From 929322bdb7e12a8cdd27a3e7e29bc0d21e70b547 Mon Sep 17 00:00:00 2001
From: wumuzi520 <wumuzi520@users.noreply.github.com>
Date: Tue, 21 Jan 2025 09:12:13 +0000
Subject: [PATCH] deploy: dd0c8c72bf94c55fdd0b5bc377952eb38008c1af

---
 .../doc/ray.util.state.common.ActorState.html | 34 +++++------
 .../doc/ray.util.state.common.JobState.html   | 26 ++++-----
 .../doc/ray.util.state.common.NodeState.html  | 18 +++---
 .../ray.util.state.common.ObjectState.html    | 20 +++----
 ...util.state.common.PlacementGroupState.html |  6 +-
 ...ray.util.state.common.RuntimeEnvState.html | 10 ++--
 .../doc/ray.util.state.common.TaskState.html  | 58 +++++++++----------
 .../ray.util.state.common.WorkerState.html    | 30 +++++-----
 main/ray-overview/examples.html               |  2 +-
 main/sitemap.xml                              |  2 +-
 .../doc/ray.util.state.common.ActorState.html | 34 +++++------
 .../doc/ray.util.state.common.JobState.html   | 26 ++++-----
 .../doc/ray.util.state.common.NodeState.html  | 18 +++---
 .../ray.util.state.common.ObjectState.html    | 20 +++----
 ...util.state.common.PlacementGroupState.html |  6 +-
 ...ray.util.state.common.RuntimeEnvState.html | 10 ++--
 .../doc/ray.util.state.common.TaskState.html  | 58 +++++++++----------
 .../ray.util.state.common.WorkerState.html    | 30 +++++-----
 ray-overview/examples.html                    |  2 +-
 sitemap.xml                                   |  2 +-
 20 files changed, 206 insertions(+), 206 deletions(-)

diff --git a/main/ray-observability/reference/doc/ray.util.state.common.ActorState.html b/main/ray-observability/reference/doc/ray.util.state.common.ActorState.html
index 165970f3d9f3..7a1365c244bb 100644
--- a/main/ray-observability/reference/doc/ray.util.state.common.ActorState.html
+++ b/main/ray-observability/reference/doc/ray.util.state.common.ActorState.html
@@ -1388,37 +1388,37 @@ <h1>ray.util.state.common.ActorState<a class="headerlink" href="#ray-util-state-
 <p>Actor State</p>
 <p>Below columns can be used for the <code class="code docutils literal notranslate"><span class="pre">--filter</span></code> option.</p>
 <blockquote>
-<div><p>actor_id</p>
+<div><p>name</p>
 <p>repr_name</p>
-<p>name</p>
+<p>pid</p>
 <p>ray_namespace</p>
+<p>class_name</p>
+<p>actor_id</p>
+<p>node_id</p>
 <p>placement_group_id</p>
 <p>job_id</p>
-<p>node_id</p>
-<p>pid</p>
 <p>state</p>
-<p>class_name</p>
 </div></blockquote>
 <p>Below columns are available only when <code class="code docutils literal notranslate"><span class="pre">get</span></code> API is used,</p>
 <p><code class="code docutils literal notranslate"><span class="pre">--detail</span></code> is specified through CLI, or <code class="code docutils literal notranslate"><span class="pre">detail=True</span></code> is given to Python APIs.</p>
 <blockquote>
-<div><p>death_cause</p>
-<p>actor_id</p>
-<p>serialized_runtime_env</p>
-<p>num_restarts_due_to_lineage_reconstruction</p>
-<p>repr_name</p>
+<div><p>call_site</p>
 <p>name</p>
+<p>required_resources</p>
+<p>is_detached</p>
+<p>repr_name</p>
+<p>pid</p>
 <p>ray_namespace</p>
-<p>call_site</p>
+<p>class_name</p>
+<p>actor_id</p>
+<p>node_id</p>
+<p>num_restarts_due_to_lineage_reconstruction</p>
+<p>serialized_runtime_env</p>
 <p>placement_group_id</p>
+<p>death_cause</p>
+<p>num_restarts</p>
 <p>job_id</p>
-<p>node_id</p>
-<p>pid</p>
-<p>required_resources</p>
-<p>is_detached</p>
 <p>state</p>
-<p>num_restarts</p>
-<p>class_name</p>
 </div></blockquote>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="ray.util.state.common.ActorState.actor_id">
diff --git a/main/ray-observability/reference/doc/ray.util.state.common.JobState.html b/main/ray-observability/reference/doc/ray.util.state.common.JobState.html
index 34e63a7505e8..0a292806ef48 100644
--- a/main/ray-observability/reference/doc/ray.util.state.common.JobState.html
+++ b/main/ray-observability/reference/doc/ray.util.state.common.JobState.html
@@ -1388,29 +1388,29 @@ <h1>ray.util.state.common.JobState<a class="headerlink" href="#ray-util-state-co
 <p>The state of the job that’s submitted by Ray’s Job APIs or driver jobs</p>
 <p>Below columns can be used for the <code class="code docutils literal notranslate"><span class="pre">--filter</span></code> option.</p>
 <blockquote>
-<div><p>type</p>
-<p>job_id</p>
-<p>status</p>
+<div><p>status</p>
+<p>type</p>
 <p>submission_id</p>
+<p>job_id</p>
 </div></blockquote>
 <p>Below columns are available only when <code class="code docutils literal notranslate"><span class="pre">get</span></code> API is used,</p>
 <p><code class="code docutils literal notranslate"><span class="pre">--detail</span></code> is specified through CLI, or <code class="code docutils literal notranslate"><span class="pre">detail=True</span></code> is given to Python APIs.</p>
 <blockquote>
-<div><p>driver_agent_http_address</p>
-<p>message</p>
+<div><p>message</p>
+<p>metadata</p>
 <p>driver_exit_code</p>
-<p>end_time</p>
-<p>error_type</p>
+<p>driver_agent_http_address</p>
+<p>runtime_env</p>
 <p>driver_node_id</p>
-<p>entrypoint</p>
-<p>start_time</p>
 <p>driver_info</p>
-<p>metadata</p>
-<p>job_id</p>
-<p>runtime_env</p>
+<p>error_type</p>
+<p>start_time</p>
 <p>submission_id</p>
-<p>type</p>
 <p>status</p>
+<p>type</p>
+<p>entrypoint</p>
+<p>end_time</p>
+<p>job_id</p>
 </div></blockquote>
 <dl class="py method">
 <dt class="sig sig-object py" id="ray.util.state.common.JobState.filterable_columns">
diff --git a/main/ray-observability/reference/doc/ray.util.state.common.NodeState.html b/main/ray-observability/reference/doc/ray.util.state.common.NodeState.html
index 8deee9b93f22..319d5c8bae6f 100644
--- a/main/ray-observability/reference/doc/ray.util.state.common.NodeState.html
+++ b/main/ray-observability/reference/doc/ray.util.state.common.NodeState.html
@@ -1388,24 +1388,24 @@ <h1>ray.util.state.common.NodeState<a class="headerlink" href="#ray-util-state-c
 <p>Node State</p>
 <p>Below columns can be used for the <code class="code docutils literal notranslate"><span class="pre">--filter</span></code> option.</p>
 <blockquote>
-<div><p>node_name</p>
-<p>is_head_node</p>
-<p>node_ip</p>
+<div><p>is_head_node</p>
 <p>node_id</p>
+<p>node_name</p>
+<p>node_ip</p>
 <p>state</p>
 </div></blockquote>
 <p>Below columns are available only when <code class="code docutils literal notranslate"><span class="pre">get</span></code> API is used,</p>
 <p><code class="code docutils literal notranslate"><span class="pre">--detail</span></code> is specified through CLI, or <code class="code docutils literal notranslate"><span class="pre">detail=True</span></code> is given to Python APIs.</p>
 <blockquote>
-<div><p>node_name</p>
+<div><p>labels</p>
 <p>is_head_node</p>
-<p>start_time_ms</p>
-<p>state_message</p>
-<p>node_ip</p>
-<p>node_id</p>
 <p>resources_total</p>
-<p>labels</p>
+<p>node_id</p>
+<p>start_time_ms</p>
 <p>end_time_ms</p>
+<p>node_name</p>
+<p>node_ip</p>
+<p>state_message</p>
 <p>state</p>
 </div></blockquote>
 <dl class="py attribute">
diff --git a/main/ray-observability/reference/doc/ray.util.state.common.ObjectState.html b/main/ray-observability/reference/doc/ray.util.state.common.ObjectState.html
index 7c98057684b9..fac2347262d7 100644
--- a/main/ray-observability/reference/doc/ray.util.state.common.ObjectState.html
+++ b/main/ray-observability/reference/doc/ray.util.state.common.ObjectState.html
@@ -1388,28 +1388,28 @@ <h1>ray.util.state.common.ObjectState<a class="headerlink" href="#ray-util-state
 <p>Object State</p>
 <p>Below columns can be used for the <code class="code docutils literal notranslate"><span class="pre">--filter</span></code> option.</p>
 <blockquote>
-<div><p>object_size</p>
+<div><p>call_site</p>
+<p>object_size</p>
 <p>reference_type</p>
-<p>ip</p>
-<p>task_status</p>
+<p>pid</p>
 <p>object_id</p>
+<p>ip</p>
 <p>attempt_number</p>
-<p>pid</p>
 <p>type</p>
-<p>call_site</p>
+<p>task_status</p>
 </div></blockquote>
 <p>Below columns are available only when <code class="code docutils literal notranslate"><span class="pre">get</span></code> API is used,</p>
 <p><code class="code docutils literal notranslate"><span class="pre">--detail</span></code> is specified through CLI, or <code class="code docutils literal notranslate"><span class="pre">detail=True</span></code> is given to Python APIs.</p>
 <blockquote>
-<div><p>object_size</p>
+<div><p>call_site</p>
+<p>object_size</p>
 <p>reference_type</p>
-<p>ip</p>
-<p>task_status</p>
+<p>pid</p>
 <p>object_id</p>
+<p>ip</p>
 <p>attempt_number</p>
-<p>pid</p>
 <p>type</p>
-<p>call_site</p>
+<p>task_status</p>
 </div></blockquote>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="ray.util.state.common.ObjectState.object_id">
diff --git a/main/ray-observability/reference/doc/ray.util.state.common.PlacementGroupState.html b/main/ray-observability/reference/doc/ray.util.state.common.PlacementGroupState.html
index cb0480cc3105..b11485c5f377 100644
--- a/main/ray-observability/reference/doc/ray.util.state.common.PlacementGroupState.html
+++ b/main/ray-observability/reference/doc/ray.util.state.common.PlacementGroupState.html
@@ -1397,12 +1397,12 @@ <h1>ray.util.state.common.PlacementGroupState<a class="headerlink" href="#ray-ut
 <p>Below columns are available only when <code class="code docutils literal notranslate"><span class="pre">get</span></code> API is used,</p>
 <p><code class="code docutils literal notranslate"><span class="pre">--detail</span></code> is specified through CLI, or <code class="code docutils literal notranslate"><span class="pre">detail=True</span></code> is given to Python APIs.</p>
 <blockquote>
-<div><p>stats</p>
-<p>name</p>
+<div><p>name</p>
+<p>bundles</p>
 <p>creator_job_id</p>
 <p>placement_group_id</p>
+<p>stats</p>
 <p>is_detached</p>
-<p>bundles</p>
 <p>state</p>
 </div></blockquote>
 <dl class="py attribute">
diff --git a/main/ray-observability/reference/doc/ray.util.state.common.RuntimeEnvState.html b/main/ray-observability/reference/doc/ray.util.state.common.RuntimeEnvState.html
index a2f23d277cc7..2c4af010710a 100644
--- a/main/ray-observability/reference/doc/ray.util.state.common.RuntimeEnvState.html
+++ b/main/ray-observability/reference/doc/ray.util.state.common.RuntimeEnvState.html
@@ -1389,19 +1389,19 @@ <h1>ray.util.state.common.RuntimeEnvState<a class="headerlink" href="#ray-util-s
 <p>Below columns can be used for the <code class="code docutils literal notranslate"><span class="pre">--filter</span></code> option.</p>
 <blockquote>
 <div><p>success</p>
-<p>error</p>
 <p>node_id</p>
+<p>error</p>
 <p>runtime_env</p>
 </div></blockquote>
 <p>Below columns are available only when <code class="code docutils literal notranslate"><span class="pre">get</span></code> API is used,</p>
 <p><code class="code docutils literal notranslate"><span class="pre">--detail</span></code> is specified through CLI, or <code class="code docutils literal notranslate"><span class="pre">detail=True</span></code> is given to Python APIs.</p>
 <blockquote>
-<div><p>success</p>
-<p>node_id</p>
+<div><p>creation_time_ms</p>
 <p>runtime_env</p>
-<p>error</p>
+<p>node_id</p>
 <p>ref_cnt</p>
-<p>creation_time_ms</p>
+<p>success</p>
+<p>error</p>
 </div></blockquote>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="ray.util.state.common.RuntimeEnvState.runtime_env">
diff --git a/main/ray-observability/reference/doc/ray.util.state.common.TaskState.html b/main/ray-observability/reference/doc/ray.util.state.common.TaskState.html
index 8ff513fdd61f..9f70d4ca1e7d 100644
--- a/main/ray-observability/reference/doc/ray.util.state.common.TaskState.html
+++ b/main/ray-observability/reference/doc/ray.util.state.common.TaskState.html
@@ -1388,52 +1388,52 @@ <h1>ray.util.state.common.TaskState<a class="headerlink" href="#ray-util-state-c
 <p>Task State</p>
 <p>Below columns can be used for the <code class="code docutils literal notranslate"><span class="pre">--filter</span></code> option.</p>
 <blockquote>
-<div><p>worker_pid</p>
-<p>actor_id</p>
-<p>is_debugger_paused</p>
-<p>task_id</p>
-<p>error_type</p>
-<p>language</p>
+<div><p>language</p>
 <p>name</p>
 <p>parent_task_id</p>
-<p>worker_id</p>
+<p>worker_pid</p>
+<p>actor_id</p>
+<p>node_id</p>
+<p>error_type</p>
+<p>func_or_class_name</p>
 <p>placement_group_id</p>
-<p>job_id</p>
 <p>attempt_number</p>
-<p>node_id</p>
+<p>is_debugger_paused</p>
 <p>type</p>
+<p>worker_id</p>
+<p>task_id</p>
+<p>job_id</p>
 <p>state</p>
-<p>func_or_class_name</p>
 </div></blockquote>
 <p>Below columns are available only when <code class="code docutils literal notranslate"><span class="pre">get</span></code> API is used,</p>
 <p><code class="code docutils literal notranslate"><span class="pre">--detail</span></code> is specified through CLI, or <code class="code docutils literal notranslate"><span class="pre">detail=True</span></code> is given to Python APIs.</p>
 <blockquote>
-<div><p>actor_id</p>
-<p>language</p>
-<p>worker_id</p>
-<p>end_time_ms</p>
+<div><p>required_resources</p>
+<p>error_type</p>
+<p>func_or_class_name</p>
+<p>placement_group_id</p>
+<p>actor_id</p>
+<p>task_log_info</p>
+<p>name</p>
+<p>start_time_ms</p>
 <p>type</p>
+<p>task_id</p>
 <p>state</p>
+<p>language</p>
+<p>creation_time_ms</p>
 <p>is_debugger_paused</p>
-<p>profiling_data</p>
-<p>job_id</p>
 <p>attempt_number</p>
-<p>node_id</p>
-<p>runtime_env_info</p>
-<p>required_resources</p>
+<p>worker_id</p>
+<p>job_id</p>
+<p>call_site</p>
+<p>parent_task_id</p>
 <p>worker_pid</p>
-<p>task_id</p>
 <p>error_message</p>
-<p>name</p>
-<p>parent_task_id</p>
+<p>node_id</p>
+<p>runtime_env_info</p>
+<p>end_time_ms</p>
 <p>events</p>
-<p>func_or_class_name</p>
-<p>error_type</p>
-<p>start_time_ms</p>
-<p>placement_group_id</p>
-<p>creation_time_ms</p>
-<p>task_log_info</p>
-<p>call_site</p>
+<p>profiling_data</p>
 </div></blockquote>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="ray.util.state.common.TaskState.task_id">
diff --git a/main/ray-observability/reference/doc/ray.util.state.common.WorkerState.html b/main/ray-observability/reference/doc/ray.util.state.common.WorkerState.html
index 5e2d258a1644..28a4405c7141 100644
--- a/main/ray-observability/reference/doc/ray.util.state.common.WorkerState.html
+++ b/main/ray-observability/reference/doc/ray.util.state.common.WorkerState.html
@@ -1388,33 +1388,33 @@ <h1>ray.util.state.common.WorkerState<a class="headerlink" href="#ray-util-state
 <p>Worker State</p>
 <p>Below columns can be used for the <code class="code docutils literal notranslate"><span class="pre">--filter</span></code> option.</p>
 <blockquote>
-<div><p>ip</p>
+<div><p>pid</p>
+<p>node_id</p>
+<p>ip</p>
+<p>is_alive</p>
 <p>worker_type</p>
 <p>num_paused_threads</p>
-<p>is_alive</p>
-<p>exit_type</p>
 <p>worker_id</p>
-<p>node_id</p>
-<p>pid</p>
 <p>debugger_port</p>
+<p>exit_type</p>
 </div></blockquote>
 <p>Below columns are available only when <code class="code docutils literal notranslate"><span class="pre">get</span></code> API is used,</p>
 <p><code class="code docutils literal notranslate"><span class="pre">--detail</span></code> is specified through CLI, or <code class="code docutils literal notranslate"><span class="pre">detail=True</span></code> is given to Python APIs.</p>
 <blockquote>
-<div><p>ip</p>
-<p>worker_type</p>
-<p>num_paused_threads</p>
-<p>worker_launch_time_ms</p>
-<p>worker_launched_time_ms</p>
-<p>start_time_ms</p>
-<p>is_alive</p>
+<div><p>worker_launch_time_ms</p>
 <p>exit_detail</p>
-<p>exit_type</p>
-<p>worker_id</p>
-<p>node_id</p>
 <p>pid</p>
+<p>node_id</p>
+<p>ip</p>
+<p>start_time_ms</p>
+<p>is_alive</p>
+<p>worker_type</p>
 <p>end_time_ms</p>
+<p>num_paused_threads</p>
+<p>worker_id</p>
 <p>debugger_port</p>
+<p>exit_type</p>
+<p>worker_launched_time_ms</p>
 </div></blockquote>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="ray.util.state.common.WorkerState.worker_id">
diff --git a/main/ray-overview/examples.html b/main/ray-overview/examples.html
index 4ce85bba4931..045c0c717fdf 100644
--- a/main/ray-overview/examples.html
+++ b/main/ray-overview/examples.html
@@ -729,7 +729,7 @@ <h4>Sorry! We could not find an example matching that filter.</h4>
         </a>
       </div>
     </div>
-    <div class="example-list-area"><div class="example"><a class="example-link" href="../data/examples/pytorch_resnet_batch_prediction.html"><div class="example-icon-area"><img class="example-icon" src="../_static/img/icon_bg_4.jpg"><i class="ri-mic-2-fill remix-icon"></i></img></div><div class="example-text-area"><b class="example-title">Image Classification Batch Inference with PyTorch ResNet152</b><span class="example-tags">Beginner. Data. PyTorch.</span><span class="example-other-keywords">Computer Vision ray-team</span></div></a></div><div class="example"><a class="example-link" href="../data/examples/batch_inference_object_detection.html"><div class="example-icon-area"><img class="example-icon" src="../_static/img/icon_bg_5.jpg"><i class="ri-archive-fill remix-icon"></i></img></div><div class="example-text-area"><b class="example-title">Object Detection Batch Inference with PyTorch FasterRCNN_ResNet50</b><span class="example-tags">Beginner. Data. PyTorch.</span><span class="example-other-keywords">Computer Vision ray-team</span></div></a></div><div class="example"><a class="example-link" href="../data/examples/huggingface_vit_batch_prediction.html"><div class="example-icon-area"><img class="example-icon" src="../_static/img/icon_bg_5.jpg"><i class="ri-flag-2-fill remix-icon"></i></img></div><div class="example-text-area"><b class="example-title">Image Classification Batch Inference with Hugging Face Vision Transformer</b><span class="example-tags">Beginner. Data. Transformers.</span><span class="example-other-keywords">Computer Vision ray-team</span></div></a></div><div class="example"><a class="example-link" href="../data/../train/examples/xgboost/xgboost_example.html"><div class="example-icon-area"><img class="example-icon" src="../_static/img/icon_bg_3.jpg"><i class="ri-record-circle-fill remix-icon"></i></img></div><div class="example-text-area"><b class="example-title">Tabular Data Training and Batch Inference with XGBoost</b><span class="example-tags">Beginner. Data. XGBoost.</span><span class="example-other-keywords"> ray-team</span></div></a></div><div class="example"><a class="example-link" href="../serve/tutorials/serve-ml-models.html"><div class="example-icon-area"><img class="example-icon" src="../_static/img/icon_bg_4.jpg"><i class="ri-steam-line remix-icon"></i></img></div><div class="example-text-area"><b class="example-title">Serve ML Models</b><span class="example-tags">Beginner. Serve. PyTorch.</span><span class="example-other-keywords">Computer Vision ray-team</span></div></a></div><div class="example"><a class="example-link" href="../serve/tutorials/stable-diffusion.html"><div class="example-icon-area"><img class="example-icon" src="../_static/img/icon_bg_5.jpg"><i class="ri-opera-fill remix-icon"></i></img></div><div class="example-text-area"><b class="example-title">Serve a Stable Diffusion Model</b><span class="example-tags">Beginner. Serve.</span><span class="example-other-keywords">Computer Vision Generative AI ray-team</span></div></a></div><div class="example"><a class="example-link" href="../serve/tutorials/vllm-example.html"><div class="example-icon-area"><img class="example-icon" src="../_static/img/icon_bg_1.jpg"><i class="ri-numbers-fill remix-icon"></i></img></div><div class="example-text-area"><b class="example-title">Serve a Large Language Model (LLM)</b><span class="example-tags">Beginner. Serve.</span><span class="example-other-keywords">Generative AI Large Language Models Natural Language Processing ray-team</span></div></a></div><div class="example"><a class="example-link" href="../serve/tutorials/text-classification.html"><div class="example-icon-area"><img class="example-icon" src="../_static/img/icon_bg_3.jpg"><i class="ri-notion-line remix-icon"></i></img></div><div class="example-text-area"><b class="example-title">Serve a Text Classification Model</b><span class="example-tags">Beginner. Serve.</span><span class="example-other-keywords">Natural Language Processing ray-team</span></div></a></div><div class="example"><a class="example-link" href="../serve/tutorials/object-detection.html"><div class="example-icon-area"><img class="example-icon" src="../_static/img/icon_bg_1.jpg"><i class="ri-supabase-fill remix-icon"></i></img></div><div class="example-text-area"><b class="example-title">Serve an Object Detection Model</b><span class="example-tags">Beginner. Serve.</span><span class="example-other-keywords">Computer Vision ray-team</span></div></a></div><div class="example"><a class="example-link" href="../serve/tutorials/aws-neuron-core-inference.html"><div class="example-icon-area"><img class="example-icon" src="../_static/img/icon_bg_4.jpg"><i class="ri-emotion-laugh-line remix-icon"></i></img></div><div class="example-text-area"><b class="example-title">Serve an Inference Model on AWS NeuronCores Using FastAPI</b><span class="example-tags">Intermediate. Serve.</span><span class="example-other-keywords">Natural Language Processing ray-team</span></div></a></div><div class="example"><a class="example-link" href="../serve/tutorials/aws-neuron-core-inference-stable-diffusion.html"><div class="example-icon-area"><img class="example-icon" src="../_static/img/icon_bg_1.jpg"><i class="ri-login-box-fill remix-icon"></i></img></div><div class="example-text-area"><b class="example-title">Serve an Inference with Stable Diffusion Model on AWS NeuronCores Using FastAPI</b><span class="example-tags">Intermediate. Serve.</span><span class="example-other-keywords">Computer Vision Generative AI ray-team</span></div></a></div><div class="example"><a class="example-link" href="../serve/tutorials/intel-gaudi-inference.html"><div class="example-icon-area"><img class="example-icon" src="../_static/img/icon_bg_4.jpg"><i class="ri-shield-fill remix-icon"></i></img></div><div class="example-text-area"><b class="example-title">Serve a model on Intel Gaudi Accelerator</b><span class="example-tags">Intermediate. Serve. PyTorch.</span><span class="example-other-keywords">Generative AI Large Language Models ray-team</span></div></a></div><div class="example"><a class="example-link" href="../serve/tutorials/gradio-integration.html"><div class="example-icon-area"><img class="example-icon" src="../_static/img/icon_bg_3.jpg"><i class="ri-mouse-line remix-icon"></i></img></div><div class="example-text-area"><b class="example-title">Scale a Gradio App with Ray Serve</b><span class="example-tags">Intermediate. Serve.</span><span class="example-other-keywords">Generative AI Large Language Models Natural Language Processing ray-team</span></div></a></div><div class="example"><a class="example-link" href="../serve/tutorials/batch.html"><div class="example-icon-area"><img class="example-icon" src="../_static/img/icon_bg_5.jpg"><i class="ri-list-unordered remix-icon"></i></img></div><div class="example-text-area"><b class="example-title">Serve a Text Generator with Request Batching</b><span class="example-tags">Intermediate. Serve.</span><span class="example-other-keywords">Generative AI Large Language Models Natural Language Processing ray-team</span></div></a></div><div class="example"><a class="example-link" href="../serve/tutorials/streaming.html"><div class="example-icon-area"><img class="example-icon" src="../_static/img/icon_bg_1.jpg"><i class="ri-picture-in-picture-exit-fill remix-icon"></i></img></div><div class="example-text-area"><b class="example-title">Serve a Chatbot with Request and Response Streaming</b><span class="example-tags">Intermediate. Serve.</span><span class="example-other-keywords">Generative AI Large Language Models Natural Language Processing ray-team</span></div></a></div><div class="example"><a class="example-link" href="../serve/tutorials/triton-server-integration.html"><div class="example-icon-area"><img class="example-icon" src="../_static/img/icon_bg_1.jpg"><i class="ri-wechat-channels-line remix-icon"></i></img></div><div class="example-text-area"><b class="example-title">Serving models with Triton Server in Ray Serve</b><span class="example-tags">Intermediate. Serve.</span><span class="example-other-keywords">Computer Vision Generative AI ray-team</span></div></a></div><div class="example"><a class="example-link" href="../serve/tutorials/java.html"><div class="example-icon-area"><img class="example-icon" src="../_static/img/icon_bg_3.jpg"><i class="ri-video-chat-line remix-icon"></i></img></div><div class="example-text-area"><b class="example-title">Serve a Java App</b><span class="example-tags">Advanced. Serve.</span><span class="example-other-keywords"> ray-team</span></div></a></div><div class="example"><a class="example-link" href="../train/examples/pytorch/torch_fashion_mnist_example.html"><div class="example-icon-area"><img class="example-icon" src="../_static/img/icon_bg_1.jpg"><i class="ri-file-excel-2-line remix-icon"></i></img></div><div class="example-text-area"><b class="example-title">Train an image classifier with PyTorch</b><span class="example-tags">Beginner. Train. PyTorch.</span><span class="example-other-keywords">Computer Vision ray-team</span></div></a></div><div class="example"><a class="example-link" href="../train/examples/lightning/lightning_mnist_example.html"><div class="example-icon-area"><img class="example-icon" src="../_static/img/icon_bg_3.jpg"><i class="ri-drop-fill remix-icon"></i></img></div><div class="example-text-area"><b class="example-title">Train an image classifier with Lightning</b><span class="example-tags">Beginner. Train. Lightning.</span><span class="example-other-keywords">Computer Vision ray-team</span></div></a></div><div class="example"><a class="example-link" href="../train/examples/accelerate/accelerate_example.html"><div class="example-icon-area"><img class="example-icon" src="../_static/img/icon_bg_5.jpg"><i class="ri-file-reduce-line remix-icon"></i></img></div><div class="example-text-area"><b class="example-title">Train a text classifier with Hugging Face Accelerate</b><span class="example-tags">Beginner. Train. Accelerate. PyTorch. Hugging Face.</span><span class="example-other-keywords">Large Language Models Natural Language Processing ray-team</span></div></a></div><div class="example"><a class="example-link" href="../train/examples/tf/tensorflow_mnist_example.html"><div class="example-icon-area"><img class="example-icon" src="../_static/img/icon_bg_5.jpg"><i class="ri-calendar-2-fill remix-icon"></i></img></div><div class="example-text-area"><b class="example-title">Train an image classifier with TensorFlow</b><span class="example-tags">Beginner. Train. TensorFlow.</span><span class="example-other-keywords">Computer Vision ray-team</span></div></a></div><div class="example"><a class="example-link" href="../train/examples/horovod/horovod_example.html"><div class="example-icon-area"><img class="example-icon" src="../_static/img/icon_bg_1.jpg"><i class="ri-folder-transfer-line remix-icon"></i></img></div><div class="example-text-area"><b class="example-title">Train with Horovod and PyTorch</b><span class="example-tags">Beginner. Train. Horovod.</span><span class="example-other-keywords"> ray-team</span></div></a></div><div class="example"><a class="example-link" href="../train/examples/intel_gaudi/resnet.html"><div class="example-icon-area"><img class="example-icon" src="../_static/img/icon_bg_1.jpg"><i class="ri-vk-fill remix-icon"></i></img></div><div class="example-text-area"><b class="example-title">Train ResNet model with Intel Gaudi</b><span class="example-tags">Beginner. Train. PyTorch.</span><span class="example-other-keywords">Computer Vision community</span><div class="community-text-area"><i class="community-text">*Contributed by the Ray Community</i><span class="community-emojis">💪 ✨</span></div></div></a></div><div class="example"><a class="example-link" href="../train/examples/intel_gaudi/bert.html"><div class="example-icon-area"><img class="example-icon" src="../_static/img/icon_bg_3.jpg"><i class="ri-file-forbid-line remix-icon"></i></img></div><div class="example-text-area"><b class="example-title">Train BERT model with Intel Gaudi</b><span class="example-tags">Beginner. Train. Transformers.</span><span class="example-other-keywords">Natural Language Processing community</span><div class="community-text-area"><i class="community-text">*Contributed by the Ray Community</i><span class="community-emojis">💪 ✨</span></div></div></a></div><div class="example"><a class="example-link" href="../train/examples/deepspeed/deepspeed_example.html"><div class="example-icon-area"><img class="example-icon" src="../_static/img/icon_bg_2.jpg"><i class="ri-mail-fill remix-icon"></i></img></div><div class="example-text-area"><b class="example-title">Train a text classifier with DeepSpeed</b><span class="example-tags">Intermediate. Train. DeepSpeed. PyTorch.</span><span class="example-other-keywords">Large Language Models Natural Language Processing ray-team</span></div></a></div><div class="example"><a class="example-link" href="../train/examples/pytorch/dreambooth_finetuning.html"><div class="example-icon-area"><img class="example-icon" src="../_static/img/icon_bg_3.jpg"><i class="ri-filter-2-line remix-icon"></i></img></div><div class="example-text-area"><b class="example-title">Fine-tune a personalized Stable Diffusion model</b><span class="example-tags">Intermediate. Train. PyTorch.</span><span class="example-other-keywords">Computer Vision Generative AI ray-team</span></div></a></div><div class="example"><a class="example-link" href="../train/examples/intel_gaudi/sd.html"><div class="example-icon-area"><img class="example-icon" src="../_static/img/icon_bg_2.jpg"><i class="ri-triangle-fill remix-icon"></i></img></div><div class="example-text-area"><b class="example-title">Finetune Stable Diffusion and generate images with Intel Gaudi</b><span class="example-tags">Intermediate. Train. Accelerate. Transformers.</span><span class="example-other-keywords">Computer Vision Generative AI community</span><div class="community-text-area"><i class="community-text">*Contributed by the Ray Community</i><span class="community-emojis">💪 ✨</span></div></div></a></div><div class="example"><a class="example-link" href="../train/examples/lightning/lightning_cola_advanced.html"><div class="example-icon-area"><img class="example-icon" src="../_static/img/icon_bg_3.jpg"><i class="ri-apps-line remix-icon"></i></img></div><div class="example-text-area"><b class="example-title">Train a text classifier with PyTorch Lightning and Ray Data</b><span class="example-tags">Intermediate. Train. Lightning.</span><span class="example-other-keywords">Natural Language Processing ray-team</span></div></a></div><div class="example"><a class="example-link" href="../train/examples/transformers/huggingface_text_classification.html"><div class="example-icon-area"><img class="example-icon" src="../_static/img/icon_bg_5.jpg"><i class="ri-file-unknow-fill remix-icon"></i></img></div><div class="example-text-area"><b class="example-title">Train a text classifier with Hugging Face Transformers</b><span class="example-tags">Intermediate. Train. Transformers.</span><span class="example-other-keywords">Natural Language Processing ray-team</span></div></a></div><div class="example"><a class="example-link" href="../train/examples/intel_gaudi/llama.html"><div class="example-icon-area"><img class="example-icon" src="../_static/img/icon_bg_4.jpg"><i class="ri-profile-fill remix-icon"></i></img></div><div class="example-text-area"><b class="example-title">Fine-tune Llama-2-7b and Llama-2-70b with Intel Gaudi</b><span class="example-tags">Intermediate. Train. Accelerate. Transformers.</span><span class="example-other-keywords">Natural Language Processing Large Language Models community</span><div class="community-text-area"><i class="community-text">*Contributed by the Ray Community</i><span class="community-emojis">💪 ✨</span></div></div></a></div><div class="example"><a class="example-link" href="../train/examples/intel_gaudi/llama_pretrain.html"><div class="example-icon-area"><img class="example-icon" src="../_static/img/icon_bg_5.jpg"><i class="ri-skip-right-line remix-icon"></i></img></div><div class="example-text-area"><b class="example-title">Pre-train Llama-2 with Intel Gaudi</b><span class="example-tags">Intermediate. Train. Accelerate. Transformers. DeepSpeed.</span><span class="example-other-keywords">Natural Language Processing Large Language Models community</span><div class="community-text-area"><i class="community-text">*Contributed by the Ray Community</i><span class="community-emojis">💪 ✨</span></div></div></a></div><div class="example"><a class="example-link" href="../train/examples/aws-trainium/llama3.html"><div class="example-icon-area"><img class="example-icon" src="../_static/img/icon_bg_2.jpg"><i class="ri-t-shirt-air-line remix-icon"></i></img></div><div class="example-text-area"><b class="example-title">Fine-tune Llama3.1 with AWS Trainium</b><span class="example-tags">Advanced. Train. PyTorch. AWS Neuron.</span><span class="example-other-keywords">Natural Language Processing Large Language Models community</span><div class="community-text-area"><i class="community-text">*Contributed by the Ray Community</i><span class="community-emojis">💪 ✨</span></div></div></a></div><div class="example"><a class="example-link" href="https://github.com/ray-project/ray/tree/master/doc/source/templates/04_finetuning_llms_with_deepspeed"><div class="example-icon-area"><img class="example-icon" src="../_static/img/icon_bg_5.jpg"><i class="ri-instance-line remix-icon"></i></img></div><div class="example-text-area"><b class="example-title">Fine-tune a Llama-2 text generation model with DeepSpeed and Hugging Face Accelerate</b><span class="example-tags">Advanced. Train. Accelerate. DeepSpeed. Hugging Face.</span><span class="example-other-keywords">Natural Language Processing Large Language Models ray-team</span></div></a></div><div class="example"><a class="example-link" href="../train/examples/deepspeed/gptj_deepspeed_fine_tuning.html"><div class="example-icon-area"><img class="example-icon" src="../_static/img/icon_bg_5.jpg"><i class="ri-tablet-line remix-icon"></i></img></div><div class="example-text-area"><b class="example-title">Fine-tune a GPT-J-6B text generation model with DeepSpeed and Hugging Face Transformers</b><span class="example-tags">Advanced. Train. Hugging Face. DeepSpeed.</span><span class="example-other-keywords">Natural Language Processing Large Language Models Generative AI ray-team</span></div></a></div><div class="example"><a class="example-link" href="../train/examples/lightning/vicuna_13b_lightning_deepspeed_finetune.html"><div class="example-icon-area"><img class="example-icon" src="../_static/img/icon_bg_5.jpg"><i class="ri-community-line remix-icon"></i></img></div><div class="example-text-area"><b class="example-title">Fine-tune a vicuna-13b text generation model with PyTorch Lightning and DeepSpeed</b><span class="example-tags">Advanced. Train. Lightning. DeepSpeed.</span><span class="example-other-keywords">Large Language Models Generative AI ray-team</span></div></a></div><div class="example"><a class="example-link" href="../train/examples/lightning/dolly_lightning_fsdp_finetuning.html"><div class="example-icon-area"><img class="example-icon" src="../_static/img/icon_bg_2.jpg"><i class="ri-fullscreen-exit-line remix-icon"></i></img></div><div class="example-text-area"><b class="example-title">Fine-tune a dolly-v2-7b text generation model with PyTorch Lightning and FSDP</b><span class="example-tags">Advanced. Train. Lightning.</span><span class="example-other-keywords">Large Language Models Generative AI Natural Language Processing ray-team</span></div></a></div></div> 
+    <div class="example-list-area"><div class="example"><a class="example-link" href="../data/examples/pytorch_resnet_batch_prediction.html"><div class="example-icon-area"><img class="example-icon" src="../_static/img/icon_bg_1.jpg"><i class="ri-coupon-fill remix-icon"></i></img></div><div class="example-text-area"><b class="example-title">Image Classification Batch Inference with PyTorch ResNet152</b><span class="example-tags">Beginner. Data. PyTorch.</span><span class="example-other-keywords">Computer Vision ray-team</span></div></a></div><div class="example"><a class="example-link" href="../data/examples/batch_inference_object_detection.html"><div class="example-icon-area"><img class="example-icon" src="../_static/img/icon_bg_3.jpg"><i class="ri-shield-fill remix-icon"></i></img></div><div class="example-text-area"><b class="example-title">Object Detection Batch Inference with PyTorch FasterRCNN_ResNet50</b><span class="example-tags">Beginner. Data. PyTorch.</span><span class="example-other-keywords">Computer Vision ray-team</span></div></a></div><div class="example"><a class="example-link" href="../data/examples/huggingface_vit_batch_prediction.html"><div class="example-icon-area"><img class="example-icon" src="../_static/img/icon_bg_1.jpg"><i class="ri-steam-fill remix-icon"></i></img></div><div class="example-text-area"><b class="example-title">Image Classification Batch Inference with Hugging Face Vision Transformer</b><span class="example-tags">Beginner. Data. Transformers.</span><span class="example-other-keywords">Computer Vision ray-team</span></div></a></div><div class="example"><a class="example-link" href="../data/../train/examples/xgboost/xgboost_example.html"><div class="example-icon-area"><img class="example-icon" src="../_static/img/icon_bg_1.jpg"><i class="ri-insert-row-bottom remix-icon"></i></img></div><div class="example-text-area"><b class="example-title">Tabular Data Training and Batch Inference with XGBoost</b><span class="example-tags">Beginner. Data. XGBoost.</span><span class="example-other-keywords"> ray-team</span></div></a></div><div class="example"><a class="example-link" href="../serve/tutorials/serve-ml-models.html"><div class="example-icon-area"><img class="example-icon" src="../_static/img/icon_bg_3.jpg"><i class="ri-loop-left-line remix-icon"></i></img></div><div class="example-text-area"><b class="example-title">Serve ML Models</b><span class="example-tags">Beginner. Serve. PyTorch.</span><span class="example-other-keywords">Computer Vision ray-team</span></div></a></div><div class="example"><a class="example-link" href="../serve/tutorials/stable-diffusion.html"><div class="example-icon-area"><img class="example-icon" src="../_static/img/icon_bg_1.jpg"><i class="ri-open-source-line remix-icon"></i></img></div><div class="example-text-area"><b class="example-title">Serve a Stable Diffusion Model</b><span class="example-tags">Beginner. Serve.</span><span class="example-other-keywords">Computer Vision Generative AI ray-team</span></div></a></div><div class="example"><a class="example-link" href="../serve/tutorials/vllm-example.html"><div class="example-icon-area"><img class="example-icon" src="../_static/img/icon_bg_1.jpg"><i class="ri-bar-chart-box-line remix-icon"></i></img></div><div class="example-text-area"><b class="example-title">Serve a Large Language Model (LLM)</b><span class="example-tags">Beginner. Serve.</span><span class="example-other-keywords">Generative AI Large Language Models Natural Language Processing ray-team</span></div></a></div><div class="example"><a class="example-link" href="../serve/tutorials/text-classification.html"><div class="example-icon-area"><img class="example-icon" src="../_static/img/icon_bg_2.jpg"><i class="ri-gps-line remix-icon"></i></img></div><div class="example-text-area"><b class="example-title">Serve a Text Classification Model</b><span class="example-tags">Beginner. Serve.</span><span class="example-other-keywords">Natural Language Processing ray-team</span></div></a></div><div class="example"><a class="example-link" href="../serve/tutorials/object-detection.html"><div class="example-icon-area"><img class="example-icon" src="../_static/img/icon_bg_5.jpg"><i class="ri-radar-fill remix-icon"></i></img></div><div class="example-text-area"><b class="example-title">Serve an Object Detection Model</b><span class="example-tags">Beginner. Serve.</span><span class="example-other-keywords">Computer Vision ray-team</span></div></a></div><div class="example"><a class="example-link" href="../serve/tutorials/aws-neuron-core-inference.html"><div class="example-icon-area"><img class="example-icon" src="../_static/img/icon_bg_1.jpg"><i class="ri-loader-5-line remix-icon"></i></img></div><div class="example-text-area"><b class="example-title">Serve an Inference Model on AWS NeuronCores Using FastAPI</b><span class="example-tags">Intermediate. Serve.</span><span class="example-other-keywords">Natural Language Processing ray-team</span></div></a></div><div class="example"><a class="example-link" href="../serve/tutorials/aws-neuron-core-inference-stable-diffusion.html"><div class="example-icon-area"><img class="example-icon" src="../_static/img/icon_bg_4.jpg"><i class="ri-umbrella-line remix-icon"></i></img></div><div class="example-text-area"><b class="example-title">Serve an Inference with Stable Diffusion Model on AWS NeuronCores Using FastAPI</b><span class="example-tags">Intermediate. Serve.</span><span class="example-other-keywords">Computer Vision Generative AI ray-team</span></div></a></div><div class="example"><a class="example-link" href="../serve/tutorials/intel-gaudi-inference.html"><div class="example-icon-area"><img class="example-icon" src="../_static/img/icon_bg_1.jpg"><i class="ri-reserved-line remix-icon"></i></img></div><div class="example-text-area"><b class="example-title">Serve a model on Intel Gaudi Accelerator</b><span class="example-tags">Intermediate. Serve. PyTorch.</span><span class="example-other-keywords">Generative AI Large Language Models ray-team</span></div></a></div><div class="example"><a class="example-link" href="../serve/tutorials/gradio-integration.html"><div class="example-icon-area"><img class="example-icon" src="../_static/img/icon_bg_2.jpg"><i class="ri-sound-module-fill remix-icon"></i></img></div><div class="example-text-area"><b class="example-title">Scale a Gradio App with Ray Serve</b><span class="example-tags">Intermediate. Serve.</span><span class="example-other-keywords">Generative AI Large Language Models Natural Language Processing ray-team</span></div></a></div><div class="example"><a class="example-link" href="../serve/tutorials/batch.html"><div class="example-icon-area"><img class="example-icon" src="../_static/img/icon_bg_1.jpg"><i class="ri-projector-2-line remix-icon"></i></img></div><div class="example-text-area"><b class="example-title">Serve a Text Generator with Request Batching</b><span class="example-tags">Intermediate. Serve.</span><span class="example-other-keywords">Generative AI Large Language Models Natural Language Processing ray-team</span></div></a></div><div class="example"><a class="example-link" href="../serve/tutorials/streaming.html"><div class="example-icon-area"><img class="example-icon" src="../_static/img/icon_bg_3.jpg"><i class="ri-roadster-line remix-icon"></i></img></div><div class="example-text-area"><b class="example-title">Serve a Chatbot with Request and Response Streaming</b><span class="example-tags">Intermediate. Serve.</span><span class="example-other-keywords">Generative AI Large Language Models Natural Language Processing ray-team</span></div></a></div><div class="example"><a class="example-link" href="../serve/tutorials/triton-server-integration.html"><div class="example-icon-area"><img class="example-icon" src="../_static/img/icon_bg_1.jpg"><i class="ri-login-circle-line remix-icon"></i></img></div><div class="example-text-area"><b class="example-title">Serving models with Triton Server in Ray Serve</b><span class="example-tags">Intermediate. Serve.</span><span class="example-other-keywords">Computer Vision Generative AI ray-team</span></div></a></div><div class="example"><a class="example-link" href="../serve/tutorials/java.html"><div class="example-icon-area"><img class="example-icon" src="../_static/img/icon_bg_1.jpg"><i class="ri-taxi-line remix-icon"></i></img></div><div class="example-text-area"><b class="example-title">Serve a Java App</b><span class="example-tags">Advanced. Serve.</span><span class="example-other-keywords"> ray-team</span></div></a></div><div class="example"><a class="example-link" href="../train/examples/pytorch/torch_fashion_mnist_example.html"><div class="example-icon-area"><img class="example-icon" src="../_static/img/icon_bg_4.jpg"><i class="ri-volume-mute-line remix-icon"></i></img></div><div class="example-text-area"><b class="example-title">Train an image classifier with PyTorch</b><span class="example-tags">Beginner. Train. PyTorch.</span><span class="example-other-keywords">Computer Vision ray-team</span></div></a></div><div class="example"><a class="example-link" href="../train/examples/lightning/lightning_mnist_example.html"><div class="example-icon-area"><img class="example-icon" src="../_static/img/icon_bg_5.jpg"><i class="ri-scissors-2-line remix-icon"></i></img></div><div class="example-text-area"><b class="example-title">Train an image classifier with Lightning</b><span class="example-tags">Beginner. Train. Lightning.</span><span class="example-other-keywords">Computer Vision ray-team</span></div></a></div><div class="example"><a class="example-link" href="../train/examples/accelerate/accelerate_example.html"><div class="example-icon-area"><img class="example-icon" src="../_static/img/icon_bg_1.jpg"><i class="ri-ink-bottle-fill remix-icon"></i></img></div><div class="example-text-area"><b class="example-title">Train a text classifier with Hugging Face Accelerate</b><span class="example-tags">Beginner. Train. Accelerate. PyTorch. Hugging Face.</span><span class="example-other-keywords">Large Language Models Natural Language Processing ray-team</span></div></a></div><div class="example"><a class="example-link" href="../train/examples/tf/tensorflow_mnist_example.html"><div class="example-icon-area"><img class="example-icon" src="../_static/img/icon_bg_5.jpg"><i class="ri-loader-2-fill remix-icon"></i></img></div><div class="example-text-area"><b class="example-title">Train an image classifier with TensorFlow</b><span class="example-tags">Beginner. Train. TensorFlow.</span><span class="example-other-keywords">Computer Vision ray-team</span></div></a></div><div class="example"><a class="example-link" href="../train/examples/horovod/horovod_example.html"><div class="example-icon-area"><img class="example-icon" src="../_static/img/icon_bg_4.jpg"><i class="ri-qq-line remix-icon"></i></img></div><div class="example-text-area"><b class="example-title">Train with Horovod and PyTorch</b><span class="example-tags">Beginner. Train. Horovod.</span><span class="example-other-keywords"> ray-team</span></div></a></div><div class="example"><a class="example-link" href="../train/examples/intel_gaudi/resnet.html"><div class="example-icon-area"><img class="example-icon" src="../_static/img/icon_bg_4.jpg"><i class="ri-criminal-fill remix-icon"></i></img></div><div class="example-text-area"><b class="example-title">Train ResNet model with Intel Gaudi</b><span class="example-tags">Beginner. Train. PyTorch.</span><span class="example-other-keywords">Computer Vision community</span><div class="community-text-area"><i class="community-text">*Contributed by the Ray Community</i><span class="community-emojis">💪 ✨</span></div></div></a></div><div class="example"><a class="example-link" href="../train/examples/intel_gaudi/bert.html"><div class="example-icon-area"><img class="example-icon" src="../_static/img/icon_bg_4.jpg"><i class="ri-tornado-line remix-icon"></i></img></div><div class="example-text-area"><b class="example-title">Train BERT model with Intel Gaudi</b><span class="example-tags">Beginner. Train. Transformers.</span><span class="example-other-keywords">Natural Language Processing community</span><div class="community-text-area"><i class="community-text">*Contributed by the Ray Community</i><span class="community-emojis">💪 ✨</span></div></div></a></div><div class="example"><a class="example-link" href="../train/examples/deepspeed/deepspeed_example.html"><div class="example-icon-area"><img class="example-icon" src="../_static/img/icon_bg_3.jpg"><i class="ri-parking-fill remix-icon"></i></img></div><div class="example-text-area"><b class="example-title">Train a text classifier with DeepSpeed</b><span class="example-tags">Intermediate. Train. DeepSpeed. PyTorch.</span><span class="example-other-keywords">Large Language Models Natural Language Processing ray-team</span></div></a></div><div class="example"><a class="example-link" href="../train/examples/pytorch/dreambooth_finetuning.html"><div class="example-icon-area"><img class="example-icon" src="../_static/img/icon_bg_4.jpg"><i class="ri-upload-cloud-2-fill remix-icon"></i></img></div><div class="example-text-area"><b class="example-title">Fine-tune a personalized Stable Diffusion model</b><span class="example-tags">Intermediate. Train. PyTorch.</span><span class="example-other-keywords">Computer Vision Generative AI ray-team</span></div></a></div><div class="example"><a class="example-link" href="../train/examples/intel_gaudi/sd.html"><div class="example-icon-area"><img class="example-icon" src="../_static/img/icon_bg_5.jpg"><i class="ri-keynote-fill remix-icon"></i></img></div><div class="example-text-area"><b class="example-title">Finetune Stable Diffusion and generate images with Intel Gaudi</b><span class="example-tags">Intermediate. Train. Accelerate. Transformers.</span><span class="example-other-keywords">Computer Vision Generative AI community</span><div class="community-text-area"><i class="community-text">*Contributed by the Ray Community</i><span class="community-emojis">💪 ✨</span></div></div></a></div><div class="example"><a class="example-link" href="../train/examples/lightning/lightning_cola_advanced.html"><div class="example-icon-area"><img class="example-icon" src="../_static/img/icon_bg_2.jpg"><i class="ri-pantone-fill remix-icon"></i></img></div><div class="example-text-area"><b class="example-title">Train a text classifier with PyTorch Lightning and Ray Data</b><span class="example-tags">Intermediate. Train. Lightning.</span><span class="example-other-keywords">Natural Language Processing ray-team</span></div></a></div><div class="example"><a class="example-link" href="../train/examples/transformers/huggingface_text_classification.html"><div class="example-icon-area"><img class="example-icon" src="../_static/img/icon_bg_1.jpg"><i class="ri-folder-chart-2-line remix-icon"></i></img></div><div class="example-text-area"><b class="example-title">Train a text classifier with Hugging Face Transformers</b><span class="example-tags">Intermediate. Train. Transformers.</span><span class="example-other-keywords">Natural Language Processing ray-team</span></div></a></div><div class="example"><a class="example-link" href="../train/examples/intel_gaudi/llama.html"><div class="example-icon-area"><img class="example-icon" src="../_static/img/icon_bg_2.jpg"><i class="ri-lock-line remix-icon"></i></img></div><div class="example-text-area"><b class="example-title">Fine-tune Llama-2-7b and Llama-2-70b with Intel Gaudi</b><span class="example-tags">Intermediate. Train. Accelerate. Transformers.</span><span class="example-other-keywords">Natural Language Processing Large Language Models community</span><div class="community-text-area"><i class="community-text">*Contributed by the Ray Community</i><span class="community-emojis">💪 ✨</span></div></div></a></div><div class="example"><a class="example-link" href="../train/examples/intel_gaudi/llama_pretrain.html"><div class="example-icon-area"><img class="example-icon" src="../_static/img/icon_bg_3.jpg"><i class="ri-shopping-cart-2-fill remix-icon"></i></img></div><div class="example-text-area"><b class="example-title">Pre-train Llama-2 with Intel Gaudi</b><span class="example-tags">Intermediate. Train. Accelerate. Transformers. DeepSpeed.</span><span class="example-other-keywords">Natural Language Processing Large Language Models community</span><div class="community-text-area"><i class="community-text">*Contributed by the Ray Community</i><span class="community-emojis">💪 ✨</span></div></div></a></div><div class="example"><a class="example-link" href="../train/examples/aws-trainium/llama3.html"><div class="example-icon-area"><img class="example-icon" src="../_static/img/icon_bg_1.jpg"><i class="ri-map-pin-user-line remix-icon"></i></img></div><div class="example-text-area"><b class="example-title">Fine-tune Llama3.1 with AWS Trainium</b><span class="example-tags">Advanced. Train. PyTorch. AWS Neuron.</span><span class="example-other-keywords">Natural Language Processing Large Language Models community</span><div class="community-text-area"><i class="community-text">*Contributed by the Ray Community</i><span class="community-emojis">💪 ✨</span></div></div></a></div><div class="example"><a class="example-link" href="https://github.com/ray-project/ray/tree/master/doc/source/templates/04_finetuning_llms_with_deepspeed"><div class="example-icon-area"><img class="example-icon" src="../_static/img/icon_bg_4.jpg"><i class="ri-file-reduce-line remix-icon"></i></img></div><div class="example-text-area"><b class="example-title">Fine-tune a Llama-2 text generation model with DeepSpeed and Hugging Face Accelerate</b><span class="example-tags">Advanced. Train. Accelerate. DeepSpeed. Hugging Face.</span><span class="example-other-keywords">Natural Language Processing Large Language Models ray-team</span></div></a></div><div class="example"><a class="example-link" href="../train/examples/deepspeed/gptj_deepspeed_fine_tuning.html"><div class="example-icon-area"><img class="example-icon" src="../_static/img/icon_bg_1.jpg"><i class="ri-flight-takeoff-fill remix-icon"></i></img></div><div class="example-text-area"><b class="example-title">Fine-tune a GPT-J-6B text generation model with DeepSpeed and Hugging Face Transformers</b><span class="example-tags">Advanced. Train. Hugging Face. DeepSpeed.</span><span class="example-other-keywords">Natural Language Processing Large Language Models Generative AI ray-team</span></div></a></div><div class="example"><a class="example-link" href="../train/examples/lightning/vicuna_13b_lightning_deepspeed_finetune.html"><div class="example-icon-area"><img class="example-icon" src="../_static/img/icon_bg_5.jpg"><i class="ri-paint-fill remix-icon"></i></img></div><div class="example-text-area"><b class="example-title">Fine-tune a vicuna-13b text generation model with PyTorch Lightning and DeepSpeed</b><span class="example-tags">Advanced. Train. Lightning. DeepSpeed.</span><span class="example-other-keywords">Large Language Models Generative AI ray-team</span></div></a></div><div class="example"><a class="example-link" href="../train/examples/lightning/dolly_lightning_fsdp_finetuning.html"><div class="example-icon-area"><img class="example-icon" src="../_static/img/icon_bg_5.jpg"><i class="ri-progress-4-line remix-icon"></i></img></div><div class="example-text-area"><b class="example-title">Fine-tune a dolly-v2-7b text generation model with PyTorch Lightning and FSDP</b><span class="example-tags">Advanced. Train. Lightning.</span><span class="example-other-keywords">Large Language Models Generative AI Natural Language Processing ray-team</span></div></a></div></div> 
                 </article>
               
               
diff --git a/main/sitemap.xml b/main/sitemap.xml
index aad0bcfd8f7c..57cec5c44643 100644
--- a/main/sitemap.xml
+++ b/main/sitemap.xml
@@ -1,2 +1,2 @@
 <?xml version='1.0' encoding='utf-8'?>
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calingConfig.min_replicas.html</loc></url><url><loc>https://docs.ray.io/en/latesten/serve/api/doc/ray.serve.metrics.Histogram.observe.html</loc></url><url><loc>https://docs.ray.io/en/latesten/rllib/package_ref/env/env/ray.rllib.env.multi_agent_episode.MultiAgentEpisode.module_for.html</loc></url><url><loc>https://docs.ray.io/en/latesten/serve/api/doc/ray.serve.config.AutoscalingConfig.serialize_policy.html</loc></url><url><loc>https://docs.ray.io/en/latesten/serve/api/doc/ray.serve.multiplexed.html</loc></url><url><loc>https://docs.ray.io/en/latesten/rllib/package_ref/env/env/ray.rllib.env.multi_agent_episode.MultiAgentEpisode.observation_space.html</loc></url><url><loc>https://docs.ray.io/en/latesten/serve/api/doc/ray.serve.config.AutoscalingConfig.smoothing_factor.html</loc></url><url><loc>https://docs.ray.io/en/latesten/serve/api/doc/ray.serve.run.html</loc></url><url><loc>https://docs.ray.io/en/latesten/serve/api/doc/ray.serve.schema.APIType.html</loc></url><url><loc>https://docs.ray.io/en/latesten/serve/api/doc/ray.serve.config.AutoscalingConfig.target_ongoing_requests.html</loc></url><url><loc>https://docs.ray.io/en/latesten/rllib/package_ref/env/env/ray.rllib.env.multi_agent_episode.MultiAgentEpisode.print.html</loc></url><url><loc>https://docs.ray.io/en/latesten/serve/api/doc/ray.serve.schema.APIType.DECLARATIVE.html</loc></url><url><loc>https://docs.ray.io/en/latesten/serve/api/doc/ray.serve.schema.APIType.IMPERATIVE.html</loc></url><url><loc>https://docs.ray.io/en/latesten/serve/api/doc/ray.serve.config.AutoscalingConfig.update_forward_refs.html</loc></url><url><loc>https://docs.ray.io/en/latesten/serve/api/doc/ray.serve.schema.APIType.UNKNOWN.html</loc></url><url><loc>https://docs.ray.io/en/latesten/rllib/package_ref/env/env/ray.rllib.env.multi_agent_episode.MultiAgentEpisode.slice.html</loc></url><url><loc>https://docs.ray.io/en/latesten/serve/api/doc/ray.serve.config.AutoscalingConfig.upscale_delay_s.html</loc></url><url><loc>https://docs.ray.io/en/latesten/serve/api/doc/ray.serve.schema.APIType.capitalize.html</loc></url><url><loc>https://docs.ray.io/en/latesten/serve/api/doc/ray.serve.config.AutoscalingConfig.upscale_smoothing_factor.html</loc></url><url><loc>https://docs.ray.io/en/latesten/rllib/package_ref/env/env/ray.rllib.env.multi_agent_episode.MultiAgentEpisode.to_numpy.html</loc></url><url><loc>https://docs.ray.io/en/latesten/serve/api/doc/ray.serve.config.AutoscalingConfig.upscaling_factor.html</loc></url><url><loc>https://docs.ray.io/en/latesten/serve/api/doc/ray.serve.schema.APIType.casefold.html</loc></url><url><loc>https://docs.ray.io/en/latesten/rllib/package_ref/env/env/ray.rllib.env.multi_agent_episode.MultiAgentEpisode.validate.html</loc></url><url><loc>https://docs.ray.io/en/latesten/serve/api/doc/ray.serve.schema.APIType.center.html</loc></url><url><loc>https://docs.ray.io/en/latesten/serve/api/doc/ray.serve.schema.APIType.count.html</loc></url><url><loc>https://docs.ray.io/en/latesten/serve/api/doc/ray.serve.schema.APIType.encode.html</loc></url><url><loc>https://docs.ray.io/en/latesten/serve/api/doc/ray.serve.schema.APIType.endswith.html</loc></url><url><loc>https://docs.ray.io/en/latesten/serve/api/doc/ray.serve.config.HTTPOptions.html</loc></url><url><loc>https://docs.ray.io/en/latesten/serve/api/doc/ray.serve.schema.APIType.expandtabs.html</loc></url><url><loc>https://docs.ray.io/en/latesten/serve/api/doc/ray.serve.config.HTTPOptions.__init__.html</loc></url><url><loc>https://docs.ray.io/en/latesten/serve/api/doc/ray.serve.schema.APIType.find.html</loc></url><url><loc>https://docs.ray.io/en/latesten/serve/api/doc/ray.serve.config.HTTPOptions.construct.html</loc></url><url><loc>https://docs.ray.io/en/latesten/serve/api/doc/ray.serve.config.HTTPOptions.copy.html</loc></url><url><loc>https://docs.ray.io/en/latesten/serve/api/doc/ray.serve.config.HTTPOptions.dict.html</loc></url><url><loc>https://docs.ray.io/en/latesten/rllib/package_ref/env/env/ray.rllib.env.single_agent_episode.SingleAgentEpisode.html</loc></url><url><loc>https://docs.ray.io/en/latesten/serve/api/doc/ray.serve.schema.APIType.format.html</loc></url><url><loc>https://docs.ray.io/en/latesten/serve/api/doc/ray.serve.config.HTTPOptions.host.html</loc></url><url><loc>https://docs.ray.io/en/latesten/serve/api/doc/ray.serve.schema.APIType.format_map.html</loc></url><url><loc>https://docs.ray.io/en/latesten/serve/api/doc/ray.serve.schema.APIType.index.html</loc></url><url><loc>https://docs.ray.io/en/latesten/rllib/package_ref/env/env/ray.rllib.env.single_agent_episode.SingleAgentEpisode.__init__.html</loc></url><url><loc>https://docs.ray.io/en/latesten/serve/api/doc/ray.serve.config.HTTPOptions.json.html</loc></url><url><loc>https://docs.ray.io/en/latesten/serve/api/doc/ray.serve.schema.APIType.isalnum.html</loc></url><url><loc>https://docs.ray.io/en/latesten/serve/api/doc/ray.serve.schema.APIType.isalpha.html</loc></url><url><loc>https://docs.ray.io/en/latesten/rllib/package_ref/env/env/ray.rllib.env.single_agent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diff --git a/ray-observability/reference/doc/ray.util.state.common.ActorState.html b/ray-observability/reference/doc/ray.util.state.common.ActorState.html
index 165970f3d9f3..7a1365c244bb 100644
--- a/ray-observability/reference/doc/ray.util.state.common.ActorState.html
+++ b/ray-observability/reference/doc/ray.util.state.common.ActorState.html
@@ -1388,37 +1388,37 @@ <h1>ray.util.state.common.ActorState<a class="headerlink" href="#ray-util-state-
 <p>Actor State</p>
 <p>Below columns can be used for the <code class="code docutils literal notranslate"><span class="pre">--filter</span></code> option.</p>
 <blockquote>
-<div><p>actor_id</p>
+<div><p>name</p>
 <p>repr_name</p>
-<p>name</p>
+<p>pid</p>
 <p>ray_namespace</p>
+<p>class_name</p>
+<p>actor_id</p>
+<p>node_id</p>
 <p>placement_group_id</p>
 <p>job_id</p>
-<p>node_id</p>
-<p>pid</p>
 <p>state</p>
-<p>class_name</p>
 </div></blockquote>
 <p>Below columns are available only when <code class="code docutils literal notranslate"><span class="pre">get</span></code> API is used,</p>
 <p><code class="code docutils literal notranslate"><span class="pre">--detail</span></code> is specified through CLI, or <code class="code docutils literal notranslate"><span class="pre">detail=True</span></code> is given to Python APIs.</p>
 <blockquote>
-<div><p>death_cause</p>
-<p>actor_id</p>
-<p>serialized_runtime_env</p>
-<p>num_restarts_due_to_lineage_reconstruction</p>
-<p>repr_name</p>
+<div><p>call_site</p>
 <p>name</p>
+<p>required_resources</p>
+<p>is_detached</p>
+<p>repr_name</p>
+<p>pid</p>
 <p>ray_namespace</p>
-<p>call_site</p>
+<p>class_name</p>
+<p>actor_id</p>
+<p>node_id</p>
+<p>num_restarts_due_to_lineage_reconstruction</p>
+<p>serialized_runtime_env</p>
 <p>placement_group_id</p>
+<p>death_cause</p>
+<p>num_restarts</p>
 <p>job_id</p>
-<p>node_id</p>
-<p>pid</p>
-<p>required_resources</p>
-<p>is_detached</p>
 <p>state</p>
-<p>num_restarts</p>
-<p>class_name</p>
 </div></blockquote>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="ray.util.state.common.ActorState.actor_id">
diff --git a/ray-observability/reference/doc/ray.util.state.common.JobState.html b/ray-observability/reference/doc/ray.util.state.common.JobState.html
index 34e63a7505e8..0a292806ef48 100644
--- a/ray-observability/reference/doc/ray.util.state.common.JobState.html
+++ b/ray-observability/reference/doc/ray.util.state.common.JobState.html
@@ -1388,29 +1388,29 @@ <h1>ray.util.state.common.JobState<a class="headerlink" href="#ray-util-state-co
 <p>The state of the job that’s submitted by Ray’s Job APIs or driver jobs</p>
 <p>Below columns can be used for the <code class="code docutils literal notranslate"><span class="pre">--filter</span></code> option.</p>
 <blockquote>
-<div><p>type</p>
-<p>job_id</p>
-<p>status</p>
+<div><p>status</p>
+<p>type</p>
 <p>submission_id</p>
+<p>job_id</p>
 </div></blockquote>
 <p>Below columns are available only when <code class="code docutils literal notranslate"><span class="pre">get</span></code> API is used,</p>
 <p><code class="code docutils literal notranslate"><span class="pre">--detail</span></code> is specified through CLI, or <code class="code docutils literal notranslate"><span class="pre">detail=True</span></code> is given to Python APIs.</p>
 <blockquote>
-<div><p>driver_agent_http_address</p>
-<p>message</p>
+<div><p>message</p>
+<p>metadata</p>
 <p>driver_exit_code</p>
-<p>end_time</p>
-<p>error_type</p>
+<p>driver_agent_http_address</p>
+<p>runtime_env</p>
 <p>driver_node_id</p>
-<p>entrypoint</p>
-<p>start_time</p>
 <p>driver_info</p>
-<p>metadata</p>
-<p>job_id</p>
-<p>runtime_env</p>
+<p>error_type</p>
+<p>start_time</p>
 <p>submission_id</p>
-<p>type</p>
 <p>status</p>
+<p>type</p>
+<p>entrypoint</p>
+<p>end_time</p>
+<p>job_id</p>
 </div></blockquote>
 <dl class="py method">
 <dt class="sig sig-object py" id="ray.util.state.common.JobState.filterable_columns">
diff --git a/ray-observability/reference/doc/ray.util.state.common.NodeState.html b/ray-observability/reference/doc/ray.util.state.common.NodeState.html
index 8deee9b93f22..319d5c8bae6f 100644
--- a/ray-observability/reference/doc/ray.util.state.common.NodeState.html
+++ b/ray-observability/reference/doc/ray.util.state.common.NodeState.html
@@ -1388,24 +1388,24 @@ <h1>ray.util.state.common.NodeState<a class="headerlink" href="#ray-util-state-c
 <p>Node State</p>
 <p>Below columns can be used for the <code class="code docutils literal notranslate"><span class="pre">--filter</span></code> option.</p>
 <blockquote>
-<div><p>node_name</p>
-<p>is_head_node</p>
-<p>node_ip</p>
+<div><p>is_head_node</p>
 <p>node_id</p>
+<p>node_name</p>
+<p>node_ip</p>
 <p>state</p>
 </div></blockquote>
 <p>Below columns are available only when <code class="code docutils literal notranslate"><span class="pre">get</span></code> API is used,</p>
 <p><code class="code docutils literal notranslate"><span class="pre">--detail</span></code> is specified through CLI, or <code class="code docutils literal notranslate"><span class="pre">detail=True</span></code> is given to Python APIs.</p>
 <blockquote>
-<div><p>node_name</p>
+<div><p>labels</p>
 <p>is_head_node</p>
-<p>start_time_ms</p>
-<p>state_message</p>
-<p>node_ip</p>
-<p>node_id</p>
 <p>resources_total</p>
-<p>labels</p>
+<p>node_id</p>
+<p>start_time_ms</p>
 <p>end_time_ms</p>
+<p>node_name</p>
+<p>node_ip</p>
+<p>state_message</p>
 <p>state</p>
 </div></blockquote>
 <dl class="py attribute">
diff --git a/ray-observability/reference/doc/ray.util.state.common.ObjectState.html b/ray-observability/reference/doc/ray.util.state.common.ObjectState.html
index 7c98057684b9..fac2347262d7 100644
--- a/ray-observability/reference/doc/ray.util.state.common.ObjectState.html
+++ b/ray-observability/reference/doc/ray.util.state.common.ObjectState.html
@@ -1388,28 +1388,28 @@ <h1>ray.util.state.common.ObjectState<a class="headerlink" href="#ray-util-state
 <p>Object State</p>
 <p>Below columns can be used for the <code class="code docutils literal notranslate"><span class="pre">--filter</span></code> option.</p>
 <blockquote>
-<div><p>object_size</p>
+<div><p>call_site</p>
+<p>object_size</p>
 <p>reference_type</p>
-<p>ip</p>
-<p>task_status</p>
+<p>pid</p>
 <p>object_id</p>
+<p>ip</p>
 <p>attempt_number</p>
-<p>pid</p>
 <p>type</p>
-<p>call_site</p>
+<p>task_status</p>
 </div></blockquote>
 <p>Below columns are available only when <code class="code docutils literal notranslate"><span class="pre">get</span></code> API is used,</p>
 <p><code class="code docutils literal notranslate"><span class="pre">--detail</span></code> is specified through CLI, or <code class="code docutils literal notranslate"><span class="pre">detail=True</span></code> is given to Python APIs.</p>
 <blockquote>
-<div><p>object_size</p>
+<div><p>call_site</p>
+<p>object_size</p>
 <p>reference_type</p>
-<p>ip</p>
-<p>task_status</p>
+<p>pid</p>
 <p>object_id</p>
+<p>ip</p>
 <p>attempt_number</p>
-<p>pid</p>
 <p>type</p>
-<p>call_site</p>
+<p>task_status</p>
 </div></blockquote>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="ray.util.state.common.ObjectState.object_id">
diff --git a/ray-observability/reference/doc/ray.util.state.common.PlacementGroupState.html b/ray-observability/reference/doc/ray.util.state.common.PlacementGroupState.html
index cb0480cc3105..b11485c5f377 100644
--- a/ray-observability/reference/doc/ray.util.state.common.PlacementGroupState.html
+++ b/ray-observability/reference/doc/ray.util.state.common.PlacementGroupState.html
@@ -1397,12 +1397,12 @@ <h1>ray.util.state.common.PlacementGroupState<a class="headerlink" href="#ray-ut
 <p>Below columns are available only when <code class="code docutils literal notranslate"><span class="pre">get</span></code> API is used,</p>
 <p><code class="code docutils literal notranslate"><span class="pre">--detail</span></code> is specified through CLI, or <code class="code docutils literal notranslate"><span class="pre">detail=True</span></code> is given to Python APIs.</p>
 <blockquote>
-<div><p>stats</p>
-<p>name</p>
+<div><p>name</p>
+<p>bundles</p>
 <p>creator_job_id</p>
 <p>placement_group_id</p>
+<p>stats</p>
 <p>is_detached</p>
-<p>bundles</p>
 <p>state</p>
 </div></blockquote>
 <dl class="py attribute">
diff --git a/ray-observability/reference/doc/ray.util.state.common.RuntimeEnvState.html b/ray-observability/reference/doc/ray.util.state.common.RuntimeEnvState.html
index a2f23d277cc7..2c4af010710a 100644
--- a/ray-observability/reference/doc/ray.util.state.common.RuntimeEnvState.html
+++ b/ray-observability/reference/doc/ray.util.state.common.RuntimeEnvState.html
@@ -1389,19 +1389,19 @@ <h1>ray.util.state.common.RuntimeEnvState<a class="headerlink" href="#ray-util-s
 <p>Below columns can be used for the <code class="code docutils literal notranslate"><span class="pre">--filter</span></code> option.</p>
 <blockquote>
 <div><p>success</p>
-<p>error</p>
 <p>node_id</p>
+<p>error</p>
 <p>runtime_env</p>
 </div></blockquote>
 <p>Below columns are available only when <code class="code docutils literal notranslate"><span class="pre">get</span></code> API is used,</p>
 <p><code class="code docutils literal notranslate"><span class="pre">--detail</span></code> is specified through CLI, or <code class="code docutils literal notranslate"><span class="pre">detail=True</span></code> is given to Python APIs.</p>
 <blockquote>
-<div><p>success</p>
-<p>node_id</p>
+<div><p>creation_time_ms</p>
 <p>runtime_env</p>
-<p>error</p>
+<p>node_id</p>
 <p>ref_cnt</p>
-<p>creation_time_ms</p>
+<p>success</p>
+<p>error</p>
 </div></blockquote>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="ray.util.state.common.RuntimeEnvState.runtime_env">
diff --git a/ray-observability/reference/doc/ray.util.state.common.TaskState.html b/ray-observability/reference/doc/ray.util.state.common.TaskState.html
index 8ff513fdd61f..9f70d4ca1e7d 100644
--- a/ray-observability/reference/doc/ray.util.state.common.TaskState.html
+++ b/ray-observability/reference/doc/ray.util.state.common.TaskState.html
@@ -1388,52 +1388,52 @@ <h1>ray.util.state.common.TaskState<a class="headerlink" href="#ray-util-state-c
 <p>Task State</p>
 <p>Below columns can be used for the <code class="code docutils literal notranslate"><span class="pre">--filter</span></code> option.</p>
 <blockquote>
-<div><p>worker_pid</p>
-<p>actor_id</p>
-<p>is_debugger_paused</p>
-<p>task_id</p>
-<p>error_type</p>
-<p>language</p>
+<div><p>language</p>
 <p>name</p>
 <p>parent_task_id</p>
-<p>worker_id</p>
+<p>worker_pid</p>
+<p>actor_id</p>
+<p>node_id</p>
+<p>error_type</p>
+<p>func_or_class_name</p>
 <p>placement_group_id</p>
-<p>job_id</p>
 <p>attempt_number</p>
-<p>node_id</p>
+<p>is_debugger_paused</p>
 <p>type</p>
+<p>worker_id</p>
+<p>task_id</p>
+<p>job_id</p>
 <p>state</p>
-<p>func_or_class_name</p>
 </div></blockquote>
 <p>Below columns are available only when <code class="code docutils literal notranslate"><span class="pre">get</span></code> API is used,</p>
 <p><code class="code docutils literal notranslate"><span class="pre">--detail</span></code> is specified through CLI, or <code class="code docutils literal notranslate"><span class="pre">detail=True</span></code> is given to Python APIs.</p>
 <blockquote>
-<div><p>actor_id</p>
-<p>language</p>
-<p>worker_id</p>
-<p>end_time_ms</p>
+<div><p>required_resources</p>
+<p>error_type</p>
+<p>func_or_class_name</p>
+<p>placement_group_id</p>
+<p>actor_id</p>
+<p>task_log_info</p>
+<p>name</p>
+<p>start_time_ms</p>
 <p>type</p>
+<p>task_id</p>
 <p>state</p>
+<p>language</p>
+<p>creation_time_ms</p>
 <p>is_debugger_paused</p>
-<p>profiling_data</p>
-<p>job_id</p>
 <p>attempt_number</p>
-<p>node_id</p>
-<p>runtime_env_info</p>
-<p>required_resources</p>
+<p>worker_id</p>
+<p>job_id</p>
+<p>call_site</p>
+<p>parent_task_id</p>
 <p>worker_pid</p>
-<p>task_id</p>
 <p>error_message</p>
-<p>name</p>
-<p>parent_task_id</p>
+<p>node_id</p>
+<p>runtime_env_info</p>
+<p>end_time_ms</p>
 <p>events</p>
-<p>func_or_class_name</p>
-<p>error_type</p>
-<p>start_time_ms</p>
-<p>placement_group_id</p>
-<p>creation_time_ms</p>
-<p>task_log_info</p>
-<p>call_site</p>
+<p>profiling_data</p>
 </div></blockquote>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="ray.util.state.common.TaskState.task_id">
diff --git a/ray-observability/reference/doc/ray.util.state.common.WorkerState.html b/ray-observability/reference/doc/ray.util.state.common.WorkerState.html
index 5e2d258a1644..28a4405c7141 100644
--- a/ray-observability/reference/doc/ray.util.state.common.WorkerState.html
+++ b/ray-observability/reference/doc/ray.util.state.common.WorkerState.html
@@ -1388,33 +1388,33 @@ <h1>ray.util.state.common.WorkerState<a class="headerlink" href="#ray-util-state
 <p>Worker State</p>
 <p>Below columns can be used for the <code class="code docutils literal notranslate"><span class="pre">--filter</span></code> option.</p>
 <blockquote>
-<div><p>ip</p>
+<div><p>pid</p>
+<p>node_id</p>
+<p>ip</p>
+<p>is_alive</p>
 <p>worker_type</p>
 <p>num_paused_threads</p>
-<p>is_alive</p>
-<p>exit_type</p>
 <p>worker_id</p>
-<p>node_id</p>
-<p>pid</p>
 <p>debugger_port</p>
+<p>exit_type</p>
 </div></blockquote>
 <p>Below columns are available only when <code class="code docutils literal notranslate"><span class="pre">get</span></code> API is used,</p>
 <p><code class="code docutils literal notranslate"><span class="pre">--detail</span></code> is specified through CLI, or <code class="code docutils literal notranslate"><span class="pre">detail=True</span></code> is given to Python APIs.</p>
 <blockquote>
-<div><p>ip</p>
-<p>worker_type</p>
-<p>num_paused_threads</p>
-<p>worker_launch_time_ms</p>
-<p>worker_launched_time_ms</p>
-<p>start_time_ms</p>
-<p>is_alive</p>
+<div><p>worker_launch_time_ms</p>
 <p>exit_detail</p>
-<p>exit_type</p>
-<p>worker_id</p>
-<p>node_id</p>
 <p>pid</p>
+<p>node_id</p>
+<p>ip</p>
+<p>start_time_ms</p>
+<p>is_alive</p>
+<p>worker_type</p>
 <p>end_time_ms</p>
+<p>num_paused_threads</p>
+<p>worker_id</p>
 <p>debugger_port</p>
+<p>exit_type</p>
+<p>worker_launched_time_ms</p>
 </div></blockquote>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="ray.util.state.common.WorkerState.worker_id">
diff --git a/ray-overview/examples.html b/ray-overview/examples.html
index 4ce85bba4931..045c0c717fdf 100644
--- a/ray-overview/examples.html
+++ b/ray-overview/examples.html
@@ -729,7 +729,7 @@ <h4>Sorry! We could not find an example matching that filter.</h4>
         </a>
       </div>
     </div>
-    <div class="example-list-area"><div class="example"><a class="example-link" href="../data/examples/pytorch_resnet_batch_prediction.html"><div class="example-icon-area"><img class="example-icon" src="../_static/img/icon_bg_4.jpg"><i class="ri-mic-2-fill remix-icon"></i></img></div><div class="example-text-area"><b class="example-title">Image Classification Batch Inference with PyTorch ResNet152</b><span class="example-tags">Beginner. Data. PyTorch.</span><span class="example-other-keywords">Computer Vision ray-team</span></div></a></div><div class="example"><a class="example-link" href="../data/examples/batch_inference_object_detection.html"><div class="example-icon-area"><img class="example-icon" src="../_static/img/icon_bg_5.jpg"><i class="ri-archive-fill remix-icon"></i></img></div><div class="example-text-area"><b class="example-title">Object Detection Batch Inference with PyTorch FasterRCNN_ResNet50</b><span class="example-tags">Beginner. Data. PyTorch.</span><span class="example-other-keywords">Computer Vision ray-team</span></div></a></div><div class="example"><a class="example-link" href="../data/examples/huggingface_vit_batch_prediction.html"><div class="example-icon-area"><img class="example-icon" src="../_static/img/icon_bg_5.jpg"><i class="ri-flag-2-fill remix-icon"></i></img></div><div class="example-text-area"><b class="example-title">Image Classification Batch Inference with Hugging Face Vision Transformer</b><span class="example-tags">Beginner. Data. Transformers.</span><span class="example-other-keywords">Computer Vision ray-team</span></div></a></div><div class="example"><a class="example-link" href="../data/../train/examples/xgboost/xgboost_example.html"><div class="example-icon-area"><img class="example-icon" src="../_static/img/icon_bg_3.jpg"><i class="ri-record-circle-fill remix-icon"></i></img></div><div class="example-text-area"><b class="example-title">Tabular Data Training and Batch Inference with XGBoost</b><span class="example-tags">Beginner. Data. XGBoost.</span><span class="example-other-keywords"> ray-team</span></div></a></div><div class="example"><a class="example-link" href="../serve/tutorials/serve-ml-models.html"><div class="example-icon-area"><img class="example-icon" src="../_static/img/icon_bg_4.jpg"><i class="ri-steam-line remix-icon"></i></img></div><div class="example-text-area"><b class="example-title">Serve ML Models</b><span class="example-tags">Beginner. Serve. PyTorch.</span><span class="example-other-keywords">Computer Vision ray-team</span></div></a></div><div class="example"><a class="example-link" href="../serve/tutorials/stable-diffusion.html"><div class="example-icon-area"><img class="example-icon" src="../_static/img/icon_bg_5.jpg"><i class="ri-opera-fill remix-icon"></i></img></div><div class="example-text-area"><b class="example-title">Serve a Stable Diffusion Model</b><span class="example-tags">Beginner. Serve.</span><span class="example-other-keywords">Computer Vision Generative AI ray-team</span></div></a></div><div class="example"><a class="example-link" href="../serve/tutorials/vllm-example.html"><div class="example-icon-area"><img class="example-icon" src="../_static/img/icon_bg_1.jpg"><i class="ri-numbers-fill remix-icon"></i></img></div><div class="example-text-area"><b class="example-title">Serve a Large Language Model (LLM)</b><span class="example-tags">Beginner. Serve.</span><span class="example-other-keywords">Generative AI Large Language Models Natural Language Processing ray-team</span></div></a></div><div class="example"><a class="example-link" href="../serve/tutorials/text-classification.html"><div class="example-icon-area"><img class="example-icon" src="../_static/img/icon_bg_3.jpg"><i class="ri-notion-line remix-icon"></i></img></div><div class="example-text-area"><b class="example-title">Serve a Text Classification Model</b><span class="example-tags">Beginner. Serve.</span><span class="example-other-keywords">Natural Language Processing ray-team</span></div></a></div><div class="example"><a class="example-link" href="../serve/tutorials/object-detection.html"><div class="example-icon-area"><img class="example-icon" src="../_static/img/icon_bg_1.jpg"><i class="ri-supabase-fill remix-icon"></i></img></div><div class="example-text-area"><b class="example-title">Serve an Object Detection Model</b><span class="example-tags">Beginner. Serve.</span><span class="example-other-keywords">Computer Vision ray-team</span></div></a></div><div class="example"><a class="example-link" href="../serve/tutorials/aws-neuron-core-inference.html"><div class="example-icon-area"><img class="example-icon" src="../_static/img/icon_bg_4.jpg"><i class="ri-emotion-laugh-line remix-icon"></i></img></div><div class="example-text-area"><b class="example-title">Serve an Inference Model on AWS NeuronCores Using FastAPI</b><span class="example-tags">Intermediate. Serve.</span><span class="example-other-keywords">Natural Language Processing ray-team</span></div></a></div><div class="example"><a class="example-link" href="../serve/tutorials/aws-neuron-core-inference-stable-diffusion.html"><div class="example-icon-area"><img class="example-icon" src="../_static/img/icon_bg_1.jpg"><i class="ri-login-box-fill remix-icon"></i></img></div><div class="example-text-area"><b class="example-title">Serve an Inference with Stable Diffusion Model on AWS NeuronCores Using FastAPI</b><span class="example-tags">Intermediate. Serve.</span><span class="example-other-keywords">Computer Vision Generative AI ray-team</span></div></a></div><div class="example"><a class="example-link" href="../serve/tutorials/intel-gaudi-inference.html"><div class="example-icon-area"><img class="example-icon" src="../_static/img/icon_bg_4.jpg"><i class="ri-shield-fill remix-icon"></i></img></div><div class="example-text-area"><b class="example-title">Serve a model on Intel Gaudi Accelerator</b><span class="example-tags">Intermediate. Serve. PyTorch.</span><span class="example-other-keywords">Generative AI Large Language Models ray-team</span></div></a></div><div class="example"><a class="example-link" href="../serve/tutorials/gradio-integration.html"><div class="example-icon-area"><img class="example-icon" src="../_static/img/icon_bg_3.jpg"><i class="ri-mouse-line remix-icon"></i></img></div><div class="example-text-area"><b class="example-title">Scale a Gradio App with Ray Serve</b><span class="example-tags">Intermediate. Serve.</span><span class="example-other-keywords">Generative AI Large Language Models Natural Language Processing ray-team</span></div></a></div><div class="example"><a class="example-link" href="../serve/tutorials/batch.html"><div class="example-icon-area"><img class="example-icon" src="../_static/img/icon_bg_5.jpg"><i class="ri-list-unordered remix-icon"></i></img></div><div class="example-text-area"><b class="example-title">Serve a Text Generator with Request Batching</b><span class="example-tags">Intermediate. Serve.</span><span class="example-other-keywords">Generative AI Large Language Models Natural Language Processing ray-team</span></div></a></div><div class="example"><a class="example-link" href="../serve/tutorials/streaming.html"><div class="example-icon-area"><img class="example-icon" src="../_static/img/icon_bg_1.jpg"><i class="ri-picture-in-picture-exit-fill remix-icon"></i></img></div><div class="example-text-area"><b class="example-title">Serve a Chatbot with Request and Response Streaming</b><span class="example-tags">Intermediate. Serve.</span><span class="example-other-keywords">Generative AI Large Language Models Natural Language Processing ray-team</span></div></a></div><div class="example"><a class="example-link" href="../serve/tutorials/triton-server-integration.html"><div class="example-icon-area"><img class="example-icon" src="../_static/img/icon_bg_1.jpg"><i class="ri-wechat-channels-line remix-icon"></i></img></div><div class="example-text-area"><b class="example-title">Serving models with Triton Server in Ray Serve</b><span class="example-tags">Intermediate. Serve.</span><span class="example-other-keywords">Computer Vision Generative AI ray-team</span></div></a></div><div class="example"><a class="example-link" href="../serve/tutorials/java.html"><div class="example-icon-area"><img class="example-icon" src="../_static/img/icon_bg_3.jpg"><i class="ri-video-chat-line remix-icon"></i></img></div><div class="example-text-area"><b class="example-title">Serve a Java App</b><span class="example-tags">Advanced. Serve.</span><span class="example-other-keywords"> ray-team</span></div></a></div><div class="example"><a class="example-link" href="../train/examples/pytorch/torch_fashion_mnist_example.html"><div class="example-icon-area"><img class="example-icon" src="../_static/img/icon_bg_1.jpg"><i class="ri-file-excel-2-line remix-icon"></i></img></div><div class="example-text-area"><b class="example-title">Train an image classifier with PyTorch</b><span class="example-tags">Beginner. Train. PyTorch.</span><span class="example-other-keywords">Computer Vision ray-team</span></div></a></div><div class="example"><a class="example-link" href="../train/examples/lightning/lightning_mnist_example.html"><div class="example-icon-area"><img class="example-icon" src="../_static/img/icon_bg_3.jpg"><i class="ri-drop-fill remix-icon"></i></img></div><div class="example-text-area"><b class="example-title">Train an image classifier with Lightning</b><span class="example-tags">Beginner. Train. Lightning.</span><span class="example-other-keywords">Computer Vision ray-team</span></div></a></div><div class="example"><a class="example-link" href="../train/examples/accelerate/accelerate_example.html"><div class="example-icon-area"><img class="example-icon" src="../_static/img/icon_bg_5.jpg"><i class="ri-file-reduce-line remix-icon"></i></img></div><div class="example-text-area"><b class="example-title">Train a text classifier with Hugging Face Accelerate</b><span class="example-tags">Beginner. Train. Accelerate. PyTorch. Hugging Face.</span><span class="example-other-keywords">Large Language Models Natural Language Processing ray-team</span></div></a></div><div class="example"><a class="example-link" href="../train/examples/tf/tensorflow_mnist_example.html"><div class="example-icon-area"><img class="example-icon" src="../_static/img/icon_bg_5.jpg"><i class="ri-calendar-2-fill remix-icon"></i></img></div><div class="example-text-area"><b class="example-title">Train an image classifier with TensorFlow</b><span class="example-tags">Beginner. Train. TensorFlow.</span><span class="example-other-keywords">Computer Vision ray-team</span></div></a></div><div class="example"><a class="example-link" href="../train/examples/horovod/horovod_example.html"><div class="example-icon-area"><img class="example-icon" src="../_static/img/icon_bg_1.jpg"><i class="ri-folder-transfer-line remix-icon"></i></img></div><div class="example-text-area"><b class="example-title">Train with Horovod and PyTorch</b><span class="example-tags">Beginner. Train. Horovod.</span><span class="example-other-keywords"> ray-team</span></div></a></div><div class="example"><a class="example-link" href="../train/examples/intel_gaudi/resnet.html"><div class="example-icon-area"><img class="example-icon" src="../_static/img/icon_bg_1.jpg"><i class="ri-vk-fill remix-icon"></i></img></div><div class="example-text-area"><b class="example-title">Train ResNet model with Intel Gaudi</b><span class="example-tags">Beginner. Train. PyTorch.</span><span class="example-other-keywords">Computer Vision community</span><div class="community-text-area"><i class="community-text">*Contributed by the Ray Community</i><span class="community-emojis">💪 ✨</span></div></div></a></div><div class="example"><a class="example-link" href="../train/examples/intel_gaudi/bert.html"><div class="example-icon-area"><img class="example-icon" src="../_static/img/icon_bg_3.jpg"><i class="ri-file-forbid-line remix-icon"></i></img></div><div class="example-text-area"><b class="example-title">Train BERT model with Intel Gaudi</b><span class="example-tags">Beginner. Train. Transformers.</span><span class="example-other-keywords">Natural Language Processing community</span><div class="community-text-area"><i class="community-text">*Contributed by the Ray Community</i><span class="community-emojis">💪 ✨</span></div></div></a></div><div class="example"><a class="example-link" href="../train/examples/deepspeed/deepspeed_example.html"><div class="example-icon-area"><img class="example-icon" src="../_static/img/icon_bg_2.jpg"><i class="ri-mail-fill remix-icon"></i></img></div><div class="example-text-area"><b class="example-title">Train a text classifier with DeepSpeed</b><span class="example-tags">Intermediate. Train. DeepSpeed. PyTorch.</span><span class="example-other-keywords">Large Language Models Natural Language Processing ray-team</span></div></a></div><div class="example"><a class="example-link" href="../train/examples/pytorch/dreambooth_finetuning.html"><div class="example-icon-area"><img class="example-icon" src="../_static/img/icon_bg_3.jpg"><i class="ri-filter-2-line remix-icon"></i></img></div><div class="example-text-area"><b class="example-title">Fine-tune a personalized Stable Diffusion model</b><span class="example-tags">Intermediate. Train. PyTorch.</span><span class="example-other-keywords">Computer Vision Generative AI ray-team</span></div></a></div><div class="example"><a class="example-link" href="../train/examples/intel_gaudi/sd.html"><div class="example-icon-area"><img class="example-icon" src="../_static/img/icon_bg_2.jpg"><i class="ri-triangle-fill remix-icon"></i></img></div><div class="example-text-area"><b class="example-title">Finetune Stable Diffusion and generate images with Intel Gaudi</b><span class="example-tags">Intermediate. Train. Accelerate. Transformers.</span><span class="example-other-keywords">Computer Vision Generative AI community</span><div class="community-text-area"><i class="community-text">*Contributed by the Ray Community</i><span class="community-emojis">💪 ✨</span></div></div></a></div><div class="example"><a class="example-link" href="../train/examples/lightning/lightning_cola_advanced.html"><div class="example-icon-area"><img class="example-icon" src="../_static/img/icon_bg_3.jpg"><i class="ri-apps-line remix-icon"></i></img></div><div class="example-text-area"><b class="example-title">Train a text classifier with PyTorch Lightning and Ray Data</b><span class="example-tags">Intermediate. Train. Lightning.</span><span class="example-other-keywords">Natural Language Processing ray-team</span></div></a></div><div class="example"><a class="example-link" href="../train/examples/transformers/huggingface_text_classification.html"><div class="example-icon-area"><img class="example-icon" src="../_static/img/icon_bg_5.jpg"><i class="ri-file-unknow-fill remix-icon"></i></img></div><div class="example-text-area"><b class="example-title">Train a text classifier with Hugging Face Transformers</b><span class="example-tags">Intermediate. Train. Transformers.</span><span class="example-other-keywords">Natural Language Processing ray-team</span></div></a></div><div class="example"><a class="example-link" href="../train/examples/intel_gaudi/llama.html"><div class="example-icon-area"><img class="example-icon" src="../_static/img/icon_bg_4.jpg"><i class="ri-profile-fill remix-icon"></i></img></div><div class="example-text-area"><b class="example-title">Fine-tune Llama-2-7b and Llama-2-70b with Intel Gaudi</b><span class="example-tags">Intermediate. Train. Accelerate. Transformers.</span><span class="example-other-keywords">Natural Language Processing Large Language Models community</span><div class="community-text-area"><i class="community-text">*Contributed by the Ray Community</i><span class="community-emojis">💪 ✨</span></div></div></a></div><div class="example"><a class="example-link" href="../train/examples/intel_gaudi/llama_pretrain.html"><div class="example-icon-area"><img class="example-icon" src="../_static/img/icon_bg_5.jpg"><i class="ri-skip-right-line remix-icon"></i></img></div><div class="example-text-area"><b class="example-title">Pre-train Llama-2 with Intel Gaudi</b><span class="example-tags">Intermediate. Train. Accelerate. Transformers. DeepSpeed.</span><span class="example-other-keywords">Natural Language Processing Large Language Models community</span><div class="community-text-area"><i class="community-text">*Contributed by the Ray Community</i><span class="community-emojis">💪 ✨</span></div></div></a></div><div class="example"><a class="example-link" href="../train/examples/aws-trainium/llama3.html"><div class="example-icon-area"><img class="example-icon" src="../_static/img/icon_bg_2.jpg"><i class="ri-t-shirt-air-line remix-icon"></i></img></div><div class="example-text-area"><b class="example-title">Fine-tune Llama3.1 with AWS Trainium</b><span class="example-tags">Advanced. Train. PyTorch. AWS Neuron.</span><span class="example-other-keywords">Natural Language Processing Large Language Models community</span><div class="community-text-area"><i class="community-text">*Contributed by the Ray Community</i><span class="community-emojis">💪 ✨</span></div></div></a></div><div class="example"><a class="example-link" href="https://github.com/ray-project/ray/tree/master/doc/source/templates/04_finetuning_llms_with_deepspeed"><div class="example-icon-area"><img class="example-icon" src="../_static/img/icon_bg_5.jpg"><i class="ri-instance-line remix-icon"></i></img></div><div class="example-text-area"><b class="example-title">Fine-tune a Llama-2 text generation model with DeepSpeed and Hugging Face Accelerate</b><span class="example-tags">Advanced. Train. Accelerate. DeepSpeed. Hugging Face.</span><span class="example-other-keywords">Natural Language Processing Large Language Models ray-team</span></div></a></div><div class="example"><a class="example-link" href="../train/examples/deepspeed/gptj_deepspeed_fine_tuning.html"><div class="example-icon-area"><img class="example-icon" src="../_static/img/icon_bg_5.jpg"><i class="ri-tablet-line remix-icon"></i></img></div><div class="example-text-area"><b class="example-title">Fine-tune a GPT-J-6B text generation model with DeepSpeed and Hugging Face Transformers</b><span class="example-tags">Advanced. Train. Hugging Face. DeepSpeed.</span><span class="example-other-keywords">Natural Language Processing Large Language Models Generative AI ray-team</span></div></a></div><div class="example"><a class="example-link" href="../train/examples/lightning/vicuna_13b_lightning_deepspeed_finetune.html"><div class="example-icon-area"><img class="example-icon" src="../_static/img/icon_bg_5.jpg"><i class="ri-community-line remix-icon"></i></img></div><div class="example-text-area"><b class="example-title">Fine-tune a vicuna-13b text generation model with PyTorch Lightning and DeepSpeed</b><span class="example-tags">Advanced. Train. Lightning. DeepSpeed.</span><span class="example-other-keywords">Large Language Models Generative AI ray-team</span></div></a></div><div class="example"><a class="example-link" href="../train/examples/lightning/dolly_lightning_fsdp_finetuning.html"><div class="example-icon-area"><img class="example-icon" src="../_static/img/icon_bg_2.jpg"><i class="ri-fullscreen-exit-line remix-icon"></i></img></div><div class="example-text-area"><b class="example-title">Fine-tune a dolly-v2-7b text generation model with PyTorch Lightning and FSDP</b><span class="example-tags">Advanced. Train. Lightning.</span><span class="example-other-keywords">Large Language Models Generative AI Natural Language Processing ray-team</span></div></a></div></div> 
+    <div class="example-list-area"><div class="example"><a class="example-link" href="../data/examples/pytorch_resnet_batch_prediction.html"><div class="example-icon-area"><img class="example-icon" src="../_static/img/icon_bg_1.jpg"><i class="ri-coupon-fill remix-icon"></i></img></div><div class="example-text-area"><b class="example-title">Image Classification Batch Inference with PyTorch ResNet152</b><span class="example-tags">Beginner. Data. PyTorch.</span><span class="example-other-keywords">Computer Vision ray-team</span></div></a></div><div class="example"><a class="example-link" href="../data/examples/batch_inference_object_detection.html"><div class="example-icon-area"><img class="example-icon" src="../_static/img/icon_bg_3.jpg"><i class="ri-shield-fill remix-icon"></i></img></div><div class="example-text-area"><b class="example-title">Object Detection Batch Inference with PyTorch FasterRCNN_ResNet50</b><span class="example-tags">Beginner. Data. PyTorch.</span><span class="example-other-keywords">Computer Vision ray-team</span></div></a></div><div class="example"><a class="example-link" href="../data/examples/huggingface_vit_batch_prediction.html"><div class="example-icon-area"><img class="example-icon" src="../_static/img/icon_bg_1.jpg"><i class="ri-steam-fill remix-icon"></i></img></div><div class="example-text-area"><b class="example-title">Image Classification Batch Inference with Hugging Face Vision Transformer</b><span class="example-tags">Beginner. Data. Transformers.</span><span class="example-other-keywords">Computer Vision ray-team</span></div></a></div><div class="example"><a class="example-link" href="../data/../train/examples/xgboost/xgboost_example.html"><div class="example-icon-area"><img class="example-icon" src="../_static/img/icon_bg_1.jpg"><i class="ri-insert-row-bottom remix-icon"></i></img></div><div class="example-text-area"><b class="example-title">Tabular Data Training and Batch Inference with XGBoost</b><span class="example-tags">Beginner. Data. XGBoost.</span><span class="example-other-keywords"> ray-team</span></div></a></div><div class="example"><a class="example-link" href="../serve/tutorials/serve-ml-models.html"><div class="example-icon-area"><img class="example-icon" src="../_static/img/icon_bg_3.jpg"><i class="ri-loop-left-line remix-icon"></i></img></div><div class="example-text-area"><b class="example-title">Serve ML Models</b><span class="example-tags">Beginner. Serve. PyTorch.</span><span class="example-other-keywords">Computer Vision ray-team</span></div></a></div><div class="example"><a class="example-link" href="../serve/tutorials/stable-diffusion.html"><div class="example-icon-area"><img class="example-icon" src="../_static/img/icon_bg_1.jpg"><i class="ri-open-source-line remix-icon"></i></img></div><div class="example-text-area"><b class="example-title">Serve a Stable Diffusion Model</b><span class="example-tags">Beginner. Serve.</span><span class="example-other-keywords">Computer Vision Generative AI ray-team</span></div></a></div><div class="example"><a class="example-link" href="../serve/tutorials/vllm-example.html"><div class="example-icon-area"><img class="example-icon" src="../_static/img/icon_bg_1.jpg"><i class="ri-bar-chart-box-line remix-icon"></i></img></div><div class="example-text-area"><b class="example-title">Serve a Large Language Model (LLM)</b><span class="example-tags">Beginner. Serve.</span><span class="example-other-keywords">Generative AI Large Language Models Natural Language Processing ray-team</span></div></a></div><div class="example"><a class="example-link" href="../serve/tutorials/text-classification.html"><div class="example-icon-area"><img class="example-icon" src="../_static/img/icon_bg_2.jpg"><i class="ri-gps-line remix-icon"></i></img></div><div class="example-text-area"><b class="example-title">Serve a Text Classification Model</b><span class="example-tags">Beginner. Serve.</span><span class="example-other-keywords">Natural Language Processing ray-team</span></div></a></div><div class="example"><a class="example-link" href="../serve/tutorials/object-detection.html"><div class="example-icon-area"><img class="example-icon" src="../_static/img/icon_bg_5.jpg"><i class="ri-radar-fill remix-icon"></i></img></div><div class="example-text-area"><b class="example-title">Serve an Object Detection Model</b><span class="example-tags">Beginner. Serve.</span><span class="example-other-keywords">Computer Vision ray-team</span></div></a></div><div class="example"><a class="example-link" href="../serve/tutorials/aws-neuron-core-inference.html"><div class="example-icon-area"><img class="example-icon" src="../_static/img/icon_bg_1.jpg"><i class="ri-loader-5-line remix-icon"></i></img></div><div class="example-text-area"><b class="example-title">Serve an Inference Model on AWS NeuronCores Using FastAPI</b><span class="example-tags">Intermediate. Serve.</span><span class="example-other-keywords">Natural Language Processing ray-team</span></div></a></div><div class="example"><a class="example-link" href="../serve/tutorials/aws-neuron-core-inference-stable-diffusion.html"><div class="example-icon-area"><img class="example-icon" src="../_static/img/icon_bg_4.jpg"><i class="ri-umbrella-line remix-icon"></i></img></div><div class="example-text-area"><b class="example-title">Serve an Inference with Stable Diffusion Model on AWS NeuronCores Using FastAPI</b><span class="example-tags">Intermediate. Serve.</span><span class="example-other-keywords">Computer Vision Generative AI ray-team</span></div></a></div><div class="example"><a class="example-link" href="../serve/tutorials/intel-gaudi-inference.html"><div class="example-icon-area"><img class="example-icon" src="../_static/img/icon_bg_1.jpg"><i class="ri-reserved-line remix-icon"></i></img></div><div class="example-text-area"><b class="example-title">Serve a model on Intel Gaudi Accelerator</b><span class="example-tags">Intermediate. Serve. PyTorch.</span><span class="example-other-keywords">Generative AI Large Language Models ray-team</span></div></a></div><div class="example"><a class="example-link" href="../serve/tutorials/gradio-integration.html"><div class="example-icon-area"><img class="example-icon" src="../_static/img/icon_bg_2.jpg"><i class="ri-sound-module-fill remix-icon"></i></img></div><div class="example-text-area"><b class="example-title">Scale a Gradio App with Ray Serve</b><span class="example-tags">Intermediate. Serve.</span><span class="example-other-keywords">Generative AI Large Language Models Natural Language Processing ray-team</span></div></a></div><div class="example"><a class="example-link" href="../serve/tutorials/batch.html"><div class="example-icon-area"><img class="example-icon" src="../_static/img/icon_bg_1.jpg"><i class="ri-projector-2-line remix-icon"></i></img></div><div class="example-text-area"><b class="example-title">Serve a Text Generator with Request Batching</b><span class="example-tags">Intermediate. Serve.</span><span class="example-other-keywords">Generative AI Large Language Models Natural Language Processing ray-team</span></div></a></div><div class="example"><a class="example-link" href="../serve/tutorials/streaming.html"><div class="example-icon-area"><img class="example-icon" src="../_static/img/icon_bg_3.jpg"><i class="ri-roadster-line remix-icon"></i></img></div><div class="example-text-area"><b class="example-title">Serve a Chatbot with Request and Response Streaming</b><span class="example-tags">Intermediate. Serve.</span><span class="example-other-keywords">Generative AI Large Language Models Natural Language Processing ray-team</span></div></a></div><div class="example"><a class="example-link" href="../serve/tutorials/triton-server-integration.html"><div class="example-icon-area"><img class="example-icon" src="../_static/img/icon_bg_1.jpg"><i class="ri-login-circle-line remix-icon"></i></img></div><div class="example-text-area"><b class="example-title">Serving models with Triton Server in Ray Serve</b><span class="example-tags">Intermediate. Serve.</span><span class="example-other-keywords">Computer Vision Generative AI ray-team</span></div></a></div><div class="example"><a class="example-link" href="../serve/tutorials/java.html"><div class="example-icon-area"><img class="example-icon" src="../_static/img/icon_bg_1.jpg"><i class="ri-taxi-line remix-icon"></i></img></div><div class="example-text-area"><b class="example-title">Serve a Java App</b><span class="example-tags">Advanced. Serve.</span><span class="example-other-keywords"> ray-team</span></div></a></div><div class="example"><a class="example-link" href="../train/examples/pytorch/torch_fashion_mnist_example.html"><div class="example-icon-area"><img class="example-icon" src="../_static/img/icon_bg_4.jpg"><i class="ri-volume-mute-line remix-icon"></i></img></div><div class="example-text-area"><b class="example-title">Train an image classifier with PyTorch</b><span class="example-tags">Beginner. Train. PyTorch.</span><span class="example-other-keywords">Computer Vision ray-team</span></div></a></div><div class="example"><a class="example-link" href="../train/examples/lightning/lightning_mnist_example.html"><div class="example-icon-area"><img class="example-icon" src="../_static/img/icon_bg_5.jpg"><i class="ri-scissors-2-line remix-icon"></i></img></div><div class="example-text-area"><b class="example-title">Train an image classifier with Lightning</b><span class="example-tags">Beginner. Train. Lightning.</span><span class="example-other-keywords">Computer Vision ray-team</span></div></a></div><div class="example"><a class="example-link" href="../train/examples/accelerate/accelerate_example.html"><div class="example-icon-area"><img class="example-icon" src="../_static/img/icon_bg_1.jpg"><i class="ri-ink-bottle-fill remix-icon"></i></img></div><div class="example-text-area"><b class="example-title">Train a text classifier with Hugging Face Accelerate</b><span class="example-tags">Beginner. Train. Accelerate. PyTorch. Hugging Face.</span><span class="example-other-keywords">Large Language Models Natural Language Processing ray-team</span></div></a></div><div class="example"><a class="example-link" href="../train/examples/tf/tensorflow_mnist_example.html"><div class="example-icon-area"><img class="example-icon" src="../_static/img/icon_bg_5.jpg"><i class="ri-loader-2-fill remix-icon"></i></img></div><div class="example-text-area"><b class="example-title">Train an image classifier with TensorFlow</b><span class="example-tags">Beginner. Train. TensorFlow.</span><span class="example-other-keywords">Computer Vision ray-team</span></div></a></div><div class="example"><a class="example-link" href="../train/examples/horovod/horovod_example.html"><div class="example-icon-area"><img class="example-icon" src="../_static/img/icon_bg_4.jpg"><i class="ri-qq-line remix-icon"></i></img></div><div class="example-text-area"><b class="example-title">Train with Horovod and PyTorch</b><span class="example-tags">Beginner. Train. Horovod.</span><span class="example-other-keywords"> ray-team</span></div></a></div><div class="example"><a class="example-link" href="../train/examples/intel_gaudi/resnet.html"><div class="example-icon-area"><img class="example-icon" src="../_static/img/icon_bg_4.jpg"><i class="ri-criminal-fill remix-icon"></i></img></div><div class="example-text-area"><b class="example-title">Train ResNet model with Intel Gaudi</b><span class="example-tags">Beginner. Train. PyTorch.</span><span class="example-other-keywords">Computer Vision community</span><div class="community-text-area"><i class="community-text">*Contributed by the Ray Community</i><span class="community-emojis">💪 ✨</span></div></div></a></div><div class="example"><a class="example-link" href="../train/examples/intel_gaudi/bert.html"><div class="example-icon-area"><img class="example-icon" src="../_static/img/icon_bg_4.jpg"><i class="ri-tornado-line remix-icon"></i></img></div><div class="example-text-area"><b class="example-title">Train BERT model with Intel Gaudi</b><span class="example-tags">Beginner. Train. Transformers.</span><span class="example-other-keywords">Natural Language Processing community</span><div class="community-text-area"><i class="community-text">*Contributed by the Ray Community</i><span class="community-emojis">💪 ✨</span></div></div></a></div><div class="example"><a class="example-link" href="../train/examples/deepspeed/deepspeed_example.html"><div class="example-icon-area"><img class="example-icon" src="../_static/img/icon_bg_3.jpg"><i class="ri-parking-fill remix-icon"></i></img></div><div class="example-text-area"><b class="example-title">Train a text classifier with DeepSpeed</b><span class="example-tags">Intermediate. Train. DeepSpeed. PyTorch.</span><span class="example-other-keywords">Large Language Models Natural Language Processing ray-team</span></div></a></div><div class="example"><a class="example-link" href="../train/examples/pytorch/dreambooth_finetuning.html"><div class="example-icon-area"><img class="example-icon" src="../_static/img/icon_bg_4.jpg"><i class="ri-upload-cloud-2-fill remix-icon"></i></img></div><div class="example-text-area"><b class="example-title">Fine-tune a personalized Stable Diffusion model</b><span class="example-tags">Intermediate. Train. PyTorch.</span><span class="example-other-keywords">Computer Vision Generative AI ray-team</span></div></a></div><div class="example"><a class="example-link" href="../train/examples/intel_gaudi/sd.html"><div class="example-icon-area"><img class="example-icon" src="../_static/img/icon_bg_5.jpg"><i class="ri-keynote-fill remix-icon"></i></img></div><div class="example-text-area"><b class="example-title">Finetune Stable Diffusion and generate images with Intel Gaudi</b><span class="example-tags">Intermediate. Train. Accelerate. Transformers.</span><span class="example-other-keywords">Computer Vision Generative AI community</span><div class="community-text-area"><i class="community-text">*Contributed by the Ray Community</i><span class="community-emojis">💪 ✨</span></div></div></a></div><div class="example"><a class="example-link" href="../train/examples/lightning/lightning_cola_advanced.html"><div class="example-icon-area"><img class="example-icon" src="../_static/img/icon_bg_2.jpg"><i class="ri-pantone-fill remix-icon"></i></img></div><div class="example-text-area"><b class="example-title">Train a text classifier with PyTorch Lightning and Ray Data</b><span class="example-tags">Intermediate. Train. Lightning.</span><span class="example-other-keywords">Natural Language Processing ray-team</span></div></a></div><div class="example"><a class="example-link" href="../train/examples/transformers/huggingface_text_classification.html"><div class="example-icon-area"><img class="example-icon" src="../_static/img/icon_bg_1.jpg"><i class="ri-folder-chart-2-line remix-icon"></i></img></div><div class="example-text-area"><b class="example-title">Train a text classifier with Hugging Face Transformers</b><span class="example-tags">Intermediate. Train. Transformers.</span><span class="example-other-keywords">Natural Language Processing ray-team</span></div></a></div><div class="example"><a class="example-link" href="../train/examples/intel_gaudi/llama.html"><div class="example-icon-area"><img class="example-icon" src="../_static/img/icon_bg_2.jpg"><i class="ri-lock-line remix-icon"></i></img></div><div class="example-text-area"><b class="example-title">Fine-tune Llama-2-7b and Llama-2-70b with Intel Gaudi</b><span class="example-tags">Intermediate. Train. Accelerate. Transformers.</span><span class="example-other-keywords">Natural Language Processing Large Language Models community</span><div class="community-text-area"><i class="community-text">*Contributed by the Ray Community</i><span class="community-emojis">💪 ✨</span></div></div></a></div><div class="example"><a class="example-link" href="../train/examples/intel_gaudi/llama_pretrain.html"><div class="example-icon-area"><img class="example-icon" src="../_static/img/icon_bg_3.jpg"><i class="ri-shopping-cart-2-fill remix-icon"></i></img></div><div class="example-text-area"><b class="example-title">Pre-train Llama-2 with Intel Gaudi</b><span class="example-tags">Intermediate. Train. Accelerate. Transformers. DeepSpeed.</span><span class="example-other-keywords">Natural Language Processing Large Language Models community</span><div class="community-text-area"><i class="community-text">*Contributed by the Ray Community</i><span class="community-emojis">💪 ✨</span></div></div></a></div><div class="example"><a class="example-link" href="../train/examples/aws-trainium/llama3.html"><div class="example-icon-area"><img class="example-icon" src="../_static/img/icon_bg_1.jpg"><i class="ri-map-pin-user-line remix-icon"></i></img></div><div class="example-text-area"><b class="example-title">Fine-tune Llama3.1 with AWS Trainium</b><span class="example-tags">Advanced. Train. PyTorch. AWS Neuron.</span><span class="example-other-keywords">Natural Language Processing Large Language Models community</span><div class="community-text-area"><i class="community-text">*Contributed by the Ray Community</i><span class="community-emojis">💪 ✨</span></div></div></a></div><div class="example"><a class="example-link" href="https://github.com/ray-project/ray/tree/master/doc/source/templates/04_finetuning_llms_with_deepspeed"><div class="example-icon-area"><img class="example-icon" src="../_static/img/icon_bg_4.jpg"><i class="ri-file-reduce-line remix-icon"></i></img></div><div class="example-text-area"><b class="example-title">Fine-tune a Llama-2 text generation model with DeepSpeed and Hugging Face Accelerate</b><span class="example-tags">Advanced. Train. Accelerate. DeepSpeed. Hugging Face.</span><span class="example-other-keywords">Natural Language Processing Large Language Models ray-team</span></div></a></div><div class="example"><a class="example-link" href="../train/examples/deepspeed/gptj_deepspeed_fine_tuning.html"><div class="example-icon-area"><img class="example-icon" src="../_static/img/icon_bg_1.jpg"><i class="ri-flight-takeoff-fill remix-icon"></i></img></div><div class="example-text-area"><b class="example-title">Fine-tune a GPT-J-6B text generation model with DeepSpeed and Hugging Face Transformers</b><span class="example-tags">Advanced. Train. Hugging Face. DeepSpeed.</span><span class="example-other-keywords">Natural Language Processing Large Language Models Generative AI ray-team</span></div></a></div><div class="example"><a class="example-link" href="../train/examples/lightning/vicuna_13b_lightning_deepspeed_finetune.html"><div class="example-icon-area"><img class="example-icon" src="../_static/img/icon_bg_5.jpg"><i class="ri-paint-fill remix-icon"></i></img></div><div class="example-text-area"><b class="example-title">Fine-tune a vicuna-13b text generation model with PyTorch Lightning and DeepSpeed</b><span class="example-tags">Advanced. Train. Lightning. DeepSpeed.</span><span class="example-other-keywords">Large Language Models Generative AI ray-team</span></div></a></div><div class="example"><a class="example-link" href="../train/examples/lightning/dolly_lightning_fsdp_finetuning.html"><div class="example-icon-area"><img class="example-icon" src="../_static/img/icon_bg_5.jpg"><i class="ri-progress-4-line remix-icon"></i></img></div><div class="example-text-area"><b class="example-title">Fine-tune a dolly-v2-7b text generation model with PyTorch Lightning and FSDP</b><span class="example-tags">Advanced. Train. Lightning.</span><span class="example-other-keywords">Large Language Models Generative AI Natural Language Processing ray-team</span></div></a></div></div> 
                 </article>
               
               
diff --git a/sitemap.xml b/sitemap.xml
index aad0bcfd8f7c..57cec5c44643 100644
--- a/sitemap.xml
+++ b/sitemap.xml
@@ -1,2 +1,2 @@
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calingConfig.min_replicas.html</loc></url><url><loc>https://docs.ray.io/en/latesten/serve/api/doc/ray.serve.metrics.Histogram.observe.html</loc></url><url><loc>https://docs.ray.io/en/latesten/rllib/package_ref/env/env/ray.rllib.env.multi_agent_episode.MultiAgentEpisode.module_for.html</loc></url><url><loc>https://docs.ray.io/en/latesten/serve/api/doc/ray.serve.config.AutoscalingConfig.serialize_policy.html</loc></url><url><loc>https://docs.ray.io/en/latesten/serve/api/doc/ray.serve.multiplexed.html</loc></url><url><loc>https://docs.ray.io/en/latesten/rllib/package_ref/env/env/ray.rllib.env.multi_agent_episode.MultiAgentEpisode.observation_space.html</loc></url><url><loc>https://docs.ray.io/en/latesten/serve/api/doc/ray.serve.config.AutoscalingConfig.smoothing_factor.html</loc></url><url><loc>https://docs.ray.io/en/latesten/serve/api/doc/ray.serve.run.html</loc></url><url><loc>https://docs.ray.io/en/latesten/serve/api/doc/ray.serve.schema.APIType.html</loc></url><url><loc>https://docs.ray.io/en/latesten/serve/api/doc/ray.serve.config.AutoscalingConfig.target_ongoing_requests.html</loc></url><url><loc>https://docs.ray.io/en/latesten/rllib/package_ref/env/env/ray.rllib.env.multi_agent_episode.MultiAgentEpisode.print.html</loc></url><url><loc>https://docs.ray.io/en/latesten/serve/api/doc/ray.serve.schema.APIType.DECLARATIVE.html</loc></url><url><loc>https://docs.ray.io/en/latesten/serve/api/doc/ray.serve.schema.APIType.IMPERATIVE.html</loc></url><url><loc>https://docs.ray.io/en/latesten/serve/api/doc/ray.serve.config.AutoscalingConfig.update_forward_refs.html</loc></url><url><loc>https://docs.ray.io/en/latesten/serve/api/doc/ray.serve.schema.APIType.UNKNOWN.html</loc></url><url><loc>https://docs.ray.io/en/latesten/rllib/package_ref/env/env/ray.rllib.env.multi_agent_episode.MultiAgentEpisode.slice.html</loc></url><url><loc>https://docs.ray.io/en/latesten/serve/api/doc/ray.serve.config.AutoscalingConfig.upscale_delay_s.html</loc></url><url><loc>https://docs.ray.io/en/latesten/serve/api/doc/ray.serve.schema.APIType.capitalize.html</loc></url><url><loc>https://docs.ray.io/en/latesten/serve/api/doc/ray.serve.config.AutoscalingConfig.upscale_smoothing_factor.html</loc></url><url><loc>https://docs.ray.io/en/latesten/rllib/package_ref/env/env/ray.rllib.env.multi_agent_episode.MultiAgentEpisode.to_numpy.html</loc></url><url><loc>https://docs.ray.io/en/latesten/serve/api/doc/ray.serve.config.AutoscalingConfig.upscaling_factor.html</loc></url><url><loc>https://docs.ray.io/en/latesten/serve/api/doc/ray.serve.schema.APIType.casefold.html</loc></url><url><loc>https://docs.ray.io/en/latesten/rllib/package_ref/env/env/ray.rllib.env.multi_agent_episode.MultiAgentEpisode.validate.html</loc></url><url><loc>https://docs.ray.io/en/latesten/serve/api/doc/ray.serve.schema.APIType.center.html</loc></url><url><loc>https://docs.ray.io/en/latesten/serve/api/doc/ray.serve.schema.APIType.count.html</loc></url><url><loc>https://docs.ray.io/en/latesten/serve/api/doc/ray.serve.schema.APIType.encode.html</loc></url><url><loc>https://docs.ray.io/en/latesten/serve/api/doc/ray.serve.schema.APIType.endswith.html</loc></url><url><loc>https://docs.ray.io/en/latesten/serve/api/doc/ray.serve.config.HTTPOptions.html</loc></url><url><loc>https://docs.ray.io/en/latesten/serve/api/doc/ray.serve.schema.APIType.expandtabs.html</loc></url><url><loc>https://docs.ray.io/en/latesten/serve/api/doc/ray.serve.config.HTTPOptions.__init__.html</loc></url><url><loc>https://docs.ray.io/en/latesten/serve/api/doc/ray.serve.schema.APIType.find.html</loc></url><url><loc>https://docs.ray.io/en/latesten/serve/api/doc/ray.serve.config.HTTPOptions.construct.html</loc></url><url><loc>https://docs.ray.io/en/latesten/serve/api/doc/ray.serve.config.HTTPOptions.copy.html</loc></url><url><loc>https://docs.ray.io/en/latesten/serve/api/doc/ray.serve.config.HTTPOptions.dict.html</loc></url><url><loc>https://docs.ray.io/en/latesten/rllib/package_ref/env/env/ray.rllib.env.single_agent_episode.SingleAgentEpisode.html</loc></url><url><loc>https://docs.ray.io/en/latesten/serve/api/doc/ray.serve.schema.APIType.format.html</loc></url><url><loc>https://docs.ray.io/en/latesten/serve/api/doc/ray.serve.config.HTTPOptions.host.html</loc></url><url><loc>https://docs.ray.io/en/latesten/serve/api/doc/ray.serve.schema.APIType.format_map.html</loc></url><url><loc>https://docs.ray.io/en/latesten/serve/api/doc/ray.serve.schema.APIType.index.html</loc></url><url><loc>https://docs.ray.io/en/latesten/rllib/package_ref/env/env/ray.rllib.env.single_agent_episode.SingleAgentEpisode.__init__.html</loc></url><url><loc>https://docs.ray.io/en/latesten/serve/api/doc/ray.serve.config.HTTPOptions.json.html</loc></url><url><loc>https://docs.ray.io/en/latesten/serve/api/doc/ray.serve.schema.APIType.isalnum.html</loc></url><url><loc>https://docs.ray.io/en/latesten/serve/api/doc/ray.serve.schema.APIType.isalpha.html</loc></url><url><loc>https://docs.ray.io/en/latesten/rllib/package_ref/env/env/ray.rllib.env.single_agent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