From a81b3bb374f2c931e5a1c9c477453806e751426a Mon Sep 17 00:00:00 2001
From: Aydin Abiar <aydin@anyscale.com>
Date: Tue, 2 Dec 2025 17:15:33 -0800
Subject: [PATCH 1/5] update ray version + make gpt oss anyscale service
 deployment use an image instaed of dockerfile

Signed-off-by: Aydin Abiar <aydin@anyscale.com>
---
 .../deployment-serve-llm/gpt-oss/Dockerfile   |  4 +--
 .../deployment-serve-llm/gpt-oss/README.md    | 35 ++++++++++---------
 .../gpt-oss/notebook.ipynb                    | 35 ++++++++++---------
 .../deployment-serve-llm/gpt-oss/service.yaml |  2 +-
 .../large-size-llm/Dockerfile                 |  4 +--
 .../large-size-llm/README.md                  |  2 +-
 .../large-size-llm/notebook.ipynb             |  2 +-
 .../large-size-llm/service.yaml               |  2 +-
 .../medium-size-llm/Dockerfile                |  4 +--
 .../medium-size-llm/README.md                 |  2 +-
 .../medium-size-llm/notebook.ipynb            |  2 +-
 .../medium-size-llm/service.yaml              |  2 +-
 .../small-size-llm/Dockerfile                 |  4 +--
 .../small-size-llm/README.md                  |  2 +-
 .../small-size-llm/notebook.ipynb             |  2 +-
 .../small-size-llm/service.yaml               |  2 +-
 16 files changed, 54 insertions(+), 52 deletions(-)

diff --git a/doc/source/serve/tutorials/deployment-serve-llm/gpt-oss/Dockerfile b/doc/source/serve/tutorials/deployment-serve-llm/gpt-oss/Dockerfile
index cb8e884572c0..18756083c0a0 100644
--- a/doc/source/serve/tutorials/deployment-serve-llm/gpt-oss/Dockerfile
+++ b/doc/source/serve/tutorials/deployment-serve-llm/gpt-oss/Dockerfile
@@ -1,8 +1,8 @@
-FROM anyscale/ray:2.49.0-slim-py312-cu128
+FROM anyscale/ray:2.52.0-slim-py312-cu128
 
 # C compiler for Triton’s runtime build step (vLLM V1 engine)
 # https://github.com/vllm-project/vllm/issues/2997
 RUN sudo apt-get update && \
     sudo apt-get install -y --no-install-recommends build-essential
 
-RUN pip install vllm==0.10.1
\ No newline at end of file
+RUN pip install vllm==0.11.0
\ No newline at end of file
diff --git a/doc/source/serve/tutorials/deployment-serve-llm/gpt-oss/README.md b/doc/source/serve/tutorials/deployment-serve-llm/gpt-oss/README.md
index 90105c9e6bb5..cd6e63a9b6ae 100644
--- a/doc/source/serve/tutorials/deployment-serve-llm/gpt-oss/README.md
+++ b/doc/source/serve/tutorials/deployment-serve-llm/gpt-oss/README.md
@@ -200,33 +200,21 @@ For production deployment, use Anyscale services to deploy the Ray Serve app to
 
 ### Launch the service
 
-Anyscale provides out-of-the-box images (`anyscale/ray-llm`), which come pre-loaded with Ray Serve LLM, vLLM, and all required GPU and runtime dependencies. See the [Anyscale base images](https://docs.anyscale.com/reference/base-images) for details on what each image includes.
+Anyscale provides out-of-the-box images (`anyscale/ray-llm`) which come pre-loaded with Ray Serve LLM, vLLM, and all required GPU/runtime dependencies. This makes it easy to get started without building a custom image.
 
-Build a minimal Dockerfile:
-```Dockerfile
-FROM anyscale/ray:2.49.0-slim-py312-cu128
-
-# C compiler for Triton’s runtime build step (vLLM V1 engine)
-# https://github.com/vllm-project/vllm/issues/2997
-RUN sudo apt-get update && \
-    sudo apt-get install -y --no-install-recommends build-essential
-
-RUN pip install vllm==0.10.1
-```
-
-Create your Anyscale service configuration in a new `service.yaml` file and reference the Dockerfile with `containerfile`:
+Create your Anyscale Service configuration in a new `service.yaml` file:
 
 ```yaml
 # service.yaml
-name: deploy-gpt-oss
-containerfile: ./Dockerfile # Build Ray Serve LLM with vllm==0.10.1
+name: deploy-llama-3-8b
+image_uri: anyscale/ray-llm:2.52.0-py311-cu128 # Anyscale Ray Serve LLM image. Use `containerfile: ./Dockerfile` to use a custom Dockerfile.
 compute_config:
   auto_select_worker_config: true 
 working_dir: .
 cloud:
 applications:
   # Point to your app in your Python module
-  - import_path: serve_gpt_oss:app
+  - import_path: serve_llama_3_1_8b:app
 ```
 
 
@@ -237,6 +225,19 @@ Deploy your service:
 anyscale service deploy -f service.yaml
 ```
 
+**Custom Dockerfile**  
+You can customize the container by building your own Dockerfile. In your Anyscale Service config, reference the Dockerfile with `containerfile` (instead of `image_uri`):
+
+```yaml
+# service.yaml
+# Replace:
+# image_uri: anyscale/ray-llm:2.49.0-py311-cu128
+
+# with:
+containerfile: ./Dockerfile
+```
+
+See the [Anyscale base images](https://docs.anyscale.com/reference/base-images) for details on what each image includes.
 
 ---
 
diff --git a/doc/source/serve/tutorials/deployment-serve-llm/gpt-oss/notebook.ipynb b/doc/source/serve/tutorials/deployment-serve-llm/gpt-oss/notebook.ipynb
index 67a2d95c5a84..0afe561d6542 100644
--- a/doc/source/serve/tutorials/deployment-serve-llm/gpt-oss/notebook.ipynb
+++ b/doc/source/serve/tutorials/deployment-serve-llm/gpt-oss/notebook.ipynb
@@ -263,33 +263,21 @@
     "\n",
     "### Launch the service\n",
     "\n",
-    "Anyscale provides out-of-the-box images (`anyscale/ray-llm`), which come pre-loaded with Ray Serve LLM, vLLM, and all required GPU and runtime dependencies. See the [Anyscale base images](https://docs.anyscale.com/reference/base-images) for details on what each image includes.\n",
+    "Anyscale provides out-of-the-box images (`anyscale/ray-llm`) which come pre-loaded with Ray Serve LLM, vLLM, and all required GPU/runtime dependencies. This makes it easy to get started without building a custom image.\n",
     "\n",
-    "Build a minimal Dockerfile:\n",
-    "```Dockerfile\n",
-    "FROM anyscale/ray:2.49.0-slim-py312-cu128\n",
-    "\n",
-    "# C compiler for Triton’s runtime build step (vLLM V1 engine)\n",
-    "# https://github.com/vllm-project/vllm/issues/2997\n",
-    "RUN sudo apt-get update && \\\n",
-    "    sudo apt-get install -y --no-install-recommends build-essential\n",
-    "\n",
-    "RUN pip install vllm==0.10.1\n",
-    "```\n",
-    "\n",
-    "Create your Anyscale service configuration in a new `service.yaml` file and reference the Dockerfile with `containerfile`:\n",
+    "Create your Anyscale Service configuration in a new `service.yaml` file:\n",
     "\n",
     "```yaml\n",
     "# service.yaml\n",
-    "name: deploy-gpt-oss\n",
-    "containerfile: ./Dockerfile # Build Ray Serve LLM with vllm==0.10.1\n",
+    "name: deploy-llama-3-8b\n",
+    "image_uri: anyscale/ray-llm:2.52.0-py311-cu128 # Anyscale Ray Serve LLM image. Use `containerfile: ./Dockerfile` to use a custom Dockerfile.\n",
     "compute_config:\n",
     "  auto_select_worker_config: true \n",
     "working_dir: .\n",
     "cloud:\n",
     "applications:\n",
     "  # Point to your app in your Python module\n",
-    "  - import_path: serve_gpt_oss:app\n",
+    "  - import_path: serve_llama_3_1_8b:app\n",
     "```\n",
     "\n",
     "\n",
@@ -311,6 +299,19 @@
    "id": "7e6de36c",
    "metadata": {},
    "source": [
+    "**Custom Dockerfile**  \n",
+    "You can customize the container by building your own Dockerfile. In your Anyscale Service config, reference the Dockerfile with `containerfile` (instead of `image_uri`):\n",
+    "\n",
+    "```yaml\n",
+    "# service.yaml\n",
+    "# Replace:\n",
+    "# image_uri: anyscale/ray-llm:2.49.0-py311-cu128\n",
+    "\n",
+    "# with:\n",
+    "containerfile: ./Dockerfile\n",
+    "```\n",
+    "\n",
+    "See the [Anyscale base images](https://docs.anyscale.com/reference/base-images) for details on what each image includes.\n",
     "\n",
     "---\n",
     "\n",
diff --git a/doc/source/serve/tutorials/deployment-serve-llm/gpt-oss/service.yaml b/doc/source/serve/tutorials/deployment-serve-llm/gpt-oss/service.yaml
index 5e6be0427f11..e22a2087efc4 100644
--- a/doc/source/serve/tutorials/deployment-serve-llm/gpt-oss/service.yaml
+++ b/doc/source/serve/tutorials/deployment-serve-llm/gpt-oss/service.yaml
@@ -1,6 +1,6 @@
 # service.yaml
 name: deploy-gpt-oss
-containerfile: ./Dockerfile # Build Ray Serve LLM with vllm==0.10.1
+image_uri: anyscale/ray-llm:2.52.0-py311-cu128 # Anyscale Ray Serve LLM image. Use `containerfile: ./Dockerfile` to use a custom Dockerfile.
 compute_config:
   auto_select_worker_config: true 
 working_dir: .
diff --git a/doc/source/serve/tutorials/deployment-serve-llm/large-size-llm/Dockerfile b/doc/source/serve/tutorials/deployment-serve-llm/large-size-llm/Dockerfile
index a2412390df61..18756083c0a0 100644
--- a/doc/source/serve/tutorials/deployment-serve-llm/large-size-llm/Dockerfile
+++ b/doc/source/serve/tutorials/deployment-serve-llm/large-size-llm/Dockerfile
@@ -1,8 +1,8 @@
-FROM anyscale/ray:2.49.0-slim-py312-cu128
+FROM anyscale/ray:2.52.0-slim-py312-cu128
 
 # C compiler for Triton’s runtime build step (vLLM V1 engine)
 # https://github.com/vllm-project/vllm/issues/2997
 RUN sudo apt-get update && \
     sudo apt-get install -y --no-install-recommends build-essential
 
-RUN pip install vllm==0.10.0
\ No newline at end of file
+RUN pip install vllm==0.11.0
\ No newline at end of file
diff --git a/doc/source/serve/tutorials/deployment-serve-llm/large-size-llm/README.md b/doc/source/serve/tutorials/deployment-serve-llm/large-size-llm/README.md
index 61557ab44be1..6f327451cb44 100644
--- a/doc/source/serve/tutorials/deployment-serve-llm/large-size-llm/README.md
+++ b/doc/source/serve/tutorials/deployment-serve-llm/large-size-llm/README.md
@@ -190,7 +190,7 @@ Create your Anyscale service configuration in a new `service.yaml` file:
 ```yaml
 #service.yaml
 name: deploy-deepseek-r1
-image_uri: anyscale/ray-llm:2.49.0-py311-cu128 # Anyscale Ray Serve LLM image. Use `containerfile: ./Dockerfile` to use a custom Dockerfile.
+image_uri: anyscale/ray-llm:2.52.0-py311-cu128 # Anyscale Ray Serve LLM image. Use `containerfile: ./Dockerfile` to use a custom Dockerfile.
 compute_config:
   auto_select_worker_config: true 
   # Change default disk size to 1000GB
diff --git a/doc/source/serve/tutorials/deployment-serve-llm/large-size-llm/notebook.ipynb b/doc/source/serve/tutorials/deployment-serve-llm/large-size-llm/notebook.ipynb
index e03c02b97204..a07e660c3462 100644
--- a/doc/source/serve/tutorials/deployment-serve-llm/large-size-llm/notebook.ipynb
+++ b/doc/source/serve/tutorials/deployment-serve-llm/large-size-llm/notebook.ipynb
@@ -241,7 +241,7 @@
     "```yaml\n",
     "#service.yaml\n",
     "name: deploy-deepseek-r1\n",
-    "image_uri: anyscale/ray-llm:2.49.0-py311-cu128 # Anyscale Ray Serve LLM image. Use `containerfile: ./Dockerfile` to use a custom Dockerfile.\n",
+    "image_uri: anyscale/ray-llm:2.52.0-py311-cu128 # Anyscale Ray Serve LLM image. Use `containerfile: ./Dockerfile` to use a custom Dockerfile.\n",
     "compute_config:\n",
     "  auto_select_worker_config: true \n",
     "  # Change default disk size to 1000GB\n",
diff --git a/doc/source/serve/tutorials/deployment-serve-llm/large-size-llm/service.yaml b/doc/source/serve/tutorials/deployment-serve-llm/large-size-llm/service.yaml
index 9fb4e4e7130b..5c43377cc564 100644
--- a/doc/source/serve/tutorials/deployment-serve-llm/large-size-llm/service.yaml
+++ b/doc/source/serve/tutorials/deployment-serve-llm/large-size-llm/service.yaml
@@ -1,6 +1,6 @@
 #service.yaml
 name: deploy-deepseek-r1
-image_uri: anyscale/ray-llm:2.49.0-py311-cu128 # Anyscale Ray Serve LLM image. Use `containerfile: ./Dockerfile` to use a custom Dockerfile.
+image_uri: anyscale/ray-llm:2.52.0-py311-cu128 # Anyscale Ray Serve LLM image. Use `containerfile: ./Dockerfile` to use a custom Dockerfile.
 compute_config:
   auto_select_worker_config: true 
   # Change default disk size to 1000GB
diff --git a/doc/source/serve/tutorials/deployment-serve-llm/medium-size-llm/Dockerfile b/doc/source/serve/tutorials/deployment-serve-llm/medium-size-llm/Dockerfile
index a2412390df61..18756083c0a0 100644
--- a/doc/source/serve/tutorials/deployment-serve-llm/medium-size-llm/Dockerfile
+++ b/doc/source/serve/tutorials/deployment-serve-llm/medium-size-llm/Dockerfile
@@ -1,8 +1,8 @@
-FROM anyscale/ray:2.49.0-slim-py312-cu128
+FROM anyscale/ray:2.52.0-slim-py312-cu128
 
 # C compiler for Triton’s runtime build step (vLLM V1 engine)
 # https://github.com/vllm-project/vllm/issues/2997
 RUN sudo apt-get update && \
     sudo apt-get install -y --no-install-recommends build-essential
 
-RUN pip install vllm==0.10.0
\ No newline at end of file
+RUN pip install vllm==0.11.0
\ No newline at end of file
diff --git a/doc/source/serve/tutorials/deployment-serve-llm/medium-size-llm/README.md b/doc/source/serve/tutorials/deployment-serve-llm/medium-size-llm/README.md
index 6bdd151e0f8b..d49bb1167cfd 100644
--- a/doc/source/serve/tutorials/deployment-serve-llm/medium-size-llm/README.md
+++ b/doc/source/serve/tutorials/deployment-serve-llm/medium-size-llm/README.md
@@ -167,7 +167,7 @@ Create your Anyscale service configuration in a new `service.yaml` file:
 ```yaml
 # service.yaml
 name: deploy-llama-3-70b
-image_uri: anyscale/ray-llm:2.49.0-py311-cu128 # Anyscale Ray Serve LLM image. Use `containerfile: ./Dockerfile` to use a custom Dockerfile.
+image_uri: anyscale/ray-llm:2.52.0-py311-cu128 # Anyscale Ray Serve LLM image. Use `containerfile: ./Dockerfile` to use a custom Dockerfile.
 compute_config:
   auto_select_worker_config: true 
 working_dir: .
diff --git a/doc/source/serve/tutorials/deployment-serve-llm/medium-size-llm/notebook.ipynb b/doc/source/serve/tutorials/deployment-serve-llm/medium-size-llm/notebook.ipynb
index f63015fef80f..037e57448f72 100644
--- a/doc/source/serve/tutorials/deployment-serve-llm/medium-size-llm/notebook.ipynb
+++ b/doc/source/serve/tutorials/deployment-serve-llm/medium-size-llm/notebook.ipynb
@@ -218,7 +218,7 @@
     "```yaml\n",
     "# service.yaml\n",
     "name: deploy-llama-3-70b\n",
-    "image_uri: anyscale/ray-llm:2.49.0-py311-cu128 # Anyscale Ray Serve LLM image. Use `containerfile: ./Dockerfile` to use a custom Dockerfile.\n",
+    "image_uri: anyscale/ray-llm:2.52.0-py311-cu128 # Anyscale Ray Serve LLM image. Use `containerfile: ./Dockerfile` to use a custom Dockerfile.\n",
     "compute_config:\n",
     "  auto_select_worker_config: true \n",
     "working_dir: .\n",
diff --git a/doc/source/serve/tutorials/deployment-serve-llm/medium-size-llm/service.yaml b/doc/source/serve/tutorials/deployment-serve-llm/medium-size-llm/service.yaml
index 35388c72f961..f8a08a95418c 100644
--- a/doc/source/serve/tutorials/deployment-serve-llm/medium-size-llm/service.yaml
+++ b/doc/source/serve/tutorials/deployment-serve-llm/medium-size-llm/service.yaml
@@ -1,6 +1,6 @@
 # service.yaml
 name: deploy-llama-3-70b
-image_uri: anyscale/ray-llm:2.49.0-py311-cu128 # Anyscale Ray Serve LLM image. Use `containerfile: ./Dockerfile` to use a custom Dockerfile.
+image_uri: anyscale/ray-llm:2.52.0-py311-cu128 # Anyscale Ray Serve LLM image. Use `containerfile: ./Dockerfile` to use a custom Dockerfile.
 compute_config:
   auto_select_worker_config: true 
 working_dir: .
diff --git a/doc/source/serve/tutorials/deployment-serve-llm/small-size-llm/Dockerfile b/doc/source/serve/tutorials/deployment-serve-llm/small-size-llm/Dockerfile
index a2412390df61..18756083c0a0 100644
--- a/doc/source/serve/tutorials/deployment-serve-llm/small-size-llm/Dockerfile
+++ b/doc/source/serve/tutorials/deployment-serve-llm/small-size-llm/Dockerfile
@@ -1,8 +1,8 @@
-FROM anyscale/ray:2.49.0-slim-py312-cu128
+FROM anyscale/ray:2.52.0-slim-py312-cu128
 
 # C compiler for Triton’s runtime build step (vLLM V1 engine)
 # https://github.com/vllm-project/vllm/issues/2997
 RUN sudo apt-get update && \
     sudo apt-get install -y --no-install-recommends build-essential
 
-RUN pip install vllm==0.10.0
\ No newline at end of file
+RUN pip install vllm==0.11.0
\ No newline at end of file
diff --git a/doc/source/serve/tutorials/deployment-serve-llm/small-size-llm/README.md b/doc/source/serve/tutorials/deployment-serve-llm/small-size-llm/README.md
index e0e7e4b5594b..fa9d39c91535 100644
--- a/doc/source/serve/tutorials/deployment-serve-llm/small-size-llm/README.md
+++ b/doc/source/serve/tutorials/deployment-serve-llm/small-size-llm/README.md
@@ -163,7 +163,7 @@ Create your Anyscale Service configuration in a new `service.yaml` file:
 ```yaml
 # service.yaml
 name: deploy-llama-3-8b
-image_uri: anyscale/ray-llm:2.49.0-py311-cu128 # Anyscale Ray Serve LLM image. Use `containerfile: ./Dockerfile` to use a custom Dockerfile.
+image_uri: anyscale/ray-llm:2.52.0-py311-cu128 # Anyscale Ray Serve LLM image. Use `containerfile: ./Dockerfile` to use a custom Dockerfile.
 compute_config:
   auto_select_worker_config: true 
 working_dir: .
diff --git a/doc/source/serve/tutorials/deployment-serve-llm/small-size-llm/notebook.ipynb b/doc/source/serve/tutorials/deployment-serve-llm/small-size-llm/notebook.ipynb
index 2ca1fbedee84..010c16d3f139 100644
--- a/doc/source/serve/tutorials/deployment-serve-llm/small-size-llm/notebook.ipynb
+++ b/doc/source/serve/tutorials/deployment-serve-llm/small-size-llm/notebook.ipynb
@@ -214,7 +214,7 @@
     "```yaml\n",
     "# service.yaml\n",
     "name: deploy-llama-3-8b\n",
-    "image_uri: anyscale/ray-llm:2.49.0-py311-cu128 # Anyscale Ray Serve LLM image. Use `containerfile: ./Dockerfile` to use a custom Dockerfile.\n",
+    "image_uri: anyscale/ray-llm:2.52.0-py311-cu128 # Anyscale Ray Serve LLM image. Use `containerfile: ./Dockerfile` to use a custom Dockerfile.\n",
     "compute_config:\n",
     "  auto_select_worker_config: true \n",
     "working_dir: .\n",
diff --git a/doc/source/serve/tutorials/deployment-serve-llm/small-size-llm/service.yaml b/doc/source/serve/tutorials/deployment-serve-llm/small-size-llm/service.yaml
index 4c12e613c0d0..a3e0f3dbc123 100644
--- a/doc/source/serve/tutorials/deployment-serve-llm/small-size-llm/service.yaml
+++ b/doc/source/serve/tutorials/deployment-serve-llm/small-size-llm/service.yaml
@@ -1,6 +1,6 @@
 # service.yaml
 name: deploy-llama-3-8b
-image_uri: anyscale/ray-llm:2.49.0-py311-cu128 # Anyscale Ray Serve LLM image. Use `containerfile: ./Dockerfile` to use a custom Dockerfile.
+image_uri: anyscale/ray-llm:2.52.0-py311-cu128 # Anyscale Ray Serve LLM image. Use `containerfile: ./Dockerfile` to use a custom Dockerfile.
 compute_config:
   auto_select_worker_config: true 
 working_dir: .

From 48cc4220a44d65f7ae98dfaa4c8b109d5a7654e5 Mon Sep 17 00:00:00 2001
From: Aydin Abiar <62435714+Aydin-ab@users.noreply.github.com>
Date: Tue, 2 Dec 2025 22:27:41 -0800
Subject: [PATCH 2/5] Apply suggestions from code review

Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
Signed-off-by: Aydin Abiar <62435714+Aydin-ab@users.noreply.github.com>
---
 .../serve/tutorials/deployment-serve-llm/gpt-oss/README.md      | 2 +-
 .../serve/tutorials/deployment-serve-llm/gpt-oss/notebook.ipynb | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/doc/source/serve/tutorials/deployment-serve-llm/gpt-oss/README.md b/doc/source/serve/tutorials/deployment-serve-llm/gpt-oss/README.md
index cd6e63a9b6ae..1510d6485257 100644
--- a/doc/source/serve/tutorials/deployment-serve-llm/gpt-oss/README.md
+++ b/doc/source/serve/tutorials/deployment-serve-llm/gpt-oss/README.md
@@ -231,7 +231,7 @@ You can customize the container by building your own Dockerfile. In your Anyscal
 ```yaml
 # service.yaml
 # Replace:
-# image_uri: anyscale/ray-llm:2.49.0-py311-cu128
+# image_uri: anyscale/ray-llm:2.52.0-py311-cu128
 
 # with:
 containerfile: ./Dockerfile
diff --git a/doc/source/serve/tutorials/deployment-serve-llm/gpt-oss/notebook.ipynb b/doc/source/serve/tutorials/deployment-serve-llm/gpt-oss/notebook.ipynb
index 0afe561d6542..8a1281123aa6 100644
--- a/doc/source/serve/tutorials/deployment-serve-llm/gpt-oss/notebook.ipynb
+++ b/doc/source/serve/tutorials/deployment-serve-llm/gpt-oss/notebook.ipynb
@@ -305,7 +305,7 @@
     "```yaml\n",
     "# service.yaml\n",
     "# Replace:\n",
-    "# image_uri: anyscale/ray-llm:2.49.0-py311-cu128\n",
+    "# image_uri: anyscale/ray-llm:2.52.0-py311-cu128\n",
     "\n",
     "# with:\n",
     "containerfile: ./Dockerfile\n",

From 4a61221a2b7440fffb4c12ca0c33e893ec02c279 Mon Sep 17 00:00:00 2001
From: Aydin Abiar <aydin@anyscale.com>
Date: Tue, 2 Dec 2025 22:35:33 -0800
Subject: [PATCH 3/5] change image tag in commented code

Signed-off-by: Aydin Abiar <aydin@anyscale.com>
---
 .../serve/tutorials/deployment-serve-llm/gpt-oss/README.md    | 4 ++--
 .../tutorials/deployment-serve-llm/gpt-oss/notebook.ipynb     | 4 ++--
 2 files changed, 4 insertions(+), 4 deletions(-)

diff --git a/doc/source/serve/tutorials/deployment-serve-llm/gpt-oss/README.md b/doc/source/serve/tutorials/deployment-serve-llm/gpt-oss/README.md
index 1510d6485257..fbe0aba60e1b 100644
--- a/doc/source/serve/tutorials/deployment-serve-llm/gpt-oss/README.md
+++ b/doc/source/serve/tutorials/deployment-serve-llm/gpt-oss/README.md
@@ -206,7 +206,7 @@ Create your Anyscale Service configuration in a new `service.yaml` file:
 
 ```yaml
 # service.yaml
-name: deploy-llama-3-8b
+name: deploy-gpt-oss
 image_uri: anyscale/ray-llm:2.52.0-py311-cu128 # Anyscale Ray Serve LLM image. Use `containerfile: ./Dockerfile` to use a custom Dockerfile.
 compute_config:
   auto_select_worker_config: true 
@@ -214,7 +214,7 @@ working_dir: .
 cloud:
 applications:
   # Point to your app in your Python module
-  - import_path: serve_llama_3_1_8b:app
+  - import_path: serve_gpt_oss:app
 ```
 
 
diff --git a/doc/source/serve/tutorials/deployment-serve-llm/gpt-oss/notebook.ipynb b/doc/source/serve/tutorials/deployment-serve-llm/gpt-oss/notebook.ipynb
index 8a1281123aa6..b7646bc4c295 100644
--- a/doc/source/serve/tutorials/deployment-serve-llm/gpt-oss/notebook.ipynb
+++ b/doc/source/serve/tutorials/deployment-serve-llm/gpt-oss/notebook.ipynb
@@ -269,7 +269,7 @@
     "\n",
     "```yaml\n",
     "# service.yaml\n",
-    "name: deploy-llama-3-8b\n",
+    "name: deploy-gpt-oss\n",
     "image_uri: anyscale/ray-llm:2.52.0-py311-cu128 # Anyscale Ray Serve LLM image. Use `containerfile: ./Dockerfile` to use a custom Dockerfile.\n",
     "compute_config:\n",
     "  auto_select_worker_config: true \n",
@@ -277,7 +277,7 @@
     "cloud:\n",
     "applications:\n",
     "  # Point to your app in your Python module\n",
-    "  - import_path: serve_llama_3_1_8b:app\n",
+    "  - import_path: serve_gpt_oss:app\n",
     "```\n",
     "\n",
     "\n",

From 0edf18e86f0aeb8adf51ffb1066b227456d1c408 Mon Sep 17 00:00:00 2001
From: Aydin Abiar <62435714+Aydin-ab@users.noreply.github.com>
Date: Wed, 3 Dec 2025 13:39:11 -0800
Subject: [PATCH 4/5] Update
 doc/source/serve/tutorials/deployment-serve-llm/gpt-oss/notebook.ipynb

Co-authored-by: kunling-anyscale <kunling@anyscale.com>
Signed-off-by: Aydin Abiar <62435714+Aydin-ab@users.noreply.github.com>
---
 .../serve/tutorials/deployment-serve-llm/gpt-oss/notebook.ipynb | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/doc/source/serve/tutorials/deployment-serve-llm/gpt-oss/notebook.ipynb b/doc/source/serve/tutorials/deployment-serve-llm/gpt-oss/notebook.ipynb
index b7646bc4c295..50d9b5c9862d 100644
--- a/doc/source/serve/tutorials/deployment-serve-llm/gpt-oss/notebook.ipynb
+++ b/doc/source/serve/tutorials/deployment-serve-llm/gpt-oss/notebook.ipynb
@@ -300,7 +300,7 @@
    "metadata": {},
    "source": [
     "**Custom Dockerfile**  \n",
-    "You can customize the container by building your own Dockerfile. In your Anyscale Service config, reference the Dockerfile with `containerfile` (instead of `image_uri`):\n",
+    "You can customize the container by building your own Dockerfile. In your Anyscale Service config file `service.yaml`, reference the Dockerfile with `containerfile` (instead of `image_uri`):\n",
     "\n",
     "```yaml\n",
     "# service.yaml\n",

From a9db2dfb8d9c6d80c1a89eb3a47cfc52a90da6f3 Mon Sep 17 00:00:00 2001
From: Aydin Abiar <aydin@anyscale.com>
Date: Wed, 3 Dec 2025 13:42:07 -0800
Subject: [PATCH 5/5] change grammar

Signed-off-by: Aydin Abiar <aydin@anyscale.com>
---
 .../serve/tutorials/deployment-serve-llm/gpt-oss/README.md    | 4 ++--
 .../tutorials/deployment-serve-llm/gpt-oss/notebook.ipynb     | 2 +-
 .../serve/tutorials/deployment-serve-llm/gpt-oss/service.yaml | 2 +-
 .../tutorials/deployment-serve-llm/large-size-llm/README.md   | 2 +-
 .../deployment-serve-llm/large-size-llm/notebook.ipynb        | 2 +-
 .../deployment-serve-llm/large-size-llm/service.yaml          | 2 +-
 .../tutorials/deployment-serve-llm/medium-size-llm/README.md  | 2 +-
 .../deployment-serve-llm/medium-size-llm/notebook.ipynb       | 2 +-
 .../deployment-serve-llm/medium-size-llm/service.yaml         | 2 +-
 .../tutorials/deployment-serve-llm/small-size-llm/README.md   | 2 +-
 .../deployment-serve-llm/small-size-llm/notebook.ipynb        | 2 +-
 .../deployment-serve-llm/small-size-llm/service.yaml          | 2 +-
 12 files changed, 13 insertions(+), 13 deletions(-)

diff --git a/doc/source/serve/tutorials/deployment-serve-llm/gpt-oss/README.md b/doc/source/serve/tutorials/deployment-serve-llm/gpt-oss/README.md
index fbe0aba60e1b..7174361ebbf0 100644
--- a/doc/source/serve/tutorials/deployment-serve-llm/gpt-oss/README.md
+++ b/doc/source/serve/tutorials/deployment-serve-llm/gpt-oss/README.md
@@ -207,7 +207,7 @@ Create your Anyscale Service configuration in a new `service.yaml` file:
 ```yaml
 # service.yaml
 name: deploy-gpt-oss
-image_uri: anyscale/ray-llm:2.52.0-py311-cu128 # Anyscale Ray Serve LLM image. Use `containerfile: ./Dockerfile` to use a custom Dockerfile.
+image_uri: anyscale/ray-llm:2.52.0-py311-cu128 # Anyscale Ray Serve LLM image. To build an image from a custom Dockerfile, set `containerfile: ./Dockerfile`
 compute_config:
   auto_select_worker_config: true 
 working_dir: .
@@ -226,7 +226,7 @@ anyscale service deploy -f service.yaml
 ```
 
 **Custom Dockerfile**  
-You can customize the container by building your own Dockerfile. In your Anyscale Service config, reference the Dockerfile with `containerfile` (instead of `image_uri`):
+You can customize the container by building your own Dockerfile. In your Anyscale Service config file `service.yaml`, reference the Dockerfile with `containerfile` (instead of `image_uri`):
 
 ```yaml
 # service.yaml
diff --git a/doc/source/serve/tutorials/deployment-serve-llm/gpt-oss/notebook.ipynb b/doc/source/serve/tutorials/deployment-serve-llm/gpt-oss/notebook.ipynb
index 50d9b5c9862d..28b08e0c7a2c 100644
--- a/doc/source/serve/tutorials/deployment-serve-llm/gpt-oss/notebook.ipynb
+++ b/doc/source/serve/tutorials/deployment-serve-llm/gpt-oss/notebook.ipynb
@@ -270,7 +270,7 @@
     "```yaml\n",
     "# service.yaml\n",
     "name: deploy-gpt-oss\n",
-    "image_uri: anyscale/ray-llm:2.52.0-py311-cu128 # Anyscale Ray Serve LLM image. Use `containerfile: ./Dockerfile` to use a custom Dockerfile.\n",
+    "image_uri: anyscale/ray-llm:2.52.0-py311-cu128 # Anyscale Ray Serve LLM image. To build an image from a custom Dockerfile, set `containerfile: ./Dockerfile`\n",
     "compute_config:\n",
     "  auto_select_worker_config: true \n",
     "working_dir: .\n",
diff --git a/doc/source/serve/tutorials/deployment-serve-llm/gpt-oss/service.yaml b/doc/source/serve/tutorials/deployment-serve-llm/gpt-oss/service.yaml
index e22a2087efc4..2ac69a1f2608 100644
--- a/doc/source/serve/tutorials/deployment-serve-llm/gpt-oss/service.yaml
+++ b/doc/source/serve/tutorials/deployment-serve-llm/gpt-oss/service.yaml
@@ -1,6 +1,6 @@
 # service.yaml
 name: deploy-gpt-oss
-image_uri: anyscale/ray-llm:2.52.0-py311-cu128 # Anyscale Ray Serve LLM image. Use `containerfile: ./Dockerfile` to use a custom Dockerfile.
+image_uri: anyscale/ray-llm:2.52.0-py311-cu128 # Anyscale Ray Serve LLM image. To build an image from a custom Dockerfile, set `containerfile: ./Dockerfile`
 compute_config:
   auto_select_worker_config: true 
 working_dir: .
diff --git a/doc/source/serve/tutorials/deployment-serve-llm/large-size-llm/README.md b/doc/source/serve/tutorials/deployment-serve-llm/large-size-llm/README.md
index 6f327451cb44..51f3ac01c9d9 100644
--- a/doc/source/serve/tutorials/deployment-serve-llm/large-size-llm/README.md
+++ b/doc/source/serve/tutorials/deployment-serve-llm/large-size-llm/README.md
@@ -190,7 +190,7 @@ Create your Anyscale service configuration in a new `service.yaml` file:
 ```yaml
 #service.yaml
 name: deploy-deepseek-r1
-image_uri: anyscale/ray-llm:2.52.0-py311-cu128 # Anyscale Ray Serve LLM image. Use `containerfile: ./Dockerfile` to use a custom Dockerfile.
+image_uri: anyscale/ray-llm:2.52.0-py311-cu128 # Anyscale Ray Serve LLM image. To build an image from a custom Dockerfile, set `containerfile: ./Dockerfile`
 compute_config:
   auto_select_worker_config: true 
   # Change default disk size to 1000GB
diff --git a/doc/source/serve/tutorials/deployment-serve-llm/large-size-llm/notebook.ipynb b/doc/source/serve/tutorials/deployment-serve-llm/large-size-llm/notebook.ipynb
index a07e660c3462..5f7b9b796eba 100644
--- a/doc/source/serve/tutorials/deployment-serve-llm/large-size-llm/notebook.ipynb
+++ b/doc/source/serve/tutorials/deployment-serve-llm/large-size-llm/notebook.ipynb
@@ -241,7 +241,7 @@
     "```yaml\n",
     "#service.yaml\n",
     "name: deploy-deepseek-r1\n",
-    "image_uri: anyscale/ray-llm:2.52.0-py311-cu128 # Anyscale Ray Serve LLM image. Use `containerfile: ./Dockerfile` to use a custom Dockerfile.\n",
+    "image_uri: anyscale/ray-llm:2.52.0-py311-cu128 # Anyscale Ray Serve LLM image. To build an image from a custom Dockerfile, set `containerfile: ./Dockerfile`\n",
     "compute_config:\n",
     "  auto_select_worker_config: true \n",
     "  # Change default disk size to 1000GB\n",
diff --git a/doc/source/serve/tutorials/deployment-serve-llm/large-size-llm/service.yaml b/doc/source/serve/tutorials/deployment-serve-llm/large-size-llm/service.yaml
index 5c43377cc564..6462f45713e2 100644
--- a/doc/source/serve/tutorials/deployment-serve-llm/large-size-llm/service.yaml
+++ b/doc/source/serve/tutorials/deployment-serve-llm/large-size-llm/service.yaml
@@ -1,6 +1,6 @@
 #service.yaml
 name: deploy-deepseek-r1
-image_uri: anyscale/ray-llm:2.52.0-py311-cu128 # Anyscale Ray Serve LLM image. Use `containerfile: ./Dockerfile` to use a custom Dockerfile.
+image_uri: anyscale/ray-llm:2.52.0-py311-cu128 # Anyscale Ray Serve LLM image. To build an image from a custom Dockerfile, set `containerfile: ./Dockerfile`
 compute_config:
   auto_select_worker_config: true 
   # Change default disk size to 1000GB
diff --git a/doc/source/serve/tutorials/deployment-serve-llm/medium-size-llm/README.md b/doc/source/serve/tutorials/deployment-serve-llm/medium-size-llm/README.md
index d49bb1167cfd..0a71ab46a31b 100644
--- a/doc/source/serve/tutorials/deployment-serve-llm/medium-size-llm/README.md
+++ b/doc/source/serve/tutorials/deployment-serve-llm/medium-size-llm/README.md
@@ -167,7 +167,7 @@ Create your Anyscale service configuration in a new `service.yaml` file:
 ```yaml
 # service.yaml
 name: deploy-llama-3-70b
-image_uri: anyscale/ray-llm:2.52.0-py311-cu128 # Anyscale Ray Serve LLM image. Use `containerfile: ./Dockerfile` to use a custom Dockerfile.
+image_uri: anyscale/ray-llm:2.52.0-py311-cu128 # Anyscale Ray Serve LLM image. To build an image from a custom Dockerfile, set `containerfile: ./Dockerfile`
 compute_config:
   auto_select_worker_config: true 
 working_dir: .
diff --git a/doc/source/serve/tutorials/deployment-serve-llm/medium-size-llm/notebook.ipynb b/doc/source/serve/tutorials/deployment-serve-llm/medium-size-llm/notebook.ipynb
index 037e57448f72..6785124683d6 100644
--- a/doc/source/serve/tutorials/deployment-serve-llm/medium-size-llm/notebook.ipynb
+++ b/doc/source/serve/tutorials/deployment-serve-llm/medium-size-llm/notebook.ipynb
@@ -218,7 +218,7 @@
     "```yaml\n",
     "# service.yaml\n",
     "name: deploy-llama-3-70b\n",
-    "image_uri: anyscale/ray-llm:2.52.0-py311-cu128 # Anyscale Ray Serve LLM image. Use `containerfile: ./Dockerfile` to use a custom Dockerfile.\n",
+    "image_uri: anyscale/ray-llm:2.52.0-py311-cu128 # Anyscale Ray Serve LLM image. To build an image from a custom Dockerfile, set `containerfile: ./Dockerfile`\n",
     "compute_config:\n",
     "  auto_select_worker_config: true \n",
     "working_dir: .\n",
diff --git a/doc/source/serve/tutorials/deployment-serve-llm/medium-size-llm/service.yaml b/doc/source/serve/tutorials/deployment-serve-llm/medium-size-llm/service.yaml
index f8a08a95418c..80a19f5f72e6 100644
--- a/doc/source/serve/tutorials/deployment-serve-llm/medium-size-llm/service.yaml
+++ b/doc/source/serve/tutorials/deployment-serve-llm/medium-size-llm/service.yaml
@@ -1,6 +1,6 @@
 # service.yaml
 name: deploy-llama-3-70b
-image_uri: anyscale/ray-llm:2.52.0-py311-cu128 # Anyscale Ray Serve LLM image. Use `containerfile: ./Dockerfile` to use a custom Dockerfile.
+image_uri: anyscale/ray-llm:2.52.0-py311-cu128 # Anyscale Ray Serve LLM image. To build an image from a custom Dockerfile, set `containerfile: ./Dockerfile`
 compute_config:
   auto_select_worker_config: true 
 working_dir: .
diff --git a/doc/source/serve/tutorials/deployment-serve-llm/small-size-llm/README.md b/doc/source/serve/tutorials/deployment-serve-llm/small-size-llm/README.md
index fa9d39c91535..a1a77f367f46 100644
--- a/doc/source/serve/tutorials/deployment-serve-llm/small-size-llm/README.md
+++ b/doc/source/serve/tutorials/deployment-serve-llm/small-size-llm/README.md
@@ -163,7 +163,7 @@ Create your Anyscale Service configuration in a new `service.yaml` file:
 ```yaml
 # service.yaml
 name: deploy-llama-3-8b
-image_uri: anyscale/ray-llm:2.52.0-py311-cu128 # Anyscale Ray Serve LLM image. Use `containerfile: ./Dockerfile` to use a custom Dockerfile.
+image_uri: anyscale/ray-llm:2.52.0-py311-cu128 # Anyscale Ray Serve LLM image. To build an image from a custom Dockerfile, set `containerfile: ./Dockerfile`
 compute_config:
   auto_select_worker_config: true 
 working_dir: .
diff --git a/doc/source/serve/tutorials/deployment-serve-llm/small-size-llm/notebook.ipynb b/doc/source/serve/tutorials/deployment-serve-llm/small-size-llm/notebook.ipynb
index 010c16d3f139..d7744da49690 100644
--- a/doc/source/serve/tutorials/deployment-serve-llm/small-size-llm/notebook.ipynb
+++ b/doc/source/serve/tutorials/deployment-serve-llm/small-size-llm/notebook.ipynb
@@ -214,7 +214,7 @@
     "```yaml\n",
     "# service.yaml\n",
     "name: deploy-llama-3-8b\n",
-    "image_uri: anyscale/ray-llm:2.52.0-py311-cu128 # Anyscale Ray Serve LLM image. Use `containerfile: ./Dockerfile` to use a custom Dockerfile.\n",
+    "image_uri: anyscale/ray-llm:2.52.0-py311-cu128 # Anyscale Ray Serve LLM image. To build an image from a custom Dockerfile, set `containerfile: ./Dockerfile`\n",
     "compute_config:\n",
     "  auto_select_worker_config: true \n",
     "working_dir: .\n",
diff --git a/doc/source/serve/tutorials/deployment-serve-llm/small-size-llm/service.yaml b/doc/source/serve/tutorials/deployment-serve-llm/small-size-llm/service.yaml
index a3e0f3dbc123..b1fc3fa2d6c8 100644
--- a/doc/source/serve/tutorials/deployment-serve-llm/small-size-llm/service.yaml
+++ b/doc/source/serve/tutorials/deployment-serve-llm/small-size-llm/service.yaml
@@ -1,6 +1,6 @@
 # service.yaml
 name: deploy-llama-3-8b
-image_uri: anyscale/ray-llm:2.52.0-py311-cu128 # Anyscale Ray Serve LLM image. Use `containerfile: ./Dockerfile` to use a custom Dockerfile.
+image_uri: anyscale/ray-llm:2.52.0-py311-cu128 # Anyscale Ray Serve LLM image. To build an image from a custom Dockerfile, set `containerfile: ./Dockerfile`
 compute_config:
   auto_select_worker_config: true 
 working_dir: .