From 95532537a650146d74a951b97bd8a014f151092f Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Hakan=20Tapanyi=C4=9Fit?= <hakantapanyigit@hotmail.com>
Date: Fri, 27 Dec 2024 03:04:19 +0300
Subject: [PATCH 1/4] feat: add function to convert MDX callout blocks into
 custom HTML syntax

---
 website/process_notebooks.py | 35 ++++++++++++++++++++++++++---------
 1 file changed, 26 insertions(+), 9 deletions(-)

diff --git a/website/process_notebooks.py b/website/process_notebooks.py
index b5ef536ff5..4bf0aeedd3 100755
--- a/website/process_notebooks.py
+++ b/website/process_notebooks.py
@@ -378,16 +378,33 @@ def replace_callout(match: re.Match) -> str:
         """Helper function to format individual callout blocks."""
         callout_type = match.group(1)
         inner_content = match.group(2).strip()
+        return f"""
+        <div class="{callout_type}">
+            <{callout_types[callout_type]}>
+                {inner_content}
+            </{callout_types[callout_type]}>
+        </div>
+        """
+
+    pattern = re.compile(
+        # Matches optional opening fences:
+        # - 3 or 4 backticks (` ``` ` or ` ```` `),
+        # - optionally followed by "mdx-code-block",
+        # - optionally followed by "{=mdx}",
+        # - optional whitespace and line ending.
+        r"(?:`{3,4}(?:\s*mdx-code-block)?(?:\s*\{=mdx\})?" r"|mdx-code-block(?:\s*\{=mdx\})?)?\s*\r?\n?"
+        # Matches the opening line of the callout (e.g., ":::info").
+        r":::(\w+(?:\s+\w+)?)\r?\n"
+        # Matches the content inside the callout, capturing until the closing line.
+        r"(.*?)"  # Uses non-greedy matching to capture content.
+        # Matches the closing line (e.g., ":::").
+        r"\r?\n:::\r?\n"
+        # Matches optional closing fences (same as the opening fences).
+        r"(?:`{3,4}(?:\s*mdx-code-block)?(?:\s*\{=mdx\})?" r"|mdx-code-block(?:\s*\{=mdx\})?)?\s*\r?\n?",
+        flags=re.DOTALL,  # DOTALL allows `.` to match newline characters.
+    )
 
-        return f"""<div class="{callout_type}">
-        <{callout_types[callout_type]}>
-        {inner_content}
-        </{callout_types[callout_type]}>
-        </div>"""
-
-    # Pattern matches: ````mdx-code-block\n:::[type]\n[content]\n:::\n````
-    pattern = r"````mdx-code-block\n:::(\w+(?:\s+\w+)?)\n(.*?)\n:::\n````"
-    return re.sub(pattern, replace_callout, content, flags=re.DOTALL)
+    return pattern.sub(replace_callout, content)
 
 
 def convert_mdx_image_blocks(content: str, rendered_mdx: Path, website_dir: Path) -> str:

From 6885a2be9a0d436c16e60aa61e583804cdb33616 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Hakan=20Tapanyi=C4=9Fit?=
 <49999308+hakantapanyigit@users.noreply.github.com>
Date: Fri, 27 Dec 2024 03:23:09 +0300
Subject: [PATCH 2/4] Update process_notebooks.py

---
 website/process_notebooks.py | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/website/process_notebooks.py b/website/process_notebooks.py
index 4bf0aeedd3..af7618fb04 100755
--- a/website/process_notebooks.py
+++ b/website/process_notebooks.py
@@ -379,12 +379,12 @@ def replace_callout(match: re.Match) -> str:
         callout_type = match.group(1)
         inner_content = match.group(2).strip()
         return f"""
-        <div class="{callout_type}">
-            <{callout_types[callout_type]}>
-                {inner_content}
-            </{callout_types[callout_type]}>
-        </div>
-        """
+<div class="{callout_type}">
+    <{callout_types[callout_type]}>
+      {inner_content}
+   </{callout_types[callout_type]}>
+</div>
+"""
 
     pattern = re.compile(
         # Matches optional opening fences:

From d8c40c286c6c49c99dc4f69f5bab237c11c0cdff Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Hakan=20Tapanyi=C4=9Fit?=
 <49999308+hakantapanyigit@users.noreply.github.com>
Date: Fri, 27 Dec 2024 03:35:38 +0300
Subject: [PATCH 3/4] Update process_notebooks.py

---
 website/process_notebooks.py | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/website/process_notebooks.py b/website/process_notebooks.py
index af7618fb04..1be503597f 100755
--- a/website/process_notebooks.py
+++ b/website/process_notebooks.py
@@ -380,9 +380,9 @@ def replace_callout(match: re.Match) -> str:
         inner_content = match.group(2).strip()
         return f"""
 <div class="{callout_type}">
-    <{callout_types[callout_type]}>
-      {inner_content}
-   </{callout_types[callout_type]}>
+<{callout_types[callout_type]}>
+{inner_content}
+</{callout_types[callout_type]}>
 </div>
 """
 

From 0bb17e4ef031e94125901ed9548d42bf6f05def6 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Hakan=20Tapanyi=C4=9Fit?=
 <49999308+hakantapanyigit@users.noreply.github.com>
Date: Fri, 27 Dec 2024 03:41:31 +0300
Subject: [PATCH 4/4] Update agentchat_graph_rag_neo4j.ipynb

---
 notebook/agentchat_graph_rag_neo4j.ipynb | 4 +++-
 1 file changed, 3 insertions(+), 1 deletion(-)

diff --git a/notebook/agentchat_graph_rag_neo4j.ipynb b/notebook/agentchat_graph_rag_neo4j.ipynb
index b9ef0735d8..9bc7d9ff0b 100644
--- a/notebook/agentchat_graph_rag_neo4j.ipynb
+++ b/notebook/agentchat_graph_rag_neo4j.ipynb
@@ -15,7 +15,9 @@
     "\n",
     "```bash\n",
     "pip install ag2[neo4j]\n",
-    "```"
+    "```",
+    ":::\n",
+    "````"
    ]
   },
   {