diff --git a/fr/models/registry/configure_registry.mdx b/fr/models/registry/configure_registry.mdx
index b59ac31d6a..c3680879c4 100644
--- a/fr/models/registry/configure_registry.mdx
+++ b/fr/models/registry/configure_registry.mdx
@@ -22,10 +22,6 @@ Les administrateurs du registre peuvent ajouter des Users individuels ou des Tea
5. Saisissez un ou plusieurs noms d’utilisateur, adresses e-mail ou noms d’équipe dans le champ **Inclure des Users et des Teams**.
6. Cliquez sur **Ajouter un accès**.
-
-
-
-
Pour en savoir plus, consultez [la configuration des rôles utilisateur dans un registre](/fr/models/registry/configure_registry/#configure-registry-roles) ou [les autorisations des rôles du registre](/fr/models/registry/configure_registry/#registry-role-permissions).
-
\ No newline at end of file
+12. Cliquez sur le bouton **Create collection**.
\ No newline at end of file
diff --git a/fr/models/registry/create_registry.mdx b/fr/models/registry/create_registry.mdx
index efa8708b6b..516bcb6b70 100644
--- a/fr/models/registry/create_registry.mdx
+++ b/fr/models/registry/create_registry.mdx
@@ -47,9 +47,7 @@ Créez un registre soit par programmation à l’aide de l’interface W&B R
Par exemple, l’image suivante montre un registre nommé `Fine_Tuned_Models` qu’un utilisateur est sur le point de créer. Le registre est **Restricted** aux seuls membres qui y ont été ajoutés manuellement.
-
-
-
+
-
-
Voir [Créer un registre](./create_registry#create-a-custom-registry) pour plus d’informations sur la façon de définir la visibilité d’un registre lorsqu’un administrateur d’équipe le crée.
\ No newline at end of file
diff --git a/fr/models/registry/download_use_artifact.mdx b/fr/models/registry/download_use_artifact.mdx
index e13bfcb1b4..d04e271ffb 100644
--- a/fr/models/registry/download_use_artifact.mdx
+++ b/fr/models/registry/download_use_artifact.mdx
@@ -124,8 +124,4 @@ W&B génère un extrait de code que vous pouvez copier-coller dans votre scr
4. Dans la liste des versions d’artifact, sélectionnez la version à laquelle vous souhaitez accéder.
5. Sélectionnez l’onglet **Utilisation**.
6. Copiez l’extrait de code affiché dans la section **API d’utilisation**.
-7. Collez l’extrait de code dans votre script Python, notebook ou terminal.
-
-
-
-
\ No newline at end of file
+7. Collez l’extrait de code dans votre script Python, notebook ou terminal.
\ No newline at end of file
diff --git a/fr/models/registry/organize-with-tags.mdx b/fr/models/registry/organize-with-tags.mdx
index 598cc9beca..95c2c0134b 100644
--- a/fr/models/registry/organize-with-tags.mdx
+++ b/fr/models/registry/organize-with-tags.mdx
@@ -30,9 +30,6 @@ Utilisez l’interface W&B App ou le SDK Python pour ajouter un tag à une c
4. Dans la carte de la collection, cliquez sur l’icône plus (**+**) à côté du champ **Tags**, puis saisissez le nom du tag.
5. Appuyez sur **Entrée** sur votre clavier.
-
-
-
-
-
-
-
-
-
-
[Registry でのユーザーロールの設定](/ja/models/registry/configure_registry/#configure-registry-roles) または [Registry ロールの権限](/ja/models/registry/configure_registry/#registry-role-permissions) について詳しくは、こちらを参照してください。
-
\ No newline at end of file
+12. **Create collection** ボタンをクリックします。
\ No newline at end of file
diff --git a/ja/models/registry/create_registry.mdx b/ja/models/registry/create_registry.mdx
index 9e1c3f5aca..c15fb4e518 100644
--- a/ja/models/registry/create_registry.mdx
+++ b/ja/models/registry/create_registry.mdx
@@ -47,9 +47,7 @@ W&B Registry UI または W&B Python SDK を使用して、レジスト
たとえば、次の画像は、ユーザーが `Fine_Tuned_Models` という名前のレジストリを作成しようとしている様子を示しています。このレジストリは、手動で追加されたメンバーのみに **Restricted** されています。
-
-
-
+
-
-
Team Admin がレジストリの作成時に可視性を設定する方法について詳しくは、[Create a registry](./create_registry#create-a-custom-registry)を参照してください。
\ No newline at end of file
diff --git a/ja/models/registry/download_use_artifact.mdx b/ja/models/registry/download_use_artifact.mdx
index a8a6d4f2cd..e0bb6bae07 100644
--- a/ja/models/registry/download_use_artifact.mdx
+++ b/ja/models/registry/download_use_artifact.mdx
@@ -124,8 +124,4 @@ W&B では、レジストリに関連付けられた artifact をダウン
4. artifact バージョンの一覧から、アクセスするバージョンを選択します。
5. **Usage** タブを選択します。
6. **Usage API** セクションに表示されているコードスニペットをコピーします。
-7. コードスニペットを Python スクリプト、ノートブック、またはターミナルに貼り付けます。
-
-
-
-
\ No newline at end of file
+7. コードスニペットを Python スクリプト、ノートブック、またはターミナルに貼り付けます。
\ No newline at end of file
diff --git a/ja/models/registry/organize-with-tags.mdx b/ja/models/registry/organize-with-tags.mdx
index 9731c98871..b71bbd4f5e 100644
--- a/ja/models/registry/organize-with-tags.mdx
+++ b/ja/models/registry/organize-with-tags.mdx
@@ -30,9 +30,6 @@ W&B App UI または Python SDK を使用して、コレクションにタ
4. コレクションカード内で、**Tags** フィールドの横にあるプラスアイコン (**+**) をクリックし、タグ名を入力します。
5. キーボードの **Enter** キーを押します。
-
-
-
-
-
-
-
-
-
-
[레지스트리에서 사용자 역할 구성](/ko/models/registry/configure_registry/#configure-registry-roles) 또는 [레지스트리 역할 권한](/ko/models/registry/configure_registry/#registry-role-permissions)에 대해 자세히 알아보세요.
-
\ No newline at end of file
+12. **컬렉션 만들기** 버튼을 클릭합니다.
\ No newline at end of file
diff --git a/ko/models/registry/create_registry.mdx b/ko/models/registry/create_registry.mdx
index 8b2c97c433..3aeeef2b23 100644
--- a/ko/models/registry/create_registry.mdx
+++ b/ko/models/registry/create_registry.mdx
@@ -47,9 +47,7 @@ W&B 레지스트리 UI 또는 W&B Python SDK를 사용해 레지스트
예를 들어, 아래 이미지는 사용자가 생성하려는 `Fine_Tuned_Models`라는 레지스트리를 보여줍니다. 이 레지스트리는 레지스트리에 수동으로 추가된 멤버만 볼 수 있도록 **Restricted**로 설정되어 있습니다.
-
-
-
+
-
팀 관리자가 레지스트리를 생성할 때 레지스트리의 가시성을 설정하는 방법에 대한 자세한 내용은 [레지스트리 생성](./create_registry#create-a-custom-registry)를 참조하세요.
\ No newline at end of file
diff --git a/ko/models/registry/download_use_artifact.mdx b/ko/models/registry/download_use_artifact.mdx
index 620aa3fc17..5fd05ada24 100644
--- a/ko/models/registry/download_use_artifact.mdx
+++ b/ko/models/registry/download_use_artifact.mdx
@@ -124,8 +124,4 @@ W&B는 레지스트리에 연결된 아티팩트를 다운로드할 수 있
4. 아티팩트 버전 목록에서 액세스하려는 버전을 선택합니다.
5. **사용** 탭을 선택합니다.
6. **사용 API** 섹션에 표시된 코드 스니펫을 복사합니다.
-7. 코드 스니펫을 Python 스크립트, 노트북 또는 터미널에 붙여넣습니다.
-
-
-
-
\ No newline at end of file
+7. 코드 스니펫을 Python 스크립트, 노트북 또는 터미널에 붙여넣습니다.
\ No newline at end of file
diff --git a/ko/models/registry/organize-with-tags.mdx b/ko/models/registry/organize-with-tags.mdx
index 64e1ac2acb..e83f01af08 100644
--- a/ko/models/registry/organize-with-tags.mdx
+++ b/ko/models/registry/organize-with-tags.mdx
@@ -30,9 +30,6 @@ W&B App UI 또는 Python SDK를 사용해 컬렉션에 태그를 추가할
4. 컬렉션 카드에서 **Tags** 필드 옆의 더하기 아이콘(**+**)을 클릭한 다음, 태그 이름을 입력합니다.
5. 키보드에서 **Enter** 키를 누릅니다.
-
-
-
-
-
-
-
-
-
-
-Learn more about [configuring user roles in a registry](/models/registry/configure_registry/#configure-registry-roles), or [registry role permissions](/models/registry/configure_registry/#registry-role-permissions) .
+Learn more about [configuring user roles in a registry](/models/registry/configure_registry/#configure-registry-roles), or [registry role permissions](/models/registry/configure_registry#role-permissions).
### Remove a user or team
A registry admin can remove individual users or entire teams from a registry. To remove a user or team from a registry:
@@ -80,11 +76,12 @@ W&B automatically assigns a default **registry role** to a user or team when the
| Service account (non admin) | Member1 | Member1 |
| Org admin | Admin | Admin |
-1: Service accounts cannot have **Viewer** or **Restricted Viewer** roles.
+1: Service accounts cannot have **Viewer** or **Restricted Viewer** roles. See [Service account access](#service-account-access) for how a service account's access is determined.
A registry admin can assign or modify roles for users and teams in the registry.
See [Configure user roles in a registry](/models/registry/configure_registry/#configure-registry-roles) for more information.
+
### Role permissions
The following table lists each Registry role, along with the permissions provided by each role:
diff --git a/models/registry/create_collection.mdx b/models/registry/create_collection.mdx
index ca5c59b5c5..238f960436 100644
--- a/models/registry/create_collection.mdx
+++ b/models/registry/create_collection.mdx
@@ -157,8 +157,4 @@ The following steps describe how to interactively create a collection using the
9. From the **Project** dropdown, select the project where your artifact is stored.
10. From the **Artifact** collection dropdown, select your artifact.
11. From the **Version** dropdown, select the artifact version you want to link to your collection.
-12. Click on the **Create collection** button.
-
-
-
-
\ No newline at end of file
+12. Click on the **Create collection** button.
\ No newline at end of file
diff --git a/models/registry/create_registry.mdx b/models/registry/create_registry.mdx
index c2d8be89f7..8e6724cf95 100644
--- a/models/registry/create_registry.mdx
+++ b/models/registry/create_registry.mdx
@@ -44,9 +44,7 @@ An artifact type cannot be removed from a registry once it is saved in the regis
For example, the following image shows a registry called `Fine_Tuned_Models` that a user is about to create. The registry is **Restricted** to only members that are manually added to the registry.
-
-
-
+
## Visibility types
@@ -79,9 +77,6 @@ To restrict the visibility of an existing registry:
2. Within the **Member** field, add the email or username of the member you want to add.
3. Click **Add new member**.
-
-
-
See [Create a registry](./create_registry#create-a-custom-registry) for more information on how assign the visibility of a registry when a team admin creates it.
diff --git a/models/registry/download_use_artifact.mdx b/models/registry/download_use_artifact.mdx
index c71624a311..1290b7946e 100644
--- a/models/registry/download_use_artifact.mdx
+++ b/models/registry/download_use_artifact.mdx
@@ -125,8 +125,4 @@ W&B creates a code snippet that you can copy and paste into your Python script,
4. From the list of artifact versions, select the version you want to access.
5. Select the **Usage** tab.
6. Copy the code snippet shown in the **Usage API** section.
-7. Paste the code snippet into your Python script, notebook, or terminal.
-
-
-
-
+7. Paste the code snippet into your Python script, notebook, or terminal.
\ No newline at end of file
diff --git a/models/registry/link_version.mdx b/models/registry/link_version.mdx
index 7963661b78..a1abe8999e 100644
--- a/models/registry/link_version.mdx
+++ b/models/registry/link_version.mdx
@@ -230,20 +230,7 @@ You can confirm the name of your team by:
### Confirm the path of a registry in the W&B App UI
-There are two ways to confirm the path of a registry with the UI: create an empty collection and view the collection details or copy and paste the autogenerated code on the collection's homepage.
-
-#### Copy and paste autogenerated code
-
-1. Navigate to the W&B Registry at https://wandb.ai/registry/.
-2. Click the registry you want to link an artifact to.
-3. At the top of the page, you will see an autogenerated code block.
-4. Copy and paste this into your code, ensure to replace the last part of the path with the name of your collection.
-
-
-
-
-
-#### Create an empty collection
+Create an empty collection to confirm the path of the registry in the W&B App UI. To do so, follow the steps below:
1. Navigate to the W&B Registry at https://wandb.ai/registry/.
2. Click the registry you want to link an artifact to.
diff --git a/models/registry/organize-with-tags.mdx b/models/registry/organize-with-tags.mdx
index 796346aee6..704effedb6 100644
--- a/models/registry/organize-with-tags.mdx
+++ b/models/registry/organize-with-tags.mdx
@@ -29,9 +29,6 @@ Use the W&B App UI to add a tag to a collection:
4. Within the collection card, click on the plus icon (**+**) next to the **Tags** field and type in the name of the tag.
5. Press **Enter** on your keyboard.
-
-
-
@@ -130,9 +127,6 @@ Add a tag to an artifact version linked to a collection with the W&B App UI or w
6. Within the **Version** tab, click on the plus icon (**+**) next to the **Tags** field and type in the name of the tag.
7. Press **Enter** on your keyboard.
-
-
-
-
+3. Within the search bar, type in the name of a tag. */}
## Find artifact versions with a specific tag
diff --git a/models/registry/search_registry.mdx b/models/registry/search_registry.mdx
index cd7ab331a8..0373478456 100644
--- a/models/registry/search_registry.mdx
+++ b/models/registry/search_registry.mdx
@@ -20,10 +20,6 @@ Use the W&B App to search for a registry item:
Search results appear below the search bar if the term you specify matches an existing registry, collection name, artifact version tag, collection tag, or alias.
-
-
-
-
## Query registry items
Use [`wandb.Api().registries()`](/models/ref/python/public-api/api#registries) and *query predicates* to filter registries, collections, and artifact versions. A query predicate is a condition that specifies the criteria that returned items must meet.