Add support for Hugging Face Persistent Storage
Browse filesAdd documentation on how to enable Hugging Face Persistent Storage
for database and task storage.
- Dockerfile +42 -14
- README.md +29 -8
Dockerfile
CHANGED
@@ -25,13 +25,44 @@ FROM heartexlabs/label-studio:hf-latest
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################################################################################
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#
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-
# How to Enable
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#
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# By default this space stores all project configuration and data annotations
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# in local storage with
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# annotation data in the space will be lost. You can enable configuration
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# persistence
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#
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#
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# Set the following secret variables to match your own hosted instance of
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# Postgres. We strongly recommend setting these as secrets to prevent leaking
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@@ -46,16 +77,14 @@ FROM heartexlabs/label-studio:hf-latest
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# ENV POSTGRE_PORT=<db_port>
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# ENV POSTGRE_HOST=<db_host>
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#
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# Uncomment the following line
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#
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# ENV STORAGE_PERSISTENCE=1
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#
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# Note that you will need to connect cloud storage to host data items that you
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# want to annotate, as local storage will not be preserved across a space reset.
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#
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################################################################################
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-
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################################################################################
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#
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# How to Enable Cloud Storage
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# ---------------------------
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@@ -74,25 +103,24 @@ FROM heartexlabs/label-studio:hf-latest
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# STORAGE_AWS_BUCKET_NAME="<YOUR_BUCKET_NAME>"
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# STORAGE_AWS_REGION_NAME="<YOUR_BUCKET_REGION>"
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# STORAGE_AWS_FOLDER=""
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-
#
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# Google Cloud Storage
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# ====================
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-
#
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# STORAGE_TYPE=gcs
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# STORAGE_GCS_BUCKET_NAME="<YOUR_BUCKET_NAME>"
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# STORAGE_GCS_PROJECT_ID="<YOUR_PROJECT_ID>"
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# STORAGE_GCS_FOLDER=""
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# GOOGLE_APPLICATION_CREDENTIALS="/opt/heartex/secrets/key.json"
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-
#
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# Azure Blob Storage
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# ==================
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-
#
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# STORAGE_TYPE=azure
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# STORAGE_AZURE_ACCOUNT_NAME="<YOUR_STORAGE_ACCOUNT>"
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# STORAGE_AZURE_ACCOUNT_KEY="<YOUR_STORAGE_KEY>"
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# STORAGE_AZURE_CONTAINER_NAME="<YOUR_CONTAINER_NAME>"
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# STORAGE_AZURE_FOLDER=""
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-
#
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#
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################################################################################
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################################################################################
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#
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# How to Enable Persistent Storage for Label Studio in Hugging Face Spaces
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# ------------------------------------------------------------------------
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#
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# By default this space stores all project configuration and data annotations
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# in local storage with sqlite. If the space is reset, all configuration and
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# annotation data in the space will be lost. You can enable configuration
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# persistence through one of two methods:
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#
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# 1) Enabling Hugging Face Persistent Storage for saving project and annotation
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# settings, as well as local task storage.
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# 2) Connecting an external Postgres database for saving project and annotation
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# settings, and cloud by connecting cloud storage for tasks.
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#
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################################################################################
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################################################################################
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#
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# How to Enable Hugging Face Persistent Storage for Label Studio
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# --------------------------------------------------------------
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#
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# In the Hugging Face Label Studio Space settings, select the appropriate
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# Persistent Storage tier. Note that Persistent Storage is a paid add-on.
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# By default, persistent storage is mounted to /data. In your Space settings,
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# set the following variables:
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#
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# LABEL_STUDIO_BASE_DATA_DIR=/data
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# ENV STORAGE_PERSISTENCE=1
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#
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# Your space will restart. NOTE: if you have existing settings and data,
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# they will be lost in this first restart. Data and setting will only be
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# preserved on subsequent restarts of the space.
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#
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################################################################################
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################################################################################
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#
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# How to Enable Configuration Persistence with Postgres
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# -----------------------------------------------------
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#
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# Set the following secret variables to match your own hosted instance of
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# Postgres. We strongly recommend setting these as secrets to prevent leaking
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# ENV POSTGRE_PORT=<db_port>
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# ENV POSTGRE_HOST=<db_host>
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#
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# Uncomment the following line or set the following Space variable to remove
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# the warning about ephemeral storage
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#
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# ENV STORAGE_PERSISTENCE=1
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#
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# Note that you will need to connect cloud storage to host data items that you
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# want to annotate, as local storage will not be preserved across a space reset.
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#
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#
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# How to Enable Cloud Storage
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# ---------------------------
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# STORAGE_AWS_BUCKET_NAME="<YOUR_BUCKET_NAME>"
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# STORAGE_AWS_REGION_NAME="<YOUR_BUCKET_REGION>"
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# STORAGE_AWS_FOLDER=""
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+
#
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# Google Cloud Storage
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# ====================
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+
#
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# STORAGE_TYPE=gcs
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# STORAGE_GCS_BUCKET_NAME="<YOUR_BUCKET_NAME>"
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# STORAGE_GCS_PROJECT_ID="<YOUR_PROJECT_ID>"
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# STORAGE_GCS_FOLDER=""
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# GOOGLE_APPLICATION_CREDENTIALS="/opt/heartex/secrets/key.json"
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+
#
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# Azure Blob Storage
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# ==================
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#
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# STORAGE_TYPE=azure
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# STORAGE_AZURE_ACCOUNT_NAME="<YOUR_STORAGE_ACCOUNT>"
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# STORAGE_AZURE_ACCOUNT_KEY="<YOUR_STORAGE_KEY>"
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# STORAGE_AZURE_CONTAINER_NAME="<YOUR_CONTAINER_NAME>"
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# STORAGE_AZURE_FOLDER=""
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#
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################################################################################
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README.md
CHANGED
@@ -37,7 +37,7 @@ credentials.
|
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**By default, these spaces permit anyone to create a new login
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account, allowing them to view and modify project configuration, data sets, and
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-
annotations. Without any modifications, treat this space like a demo environment.**
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## Creating a Labeling Project
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@@ -58,7 +58,7 @@ resources including tutorials and documentation.
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- 🤗 [Tutorial: Using Label Studio with Hugging Face Datasets Hub](https://danielvanstrien.xyz/huggingface/huggingface-datasets/annotation/full%20stack%20deep%20learning%20notes/2022/09/07/label-studio-annotations-hub.html)
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- 💡 [Label Studio Docs](https://hubs.ly/Q01CN9Yq0)
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-
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![Gif of Label Studio annotating different types of data](https://raw.githubusercontent.com/heartexlabs/label-studio/master/images/annotation_examples.gif)
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### Making your Label Studio Hugging Face Space production-ready
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@@ -68,8 +68,8 @@ will full access to all projects and data. This is great for trying out
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Label Studio and collaborating on projects, but you may want to restrict
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69 |
access to your space to only authorized users. Add the following environment
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variable to your spaces Dockerfile to disable public account creation for
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-
this space.
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-
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ENV LABEL_STUDIO_DISABLE_SIGNUP_WITHOUT_LINK=true
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Set secrets in your space to create an inital user, and log in with your
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@@ -80,13 +80,34 @@ globally visible on a public space.
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LABEL_STUDIO_PASSWORD
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You will need to provide new users with an invitation link to join the space,
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83 |
-
which can be found in the Organizations interface of Label Studio
|
84 |
|
85 |
By default this space stores all project configuration and data annotations
|
86 |
in local storage with Sqlite. If the space is reset, all configuration and
|
87 |
annotation data in the space will be lost. You can enable configuration
|
88 |
-
persistence
|
89 |
-
|
|
|
|
|
|
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|
|
|
|
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|
90 |
|
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Set the following secret variables to match your own hosted instance of
|
92 |
Postgres. We strongly recommend setting these as secrets to prevent leaking
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@@ -142,6 +163,6 @@ Azure Blob Storage
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STORAGE_AZURE_FOLDER=""
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-
## Questions? Concerns? Want to get involved?
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Email the community team at [community@labelstud.io](mailto:community@labelstud.io)
|
|
|
37 |
|
38 |
**By default, these spaces permit anyone to create a new login
|
39 |
account, allowing them to view and modify project configuration, data sets, and
|
40 |
+
annotations. Without any modifications, treat this space like a demo environment.**
|
41 |
|
42 |
## Creating a Labeling Project
|
43 |
|
|
|
58 |
- 🤗 [Tutorial: Using Label Studio with Hugging Face Datasets Hub](https://danielvanstrien.xyz/huggingface/huggingface-datasets/annotation/full%20stack%20deep%20learning%20notes/2022/09/07/label-studio-annotations-hub.html)
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- 💡 [Label Studio Docs](https://hubs.ly/Q01CN9Yq0)
|
60 |
|
61 |
+
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62 |
![Gif of Label Studio annotating different types of data](https://raw.githubusercontent.com/heartexlabs/label-studio/master/images/annotation_examples.gif)
|
63 |
|
64 |
### Making your Label Studio Hugging Face Space production-ready
|
|
|
68 |
Label Studio and collaborating on projects, but you may want to restrict
|
69 |
access to your space to only authorized users. Add the following environment
|
70 |
variable to your spaces Dockerfile to disable public account creation for
|
71 |
+
this space.
|
72 |
+
|
73 |
ENV LABEL_STUDIO_DISABLE_SIGNUP_WITHOUT_LINK=true
|
74 |
|
75 |
Set secrets in your space to create an inital user, and log in with your
|
|
|
80 |
LABEL_STUDIO_PASSWORD
|
81 |
|
82 |
You will need to provide new users with an invitation link to join the space,
|
83 |
+
which can be found in the Organizations interface of Label Studio.
|
84 |
|
85 |
By default this space stores all project configuration and data annotations
|
86 |
in local storage with Sqlite. If the space is reset, all configuration and
|
87 |
annotation data in the space will be lost. You can enable configuration
|
88 |
+
persistence in one of two ways:
|
89 |
+
|
90 |
+
1. Enabling Persistent Storage in your Space settings and configuring Label
|
91 |
+
Studio to write its database and task storage there.
|
92 |
+
|
93 |
+
2. Connecting an external Postgres database and cloud storage to your space,
|
94 |
+
guaranteeing that all project and annotation settings are preserved.
|
95 |
+
|
96 |
+
### Enabling Hugging Face Persistent Storage
|
97 |
+
|
98 |
+
In the Hugging Face Label Studio Space settings, select the appropriate
|
99 |
+
Persistent Storage tier. Note that Persistent Storage is a paid add-on.
|
100 |
+
By default, persistent storage is mounted to /data. In your Space settings,
|
101 |
+
set the following variables:
|
102 |
+
|
103 |
+
LABEL_STUDIO_BASE_DATA_DIR=/data
|
104 |
+
ENV STORAGE_PERSISTENCE=1
|
105 |
+
|
106 |
+
Your space will restart. NOTE: if you have existing settings and data,
|
107 |
+
they will be lost in this first restart. Data and setting will only be
|
108 |
+
preserved on subsequent restarts of the space.
|
109 |
+
|
110 |
+
### Enabling Postgres Database and Cloud Storage
|
111 |
|
112 |
Set the following secret variables to match your own hosted instance of
|
113 |
Postgres. We strongly recommend setting these as secrets to prevent leaking
|
|
|
163 |
STORAGE_AZURE_FOLDER=""
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+
## Questions? Concerns? Want to get involved?
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Email the community team at [community@labelstud.io](mailto:community@labelstud.io)
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