diff --git a/docs/404.html b/docs/404.html
index 3141ae4e9..87db9942d 100644
--- a/docs/404.html
+++ b/docs/404.html
@@ -321,7 +321,7 @@ <h1>Page Not Found</h1>
                         <div class="copyright">
                             Copyright &#169; Jina AI Limited. All rights reserved.
                         </div><div class="last-updated">
-                            Last updated on Jul 13, 2023</div>
+                            Last updated on Jul 14, 2023</div>
                     </div>
                     <div class="right-details">
                         <div class="social-btns">
diff --git a/docs/404/index.html b/docs/404/index.html
index d21d5c82e..545219ae6 100644
--- a/docs/404/index.html
+++ b/docs/404/index.html
@@ -321,7 +321,7 @@ <h1>Page Not Found</h1>
                         <div class="copyright">
                             Copyright &#169; Jina AI Limited. All rights reserved.
                         </div><div class="last-updated">
-                            Last updated on Jul 13, 2023</div>
+                            Last updated on Jul 14, 2023</div>
                     </div>
                     <div class="right-details">
                         <div class="social-btns">
diff --git a/docs/_modules/finetuner/client/client/index.html b/docs/_modules/finetuner/client/client/index.html
index 6932771b6..886500742 100644
--- a/docs/_modules/finetuner/client/client/index.html
+++ b/docs/_modules/finetuner/client/client/index.html
@@ -618,7 +618,7 @@ <h1>Source code for finetuner.client.client</h1><div class="highlight"><pre>
                         <div class="copyright">
                             Copyright &#169; Jina AI Limited. All rights reserved.
                         </div><div class="last-updated">
-                            Last updated on Jul 13, 2023</div>
+                            Last updated on Jul 14, 2023</div>
                     </div>
                     <div class="right-details">
                         <div class="social-btns">
diff --git a/docs/_modules/finetuner/console/index.html b/docs/_modules/finetuner/console/index.html
index 341d1519b..e07f17640 100644
--- a/docs/_modules/finetuner/console/index.html
+++ b/docs/_modules/finetuner/console/index.html
@@ -385,7 +385,7 @@ <h1>Source code for finetuner.console</h1><div class="highlight"><pre>
                         <div class="copyright">
                             Copyright &#169; Jina AI Limited. All rights reserved.
                         </div><div class="last-updated">
-                            Last updated on Jul 13, 2023</div>
+                            Last updated on Jul 14, 2023</div>
                     </div>
                     <div class="right-details">
                         <div class="social-btns">
diff --git a/docs/_modules/finetuner/excepts/index.html b/docs/_modules/finetuner/excepts/index.html
index 4ff20add4..09634dc10 100644
--- a/docs/_modules/finetuner/excepts/index.html
+++ b/docs/_modules/finetuner/excepts/index.html
@@ -341,7 +341,7 @@ <h1>Source code for finetuner.excepts</h1><div class="highlight"><pre>
                         <div class="copyright">
                             Copyright &#169; Jina AI Limited. All rights reserved.
                         </div><div class="last-updated">
-                            Last updated on Jul 13, 2023</div>
+                            Last updated on Jul 14, 2023</div>
                     </div>
                     <div class="right-details">
                         <div class="social-btns">
diff --git a/docs/_modules/finetuner/experiment/index.html b/docs/_modules/finetuner/experiment/index.html
index a9bfbaa10..2dc0504f4 100644
--- a/docs/_modules/finetuner/experiment/index.html
+++ b/docs/_modules/finetuner/experiment/index.html
@@ -745,7 +745,7 @@ <h1>Source code for finetuner.experiment</h1><div class="highlight"><pre>
                         <div class="copyright">
                             Copyright &#169; Jina AI Limited. All rights reserved.
                         </div><div class="last-updated">
-                            Last updated on Jul 13, 2023</div>
+                            Last updated on Jul 14, 2023</div>
                     </div>
                     <div class="right-details">
                         <div class="social-btns">
diff --git a/docs/_modules/finetuner/finetuner/index.html b/docs/_modules/finetuner/finetuner/index.html
index 05a6f06fa..927a90027 100644
--- a/docs/_modules/finetuner/finetuner/index.html
+++ b/docs/_modules/finetuner/finetuner/index.html
@@ -666,7 +666,7 @@ <h1>Source code for finetuner.finetuner</h1><div class="highlight"><pre>
                         <div class="copyright">
                             Copyright &#169; Jina AI Limited. All rights reserved.
                         </div><div class="last-updated">
-                            Last updated on Jul 13, 2023</div>
+                            Last updated on Jul 14, 2023</div>
                     </div>
                     <div class="right-details">
                         <div class="social-btns">
diff --git a/docs/_modules/finetuner/index.html b/docs/_modules/finetuner/index.html
index 5d112f581..4c430f59c 100644
--- a/docs/_modules/finetuner/index.html
+++ b/docs/_modules/finetuner/index.html
@@ -997,7 +997,7 @@ <h1>Source code for finetuner</h1><div class="highlight"><pre>
                         <div class="copyright">
                             Copyright &#169; Jina AI Limited. All rights reserved.
                         </div><div class="last-updated">
-                            Last updated on Jul 13, 2023</div>
+                            Last updated on Jul 14, 2023</div>
                     </div>
                     <div class="right-details">
                         <div class="social-btns">
diff --git a/docs/_modules/finetuner/model/index.html b/docs/_modules/finetuner/model/index.html
index c02bbe4bb..d03c7e8ae 100644
--- a/docs/_modules/finetuner/model/index.html
+++ b/docs/_modules/finetuner/model/index.html
@@ -376,7 +376,7 @@ <h1>Source code for finetuner.model</h1><div class="highlight"><pre>
                         <div class="copyright">
                             Copyright &#169; Jina AI Limited. All rights reserved.
                         </div><div class="last-updated">
-                            Last updated on Jul 13, 2023</div>
+                            Last updated on Jul 14, 2023</div>
                     </div>
                     <div class="right-details">
                         <div class="social-btns">
diff --git a/docs/_modules/finetuner/run/index.html b/docs/_modules/finetuner/run/index.html
index 404703519..d1f1d8f5d 100644
--- a/docs/_modules/finetuner/run/index.html
+++ b/docs/_modules/finetuner/run/index.html
@@ -531,7 +531,7 @@ <h1>Source code for finetuner.run</h1><div class="highlight"><pre>
                         <div class="copyright">
                             Copyright &#169; Jina AI Limited. All rights reserved.
                         </div><div class="last-updated">
-                            Last updated on Jul 13, 2023</div>
+                            Last updated on Jul 14, 2023</div>
                     </div>
                     <div class="right-details">
                         <div class="social-btns">
diff --git a/docs/_modules/index.html b/docs/_modules/index.html
index 89d3e92d2..dd40fa81c 100644
--- a/docs/_modules/index.html
+++ b/docs/_modules/index.html
@@ -325,7 +325,7 @@ <h1>All modules for which code is available</h1>
                         <div class="copyright">
                             Copyright &#169; Jina AI Limited. All rights reserved.
                         </div><div class="last-updated">
-                            Last updated on Jul 13, 2023</div>
+                            Last updated on Jul 14, 2023</div>
                     </div>
                     <div class="right-details">
                         <div class="social-btns">
diff --git a/docs/_sources/get-started/pretrained.md.txt b/docs/_sources/get-started/pretrained.md.txt
index 29894be84..55e0e04c2 100644
--- a/docs/_sources/get-started/pretrained.md.txt
+++ b/docs/_sources/get-started/pretrained.md.txt
@@ -6,9 +6,9 @@ we have introduced a suite of pre-trained text embedding models licensed under A
 The model have a range of useThese models have a variety of use cases, including information retrieval, semantic textual similarity, text reranking, and more.
 The suite consists of the following models:
 
-- `jina-embedding-s-en-v1` **[Huggingface](jinaai/jina-embedding-s-en-v1)**: This is a compact model with just 35 million parameters, that performs lightning-fast inference while delivering impressive performance.
-- `jina-embedding-b-en-v1` **[Huggingface](jinaai/jina-embedding-b-en-v1)**: This model has a size of 110 million parameters, performs fast inference and delivers better performance than our smaller model.
-- `jina-embedding-l-en-v1` **[Huggingface](jinaai/jina-embedding-l-en-v1)**: This is a relatively large model with a size of 330 million parameters, that performs single-gpu inference and delivers better performance than our other model.
+- `jina-embedding-s-en-v1` **[Huggingface](https://huggingface.co/jinaai/jina-embedding-s-en-v1)**: This is a compact model with just 35 million parameters, that performs lightning-fast inference while delivering impressive performance.
+- `jina-embedding-b-en-v1` **[Huggingface](https://huggingface.co/jinaai/jina-embedding-b-en-v1)**: This model has a size of 110 million parameters, performs fast inference and delivers better performance than our smaller model.
+- `jina-embedding-l-en-v1` **[Huggingface](https://huggingface.co/jinaai/jina-embedding-l-en-v1)**: This is a relatively large model with a size of 330 million parameters, that performs single-gpu inference and delivers better performance than our other model.
 
 ## Usage
 
@@ -44,4 +44,4 @@ The models have different output dimensionalities, as shown in the table below:
 
 ## Performance
 
-Please refer to the [Huggingface](jinaai/jina-embedding-s-en-v1) page.
+Please refer to the [Huggingface](https://huggingface.co/jinaai/jina-embedding-s-en-v1) page.
diff --git a/docs/advanced-topics/advanced-losses-optimizers-and-poolers/index.html b/docs/advanced-topics/advanced-losses-optimizers-and-poolers/index.html
index 61251bcee..09093f524 100644
--- a/docs/advanced-topics/advanced-losses-optimizers-and-poolers/index.html
+++ b/docs/advanced-topics/advanced-losses-optimizers-and-poolers/index.html
@@ -468,7 +468,7 @@ <h3>GeM pooling<a class="headerlink" href="#gem-pooling" title="Permalink to thi
                         <div class="copyright">
                             Copyright &#169; Jina AI Limited. All rights reserved.
                         </div><div class="last-updated">
-                            Last updated on Jul 13, 2023</div>
+                            Last updated on Jul 14, 2023</div>
                     </div>
                     <div class="right-details">
                         <div class="social-btns">
diff --git a/docs/advanced-topics/budget/index.html b/docs/advanced-topics/budget/index.html
index 56f8fac02..4da75b317 100644
--- a/docs/advanced-topics/budget/index.html
+++ b/docs/advanced-topics/budget/index.html
@@ -512,7 +512,7 @@ <h2>Summary<a class="headerlink" href="#summary" title="Permalink to this headin
                         <div class="copyright">
                             Copyright &#169; Jina AI Limited. All rights reserved.
                         </div><div class="last-updated">
-                            Last updated on Jul 13, 2023</div>
+                            Last updated on Jul 14, 2023</div>
                     </div>
                     <div class="right-details">
                         <div class="social-btns">
diff --git a/docs/advanced-topics/finetuner-executor/index.html b/docs/advanced-topics/finetuner-executor/index.html
index e04d02576..f6d1366f7 100644
--- a/docs/advanced-topics/finetuner-executor/index.html
+++ b/docs/advanced-topics/finetuner-executor/index.html
@@ -484,7 +484,7 @@ <h2>Special case: Artifacts with CLIP models<a class="headerlink" href="#special
                         <div class="copyright">
                             Copyright &#169; Jina AI Limited. All rights reserved.
                         </div><div class="last-updated">
-                            Last updated on Jul 13, 2023</div>
+                            Last updated on Jul 14, 2023</div>
                     </div>
                     <div class="right-details">
                         <div class="social-btns">
diff --git a/docs/advanced-topics/linear-probe/index.html b/docs/advanced-topics/linear-probe/index.html
index 45c760e10..13817826e 100644
--- a/docs/advanced-topics/linear-probe/index.html
+++ b/docs/advanced-topics/linear-probe/index.html
@@ -427,7 +427,7 @@ <h2>Summary<a class="headerlink" href="#summary" title="Permalink to this headin
                         <div class="copyright">
                             Copyright &#169; Jina AI Limited. All rights reserved.
                         </div><div class="last-updated">
-                            Last updated on Jul 13, 2023</div>
+                            Last updated on Jul 14, 2023</div>
                     </div>
                     <div class="right-details">
                         <div class="social-btns">
diff --git a/docs/advanced-topics/negative-mining/index.html b/docs/advanced-topics/negative-mining/index.html
index 7a8d7ca57..f3b4e36fe 100644
--- a/docs/advanced-topics/negative-mining/index.html
+++ b/docs/advanced-topics/negative-mining/index.html
@@ -439,7 +439,7 @@ <h2>Summary<a class="headerlink" href="#summary" title="Permalink to this headin
                         <div class="copyright">
                             Copyright &#169; Jina AI Limited. All rights reserved.
                         </div><div class="last-updated">
-                            Last updated on Jul 13, 2023</div>
+                            Last updated on Jul 14, 2023</div>
                     </div>
                     <div class="right-details">
                         <div class="social-btns">
diff --git a/docs/advanced-topics/using-callbacks/index.html b/docs/advanced-topics/using-callbacks/index.html
index 1e0f1d83a..8ae19b18c 100644
--- a/docs/advanced-topics/using-callbacks/index.html
+++ b/docs/advanced-topics/using-callbacks/index.html
@@ -569,7 +569,7 @@ <h2>WandBLogger<a class="headerlink" href="#wandblogger" title="Permalink to thi
                         <div class="copyright">
                             Copyright &#169; Jina AI Limited. All rights reserved.
                         </div><div class="last-updated">
-                            Last updated on Jul 13, 2023</div>
+                            Last updated on Jul 14, 2023</div>
                     </div>
                     <div class="right-details">
                         <div class="social-btns">
diff --git a/docs/api-rst/index.html b/docs/api-rst/index.html
index 59f51af93..dd3f9b38d 100644
--- a/docs/api-rst/index.html
+++ b/docs/api-rst/index.html
@@ -472,7 +472,7 @@ <h2><a class="reference internal" href="../api/finetuner.experiment/#finetuner.e
                         <div class="copyright">
                             Copyright &#169; Jina AI Limited. All rights reserved.
                         </div><div class="last-updated">
-                            Last updated on Jul 13, 2023</div>
+                            Last updated on Jul 14, 2023</div>
                     </div>
                     <div class="right-details">
                         <div class="social-btns">
diff --git a/docs/api/finetuner.client.client.rst b/docs/api/finetuner.client.client.rst
deleted file mode 100644
index e120fd03d..000000000
--- a/docs/api/finetuner.client.client.rst
+++ /dev/null
@@ -1,7 +0,0 @@
-finetuner.client.client module
-==============================
-
-.. automodule:: finetuner.client.client
-   :members:
-   :undoc-members:
-   :show-inheritance:
diff --git a/docs/api/finetuner.client.client/index.html b/docs/api/finetuner.client.client/index.html
index a6001853a..14195ddba 100644
--- a/docs/api/finetuner.client.client/index.html
+++ b/docs/api/finetuner.client.client/index.html
@@ -647,7 +647,7 @@
                         <div class="copyright">
                             Copyright &#169; Jina AI Limited. All rights reserved.
                         </div><div class="last-updated">
-                            Last updated on Jul 13, 2023</div>
+                            Last updated on Jul 14, 2023</div>
                     </div>
                     <div class="right-details">
                         <div class="social-btns">
diff --git a/docs/api/finetuner.client.rst b/docs/api/finetuner.client.rst
deleted file mode 100644
index 01fabb0ef..000000000
--- a/docs/api/finetuner.client.rst
+++ /dev/null
@@ -1,19 +0,0 @@
-finetuner.client package
-========================
-
-Submodules
-----------
-
-.. toctree::
-   :maxdepth: 4
-
-   finetuner.client.client
-   finetuner.client.session
-
-Module contents
----------------
-
-.. automodule:: finetuner.client
-   :members:
-   :undoc-members:
-   :show-inheritance:
diff --git a/docs/api/finetuner.client.session.rst b/docs/api/finetuner.client.session.rst
deleted file mode 100644
index b6b1274c4..000000000
--- a/docs/api/finetuner.client.session.rst
+++ /dev/null
@@ -1,7 +0,0 @@
-finetuner.client.session module
-===============================
-
-.. automodule:: finetuner.client.session
-   :members:
-   :undoc-members:
-   :show-inheritance:
diff --git a/docs/api/finetuner.client.session/index.html b/docs/api/finetuner.client.session/index.html
index 3789057f8..96a0b170d 100644
--- a/docs/api/finetuner.client.session/index.html
+++ b/docs/api/finetuner.client.session/index.html
@@ -343,7 +343,7 @@
                         <div class="copyright">
                             Copyright &#169; Jina AI Limited. All rights reserved.
                         </div><div class="last-updated">
-                            Last updated on Jul 13, 2023</div>
+                            Last updated on Jul 14, 2023</div>
                     </div>
                     <div class="right-details">
                         <div class="social-btns">
diff --git a/docs/api/finetuner.client/index.html b/docs/api/finetuner.client/index.html
index 6e699c50a..a7ae5064a 100644
--- a/docs/api/finetuner.client/index.html
+++ b/docs/api/finetuner.client/index.html
@@ -377,7 +377,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
                         <div class="copyright">
                             Copyright &#169; Jina AI Limited. All rights reserved.
                         </div><div class="last-updated">
-                            Last updated on Jul 13, 2023</div>
+                            Last updated on Jul 14, 2023</div>
                     </div>
                     <div class="right-details">
                         <div class="social-btns">
diff --git a/docs/api/finetuner.console.rst b/docs/api/finetuner.console.rst
new file mode 100644
index 000000000..8f7b83b74
--- /dev/null
+++ b/docs/api/finetuner.console.rst
@@ -0,0 +1,7 @@
+finetuner.console module
+========================
+
+.. automodule:: finetuner.console
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/docs/api/finetuner.console/index.html b/docs/api/finetuner.console/index.html
index a4c905154..f1c7cae23 100644
--- a/docs/api/finetuner.console/index.html
+++ b/docs/api/finetuner.console/index.html
@@ -382,7 +382,7 @@
                         <div class="copyright">
                             Copyright &#169; Jina AI Limited. All rights reserved.
                         </div><div class="last-updated">
-                            Last updated on Jul 13, 2023</div>
+                            Last updated on Jul 14, 2023</div>
                     </div>
                     <div class="right-details">
                         <div class="social-btns">
diff --git a/docs/api/finetuner.data.rst b/docs/api/finetuner.data.rst
deleted file mode 100644
index 2cb85c06e..000000000
--- a/docs/api/finetuner.data.rst
+++ /dev/null
@@ -1,7 +0,0 @@
-finetuner.data module
-=====================
-
-.. automodule:: finetuner.data
-   :members:
-   :undoc-members:
-   :show-inheritance:
diff --git a/docs/api/finetuner.data/index.html b/docs/api/finetuner.data/index.html
index 8b32b4dc7..b2ddcef55 100644
--- a/docs/api/finetuner.data/index.html
+++ b/docs/api/finetuner.data/index.html
@@ -559,7 +559,7 @@
                         <div class="copyright">
                             Copyright &#169; Jina AI Limited. All rights reserved.
                         </div><div class="last-updated">
-                            Last updated on Jul 13, 2023</div>
+                            Last updated on Jul 14, 2023</div>
                     </div>
                     <div class="right-details">
                         <div class="social-btns">
diff --git a/docs/api/finetuner.excepts.rst b/docs/api/finetuner.excepts.rst
new file mode 100644
index 000000000..1ed61208d
--- /dev/null
+++ b/docs/api/finetuner.excepts.rst
@@ -0,0 +1,7 @@
+finetuner.excepts module
+========================
+
+.. automodule:: finetuner.excepts
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/docs/api/finetuner.excepts/index.html b/docs/api/finetuner.excepts/index.html
index 4681034e2..074132d65 100644
--- a/docs/api/finetuner.excepts/index.html
+++ b/docs/api/finetuner.excepts/index.html
@@ -367,7 +367,7 @@
                         <div class="copyright">
                             Copyright &#169; Jina AI Limited. All rights reserved.
                         </div><div class="last-updated">
-                            Last updated on Jul 13, 2023</div>
+                            Last updated on Jul 14, 2023</div>
                     </div>
                     <div class="right-details">
                         <div class="social-btns">
diff --git a/docs/api/finetuner.experiment.rst b/docs/api/finetuner.experiment.rst
deleted file mode 100644
index 248e70a89..000000000
--- a/docs/api/finetuner.experiment.rst
+++ /dev/null
@@ -1,7 +0,0 @@
-finetuner.experiment module
-===========================
-
-.. automodule:: finetuner.experiment
-   :members:
-   :undoc-members:
-   :show-inheritance:
diff --git a/docs/api/finetuner.experiment/index.html b/docs/api/finetuner.experiment/index.html
index 7b7e08378..0de090679 100644
--- a/docs/api/finetuner.experiment/index.html
+++ b/docs/api/finetuner.experiment/index.html
@@ -466,7 +466,7 @@
                         <div class="copyright">
                             Copyright &#169; Jina AI Limited. All rights reserved.
                         </div><div class="last-updated">
-                            Last updated on Jul 13, 2023</div>
+                            Last updated on Jul 14, 2023</div>
                     </div>
                     <div class="right-details">
                         <div class="social-btns">
diff --git a/docs/api/finetuner.finetuner.rst b/docs/api/finetuner.finetuner.rst
deleted file mode 100644
index bdedebd91..000000000
--- a/docs/api/finetuner.finetuner.rst
+++ /dev/null
@@ -1,7 +0,0 @@
-finetuner.finetuner module
-==========================
-
-.. automodule:: finetuner.finetuner
-   :members:
-   :undoc-members:
-   :show-inheritance:
diff --git a/docs/api/finetuner.finetuner/index.html b/docs/api/finetuner.finetuner/index.html
index 6533626c4..b4ddd43f8 100644
--- a/docs/api/finetuner.finetuner/index.html
+++ b/docs/api/finetuner.finetuner/index.html
@@ -554,7 +554,7 @@
                         <div class="copyright">
                             Copyright &#169; Jina AI Limited. All rights reserved.
                         </div><div class="last-updated">
-                            Last updated on Jul 13, 2023</div>
+                            Last updated on Jul 14, 2023</div>
                     </div>
                     <div class="right-details">
                         <div class="social-btns">
diff --git a/docs/api/finetuner.model.rst b/docs/api/finetuner.model.rst
deleted file mode 100644
index aea957b76..000000000
--- a/docs/api/finetuner.model.rst
+++ /dev/null
@@ -1,7 +0,0 @@
-finetuner.model module
-======================
-
-.. automodule:: finetuner.model
-   :members:
-   :undoc-members:
-   :show-inheritance:
diff --git a/docs/api/finetuner.model/index.html b/docs/api/finetuner.model/index.html
index dd6a77364..75568eea3 100644
--- a/docs/api/finetuner.model/index.html
+++ b/docs/api/finetuner.model/index.html
@@ -401,7 +401,7 @@
                         <div class="copyright">
                             Copyright &#169; Jina AI Limited. All rights reserved.
                         </div><div class="last-updated">
-                            Last updated on Jul 13, 2023</div>
+                            Last updated on Jul 14, 2023</div>
                     </div>
                     <div class="right-details">
                         <div class="social-btns">
diff --git a/docs/api/finetuner.rst b/docs/api/finetuner.rst
new file mode 100644
index 000000000..5e72fe587
--- /dev/null
+++ b/docs/api/finetuner.rst
@@ -0,0 +1,32 @@
+finetuner package
+=================
+
+Subpackages
+-----------
+
+.. toctree::
+   :maxdepth: 4
+
+   finetuner.client
+
+Submodules
+----------
+
+.. toctree::
+   :maxdepth: 4
+
+   finetuner.console
+   finetuner.data
+   finetuner.excepts
+   finetuner.experiment
+   finetuner.finetuner
+   finetuner.model
+   finetuner.run
+
+Module contents
+---------------
+
+.. automodule:: finetuner
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/docs/api/finetuner.run.rst b/docs/api/finetuner.run.rst
deleted file mode 100644
index 293e4f1c3..000000000
--- a/docs/api/finetuner.run.rst
+++ /dev/null
@@ -1,7 +0,0 @@
-finetuner.run module
-====================
-
-.. automodule:: finetuner.run
-   :members:
-   :undoc-members:
-   :show-inheritance:
diff --git a/docs/api/finetuner.run/index.html b/docs/api/finetuner.run/index.html
index 198a98789..4f5f2bd65 100644
--- a/docs/api/finetuner.run/index.html
+++ b/docs/api/finetuner.run/index.html
@@ -521,7 +521,7 @@
                         <div class="copyright">
                             Copyright &#169; Jina AI Limited. All rights reserved.
                         </div><div class="last-updated">
-                            Last updated on Jul 13, 2023</div>
+                            Last updated on Jul 14, 2023</div>
                     </div>
                     <div class="right-details">
                         <div class="social-btns">
diff --git a/docs/api/finetuner/index.html b/docs/api/finetuner/index.html
index 10e7206ba..857f17c5c 100644
--- a/docs/api/finetuner/index.html
+++ b/docs/api/finetuner/index.html
@@ -1318,7 +1318,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
                         <div class="copyright">
                             Copyright &#169; Jina AI Limited. All rights reserved.
                         </div><div class="last-updated">
-                            Last updated on Jul 13, 2023</div>
+                            Last updated on Jul 14, 2023</div>
                     </div>
                     <div class="right-details">
                         <div class="social-btns">
diff --git a/docs/api/modules.rst b/docs/api/modules.rst
new file mode 100644
index 000000000..441f83030
--- /dev/null
+++ b/docs/api/modules.rst
@@ -0,0 +1,7 @@
+finetuner
+=========
+
+.. toctree::
+   :maxdepth: 4
+
+   finetuner
diff --git a/docs/api/modules/index.html b/docs/api/modules/index.html
index 6a398686b..a295282d2 100644
--- a/docs/api/modules/index.html
+++ b/docs/api/modules/index.html
@@ -436,7 +436,7 @@ <h1>finetuner<a class="headerlink" href="#finetuner" title="Permalink to this he
                         <div class="copyright">
                             Copyright &#169; Jina AI Limited. All rights reserved.
                         </div><div class="last-updated">
-                            Last updated on Jul 13, 2023</div>
+                            Last updated on Jul 14, 2023</div>
                     </div>
                     <div class="right-details">
                         <div class="social-btns">
diff --git a/docs/genindex/index.html b/docs/genindex/index.html
index 9f627de27..47c4cfa4c 100644
--- a/docs/genindex/index.html
+++ b/docs/genindex/index.html
@@ -829,7 +829,7 @@ <h2>T</h2>
                         <div class="copyright">
                             Copyright &#169; Jina AI Limited. All rights reserved.
                         </div><div class="last-updated">
-                            Last updated on Jul 13, 2023</div>
+                            Last updated on Jul 14, 2023</div>
                     </div>
                     <div class="right-details">
                         <div class="social-btns">
diff --git a/docs/get-started/how-it-works/index.html b/docs/get-started/how-it-works/index.html
index e700bfb83..ca013b199 100644
--- a/docs/get-started/how-it-works/index.html
+++ b/docs/get-started/how-it-works/index.html
@@ -419,7 +419,7 @@ <h2>Step 3: Tuning in the cloud<a class="headerlink" href="#step-3-tuning-in-the
                         <div class="copyright">
                             Copyright &#169; Jina AI Limited. All rights reserved.
                         </div><div class="last-updated">
-                            Last updated on Jul 13, 2023</div>
+                            Last updated on Jul 14, 2023</div>
                     </div>
                     <div class="right-details">
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diff --git a/docs/get-started/installation/index.html b/docs/get-started/installation/index.html
index afc60dd44..56a531aaf 100644
--- a/docs/get-started/installation/index.html
+++ b/docs/get-started/installation/index.html
@@ -380,7 +380,7 @@
                         <div class="copyright">
                             Copyright &#169; Jina AI Limited. All rights reserved.
                         </div><div class="last-updated">
-                            Last updated on Jul 13, 2023</div>
+                            Last updated on Jul 14, 2023</div>
                     </div>
                     <div class="right-details">
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diff --git a/docs/get-started/pretrained/index.html b/docs/get-started/pretrained/index.html
index 33a780d1a..a52ee7f8b 100644
--- a/docs/get-started/pretrained/index.html
+++ b/docs/get-started/pretrained/index.html
@@ -335,9 +335,9 @@
 The model have a range of useThese models have a variety of use cases, including information retrieval, semantic textual similarity, text reranking, and more.
 The suite consists of the following models:</p>
 <ul class="simple">
-<li><p><code class="docutils literal notranslate"><span class="pre">jina-embedding-s-en-v1</span></code> <strong><span class="xref myst">Huggingface</span></strong>: This is a compact model with just 35 million parameters, that performs lightning-fast inference while delivering impressive performance.</p></li>
-<li><p><code class="docutils literal notranslate"><span class="pre">jina-embedding-b-en-v1</span></code> <strong><span class="xref myst">Huggingface</span></strong>: This model has a size of 110 million parameters, performs fast inference and delivers better performance than our smaller model.</p></li>
-<li><p><code class="docutils literal notranslate"><span class="pre">jina-embedding-l-en-v1</span></code> <strong><span class="xref myst">Huggingface</span></strong>: This is a relatively large model with a size of 330 million parameters, that performs single-gpu inference and delivers better performance than our other model.</p></li>
+<li><p><code class="docutils literal notranslate"><span class="pre">jina-embedding-s-en-v1</span></code> <strong><a class="reference external" href="https://huggingface.co/jinaai/jina-embedding-s-en-v1">Huggingface</a></strong>: This is a compact model with just 35 million parameters, that performs lightning-fast inference while delivering impressive performance.</p></li>
+<li><p><code class="docutils literal notranslate"><span class="pre">jina-embedding-b-en-v1</span></code> <strong><a class="reference external" href="https://huggingface.co/jinaai/jina-embedding-b-en-v1">Huggingface</a></strong>: This model has a size of 110 million parameters, performs fast inference and delivers better performance than our smaller model.</p></li>
+<li><p><code class="docutils literal notranslate"><span class="pre">jina-embedding-l-en-v1</span></code> <strong><a class="reference external" href="https://huggingface.co/jinaai/jina-embedding-l-en-v1">Huggingface</a></strong>: This is a relatively large model with a size of 330 million parameters, that performs single-gpu inference and delivers better performance than our other model.</p></li>
 </ul>
 <section id="usage">
 <h2>Usage<a class="headerlink" href="#usage" title="Permalink to this heading">#</a></h2>
@@ -397,7 +397,7 @@ <h2>Characteristics<a class="headerlink" href="#characteristics" title="Permalin
 </section>
 <section id="performance">
 <h2>Performance<a class="headerlink" href="#performance" title="Permalink to this heading">#</a></h2>
-<p>Please refer to the <span class="xref myst">Huggingface</span> page.</p>
+<p>Please refer to the <a class="reference external" href="https://huggingface.co/jinaai/jina-embedding-s-en-v1">Huggingface</a> page.</p>
 </section>
 </section>
 
@@ -436,7 +436,7 @@ <h2>Performance<a class="headerlink" href="#performance" title="Permalink to thi
                         <div class="copyright">
                             Copyright &#169; Jina AI Limited. All rights reserved.
                         </div><div class="last-updated">
-                            Last updated on Jul 13, 2023</div>
+                            Last updated on Jul 14, 2023</div>
                     </div>
                     <div class="right-details">
                         <div class="social-btns">
diff --git a/docs/index.html b/docs/index.html
index 94c83f849..664a3088f 100644
--- a/docs/index.html
+++ b/docs/index.html
@@ -423,7 +423,7 @@ <h2>Join Us<a class="headerlink" href="#join-us" title="Permalink to this headin
                         <div class="copyright">
                             Copyright &#169; Jina AI Limited. All rights reserved.
                         </div><div class="last-updated">
-                            Last updated on Jul 13, 2023</div>
+                            Last updated on Jul 14, 2023</div>
                     </div>
                     <div class="right-details">
                         <div class="social-btns">
diff --git a/docs/notebooks/data_synthesis/index.html b/docs/notebooks/data_synthesis/index.html
index dff589c21..bb0fa0d52 100644
--- a/docs/notebooks/data_synthesis/index.html
+++ b/docs/notebooks/data_synthesis/index.html
@@ -523,7 +523,7 @@ <h3>Evaluating<a class="headerlink" href="#evaluating" title="Permalink to this
                         <div class="copyright">
                             Copyright &#169; Jina AI Limited. All rights reserved.
                         </div><div class="last-updated">
-                            Last updated on Jul 13, 2023</div>
+                            Last updated on Jul 14, 2023</div>
                     </div>
                     <div class="right-details">
                         <div class="social-btns">
diff --git a/docs/notebooks/image_to_image/index.html b/docs/notebooks/image_to_image/index.html
index 4a74ef40b..da5dc73b2 100644
--- a/docs/notebooks/image_to_image/index.html
+++ b/docs/notebooks/image_to_image/index.html
@@ -551,7 +551,7 @@ <h2>Before and after<a class="headerlink" href="#before-and-after" title="Permal
                         <div class="copyright">
                             Copyright &#169; Jina AI Limited. All rights reserved.
                         </div><div class="last-updated">
-                            Last updated on Jul 13, 2023</div>
+                            Last updated on Jul 14, 2023</div>
                     </div>
                     <div class="right-details">
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diff --git a/docs/notebooks/image_to_image_arcface/index.html b/docs/notebooks/image_to_image_arcface/index.html
index 4302b66e8..258b45458 100644
--- a/docs/notebooks/image_to_image_arcface/index.html
+++ b/docs/notebooks/image_to_image_arcface/index.html
@@ -576,7 +576,7 @@ <h2>Before and after<a class="headerlink" href="#before-and-after" title="Permal
                         <div class="copyright">
                             Copyright &#169; Jina AI Limited. All rights reserved.
                         </div><div class="last-updated">
-                            Last updated on Jul 13, 2023</div>
+                            Last updated on Jul 14, 2023</div>
                     </div>
                     <div class="right-details">
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diff --git a/docs/notebooks/mesh_to_mesh/index.html b/docs/notebooks/mesh_to_mesh/index.html
index 7e0858c31..11f885d2d 100644
--- a/docs/notebooks/mesh_to_mesh/index.html
+++ b/docs/notebooks/mesh_to_mesh/index.html
@@ -563,7 +563,7 @@ <h2>Before and After<a class="headerlink" href="#before-and-after" title="Permal
                         <div class="copyright">
                             Copyright &#169; Jina AI Limited. All rights reserved.
                         </div><div class="last-updated">
-                            Last updated on Jul 13, 2023</div>
+                            Last updated on Jul 14, 2023</div>
                     </div>
                     <div class="right-details">
                         <div class="social-btns">
diff --git a/docs/notebooks/multilingual_text_to_image/index.html b/docs/notebooks/multilingual_text_to_image/index.html
index d6225e4a6..21d941d88 100644
--- a/docs/notebooks/multilingual_text_to_image/index.html
+++ b/docs/notebooks/multilingual_text_to_image/index.html
@@ -580,7 +580,7 @@ <h2>Before and after<a class="headerlink" href="#before-and-after" title="Permal
                         <div class="copyright">
                             Copyright &#169; Jina AI Limited. All rights reserved.
                         </div><div class="last-updated">
-                            Last updated on Jul 13, 2023</div>
+                            Last updated on Jul 14, 2023</div>
                     </div>
                     <div class="right-details">
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diff --git a/docs/notebooks/text_to_image/index.html b/docs/notebooks/text_to_image/index.html
index 67d78a414..66956ec42 100644
--- a/docs/notebooks/text_to_image/index.html
+++ b/docs/notebooks/text_to_image/index.html
@@ -588,7 +588,7 @@ <h2>Before and after<a class="headerlink" href="#before-and-after" title="Permal
                         <div class="copyright">
                             Copyright &#169; Jina AI Limited. All rights reserved.
                         </div><div class="last-updated">
-                            Last updated on Jul 13, 2023</div>
+                            Last updated on Jul 14, 2023</div>
                     </div>
                     <div class="right-details">
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diff --git a/docs/notebooks/text_to_text/index.html b/docs/notebooks/text_to_text/index.html
index 18ef284c4..ef3820dc9 100644
--- a/docs/notebooks/text_to_text/index.html
+++ b/docs/notebooks/text_to_text/index.html
@@ -591,7 +591,7 @@ <h2>Before and after<a class="headerlink" href="#before-and-after" title="Permal
                         <div class="copyright">
                             Copyright &#169; Jina AI Limited. All rights reserved.
                         </div><div class="last-updated">
-                            Last updated on Jul 13, 2023</div>
+                            Last updated on Jul 14, 2023</div>
                     </div>
                     <div class="right-details">
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diff --git a/docs/py-modindex/index.html b/docs/py-modindex/index.html
index a967e5a0a..c2c1ea0f6 100644
--- a/docs/py-modindex/index.html
+++ b/docs/py-modindex/index.html
@@ -394,7 +394,7 @@ <h1>Python Module Index</h1>
                         <div class="copyright">
                             Copyright &#169; Jina AI Limited. All rights reserved.
                         </div><div class="last-updated">
-                            Last updated on Jul 13, 2023</div>
+                            Last updated on Jul 14, 2023</div>
                     </div>
                     <div class="right-details">
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diff --git a/docs/search/index.html b/docs/search/index.html
index 80d0e3d9b..3654fc93e 100644
--- a/docs/search/index.html
+++ b/docs/search/index.html
@@ -324,7 +324,7 @@
                         <div class="copyright">
                             Copyright &#169; Jina AI Limited. All rights reserved.
                         </div><div class="last-updated">
-                            Last updated on Jul 13, 2023</div>
+                            Last updated on Jul 14, 2023</div>
                     </div>
                     <div class="right-details">
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diff --git a/docs/walkthrough/basic-concepts/index.html b/docs/walkthrough/basic-concepts/index.html
index 1d2cbcf9e..28529831d 100644
--- a/docs/walkthrough/basic-concepts/index.html
+++ b/docs/walkthrough/basic-concepts/index.html
@@ -409,7 +409,7 @@
                         <div class="copyright">
                             Copyright &#169; Jina AI Limited. All rights reserved.
                         </div><div class="last-updated">
-                            Last updated on Jul 13, 2023</div>
+                            Last updated on Jul 14, 2023</div>
                     </div>
                     <div class="right-details">
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diff --git a/docs/walkthrough/choose-backbone/index.html b/docs/walkthrough/choose-backbone/index.html
index a60869739..a476321d0 100644
--- a/docs/walkthrough/choose-backbone/index.html
+++ b/docs/walkthrough/choose-backbone/index.html
@@ -476,7 +476,7 @@
                         <div class="copyright">
                             Copyright &#169; Jina AI Limited. All rights reserved.
                         </div><div class="last-updated">
-                            Last updated on Jul 13, 2023</div>
+                            Last updated on Jul 14, 2023</div>
                     </div>
                     <div class="right-details">
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diff --git a/docs/walkthrough/create-training-data/index.html b/docs/walkthrough/create-training-data/index.html
index 0fe1f952e..08dcccf4e 100644
--- a/docs/walkthrough/create-training-data/index.html
+++ b/docs/walkthrough/create-training-data/index.html
@@ -693,7 +693,7 @@ <h3>Displaying Images and Meshes<a class="headerlink" href="#displaying-images-a
                         <div class="copyright">
                             Copyright &#169; Jina AI Limited. All rights reserved.
                         </div><div class="last-updated">
-                            Last updated on Jul 13, 2023</div>
+                            Last updated on Jul 14, 2023</div>
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                     <div class="right-details">
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diff --git a/docs/walkthrough/index.html b/docs/walkthrough/index.html
index 7a5ac824d..031515dc1 100644
--- a/docs/walkthrough/index.html
+++ b/docs/walkthrough/index.html
@@ -462,7 +462,7 @@ <h1><svg version="1.1" width="1.0em" height="1.0em" class="sd-octicon sd-octicon
                         <div class="copyright">
                             Copyright &#169; Jina AI Limited. All rights reserved.
                         </div><div class="last-updated">
-                            Last updated on Jul 13, 2023</div>
+                            Last updated on Jul 14, 2023</div>
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diff --git a/docs/walkthrough/inference/index.html b/docs/walkthrough/inference/index.html
index 0b55b1765..eb40aa2da 100644
--- a/docs/walkthrough/inference/index.html
+++ b/docs/walkthrough/inference/index.html
@@ -540,7 +540,7 @@ <h1>Inference<a class="headerlink" href="#inference" title="Permalink to this he
                         <div class="copyright">
                             Copyright &#169; Jina AI Limited. All rights reserved.
                         </div><div class="last-updated">
-                            Last updated on Jul 13, 2023</div>
+                            Last updated on Jul 14, 2023</div>
                     </div>
                     <div class="right-details">
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diff --git a/docs/walkthrough/login/index.html b/docs/walkthrough/login/index.html
index 73e5cde93..219ecd352 100644
--- a/docs/walkthrough/login/index.html
+++ b/docs/walkthrough/login/index.html
@@ -391,7 +391,7 @@
                         <div class="copyright">
                             Copyright &#169; Jina AI Limited. All rights reserved.
                         </div><div class="last-updated">
-                            Last updated on Jul 13, 2023</div>
+                            Last updated on Jul 14, 2023</div>
                     </div>
                     <div class="right-details">
                         <div class="social-btns">
diff --git a/docs/walkthrough/run-job/index.html b/docs/walkthrough/run-job/index.html
index bdbc9e694..0509b5813 100644
--- a/docs/walkthrough/run-job/index.html
+++ b/docs/walkthrough/run-job/index.html
@@ -540,7 +540,7 @@ <h3>Construction of training batches<a class="headerlink" href="#construction-of
                         <div class="copyright">
                             Copyright &#169; Jina AI Limited. All rights reserved.
                         </div><div class="last-updated">
-                            Last updated on Jul 13, 2023</div>
+                            Last updated on Jul 14, 2023</div>
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                     <div class="right-details">
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diff --git a/docs/walkthrough/save-model/index.html b/docs/walkthrough/save-model/index.html
index 51700cda8..0baa13af9 100644
--- a/docs/walkthrough/save-model/index.html
+++ b/docs/walkthrough/save-model/index.html
@@ -439,7 +439,7 @@
                         <div class="copyright">
                             Copyright &#169; Jina AI Limited. All rights reserved.
                         </div><div class="last-updated">
-                            Last updated on Jul 13, 2023</div>
+                            Last updated on Jul 14, 2023</div>
                     </div>
                     <div class="right-details">
                         <div class="social-btns">