,23 @@ Once setup, navigating to the email settings page in Paperless-ngx will allow yo
You can also submit a document using the REST API, see [POSTing documents](api.md#file-uploads)
for details.
### Duplicate documents
By default, Paperless-ngx **does not reject duplicates**. If you consume a file whose
contents exactly match an existing document (same checksum), the new copy is still
consumed and a warning is logged. The task entry for the upload also flags that a
duplicate was detected and links to the existing document(s).
To review duplicates, open a document and switch to the **Duplicates** tab on the
document detail page. It lists other documents that share the same content, including any
that are in the trash (shown with a badge), and links to each so you can decide which to
keep.
If you would rather reject duplicates at consumption time (the pre-v3 behavior), set
[`PAPERLESS_CONSUMER_DELETE_DUPLICATES`](configuration.md#PAPERLESS_CONSUMER_DELETE_DUPLICATES)
to `true`. The duplicate file is then deleted instead of consumed, and the task fails with
a "document already exists" message.
## Document Suggestions
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.
@@ -306,7 +323,9 @@ Paperless-ngx includes several features that use AI to enhance the document mana
so consider the privacy implications of using these features, especially if using a remote
model or API provider instead of the default local model.
The AI features work by creating an embedding of the text content and metadata of documents, which is then used for various tasks such as similarity search and question answering. This uses the FAISS vector store.
The AI features work by creating an embedding of the text content and metadata of documents, which is then used for various tasks such as similarity search and question answering.
See [AI features](advanced_usage.md#ai-features) for how to enable and configure these features, including choosing an LLM backend and setting up the LLM index for RAG.
### AI-Enhanced Suggestions
@@ -1097,7 +1116,7 @@ Paperless-ngx consists of the following components:
errors (i.e., wrong email credentials, errors during consuming a
specific file, etc).
- A [redis](https://redis.io/) message broker: This is a really
- A message broker (such as Valkey or Redis): This is a really
lightweight service that is responsible for getting the tasks from
the webserver and the consumer to the task scheduler. These run in a
different process (maybe even on different machines!), and
+1 -1
View File
@@ -16,7 +16,7 @@ classifiers = [
dependencies = [
"azure-ai-documentintelligence>=1.0.2",
"babel>=2.17",
"bleach~=6.3.0",
"bleach~=6.4.0",
"celery[redis]~=5.6.2",
"channels~=4.2",
"channels-redis~=4.2",
+1 -1
View File
@@ -26,7 +26,7 @@ module.exports = {
'abstract-paperless-service',
],
transformIgnorePatterns: [
'node_modules/(?!.*(\\.mjs$|tslib|lodash-es|@angular/common/locales/.*\\.js$))',
'node_modules/(?!.*(\\.mjs$|tslib|lodash-es|normalize-diacritics|@angular/common/locales/.*\\.js$))',
],
moduleNameMapper: {
...esmPreset.moduleNameMapper,
+1
View File
@@ -32,6 +32,7 @@
"ngx-cookie-service": "^21.3.1",
"ngx-device-detector": "^11.0.0",
"ngx-ui-tour-ng-bootstrap": "^18.0.0",
"normalize-diacritics": "^5.0.0",
"pdfjs-dist": "^5.7.284",
"rxjs": "^7.8.2",
"tslib": "^2.8.1",
+11
View File
@@ -71,6 +71,9 @@ importers:
ngx-ui-tour-ng-bootstrap:
specifier: ^18.0.0
version: 18.0.0(f910a33494d223bd6dd07ce1bf22a35e)
normalize-diacritics:
specifier: ^5.0.0
version: 5.0.0
pdfjs-dist:
specifier: ^5.7.284
version: 5.7.284
@@ -5516,6 +5519,10 @@ packages:
engines: {node: ^20.17.0 || >=22.9.0}
hasBin: true
normalize-diacritics@5.0.0:
resolution: {integrity: sha512-t6czCJOpbAtckN1wCC2qPWnO3GQvNANb9bcUNbiOLEqojVuP31+ELIs5KhEG8jyz0TH7iD9BWxWz8O3ic2/rMQ==}
engines: {node: '>= 14.x', npm: '>= 6.x'}
normalize-path@3.0.0:
resolution: {integrity: sha512-6eZs5Ls3WtCisHWp9S2GUy8dqkpGi4BVSz3GaqiE6ezub0512ESztXUwUB6C6IKbQkY2Pnb/mD4WYojCRwcwLA==}
engines: {node: '>=0.10.0'}
@@ -12931,6 +12938,10 @@ snapshots:
dependencies:
abbrev: 4.0.0
normalize-diacritics@5.0.0:
dependencies:
tslib: 2.8.1
normalize-path@3.0.0: {}
npm-bundled@5.0.0:
@@ -23,6 +23,7 @@ import {
import { CustomFieldsService } from 'src/app/services/rest/custom-fields.service'
import { ToastService } from 'src/app/services/toast.service'
import { pngxPopperOptions } from 'src/app/utils/popper-options'
import { matchesSearchText } from 'src/app/utils/text-search'
import { LoadingComponentWithPermissions } from '../../loading-component/loading.component'
import { CustomFieldEditDialogComponent } from '../edit-dialog/custom-field-edit-dialog/custom-field-edit-dialog.component'
@@ -69,9 +70,7 @@ export class CustomFieldsDropdownComponent extends LoadingComponentWithPermissio
public get filteredFields(): CustomField[] {
return this.unusedFields.filter(
(f) =>
!this.filterText ||
f.name.toLowerCase().includes(this.filterText.toLowerCase())
(f) => !this.filterText || matchesSearchText(f.name, this.filterText)
)
}
@@ -63,6 +63,7 @@
[(ngModel)]="atom.value"
[disabled]="disabled"
[virtualScroll]="getSelectOptionsForField(atom.field)?.length > 100"
[searchFn]="selectOptionSearchFn"
(mousedown)="$event.stopImmediatePropagation()"
></ng-select>
} @else if (getCustomFieldByID(atom.field)?.data_type === CustomFieldDataType.DocumentLink) {
@@ -81,6 +82,7 @@
[disabled]="disabled"
bindLabel="name"
bindValue="id"
[searchFn]="customFieldSearchFn"
(mousedown)="$event.stopImmediatePropagation()"
></ng-select>
<select class="w-25 form-select" [(ngModel)]="atom.operator" [disabled]="disabled">
@@ -125,6 +127,7 @@
[(ngModel)]="atom.value"
[disabled]="disabled"
[multiple]="true"
[searchFn]="selectOptionSearchFn"
(mousedown)="$event.stopImmediatePropagation()"
></ng-select>
}
@@ -36,6 +36,7 @@ import {
CustomFieldQueryExpression,
} from 'src/app/utils/custom-field-query-element'
import { pngxPopperOptions } from 'src/app/utils/popper-options'
import { matchesSearchText } from 'src/app/utils/text-search'
import { LoadingComponentWithPermissions } from '../../loading-component/loading.component'
import { ClearableBadgeComponent } from '../clearable-badge/clearable-badge.component'
import { DocumentLinkComponent } from '../input/document-link/document-link.component'
@@ -281,6 +282,14 @@ export class CustomFieldsQueryDropdownComponent extends LoadingComponentWithPerm
public readonly today: string = new Date().toLocaleDateString('en-CA')
public customFieldSearchFn = (term: string, field: CustomField): boolean =>
matchesSearchText(field?.name, term)
public selectOptionSearchFn = (
term: string,
option: { id: string; label: string }
): boolean => matchesSearchText(option?.label, term)
constructor() {
super()
this.selectionModel = new CustomFieldQueriesModel()
@@ -28,6 +28,7 @@
[notFoundText]="notFoundText"
[multiple]="multiple"
[bindLabel]="bindLabel"
[searchFn]="searchFn"
bindValue="id"
[virtualScroll]="items?.length > 100"
(change)="onChange(value)"
@@ -112,6 +112,15 @@ describe('SelectComponent', () => {
expect(createNewVal).toEqual('baz')
})
it('should search items by independent normalized terms', () => {
expect(
component.searchFn('tax 26', { id: 11, name: 'Tax\u00e9s 2026' })
).toBeTruthy()
expect(
component.searchFn('tax receipt', { id: 11, name: 'Tax\u00e9s 2026' })
).toBeFalsy()
})
it('should clear search term on blur after delay', fakeAsync(() => {
const clearSpy = jest.spyOn(component, 'clearLastSearchTerm')
component.onBlur()
@@ -13,6 +13,7 @@ import {
import { RouterModule } from '@angular/router'
import { NgSelectModule } from '@ng-select/ng-select'
import { NgxBootstrapIconsModule } from 'ngx-bootstrap-icons'
import { matchesSearchText } from 'src/app/utils/text-search'
import { AbstractInputComponent } from '../abstract-input'
@Component({
@@ -99,6 +100,9 @@ export class SelectComponent extends AbstractInputComponent<number> {
@Input()
bindLabel: string = 'name'
public searchFn = (term: string, item: any): boolean =>
matchesSearchText(item?.[this.bindLabel], term)
@Input()
showFilter: boolean = false
@@ -14,6 +14,7 @@
[clearSearchOnAdd]="true"
[hideSelected]="tags.length > 0"
[addTag]="allowCreate ? createTagRef : false"
[searchFn]="searchFn"
addTagText="Add tag"
i18n-addTagText
(add)="onAdd($event)"
@@ -171,6 +171,15 @@ describe('TagsComponent', () => {
expect(component.getTag(4)).toBeUndefined()
})
it('should search tags by independent normalized terms including parents', () => {
const parent: Tag = { id: 11, name: 'Financ\u00e9' }
const child: Tag = { id: 12, name: 'Taxes 2026', parent: parent.id }
component.tags = [parent, child]
expect(component.searchFn('finance 26', child)).toBeTruthy()
expect(component.searchFn('finance receipt', child)).toBeFalsy()
})
it('should emit filtered documents', () => {
component.value = [10]
component.tags = tags
@@ -21,6 +21,7 @@ import { NgxBootstrapIconsModule } from 'ngx-bootstrap-icons'
import { first, firstValueFrom, tap } from 'rxjs'
import { Tag } from 'src/app/data/tag'
import { TagService } from 'src/app/services/rest/tag.service'
import { matchesSearchText } from 'src/app/utils/text-search'
import { EditDialogMode } from '../../edit-dialog/edit-dialog.component'
import { TagEditDialogComponent } from '../../edit-dialog/tag-edit-dialog/tag-edit-dialog.component'
import { TagComponent } from '../../tag/tag.component'
@@ -114,6 +115,14 @@ export class TagsComponent implements OnInit, ControlValueAccessor {
public createTagRef: (name) => void
public searchFn = (term: string, tag: Tag): boolean =>
matchesSearchText(
[this.getParentChain(tag?.id).map((parent) => parent.name), tag?.name]
.flat()
.join(' '),
term
)
getTag(id: number) {
if (this.tags) {
return this.tags.find((tag) => tag.id == id)
+9
View File
@@ -360,6 +360,14 @@ export const PaperlessConfigOptions: ConfigOption[] = [
category: ConfigCategory.AI,
note: $localize`Language to use for generated AI suggestions. When unset, AI suggestions use the user's display language if explicitly set.`,
},
{
key: 'llm_request_timeout',
title: $localize`LLM Request Timeout`,
type: ConfigOptionType.Number,
config_key: 'PAPERLESS_AI_LLM_REQUEST_TIMEOUT',
category: ConfigCategory.AI,
note: $localize`Timeout in seconds for LLM requests.`,
},
]
export interface PaperlessConfig extends ObjectWithId {
@@ -401,4 +409,5 @@ export interface PaperlessConfig extends ObjectWithId {
llm_api_key: string
llm_endpoint: string
llm_output_language: string
llm_request_timeout: number
}
+2 -3
View File
@@ -1,5 +1,6 @@
import { Pipe, PipeTransform } from '@angular/core'
import { MatchingModel } from '../data/matching-model'
import { matchesSearchText } from '../utils/text-search'
@Pipe({
name: 'filter',
@@ -21,9 +22,7 @@ export class FilterPipe implements PipeTransform {
typeof item[key] === 'string' || typeof item[key] === 'number'
)
return keys.some((key) => {
return String(item[key])
.toLowerCase()
.includes(searchText.toLowerCase())
return matchesSearchText(item[key], searchText)
})
})
}
+17
View File
@@ -0,0 +1,17 @@
import { matchesSearchText } from './text-search'
describe('text search utilities', () => {
it('matches text accent-insensitively', () => {
expect(matchesSearchText('R\u00e9sum\u00e9', 'resume')).toBeTruthy()
expect(matchesSearchText('S\u00f8ren', 'soren')).toBeTruthy()
expect(matchesSearchText('\u0152uvre', 'oeuvre')).toBeTruthy()
expect(matchesSearchText('Invoice', 'receipt')).toBeFalsy()
})
it('matches all whitespace-separated search terms independently', () => {
expect(matchesSearchText('taxes 2026', 'tax 26')).toBeTruthy()
expect(matchesSearchText('2026 taxes', 'tax 26')).toBeTruthy()
expect(matchesSearchText('Tax\u00e9s 2026', 'taxe 26')).toBeTruthy()
expect(matchesSearchText('taxes 2026', 'tax receipt')).toBeFalsy()
})
})
+23
View File
@@ -0,0 +1,23 @@
import { normalizeSync } from 'normalize-diacritics'
export type SearchTextValue =
| string
| number
| boolean
| bigint
| null
| undefined
export function normalizeSearchText(value: SearchTextValue): string {
return normalizeSync(String(value ?? '')).toLocaleLowerCase()
}
export function matchesSearchText(
value: SearchTextValue,
searchText: SearchTextValue
): boolean {
const normalizedValue = normalizeSearchText(value)
const searchTerms = normalizeSearchText(searchText).trim().split(/\s+/)
return searchTerms.every((term) => normalizedValue.includes(term))
}
@@ -169,6 +169,10 @@ class FileStabilityTracker:
self._tracked.pop(path, None)
yield path
def is_tracking(self, path: Path) -> bool:
"""Check whether a path is currently being tracked for stability."""
return path.resolve() in self._tracked
def has_pending_files(self) -> bool:
"""Check if there are files waiting for stability check."""
return len(self._tracked) > 0
@@ -370,6 +374,16 @@ class Command(BaseCommand):
# Testing timeout in seconds
testing_timeout_s: Final[float] = 0.5
# How often to perform a full-glob rescan of the consume directory as a
# safety net. Each watchfiles watcher is torn down and recreated on every
# batch to reconfigure its timeout, and a fresh watcher silently adopts the
# current directory contents as its baseline. A file that appears between
# one batch and the next watcher's baseline is therefore never reported and
# would sit in the consume directory forever. This periodic rescan re-injects
# such files into the stability tracker (see GH issue #13011). Not currently
# user-configurable; instances may override for testing.
rescan_interval_s: float = 300.0
def add_arguments(self, parser) -> None:
parser.add_argument(
"directory",
@@ -425,7 +439,7 @@ class Command(BaseCommand):
)
# Process existing files
self._process_existing_files(
queued = self._process_existing_files(
directory=directory,
recursive=recursive,
subdirs_as_tags=subdirs_as_tags,
@@ -445,6 +459,7 @@ class Command(BaseCommand):
polling_interval=polling_interval,
stability_delay=stability_delay,
is_testing=is_testing,
queued=queued,
)
logger.debug("Consumer exiting")
@@ -456,11 +471,18 @@ class Command(BaseCommand):
recursive: bool,
subdirs_as_tags: bool,
consumer_filter: ConsumerFilter,
) -> None:
"""Process any existing files in the consumption directory."""
) -> set[Path]:
"""
Process any existing files in the consumption directory.
Returns the set of resolved paths that were queued, so the watch loop
can seed its in-flight set and avoid re-queuing them on the first
rescan before the consume tasks have removed them from disk.
"""
logger.info(f"Processing existing files in {directory}")
glob_pattern = "**/*" if recursive else "*"
queued: set[Path] = set()
for filepath in directory.glob(glob_pattern):
# Use filter to check if file should be processed
@@ -475,6 +497,48 @@ class Command(BaseCommand):
consumption_dir=directory,
subdirs_as_tags=subdirs_as_tags,
)
queued.add(filepath.resolve())
return queued
def _rescan_existing_files(
self,
*,
directory: Path,
recursive: bool,
consumer_filter: ConsumerFilter,
tracker: FileStabilityTracker,
queued: set[Path],
) -> None:
"""
Re-inject on-disk files the watcher never reported into the tracker.
Acts as a safety net for files stranded by the watcher-recreation gap
(see ``rescan_interval_s``). Files already being tracked or already
queued and awaiting consumption are skipped, so a file is never queued
twice. Queued paths that have since left the directory are pruned so a
later file reusing the same name is not skipped forever.
"""
# Prune in-flight paths that have left the directory
for path in list(queued):
if not path.exists():
queued.discard(path)
glob_pattern = "**/*" if recursive else "*"
for filepath in directory.glob(glob_pattern):
if not filepath.is_file():
continue
if not consumer_filter(Change.added, str(filepath)):
continue
resolved = filepath.resolve()
if tracker.is_tracking(resolved) or resolved in queued:
continue
logger.debug(f"Rescan found untracked file: {resolved}")
tracker.track(resolved, Change.added)
def _watch_directory(
self,
@@ -486,11 +550,24 @@ class Command(BaseCommand):
polling_interval: float,
stability_delay: float,
is_testing: bool,
queued: set[Path] | None = None,
) -> None:
"""Watch directory for changes and process stable files."""
use_polling = polling_interval > 0
poll_delay_ms = int(polling_interval * 1000) if use_polling else 0
# Resolved paths that have been queued and are awaiting consumption.
# Seeded from the startup scan so the first rescan does not re-queue
# files whose consume tasks have not yet removed them from disk.
queued = set() if queued is None else queued
# Full-glob safety net cadence (0 disables)
rescan_interval_s = self.rescan_interval_s
rescan_timeout_ms = (
int(rescan_interval_s * 1000) if rescan_interval_s > 0 else 0
)
last_rescan = monotonic()
if use_polling:
logger.info(
f"Watching {directory} using polling (interval: {polling_interval}s)",
@@ -505,6 +582,20 @@ class Command(BaseCommand):
stability_timeout_ms = int(stability_delay * 1000)
testing_timeout_ms = int(self.testing_timeout_s * 1000)
def cap_for_rescan(ms: int) -> int:
"""
Ensure the watch loop wakes often enough to run the rescan.
``watch()`` blocks for up to ``rust_timeout``, so the rescan can
only run that often. A timeout of 0 means "wait indefinitely",
which would never wake to rescan; cap it at the rescan interval.
"""
if rescan_timeout_ms <= 0:
return ms
if ms <= 0:
return rescan_timeout_ms
return min(ms, rescan_timeout_ms)
# Calculate appropriate timeout for watch loop
# In polling mode, rust_timeout must be significantly longer than poll_delay_ms
# to ensure poll cycles can complete before timing out
@@ -522,6 +613,8 @@ class Command(BaseCommand):
# Not testing, wait indefinitely for first event
timeout_ms = 0
timeout_ms = cap_for_rescan(timeout_ms)
self.stop_flag.clear()
while not self.stop_flag.is_set():
@@ -551,10 +644,26 @@ class Command(BaseCommand):
consumption_dir=directory,
subdirs_as_tags=subdirs_as_tags,
)
# Remember it so the rescan does not re-queue it while
# the consume task has yet to remove it from disk
queued.add(stable_path)
# Exit watch loop to reconfigure timeout
break
# Periodic full-glob safety net for files the watcher missed
if rescan_timeout_ms > 0 and (
monotonic() - last_rescan >= rescan_interval_s
):
self._rescan_existing_files(
directory=directory,
recursive=recursive,
consumer_filter=consumer_filter,
tracker=tracker,
queued=queued,
)
last_rescan = monotonic()
# Determine next timeout
if tracker.has_pending_files():
# Check pending files at stability interval
@@ -572,6 +681,8 @@ class Command(BaseCommand):
# No pending files, wait indefinitely
timeout_ms = 0
timeout_ms = cap_for_rescan(timeout_ms)
except KeyboardInterrupt: # pragma: nocover
logger.info("Received interrupt, stopping consumer")
self.stop_flag.set()
+18 -2
View File
@@ -866,8 +866,24 @@ class TantivyBackend:
final_query = self._apply_permission_filter(mlt_query, user)
effective_limit = limit if limit is not None else searcher.num_docs
# Fetch one extra to account for excluding the original document
results = searcher.search(final_query, limit=effective_limit + 1)
try:
# Fetch one extra to account for excluding the original document
results = searcher.search(final_query, limit=effective_limit + 1)
except BaseException: # pragma: no cover
# Tantivy 0.26 panics in BM25 idf scoring when the index holds
# soft-deleted documents (doc_freq can exceed the alive doc count),
# which only surfaces for the More Like This query. The panic crosses
# the pyo3 boundary as a `pyo3_runtime.PanicException` — a
# BaseException, not an Exception — so catch BaseException and degrade
# to "no similar documents" instead of bubbling a 500 to the client.
# Fixed upstream: https://github.com/quickwit-oss/tantivy/pull/2964
# Remove once the bundled tantivy includes that fix.
logger.warning(
"More Like This scoring panicked (likely stale tantivy segment "
"stats after deletions); returning no results. A search index "
"reindex will rebuild consistent statistics.",
)
return []
addrs = [addr for _score, addr in results.hits]
all_ids = cast("list[int]", searcher.fast_field_values("id", addrs))
@@ -82,6 +82,7 @@ class TestApiAppConfig(DirectoriesMixin, APITestCase):
"llm_api_key": None,
"llm_endpoint": None,
"llm_output_language": None,
"llm_request_timeout": None,
},
)
@@ -684,6 +684,7 @@ class ConsumerThread(Thread):
subdirs_as_tags: bool = False,
polling_interval: float = 0,
stability_delay: float = 0.1,
rescan_interval: float | None = None,
) -> None:
super().__init__()
self.consumption_dir = consumption_dir
@@ -693,6 +694,8 @@ class ConsumerThread(Thread):
self.polling_interval = polling_interval
self.stability_delay = stability_delay
self.cmd = Command()
if rescan_interval is not None:
self.cmd.rescan_interval_s = rescan_interval
self.cmd.stop_flag.clear()
# Non-daemon ensures finally block runs and connections are closed
self.daemon = False
@@ -1052,3 +1055,200 @@ class TestCommandWatchEdgeCases:
thread.stop_and_wait(timeout=5.0)
# Clean up any Tags created by the thread
Tag.objects.all().delete()
class TestRescanExistingFiles:
"""
Unit tests for the rescan safety net.
Each ``watch()`` recreation silently adopts the current directory contents
as its baseline, so a file appearing between one batch and the next
watcher's baseline is never reported and would sit in the consume directory
forever. ``_rescan_existing_files`` re-injects such files into the
stability tracker as a periodic safety net (see GH issue #13011).
"""
@pytest.fixture
def pdf_only_filter(self) -> ConsumerFilter:
return ConsumerFilter(
supported_extensions=frozenset({".pdf"}),
ignore_patterns=[],
)
def _rescan(
self,
directory: Path,
consumer_filter: ConsumerFilter,
tracker: FileStabilityTracker,
queued: set[Path],
*,
recursive: bool = False,
) -> None:
Command()._rescan_existing_files(
directory=directory,
recursive=recursive,
consumer_filter=consumer_filter,
tracker=tracker,
queued=queued,
)
def test_tracks_stranded_file(
self,
consumption_dir: Path,
sample_pdf: Path,
pdf_only_filter: ConsumerFilter,
) -> None:
"""A supported on-disk file the watcher never reported gets tracked."""
target = consumption_dir / "stranded.pdf"
shutil.copy(sample_pdf, target)
tracker = FileStabilityTracker(stability_delay=0.1)
self._rescan(consumption_dir, pdf_only_filter, tracker, set())
assert tracker.is_tracking(target) is True
assert tracker.pending_count == 1
def test_skips_already_tracked_file(
self,
consumption_dir: Path,
sample_pdf: Path,
pdf_only_filter: ConsumerFilter,
) -> None:
"""A file already being tracked by the watcher is not double-tracked."""
target = consumption_dir / "tracked.pdf"
shutil.copy(sample_pdf, target)
tracker = FileStabilityTracker(stability_delay=0.1)
tracker.track(target, Change.added)
self._rescan(consumption_dir, pdf_only_filter, tracker, set())
assert tracker.pending_count == 1
def test_skips_queued_file(
self,
consumption_dir: Path,
sample_pdf: Path,
pdf_only_filter: ConsumerFilter,
) -> None:
"""A file already queued and awaiting consumption is not re-tracked."""
target = consumption_dir / "inflight.pdf"
shutil.copy(sample_pdf, target)
tracker = FileStabilityTracker(stability_delay=0.1)
queued = {target.resolve()}
self._rescan(consumption_dir, pdf_only_filter, tracker, queued)
assert tracker.pending_count == 0
def test_prunes_vanished_queued_paths(
self,
consumption_dir: Path,
pdf_only_filter: ConsumerFilter,
) -> None:
"""Queued paths no longer on disk are dropped so the name can recur."""
gone = (consumption_dir / "gone.pdf").resolve()
tracker = FileStabilityTracker(stability_delay=0.1)
queued = {gone}
self._rescan(consumption_dir, pdf_only_filter, tracker, queued)
assert gone not in queued
def test_skips_unsupported_extension(
self,
consumption_dir: Path,
pdf_only_filter: ConsumerFilter,
) -> None:
"""Files filtered out by the consumer filter are not tracked."""
(consumption_dir / "notes.xyz").write_bytes(b"content")
tracker = FileStabilityTracker(stability_delay=0.1)
self._rescan(consumption_dir, pdf_only_filter, tracker, set())
assert tracker.pending_count == 0
def test_recursive_respects_flag(
self,
consumption_dir: Path,
sample_pdf: Path,
pdf_only_filter: ConsumerFilter,
) -> None:
"""Nested files are only found when recursive scanning is enabled."""
subdir = consumption_dir / "nested"
subdir.mkdir()
target = subdir / "deep.pdf"
shutil.copy(sample_pdf, target)
shallow = FileStabilityTracker(stability_delay=0.1)
self._rescan(consumption_dir, pdf_only_filter, shallow, set())
assert shallow.pending_count == 0
deep = FileStabilityTracker(stability_delay=0.1)
self._rescan(consumption_dir, pdf_only_filter, deep, set(), recursive=True)
assert deep.is_tracking(target) is True
class TestProcessExistingFilesQueued:
"""Tests that startup processing reports which paths it queued."""
@pytest.mark.usefixtures("mock_supported_extensions")
def test_returns_queued_paths(
self,
consumption_dir: Path,
sample_pdf: Path,
mock_consume_file_delay: MagicMock,
settings: SettingsWrapper,
) -> None:
"""The set returned seeds the rescan's queued set, avoiding re-queue."""
target = consumption_dir / "document.pdf"
shutil.copy(sample_pdf, target)
settings.CONSUMER_IGNORE_PATTERNS = []
queued = Command()._process_existing_files(
directory=consumption_dir,
recursive=False,
subdirs_as_tags=False,
consumer_filter=ConsumerFilter(ignore_patterns=[]),
)
assert target.resolve() in queued
@pytest.mark.management
@pytest.mark.django_db
class TestCommandRescanRecovery:
"""End-to-end test that the rescan recovers files the watcher misses."""
def test_rescan_consumes_file_the_watcher_never_reports(
self,
consumption_dir: Path,
sample_pdf: Path,
mock_consume_file_delay: MagicMock,
start_consumer: Callable[..., ConsumerThread],
) -> None:
"""
Isolate the rescan path: a long polling interval guarantees the
watcher cannot report the file within the test window, so only the
periodic rescan can consume it.
"""
# poll interval far longer than the test window -> watcher stays silent
thread = start_consumer(
polling_interval=30.0,
stability_delay=0.1,
rescan_interval=0.5,
)
# created after startup, so _process_existing_files did not see it
target = consumption_dir / "stranded.pdf"
shutil.copy(sample_pdf, target)
wait_for_mock_call(mock_consume_file_delay.apply_async, timeout_s=5.0)
if thread.exception:
raise thread.exception
mock_consume_file_delay.apply_async.assert_called()
call_args = mock_consume_file_delay.apply_async.call_args.kwargs["kwargs"][
"input_doc"
]
assert call_args.original_file.name == "stranded.pdf"
+28
View File
@@ -30,6 +30,7 @@ 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 LLMTimeoutError
class TestViews(DirectoriesMixin, TestCase):
@@ -476,6 +477,33 @@ 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_timeout(
self,
mock_get_ai_classification,
) -> None:
mock_get_ai_classification.side_effect = LLMTimeoutError()
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_503_SERVICE_UNAVAILABLE)
self.assertEqual(
response.json(),
{
"ai": ["AI backend request timed out."],
},
)
self.assertIsNone(
get_llm_suggestion_cache(self.document.pk, backend="openai-like"),
)
def test_invalidate_suggestions_cache(self) -> None:
self.client.force_login(user=self.user)
suggestions = {
+12
View File
@@ -241,6 +241,7 @@ from paperless.serialisers import UserSerializer
from paperless.views import StandardPagination
from paperless_ai.ai_classifier import get_ai_document_classification
from paperless_ai.chat import stream_chat_with_documents
from paperless_ai.exceptions import LLMTimeoutError
from paperless_ai.matching import extract_unmatched_names
from paperless_ai.matching import match_correspondents_by_name
from paperless_ai.matching import match_document_types_by_name
@@ -1510,6 +1511,17 @@ class DocumentViewSet(
exc_info=True,
)
raise ValidationError({"ai": [_("Invalid AI configuration.")]}) from exc
except LLMTimeoutError as exc:
logger.exception(
"AI backend timed out while generating suggestions for document %s: %s",
doc.pk,
exc,
exc_info=True,
)
return Response(
{"ai": [_("AI backend request timed out.")]},
status=status.HTTP_503_SERVICE_UNAVAILABLE,
)
matched_tags = match_tags_by_name(
llm_suggestions.get("tags", []),
+4
View File
@@ -197,6 +197,7 @@ class AIConfig(BaseConfig):
llm_embedding_endpoint: str = dataclasses.field(init=False)
llm_embedding_chunk_size: int = dataclasses.field(init=False)
llm_context_size: int = dataclasses.field(init=False)
llm_request_timeout: int = dataclasses.field(init=False)
llm_backend: str = dataclasses.field(init=False)
llm_model: str = dataclasses.field(init=False)
llm_api_key: str = dataclasses.field(init=False)
@@ -221,6 +222,9 @@ class AIConfig(BaseConfig):
app_config.llm_embedding_chunk_size or settings.LLM_EMBEDDING_CHUNK_SIZE
)
self.llm_context_size = app_config.llm_context_size or settings.LLM_CONTEXT_SIZE
self.llm_request_timeout = (
app_config.llm_request_timeout or settings.LLM_REQUEST_TIMEOUT
)
self.llm_backend = app_config.llm_backend or settings.LLM_BACKEND
self.llm_model = app_config.llm_model or settings.LLM_MODEL
self.llm_api_key = app_config.llm_api_key or settings.LLM_API_KEY
@@ -0,0 +1,23 @@
# Generated by Django 5.2.14 on 2026-06-14 14:22
import django.core.validators
from django.db import migrations
from django.db import models
class Migration(migrations.Migration):
dependencies = [
("paperless", "0012_applicationconfiguration_llm_output_language"),
]
operations = [
migrations.AddField(
model_name="applicationconfiguration",
name="llm_request_timeout",
field=models.PositiveSmallIntegerField(
null=True,
validators=[django.core.validators.MinValueValidator(1)],
verbose_name="Sets the LLM request timeout in seconds",
),
),
]
+6
View File
@@ -366,6 +366,12 @@ class ApplicationConfiguration(AbstractSingletonModel):
max_length=32,
)
llm_request_timeout = models.PositiveSmallIntegerField(
verbose_name=_("Sets the LLM timeout in seconds"),
null=True,
validators=[MinValueValidator(1)],
)
class Meta:
verbose_name = _("paperless application settings")
permissions = [
+3
View File
@@ -1206,6 +1206,9 @@ if LLM_EMBEDDING_CHUNK_SIZE < 1:
LLM_CONTEXT_SIZE = get_int_from_env("PAPERLESS_AI_LLM_CONTEXT_SIZE", 8192)
if LLM_CONTEXT_SIZE < 1:
raise ImproperlyConfigured("PAPERLESS_AI_LLM_CONTEXT_SIZE must be >= 1")
LLM_REQUEST_TIMEOUT = get_int_from_env("PAPERLESS_AI_LLM_REQUEST_TIMEOUT", 120)
if LLM_REQUEST_TIMEOUT < 1:
raise ImproperlyConfigured("PAPERLESS_AI_LLM_REQUEST_TIMEOUT must be >= 1")
LLM_BACKEND = get_choice_from_env(
"PAPERLESS_AI_LLM_BACKEND",
{"ollama", "openai-like"},
+49 -28
View File
@@ -1,11 +1,14 @@
import json
import logging
from collections.abc import Iterator
from contextlib import contextmanager
from typing import TYPE_CHECKING
import httpx
from paperless.models import LLMBackend
if TYPE_CHECKING:
from llama_index.core.llms import ChatMessage
from llama_index.llms.ollama import Ollama
from llama_index.llms.openai_like import OpenAILike
@@ -16,6 +19,7 @@ from paperless.network import create_pinned_async_httpx_client
from paperless.network import create_pinned_httpx_client
from paperless.network import validate_outbound_http_url
from paperless_ai.base_model import DocumentClassifierSchema
from paperless_ai.exceptions import LLMTimeoutError
logger = logging.getLogger("paperless_ai.client")
@@ -61,16 +65,16 @@ class AIClient:
model=self.settings.llm_model or "llama3.1",
base_url=endpoint,
context_window=self.settings.llm_context_size,
request_timeout=120,
request_timeout=self.settings.llm_request_timeout,
system_prompt=LLM_SYSTEM_PROMPT,
client=Client(
host=endpoint,
timeout=120,
timeout=self.settings.llm_request_timeout,
transport=transport,
),
async_client=AsyncClient(
host=endpoint,
timeout=120,
timeout=self.settings.llm_request_timeout,
transport=async_transport,
),
)
@@ -84,15 +88,18 @@ class AIClient:
http_client = create_pinned_httpx_client(
endpoint,
allow_internal=self.settings.llm_allow_internal_endpoints,
timeout=self.settings.llm_request_timeout,
)
async_http_client = create_pinned_async_httpx_client(
endpoint,
allow_internal=self.settings.llm_allow_internal_endpoints,
timeout=self.settings.llm_request_timeout,
)
return OpenAILike(
model=self.settings.llm_model or "gpt-3.5-turbo",
api_base=endpoint,
api_key=self.settings.llm_api_key,
timeout=self.settings.llm_request_timeout,
is_chat_model=True,
is_function_calling_model=True,
system_prompt=LLM_SYSTEM_PROMPT,
@@ -113,11 +120,12 @@ class AIClient:
user_msg = ChatMessage(role="user", content=prompt)
if self.settings.llm_backend == LLMBackend.OLLAMA:
result = self.llm.chat(
[user_msg],
format=DocumentClassifierSchema.model_json_schema(),
think=False,
)
with self._normalize_timeouts():
result = self.llm.chat(
[user_msg],
format=DocumentClassifierSchema.model_json_schema(),
think=False,
)
logger.debug("LLM query result: %s", result)
parsed = DocumentClassifierSchema(**json.loads(result.message.content))
return parsed.model_dump()
@@ -125,26 +133,39 @@ class AIClient:
from llama_index.core.program.function_program import get_function_tool
tool = get_function_tool(DocumentClassifierSchema)
result = self.llm.chat_with_tools(
tools=[tool],
user_msg=user_msg,
chat_history=[],
allow_parallel_tool_calls=True,
)
tool_calls = self.llm.get_tool_calls_from_response(
result,
error_on_no_tool_call=True,
)
with self._normalize_timeouts():
result = self.llm.chat_with_tools(
tools=[tool],
user_msg=user_msg,
chat_history=[],
allow_parallel_tool_calls=True,
tool_required=True,
)
tool_calls = self.llm.get_tool_calls_from_response(
result,
error_on_no_tool_call=True,
)
logger.debug("LLM query result: %s", tool_calls)
parsed = DocumentClassifierSchema(**tool_calls[0].tool_kwargs)
return parsed.model_dump()
def run_chat(self, messages: list["ChatMessage"]) -> str:
logger.debug(
"Running chat query against %s with model %s",
self.settings.llm_backend,
self.settings.llm_model,
)
result = self.llm.chat(messages)
logger.debug("Chat result: %s", result)
return result
@contextmanager
def _normalize_timeouts(self) -> Iterator[None]:
try:
yield
except httpx.TimeoutException as exc:
raise LLMTimeoutError from exc
except Exception as exc:
if self._is_openai_timeout(exc):
raise LLMTimeoutError from exc
raise
def _is_openai_timeout(self, exc: Exception) -> bool:
if self.settings.llm_backend != LLMBackend.OPENAI_LIKE:
return False
# Keep OpenAI imports out of module import paths and only load the SDK
# when translating an error from an OpenAI-backed request.
from openai import APITimeoutError
return isinstance(exc, APITimeoutError)
+5
View File
@@ -32,15 +32,18 @@ def get_embedding_model(config: AIConfig) -> "BaseEmbedding":
http_client = create_pinned_httpx_client(
endpoint,
allow_internal=config.llm_allow_internal_endpoints,
timeout=config.llm_request_timeout,
)
async_http_client = create_pinned_async_httpx_client(
endpoint,
allow_internal=config.llm_allow_internal_endpoints,
timeout=config.llm_request_timeout,
)
return OpenAILikeEmbedding(
model_name=config.llm_embedding_model or "text-embedding-3-small",
api_key=config.llm_api_key,
api_base=endpoint,
timeout=config.llm_request_timeout,
http_client=http_client,
async_http_client=async_http_client,
)
@@ -73,12 +76,14 @@ def get_embedding_model(config: AIConfig) -> "BaseEmbedding":
)
embedding._client = Client(
host=endpoint,
timeout=config.llm_request_timeout,
transport=PinnedHostHTTPTransport(
allow_internal=config.llm_allow_internal_endpoints,
),
)
embedding._async_client = AsyncClient(
host=endpoint,
timeout=config.llm_request_timeout,
transport=PinnedHostAsyncHTTPTransport(
allow_internal=config.llm_allow_internal_endpoints,
),
+2
View File
@@ -0,0 +1,2 @@
class LLMTimeoutError(Exception):
pass
+13 -2
View File
@@ -443,6 +443,18 @@ def truncate_content(
return " ".join(truncated_chunks)
def truncate_embedding_query(content: str, *, chunk_size: int) -> str:
from llama_index.core.text_splitter import TokenTextSplitter
splitter = TokenTextSplitter(
separator=" ",
chunk_size=chunk_size,
chunk_overlap=0,
)
content_chunks = splitter.split_text(content)
return content_chunks[0] if content_chunks else ""
def normalize_document_ids(document_ids: Iterable[int | str] | None) -> set[str] | None:
if document_ids is None:
return None
@@ -476,10 +488,9 @@ def query_similar_documents(
else None
)
query_text = truncate_content(
query_text = truncate_embedding_query(
(document.title or "") + "\n" + (document.content or ""),
chunk_size=config.llm_embedding_chunk_size,
context_size=config.llm_context_size,
)
# Hold the shared read lock for the whole retrieval so the connection is
# never open across a compaction swap. The retrieve() call generates a
@@ -137,6 +137,16 @@ def test_get_rag_prompt_helper_uses_context_setting() -> None:
assert prompt_helper.context_window == 4096
def test_truncate_embedding_query_returns_single_chunk() -> None:
content = " ".join(f"word{i}" for i in range(200))
result = indexing.truncate_embedding_query(content, chunk_size=32)
assert result
assert result != content
assert "word199" not in result
@pytest.mark.django_db
def test_update_llm_index(
temp_llm_index_dir: Path,
@@ -393,6 +403,42 @@ def test_query_similar_documents(
assert result == mock_filtered_docs
@override_settings(
LLM_EMBEDDING_BACKEND="huggingface",
LLM_EMBEDDING_CHUNK_SIZE=32,
LLM_BACKEND="ollama",
)
def test_query_similar_documents_truncates_query_to_embedding_chunk_size(
temp_llm_index_dir: Path,
real_document: Document,
) -> None:
real_document.content = " ".join(f"word{i}" for i in range(200))
with (
patch("paperless_ai.indexing.load_or_build_index") as mock_load_or_build_index,
patch(
"paperless_ai.indexing.llm_index_exists",
) as mock_vector_store_exists,
patch("llama_index.core.retrievers.VectorIndexRetriever") as mock_retriever_cls,
patch("paperless_ai.indexing.Document.objects.filter") as mock_filter,
patch("paperless_ai.indexing.truncate_content") as mock_truncate_content,
):
mock_vector_store_exists.return_value = True
mock_load_or_build_index.return_value = MagicMock()
mock_truncate_content.return_value = "wrong helper"
mock_retriever = MagicMock()
mock_retriever.retrieve.return_value = []
mock_retriever_cls.return_value = mock_retriever
mock_filter.return_value = []
indexing.query_similar_documents(real_document, top_k=3)
mock_truncate_content.assert_not_called()
query_text = mock_retriever.retrieve.call_args.args[0]
assert query_text
assert "word199" not in query_text
@pytest.mark.django_db
def test_query_similar_documents_triggers_update_when_index_missing(
temp_llm_index_dir: Path,
+32 -7
View File
@@ -3,12 +3,14 @@ from unittest.mock import ANY
from unittest.mock import MagicMock
from unittest.mock import patch
import httpx
import openai
import pytest
from llama_index.core.llms import ChatMessage
from llama_index.core.llms.llm import ToolSelection
from paperless_ai.client import LLM_SYSTEM_PROMPT
from paperless_ai.client import AIClient
from paperless_ai.exceptions import LLMTimeoutError
@pytest.fixture
@@ -17,6 +19,7 @@ def mock_ai_config():
mock_config = MagicMock()
mock_config.llm_allow_internal_endpoints = True
mock_config.llm_context_size = 8192
mock_config.llm_request_timeout = 120
MockAIConfig.return_value = mock_config
yield mock_config
@@ -64,6 +67,7 @@ def test_get_llm_openai(mock_ai_config, mock_openai_llm):
model="test_model",
api_base="http://test-url",
api_key="test_api_key",
timeout=120,
is_chat_model=True,
is_function_calling_model=True,
system_prompt=LLM_SYSTEM_PROMPT,
@@ -151,17 +155,38 @@ def test_run_llm_query_openai_uses_tools(mock_ai_config, mock_openai_llm):
mock_llm_instance.chat_with_tools.assert_called_once()
def test_run_chat(mock_ai_config, mock_ollama_llm):
def test_run_llm_query_openai_timeout_raises_local_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_api_key = "test_api_key"
mock_ai_config.llm_endpoint = "http://test-url"
request = httpx.Request("POST", "http://test-url/v1/chat/completions")
mock_openai_llm.return_value.chat_with_tools.side_effect = openai.APITimeoutError(
request,
)
client = AIClient()
with pytest.raises(LLMTimeoutError):
client.run_llm_query("test_prompt")
def test_run_llm_query_httpx_timeout_raises_local_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"
mock_llm_instance = mock_ollama_llm.return_value
mock_llm_instance.chat.return_value = "test_chat_result"
mock_llm_instance.chat.side_effect = httpx.ReadTimeout("timed out")
client = AIClient()
messages = [ChatMessage(role="user", content="Hello")]
result = client.run_chat(messages)
mock_llm_instance.chat.assert_called_once_with(messages)
assert result == "test_chat_result"
with pytest.raises(LLMTimeoutError):
client.run_llm_query("test_prompt")
+3
View File
@@ -19,6 +19,7 @@ def mock_ai_config():
MockAIConfig.return_value.llm_embedding_endpoint = None
MockAIConfig.return_value.llm_allow_internal_endpoints = True
MockAIConfig.return_value.llm_context_size = 8192
MockAIConfig.return_value.llm_request_timeout = 120
yield MockAIConfig
@@ -71,6 +72,7 @@ def test_get_embedding_model_openai(mock_ai_config):
model_name="text-embedding-3-small",
api_key="test_api_key",
api_base="http://test-url",
timeout=120,
http_client=ANY,
async_http_client=ANY,
)
@@ -92,6 +94,7 @@ def test_get_embedding_model_openai_prefers_embedding_endpoint(mock_ai_config):
model_name="text-embedding-3-small",
api_key="test_api_key",
api_base="http://embedding-url",
timeout=120,
http_client=ANY,
async_http_client=ANY,
)
@@ -393,6 +393,23 @@ class TestCompact:
for c in held:
c.close()
def test_force_compact_streams_rows_across_batches(
self,
store,
monkeypatch,
) -> None:
"""Rebuild must preserve every row when rows span multiple batches.
A tiny batch size forces several fetchmany()/executemany() cycles so a
regression in the streaming loop (dropped tail, off-by-one) surfaces.
"""
monkeypatch.setattr("paperless_ai.vector_store.COMPACT_BATCH_SIZE", 3)
store.add([make_node(f"n{i}", "1", seed=float(i)) for i in range(10)])
store.compact(force=True)
ids = {n.node_id for n in store.get_nodes(filters=_in_filter(["1"]))}
assert ids == {f"n{i}" for i in range(10)}
assert self._bloat_ratio(store) == pytest.approx(1.0)
class TestDbFile:
def test_single_db_file_in_index_dir(self, store, tmp_path: Path) -> None:
+24 -15
View File
@@ -42,6 +42,11 @@ SCHEMA_VERSION = 1
# a rebuild copies the live rows into a fresh table.
COMPACT_BLOAT_RATIO = 2.0
# compact(): number of rows copied per executemany() when rebuilding the file.
# Rows are streamed from the source cursor in batches of this size rather than
# materialized all at once, keeping memory bounded regardless of index size.
COMPACT_BATCH_SIZE = 500
# Filterable vec0 metadata columns. _build_where() only ever receives filter
# keys we construct ourselves, but allowlisting keeps SQL identifiers safe by
# construction.
@@ -500,24 +505,28 @@ class PaperlessSqliteVecVectorStore(BasePydanticVectorStore):
value = self._meta_get(key)
if value is not None:
self._meta_set_on(new_conn, key, value)
rows = self._conn.execute(
src_cursor = self._conn.execute(
"SELECT id, document_id, modified, node_content, embedding "
"FROM " + DEFAULT_TABLE_NAME,
).fetchall()
new_conn.execute("BEGIN IMMEDIATE")
new_conn.executemany(
self._INSERT,
[
(
r["id"],
r["document_id"],
r["modified"],
r["node_content"],
bytes(r["embedding"]),
)
for r in rows
],
)
new_conn.execute("BEGIN IMMEDIATE")
# Stream rows from the source cursor in batches instead of
# materializing the whole table in memory, so a large index does
# not cause an OOM during routine maintenance compactions.
while batch := src_cursor.fetchmany(COMPACT_BATCH_SIZE):
new_conn.executemany(
self._INSERT,
[
(
r["id"],
r["document_id"],
r["modified"],
r["node_content"],
bytes(r["embedding"]),
)
for r in batch
],
)
# Reset the cumulative counter: after compact, total_inserts == live.
self._meta_set_on(new_conn, "total_inserts", str(live))
new_conn.execute("COMMIT")
Generated
+248 -216
View File
@@ -27,7 +27,7 @@ wheels = [
[[package]]
name = "aiohttp"
version = "3.13.4"
version = "3.14.1"
source = { registry = "https://pypi.org/simple" }
dependencies = [
{ name = "aiohappyeyeballs", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" },
@@ -36,85 +36,92 @@ dependencies = [
{ name = "frozenlist", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" },
{ name = "multidict", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" },
{ name = "propcache", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" },
{ name = "typing-extensions", marker = "(python_full_version < '3.13' and sys_platform == 'darwin') or (python_full_version < '3.13' and sys_platform == 'linux')" },
{ name = "yarl", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" },
]
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