Jacob/new docs (#20570)

Use docusaurus versioning with a callout, merged master as well

@hwchase17 @baskaryan

---------

Signed-off-by: Weichen Xu <weichen.xu@databricks.com>
Signed-off-by: Rahul Tripathi <rauhl.psit.ec@gmail.com>
Co-authored-by: Leonid Ganeline <leo.gan.57@gmail.com>
Co-authored-by: Leonid Kuligin <lkuligin@yandex.ru>
Co-authored-by: Averi Kitsch <akitsch@google.com>
Co-authored-by: Erick Friis <erick@langchain.dev>
Co-authored-by: Nuno Campos <nuno@langchain.dev>
Co-authored-by: Nuno Campos <nuno@boringbits.io>
Co-authored-by: Bagatur <22008038+baskaryan@users.noreply.github.com>
Co-authored-by: Eugene Yurtsev <eyurtsev@gmail.com>
Co-authored-by: Martín Gotelli Ferenaz <martingotelliferenaz@gmail.com>
Co-authored-by: Fayfox <admin@fayfox.com>
Co-authored-by: Eugene Yurtsev <eugene@langchain.dev>
Co-authored-by: Dawson Bauer <105886620+djbauer2@users.noreply.github.com>
Co-authored-by: Ravindu Somawansa <ravindu.somawansa@gmail.com>
Co-authored-by: Dhruv Chawla <43818888+Dominastorm@users.noreply.github.com>
Co-authored-by: ccurme <chester.curme@gmail.com>
Co-authored-by: Bagatur <baskaryan@gmail.com>
Co-authored-by: WeichenXu <weichen.xu@databricks.com>
Co-authored-by: Benito Geordie <89472452+benitoThree@users.noreply.github.com>
Co-authored-by: kartikTAI <129414343+kartikTAI@users.noreply.github.com>
Co-authored-by: Kartik Sarangmath <kartik@thirdai.com>
Co-authored-by: Sevin F. Varoglu <sfvaroglu@octoml.ai>
Co-authored-by: MacanPN <martin.triska@gmail.com>
Co-authored-by: Prashanth Rao <35005448+prrao87@users.noreply.github.com>
Co-authored-by: Hyeongchan Kim <kozistr@gmail.com>
Co-authored-by: sdan <git@sdan.io>
Co-authored-by: Guangdong Liu <liugddx@gmail.com>
Co-authored-by: Rahul Triptahi <rahul.psit.ec@gmail.com>
Co-authored-by: Rahul Tripathi <rauhl.psit.ec@gmail.com>
Co-authored-by: pjb157 <84070455+pjb157@users.noreply.github.com>
Co-authored-by: Eun Hye Kim <ehkim1440@gmail.com>
Co-authored-by: kaijietti <43436010+kaijietti@users.noreply.github.com>
Co-authored-by: Pengcheng Liu <pcliu.fd@gmail.com>
Co-authored-by: Tomer Cagan <tomer@tomercagan.com>
Co-authored-by: Christophe Bornet <cbornet@hotmail.com>

docs/scripts/model_feat_table.py

@@ -20,13 +20,46 @@ CHAT_MODEL_FEAT_TABLE_CORRECTION = {
     "ChatMLflowAIGateway": {"_agenerate": False},
     "PromptLayerChatOpenAI": {"_stream": False, "_astream": False},
     "ChatKonko": {"_astream": False, "_agenerate": False},
-    "ChatAnthropic": {"tool_calling": True, "package": "langchain-anthropic"},
-    "ChatMistralAI": {"tool_calling": True, "package": "langchain-mistralai"},
-    "ChatFireworks": {"tool_calling": True, "package": "langchain-fireworks"},
-    "ChatOpenAI": {"tool_calling": True, "package": "langchain-openai"},
-    "ChatVertexAI": {"tool_calling": True, "package": "langchain-google-vertexai"},
-    "ChatGroq": {"tool_calling": "partial", "package": "langchain-groq"},
-    "ChatCohere": {"tool_calling": "partial", "package": "langchain-cohere"},
+    "ChatAnthropic": {
+        "tool_calling": True,
+        "structured_output": True,
+        "package": "langchain-anthropic",
+    },
+    "ChatMistralAI": {
+        "tool_calling": True,
+        "structured_output": True,
+        "package": "langchain-mistralai",
+    },
+    "ChatFireworks": {
+        "tool_calling": True,
+        "structured_output": True,
+        "package": "langchain-fireworks",
+    },
+    "AzureChatOpenAI": {
+        "tool_calling": True,
+        "structured_output": True,
+        "package": "langchain-openai",
+    },
+    "ChatOpenAI": {
+        "tool_calling": True,
+        "structured_output": True,
+        "package": "langchain-openai",
+    },
+    "ChatVertexAI": {
+        "tool_calling": True,
+        "structured_output": True,
+        "package": "langchain-google-vertexai",
+    },
+    "ChatGroq": {
+        "tool_calling": "partial",
+        "structured_output": True,
+        "package": "langchain-groq",
+    },
+    "ChatCohere": {
+        "tool_calling": "partial",
+        "structured_output": True,
+        "package": "langchain-cohere",
+    },
 }
 
 
@@ -152,6 +185,7 @@ def get_chat_model_table() -> str:
         "_stream",
         "_astream",
         "tool_calling",
+        "structured_output",
         "package",
     ]
     title = [
@@ -160,7 +194,8 @@ def get_chat_model_table() -> str:
         "Async invoke",
         "Stream",
         "Async stream",
-        "Tool calling",
+        "[Tool calling](/docs/modules/model_io/chat/function_calling/)",
+        "[Structured output](/docs/modules/model_io/chat/structured_output/)",
         "Python Package",
     ]
     rows = [title, [":-"] + [":-:"] * (len(title) - 1)]

docs/scripts/resolve_versioned_links_in_markdown.py

@@ -0,0 +1,23 @@
+import os
+import re
+import sys
+from pathlib import Path
+
+DOCS_DIR = Path(os.path.abspath(__file__)).parents[1]
+
+
+def update_links(doc_path, docs_link):
+    for path in (DOCS_DIR / doc_path).glob('**/*'):
+        if path.is_file() and path.suffix in ['.md', '.mdx']:
+            with open(path, "r") as f:
+                content = f.read()
+
+            # replace relative links
+            content = re.sub("\]\(\/docs\/(?!0\.2\.x)", f"]({docs_link}", content)
+
+            with open(path, "w") as f:
+                f.write(content)
+
+
+if __name__ == "__main__":
+    update_links(sys.argv[1], sys.argv[2])