From 22a8652eccd9023cd41ea0f6924575ce87c28756 Mon Sep 17 00:00:00 2001
From: DreamOfStars <Mr.ChenJF@outlook.com>
Date: Mon, 18 Nov 2024 22:38:48 +0800
Subject: [PATCH 01/17] langchain: add missing punctuation in
 react_single_input.py (#28161)

- [x] **PR title**: "langchain: add missing punctuation in
react_single_input.py"

- [x] **PR message**:
- **Description:** Add missing single quote to line 12: "Invalid Format:
Missing 'Action:' after 'Thought:"
---
 .../langchain/agents/output_parsers/react_single_input.py       | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/libs/langchain/langchain/agents/output_parsers/react_single_input.py b/libs/langchain/langchain/agents/output_parsers/react_single_input.py
index f63821588fe5d..b853cb04aaa18 100644
--- a/libs/langchain/langchain/agents/output_parsers/react_single_input.py
+++ b/libs/langchain/langchain/agents/output_parsers/react_single_input.py
@@ -9,7 +9,7 @@
 
 FINAL_ANSWER_ACTION = "Final Answer:"
 MISSING_ACTION_AFTER_THOUGHT_ERROR_MESSAGE = (
-    "Invalid Format: Missing 'Action:' after 'Thought:"
+    "Invalid Format: Missing 'Action:' after 'Thought:'"
 )
 MISSING_ACTION_INPUT_AFTER_ACTION_ERROR_MESSAGE = (
     "Invalid Format: Missing 'Action Input:' after 'Action:'"

From 0c051e57e0f46772f761b443ab2ed9c93fe28036 Mon Sep 17 00:00:00 2001
From: Talha Munir <103119362+devs-talha@users.noreply.github.com>
Date: Mon, 18 Nov 2024 21:27:30 +0500
Subject: [PATCH 02/17] docs: fix grammatical error in delegation to sync
 methods (#28165)

### **Description**
Fixed a grammatical error in the documentation section about the
delegation to synchronous methods to improve readability and clarity.

### **Issue**
No associated issue.

### **Dependencies**
No additional dependencies required.

### **Twitter handle**
N/A

---------

Co-authored-by: ccurme <chester.curme@gmail.com>
---
 docs/docs/concepts/async.mdx | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/docs/concepts/async.mdx b/docs/docs/concepts/async.mdx
index 2eab35964b3b5..d81c706db243b 100644
--- a/docs/docs/concepts/async.mdx
+++ b/docs/docs/concepts/async.mdx
@@ -46,7 +46,7 @@ Most popular LangChain integrations implement asynchronous support of their APIs
 When an asynchronous implementation is not available, LangChain tries to provide a default implementation, even if it incurs
 a **slight** overhead.
 
-By default, LangChain will delegate the execution of a unimplemented asynchronous methods to the synchronous counterparts. LangChain almost always assumes that the synchronous method should be treated as a blocking operation and should be run in a separate thread.
+By default, LangChain will delegate the execution of unimplemented asynchronous methods to the synchronous counterparts. LangChain almost always assumes that the synchronous method should be treated as a blocking operation and should be run in a separate thread.
 This is done using [asyncio.loop.run_in_executor](https://docs.python.org/3/library/asyncio-eventloop.html#asyncio.loop.run_in_executor) functionality provided by the `asyncio` library. LangChain uses the default executor provided by the `asyncio` library, which lazily initializes a thread pool executor with a default number of threads that is reused in the given event loop. While this strategy incurs a slight overhead due to context switching between threads, it guarantees that every asynchronous method has a default implementation that works out of the box.
 
 ## Performance

From 093f24ba4d7cac5a0d49fa02e6ed1544aa9b0621 Mon Sep 17 00:00:00 2001
From: Erick Friis <erick@langchain.dev>
Date: Mon, 18 Nov 2024 09:49:21 -0800
Subject: [PATCH 03/17] docs: standard test update (#28185)

---
 .../how_to/integrations/standard_tests.ipynb   | 18 ++++--------------
 1 file changed, 4 insertions(+), 14 deletions(-)

diff --git a/docs/docs/contributing/how_to/integrations/standard_tests.ipynb b/docs/docs/contributing/how_to/integrations/standard_tests.ipynb
index 393bf6961c578..c741a76077304 100644
--- a/docs/docs/contributing/how_to/integrations/standard_tests.ipynb
+++ b/docs/docs/contributing/how_to/integrations/standard_tests.ipynb
@@ -125,7 +125,7 @@
     "from langchain_standard_tests.unit_tests import ToolsUnitTests\n",
     "\n",
     "\n",
-    "class ParrotMultiplyToolUnitTests(ToolsUnitTests):\n",
+    "class TestParrotMultiplyToolUnit(ToolsUnitTests):\n",
     "    @property\n",
     "    def tool_constructor(self) -> Type[ParrotMultiplyTool]:\n",
     "        return ParrotMultiplyTool\n",
@@ -159,7 +159,7 @@
     "from langchain_standard_tests.integration_tests import ToolsIntegrationTests\n",
     "\n",
     "\n",
-    "class ParrotMultiplyToolIntegrationTests(ToolsIntegrationTests):\n",
+    "class TestParrotMultiplyToolIntegration(ToolsIntegrationTests):\n",
     "    @property\n",
     "    def tool_constructor(self) -> Type[ParrotMultiplyTool]:\n",
     "        return ParrotMultiplyTool\n",
@@ -220,7 +220,7 @@
     "from langchain_standard_tests.unit_tests import ChatModelUnitTests\n",
     "\n",
     "\n",
-    "class ChatParrotLinkUnitTests(ChatModelUnitTests):\n",
+    "class TestChatParrotLinkUnit(ChatModelUnitTests):\n",
     "    @property\n",
     "    def chat_model_class(self) -> Type[ChatParrotLink]:\n",
     "        return ChatParrotLink"
@@ -239,7 +239,7 @@
     "from langchain_standard_tests.integration_tests import ChatModelIntegrationTests\n",
     "\n",
     "\n",
-    "class TestMistralStandard(ChatModelIntegrationTests):\n",
+    "class TestChatParrotLinkIntegration(ChatModelIntegrationTests):\n",
     "    @property\n",
     "    def chat_model_class(self) -> Type[ChatParrotLink]:\n",
     "        return ChatParrotLink\n",
@@ -258,16 +258,6 @@
     "<div style={{display:\"none\"}}>\n",
     "Work in progress:\n",
     "<details>\n",
-    "    <summary>Tools/Toolkits</summary>\n",
-    "    TODO"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "</details>\n",
-    "<details>\n",
     "    <summary>Retrievers</summary>\n",
     "    TODO"
    ]

From c26b3575f835d2de5d4fa67ae697e36efc4d71c6 Mon Sep 17 00:00:00 2001
From: Erick Friis <erick@langchain.dev>
Date: Mon, 18 Nov 2024 09:58:07 -0800
Subject: [PATCH 04/17] docs: community integration guide clarification
 (#28186)

---
 docs/docs/contributing/how_to/integrations/community.mdx | 7 +++++--
 1 file changed, 5 insertions(+), 2 deletions(-)

diff --git a/docs/docs/contributing/how_to/integrations/community.mdx b/docs/docs/contributing/how_to/integrations/community.mdx
index 0b965b0e4c997..a33ae002cd0d4 100644
--- a/docs/docs/contributing/how_to/integrations/community.mdx
+++ b/docs/docs/contributing/how_to/integrations/community.mdx
@@ -1,10 +1,13 @@
-## How to add a community integration (deprecated)
+## How to add a community integration (deprecated guide)
 
 :::danger
 
 We are no longer accepting new community integrations. Please see the
 [main integration guide](./index.mdx) for more information on contributing new
-integrations.
+integrations. 
+
+Note that `langchain-community` is **not** deprecated. Only
+the process for adding new community integrations is deprecated.
 
 :::
 

From a1db744b2098de2935e94bcf9681c6e488c53b6c Mon Sep 17 00:00:00 2001
From: ccurme <chester.curme@gmail.com>
Date: Mon, 18 Nov 2024 13:34:35 -0500
Subject: [PATCH 05/17] docs: add component tabs to integration landing pages
 (#28142)

- Add to embedding model tabs
- Add tabs for vector stores
- Add "hello world" examples in integration landing pages using tabs
---
 docs/docs/how_to/embed_text.mdx               |  82 +-------------
 docs/docs/integrations/chat/index.mdx         |   8 ++
 .../text_embedding/azureopenai.ipynb          |   8 +-
 .../integrations/text_embedding/bedrock.ipynb |   4 +-
 .../integrations/text_embedding/index.mdx     |   8 ++
 docs/docs/integrations/vectorstores/index.mdx |  14 ++-
 docs/src/theme/ChatModelTabs.js               |   2 +-
 docs/src/theme/EmbeddingTabs.js               | 102 +++++++++++++++++-
 docs/src/theme/FeatureTables.js               |   2 +-
 docs/src/theme/VectorStoreTabs.js             |  92 ++++++++++++++++
 10 files changed, 232 insertions(+), 90 deletions(-)
 create mode 100644 docs/src/theme/VectorStoreTabs.js

diff --git a/docs/docs/how_to/embed_text.mdx b/docs/docs/how_to/embed_text.mdx
index 2450e99440c27..0c636fec3e7a0 100644
--- a/docs/docs/how_to/embed_text.mdx
+++ b/docs/docs/how_to/embed_text.mdx
@@ -15,87 +15,9 @@ The base Embeddings class in LangChain provides two methods: one for embedding d
 
 ### Setup
 
-import Tabs from '@theme/Tabs';
-import TabItem from '@theme/TabItem';
+import EmbeddingTabs from "@theme/EmbeddingTabs";
 
-<Tabs>
-  <TabItem value="openai" label="OpenAI" default>
-To start we'll need to install the OpenAI partner package:
-
-```bash
-pip install langchain-openai
-```
-
-Accessing the API requires an API key, which you can get by creating an account and heading [here](https://platform.openai.com/account/api-keys). Once we have a key we'll want to set it as an environment variable by running:
-
-```bash
-export OPENAI_API_KEY="..."
-```
-
-If you'd prefer not to set an environment variable you can pass the key in directly via the `api_key` named parameter when initiating the OpenAI LLM class:
-
-```python
-from langchain_openai import OpenAIEmbeddings
-
-embeddings_model = OpenAIEmbeddings(api_key="...")
-```
-
-Otherwise you can initialize without any params:
-```python
-from langchain_openai import OpenAIEmbeddings
-
-embeddings_model = OpenAIEmbeddings()
-```
-
-  </TabItem>
-  <TabItem value="cohere" label="Cohere">
-
-To start we'll need to install the Cohere SDK package:
-
-```bash
-pip install langchain-cohere
-```
-
-Accessing the API requires an API key, which you can get by creating an account and heading [here](https://dashboard.cohere.com/api-keys). Once we have a key we'll want to set it as an environment variable by running:
-
-```shell
-export COHERE_API_KEY="..."
-```
-
-If you'd prefer not to set an environment variable you can pass the key in directly via the `cohere_api_key` named parameter when initiating the Cohere LLM class:
-
-```python
-from langchain_cohere import CohereEmbeddings
-
-embeddings_model = CohereEmbeddings(cohere_api_key="...", model='embed-english-v3.0')
-```
-
-Otherwise you can initialize simply as shown below:
-```python
-from langchain_cohere import CohereEmbeddings
-
-embeddings_model = CohereEmbeddings(model='embed-english-v3.0')
-```
-Do note that it is mandatory to pass the model parameter while initializing the CohereEmbeddings class.
-
-  </TabItem>
-  <TabItem value="huggingface" label="Hugging Face">
-
-To start we'll need to install the Hugging Face partner package:
-
-```bash
-pip install langchain-huggingface
-```
-
-You can then load any [Sentence Transformers model](https://huggingface.co/models?library=sentence-transformers) from the Hugging Face Hub.
-
-```python
-from langchain_huggingface import HuggingFaceEmbeddings
-
-embeddings_model = HuggingFaceEmbeddings(model_name="sentence-transformers/all-mpnet-base-v2")
-```
-  </TabItem>
-</Tabs>
+<EmbeddingTabs customVarName="embeddings_model" />
 
 ### `embed_documents`
 #### Embed list of texts
diff --git a/docs/docs/integrations/chat/index.mdx b/docs/docs/integrations/chat/index.mdx
index e2b0be6da4dda..537cdc2c11a37 100644
--- a/docs/docs/integrations/chat/index.mdx
+++ b/docs/docs/integrations/chat/index.mdx
@@ -15,6 +15,14 @@ If you'd like to contribute an integration, see [Contributing integrations](/doc
 
 :::
 
+import ChatModelTabs from "@theme/ChatModelTabs";
+
+<ChatModelTabs openaiParams={`model="gpt-4o-mini"`} />
+
+```python
+model.invoke("Hello, world!")
+```
+
 ## Featured Providers
 
 :::info
diff --git a/docs/docs/integrations/text_embedding/azureopenai.ipynb b/docs/docs/integrations/text_embedding/azureopenai.ipynb
index 7f5281e21e9e5..916132c6f3e43 100644
--- a/docs/docs/integrations/text_embedding/azureopenai.ipynb
+++ b/docs/docs/integrations/text_embedding/azureopenai.ipynb
@@ -45,7 +45,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": null,
    "id": "36521c2a",
    "metadata": {},
    "outputs": [],
@@ -53,8 +53,10 @@
     "import getpass\n",
     "import os\n",
     "\n",
-    "if not os.getenv(\"OPENAI_API_KEY\"):\n",
-    "    os.environ[\"OPENAI_API_KEY\"] = getpass.getpass(\"Enter your AzureOpenAI API key: \")"
+    "if not os.getenv(\"AZURE_OPENAI_API_KEY\"):\n",
+    "    os.environ[\"AZURE_OPENAI_API_KEY\"] = getpass.getpass(\n",
+    "        \"Enter your AzureOpenAI API key: \"\n",
+    "    )"
    ]
   },
   {
diff --git a/docs/docs/integrations/text_embedding/bedrock.ipynb b/docs/docs/integrations/text_embedding/bedrock.ipynb
index 3c4768507827c..b559621f29104 100644
--- a/docs/docs/integrations/text_embedding/bedrock.ipynb
+++ b/docs/docs/integrations/text_embedding/bedrock.ipynb
@@ -31,12 +31,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": null,
    "id": "282239c8-e03a-4abc-86c1-ca6120231a20",
    "metadata": {},
    "outputs": [],
    "source": [
-    "from langchain_community.embeddings import BedrockEmbeddings\n",
+    "from langchain_aws import BedrockEmbeddings\n",
     "\n",
     "embeddings = BedrockEmbeddings(\n",
     "    credentials_profile_name=\"bedrock-admin\", region_name=\"us-east-1\"\n",
diff --git a/docs/docs/integrations/text_embedding/index.mdx b/docs/docs/integrations/text_embedding/index.mdx
index fe2a627192139..169480565122b 100644
--- a/docs/docs/integrations/text_embedding/index.mdx
+++ b/docs/docs/integrations/text_embedding/index.mdx
@@ -11,6 +11,14 @@ import { CategoryTable, IndexTable } from "@theme/FeatureTables";
 
 This page documents integrations with various model providers that allow you to use embeddings in LangChain.
 
+import EmbeddingTabs from "@theme/EmbeddingTabs";
+
+<EmbeddingTabs/>
+
+```python
+embeddings.embed_query("Hello, world!")
+```
+
 <CategoryTable category="text_embedding" />
 
 ## All embedding models
diff --git a/docs/docs/integrations/vectorstores/index.mdx b/docs/docs/integrations/vectorstores/index.mdx
index 8b276057dad21..c213d968ee3e2 100644
--- a/docs/docs/integrations/vectorstores/index.mdx
+++ b/docs/docs/integrations/vectorstores/index.mdx
@@ -3,12 +3,24 @@ sidebar_position: 0
 sidebar_class_name: hidden
 ---
 
-# Vectorstores
+# Vector stores
 
 import { CategoryTable, IndexTable } from "@theme/FeatureTables";
 
 A [vector store](/docs/concepts/vectorstores) stores [embedded](/docs/concepts/embedding_models) data and performs similarity search.
 
+**Select embedding model:**
+
+import EmbeddingTabs from "@theme/EmbeddingTabs";
+
+<EmbeddingTabs/>
+
+**Select vector store:**
+
+import VectorStoreTabs from "@theme/VectorStoreTabs";
+
+<VectorStoreTabs/>
+
 <CategoryTable category="vectorstores" />
 
 ## All Vectorstores
diff --git a/docs/src/theme/ChatModelTabs.js b/docs/src/theme/ChatModelTabs.js
index 9d27a9a44a135..162723942aab4 100644
--- a/docs/src/theme/ChatModelTabs.js
+++ b/docs/src/theme/ChatModelTabs.js
@@ -114,7 +114,7 @@ export default function ChatModelTabs(props) {
       value: "Google",
       label: "Google",
       text: `from langchain_google_vertexai import ChatVertexAI\n\n${llmVarName} = ChatVertexAI(${googleParamsOrDefault})`,
-      apiKeyName: "GOOGLE_API_KEY",
+      apiKeyText: "# Ensure your VertexAI credentials are configured",
       packageName: "langchain-google-vertexai",
       default: false,
       shouldHide: hideGoogle,
diff --git a/docs/src/theme/EmbeddingTabs.js b/docs/src/theme/EmbeddingTabs.js
index 7ad62a515ad89..3c4d1d814fd15 100644
--- a/docs/src/theme/EmbeddingTabs.js
+++ b/docs/src/theme/EmbeddingTabs.js
@@ -7,15 +7,41 @@ export default function EmbeddingTabs(props) {
     const {
       openaiParams,
       hideOpenai,
+      azureOpenaiParams,
+      hideAzureOpenai,
+      googleParams,
+      hideGoogle,
+      awsParams,
+      hideAws,
       huggingFaceParams,
       hideHuggingFace,
+      ollamaParams,
+      hideOllama,
+      cohereParams,
+      hideCohere,
+      mistralParams,
+      hideMistral,
+      nomicParams,
+      hideNomic,
+      nvidiaParams,
+      hideNvidia,
       fakeEmbeddingParams,
       hideFakeEmbedding,
       customVarName,
     } = props;
   
     const openAIParamsOrDefault = openaiParams ?? `model="text-embedding-3-large"`;
+    const azureParamsOrDefault =
+      azureOpenaiParams ??
+      `\n    azure_endpoint=os.environ["AZURE_OPENAI_ENDPOINT"],\n    azure_deployment=os.environ["AZURE_OPENAI_DEPLOYMENT_NAME"],\n    openai_api_version=os.environ["AZURE_OPENAI_API_VERSION"],\n`;
+    const googleParamsOrDefault = googleParams ?? `model="text-embedding-004"`;
+    const awsParamsOrDefault = awsParams ?? `model_id="amazon.titan-embed-text-v2:0"`;
     const huggingFaceParamsOrDefault = huggingFaceParams ?? `model="sentence-transformers/all-mpnet-base-v2"`;
+    const ollamaParamsOrDefault = ollamaParams ?? `model="llama3"`;
+    const cohereParamsOrDefault = cohereParams ?? `model="embed-english-v3.0"`;
+    const mistralParamsOrDefault = mistralParams ?? `model="mistral-embed"`;
+    const nomicsParamsOrDefault = nomicParams ?? `model="nomic-embed-text-v1.5"`;
+    const nvidiaParamsOrDefault = nvidiaParams ?? `model="NV-Embed-QA"`;
     const fakeEmbeddingParamsOrDefault = fakeEmbeddingParams ?? `size=4096`;
   
     const embeddingVarName = customVarName ?? "embeddings";
@@ -30,6 +56,33 @@ export default function EmbeddingTabs(props) {
         default: true,
         shouldHide: hideOpenai,
       },
+      {
+        value: "Azure",
+        label: "Azure",
+        text: `from langchain_openai import AzureOpenAIEmbeddings\n\n${embeddingVarName} = AzureOpenAIEmbeddings(${azureParamsOrDefault})`,
+        apiKeyName: "AZURE_OPENAI_API_KEY",
+        packageName: "langchain-openai",
+        default: false,
+        shouldHide: hideAzureOpenai,
+      },
+      {
+        value: "Google",
+        label: "Google",
+        text: `from langchain_google_vertexai import VertexAIEmbeddings\n\n${embeddingVarName} = VertexAIEmbeddings(${googleParamsOrDefault})`,
+        apiKeyName: undefined,
+        packageName: "langchain-google-vertexai",
+        default: false,
+        shouldHide: hideGoogle,
+      },
+      {
+        value: "AWS",
+        label: "AWS",
+        text: `from langchain_aws import BedrockEmbeddings\n\n${embeddingVarName} = BedrockEmbeddings(${awsParamsOrDefault})`,
+        apiKeyName: undefined,
+        packageName: "langchain-aws",
+        default: false,
+        shouldHide: hideAws,
+      },
       {
         value: "HuggingFace",
         label: "HuggingFace",
@@ -40,8 +93,53 @@ export default function EmbeddingTabs(props) {
         shouldHide: hideHuggingFace,
       },
       {
-        value: "Fake Embedding",
-        label: "Fake Embedding",
+        value: "Ollama",
+        label: "Ollama",
+        text: `from langchain_ollama import OllamaEmbeddings\n\n${embeddingVarName} = OllamaEmbeddings(${ollamaParamsOrDefault})`,
+        apiKeyName: undefined,
+        packageName: "langchain-ollama",
+        default: false,
+        shouldHide: hideOllama,
+      },
+      {
+        value: "Cohere",
+        label: "Cohere",
+        text: `from langchain_cohere import CohereEmbeddings\n\n${embeddingVarName} = CohereEmbeddings(${cohereParamsOrDefault})`,
+        apiKeyName: "COHERE_API_KEY",
+        packageName: "langchain-cohere",
+        default: false,
+        shouldHide: hideCohere,
+      },
+      {
+        value: "MistralAI",
+        label: "MistralAI",
+        text: `from langchain_mistralai import MistralAIEmbeddings\n\n${embeddingVarName} = MistralAIEmbeddings(${mistralParamsOrDefault})`,
+        apiKeyName: "MISTRALAI_API_KEY",
+        packageName: "langchain-mistralai",
+        default: false,
+        shouldHide: hideMistral,
+      },
+      {
+        value: "Nomic",
+        label: "Nomic",
+        text: `from langchain_nomic import NomicEmbeddings\n\n${embeddingVarName} = NomicEmbeddings(${nomicsParamsOrDefault})`,
+        apiKeyName: "NOMIC_API_KEY",
+        packageName: "langchain-nomic",
+        default: false,
+        shouldHide: hideNomic,
+      },
+      {
+        value: "NVIDIA",
+        label: "NVIDIA",
+        text: `from langchain_nvidia_ai_endpoints import NVIDIAEmbeddings\n\n${embeddingVarName} = NVIDIAEmbeddings(${nvidiaParamsOrDefault})`,
+        apiKeyName: "NVIDIA_API_KEY",
+        packageName: "langchain-nvidia-ai-endpoints",
+        default: false,
+        shouldHide: hideNvidia,
+      },
+      {
+        value: "Fake",
+        label: "Fake",
         text: `from langchain_core.embeddings import FakeEmbeddings\n\n${embeddingVarName} = FakeEmbeddings(${fakeEmbeddingParamsOrDefault})`,
         apiKeyName: undefined,
         packageName: "langchain-core",
diff --git a/docs/src/theme/FeatureTables.js b/docs/src/theme/FeatureTables.js
index a7b31cdc2910e..afa27742aaee9 100644
--- a/docs/src/theme/FeatureTables.js
+++ b/docs/src/theme/FeatureTables.js
@@ -406,7 +406,7 @@ const FEATURE_TABLES = {
             },
             {
                 name: "NVIDIA",
-                link: "NVIDIAEmbeddings",
+                link: "nvidia_ai_endpoints",
                 package: "langchain-nvidia",
                 apiLink: "https://python.langchain.com/api_reference/nvidia_ai_endpoints/embeddings/langchain_nvidia_ai_endpoints.embeddings.NVIDIAEmbeddings.html"
             },
diff --git a/docs/src/theme/VectorStoreTabs.js b/docs/src/theme/VectorStoreTabs.js
new file mode 100644
index 0000000000000..52c20fba5158d
--- /dev/null
+++ b/docs/src/theme/VectorStoreTabs.js
@@ -0,0 +1,92 @@
+import React from "react";
+import Tabs from "@theme/Tabs";
+import TabItem from "@theme/TabItem";
+import CodeBlock from "@theme-original/CodeBlock";
+
+export default function VectorStoreTabs(props) {
+    const { customVarName } = props;
+
+    const vectorStoreVarName = customVarName ?? "vector_store";
+
+    const tabItems = [
+        {
+            value: "In-memory",
+            label: "In-memory",
+            text: `from langchain_core.vector_stores import InMemoryVectorStore\n\n${vectorStoreVarName} = InMemoryVectorStore(embeddings)`,
+            packageName: "langchain-core",
+            default: true,
+        },
+        {
+            value: "AstraDB",
+            label: "AstraDB",
+            text: `from langchain_astradb import AstraDBVectorStore\n\n${vectorStoreVarName} = AstraDBVectorStore(\n    embedding=embeddings,\n    api_endpoint=ASTRA_DB_API_ENDPOINT,\n    collection_name="astra_vector_langchain",\n    token=ASTRA_DB_APPLICATION_TOKEN,\n    namespace=ASTRA_DB_NAMESPACE,\n)`,
+            packageName: "langchain-astradb",
+            default: false,
+        },
+        {
+            value: "Chroma",
+            label: "Chroma",
+            text: `from langchain_chroma import Chroma\n\n${vectorStoreVarName} = Chroma(embedding_function=embeddings)`,
+            packageName: "langchain-chroma",
+            default: false,
+        },
+        {
+            value: "FAISS",
+            label: "FAISS",
+            text: `from langchain_community.vectorstores import FAISS\n\n${vectorStoreVarName} = FAISS(embedding_function=embeddings)`,
+            packageName: "langchain-community",
+            default: false,
+        },
+        {
+            value: "Milvus",
+            label: "Milvus",
+            text: `from langchain_milvus import Milvus\n\n${vectorStoreVarName} = Milvus(embedding_function=embeddings)`,
+            packageName: "langchain-milvus",
+            default: false,
+        },
+        {
+            value: "MongoDB",
+            label: "MongoDB",
+            text: `from langchain_mongodb import MongoDBAtlasVectorSearch\n\n${vectorStoreVarName} = MongoDBAtlasVectorSearch(\n    embedding=embeddings,\n    collection=MONGODB_COLLECTION,\n    index_name=ATLAS_VECTOR_SEARCH_INDEX_NAME,\n    relevance_score_fn="cosine",\n)`,
+            packageName: "langchain-mongodb",
+            default: false,
+        },
+        {
+            value: "PGVector",
+            label: "PGVector",
+            text: `from langchain_postgres import PGVector\n\n${vectorStoreVarName} = PGVector(\n    embedding=embeddings,\n    collection_name="my_docs",\n    connection="postgresql+psycopg://...",\n)`,
+            packageName: "langchain-postgres",
+            default: false,
+        },
+        {
+            value: "Pinecone",
+            label: "Pinecone",
+            text: `from langchain_pinecone import PineconeVectorStore\nfrom pinecone import Pinecone\n\npc = Pinecone(api_key=...)\nindex = pc.Index(index_name)\n\n${vectorStoreVarName} = PineconeVectorStore(embedding=embeddings, index=index)`,
+            packageName: "langchain-pinecone",
+            default: false,
+        },
+        {
+            value: "Qdrant",
+            label: "Qdrant",
+            text: `from langchain_qdrant import QdrantVectorStore\nfrom qdrant_client import QdrantClient\n\nclient = QdrantClient(":memory:")\n${vectorStoreVarName} = QdrantVectorStore(\n    client=client,\n    collection_name="test",\n    embedding=embeddings,\n)`,
+            packageName: "langchain-qdrant",
+            default: false,
+        },
+    ];
+
+    return (
+        <Tabs groupId="vectorStoreTabs">
+            {tabItems.map((tabItem) => (
+                <TabItem
+                    key={tabItem.value}
+                    value={tabItem.value}
+                    label={tabItem.label}
+                    default={tabItem.default}
+                >
+                    <CodeBlock language="bash">{`pip install -qU ${tabItem.packageName}`}</CodeBlock>
+                    <CodeBlock language="python">{tabItem.text}</CodeBlock>
+                </TabItem>
+            ))}
+        </Tabs>
+    );
+}

From 3a63055ce239ceacc70fcdaa2983c5a2222cf9ff Mon Sep 17 00:00:00 2001
From: Eugene Yurtsev <eyurtsev@gmail.com>
Date: Mon, 18 Nov 2024 14:35:10 -0500
Subject: [PATCH 06/17] docs[patch]: Add missing link to streaming concepts
 page (#28189)

Add missing streaming concept
---
 docs/docs/concepts/index.mdx | 1 +
 1 file changed, 1 insertion(+)

diff --git a/docs/docs/concepts/index.mdx b/docs/docs/concepts/index.mdx
index c53cc21ce21f1..9b7272643b49e 100644
--- a/docs/docs/concepts/index.mdx
+++ b/docs/docs/concepts/index.mdx
@@ -22,6 +22,7 @@ The conceptual guide does not cover step-by-step instructions or specific implem
 - **[Memory](https://langchain-ai.github.io/langgraph/concepts/memory/)**: Information about a conversation that is persisted so that it can be used in future conversations.
 - **[Multimodality](/docs/concepts/multimodality)**: The ability to work with data that comes in different forms, such as text, audio, images, and video.
 - **[Runnable interface](/docs/concepts/runnables)**: The base abstraction that many LangChain components and the LangChain Expression Language are built on.
+- **[Streaming](/docs/concepts/streaming)**: LangChain streaming APIs for surfacing results as they are generated.
 - **[LangChain Expression Language (LCEL)](/docs/concepts/lcel)**: A syntax for orchestrating LangChain components. Most useful for simpler applications.
 - **[Document loaders](/docs/concepts/document_loaders)**: Load a source as a list of documents.
 - **[Retrieval](/docs/concepts/retrieval)**: Information retrieval systems can retrieve structured or unstructured data from a datasource in response to a query.

From 6dfea7e508eb7c789dc7bb7d0b8a9042856beaf1 Mon Sep 17 00:00:00 2001
From: Mahdi Massahi <59474388+Mahdi-Massahi@users.noreply.github.com>
Date: Mon, 18 Nov 2024 21:46:47 +0100
Subject: [PATCH 07/17] docs: fixed a typo (#28191)

**Description**: removed the redundant phrase (typo)
---
 docs/docs/tutorials/llm_chain.ipynb | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/docs/tutorials/llm_chain.ipynb b/docs/docs/tutorials/llm_chain.ipynb
index fccc2c6cd9fc1..ea1a8ae0288f2 100644
--- a/docs/docs/tutorials/llm_chain.ipynb
+++ b/docs/docs/tutorials/llm_chain.ipynb
@@ -318,7 +318,7 @@
    "source": [
     "## Conclusion\n",
     "\n",
-    "That's it! In this tutorial you've learned how to create your first simple LLM application. You've learned how to work with language models, how to how to create a prompt template, and how to get great observability into chains you create with LangSmith.\n",
+    "That's it! In this tutorial you've learned how to create your first simple LLM application. You've learned how to work with language models, how to create a prompt template, and how to get great observability into chains you create with LangSmith.\n",
     "\n",
     "This just scratches the surface of what you will want to learn to become a proficient AI Engineer. Luckily - we've got a lot of other resources!\n",
     "\n",

From 018f4102f4c7e088f770de2972c8ae36760294e8 Mon Sep 17 00:00:00 2001
From: ccurme <chester.curme@gmail.com>
Date: Mon, 18 Nov 2024 16:00:20 -0500
Subject: [PATCH 08/17] docs: fix embeddings tabs (#28193)

- Update fake embeddings to deterministic fake embeddings
- Fix indentation
---
 docs/src/theme/EmbeddingTabs.js | 6 ++----
 1 file changed, 2 insertions(+), 4 deletions(-)

diff --git a/docs/src/theme/EmbeddingTabs.js b/docs/src/theme/EmbeddingTabs.js
index 3c4d1d814fd15..7e1012baec109 100644
--- a/docs/src/theme/EmbeddingTabs.js
+++ b/docs/src/theme/EmbeddingTabs.js
@@ -140,7 +140,7 @@ export default function EmbeddingTabs(props) {
       {
         value: "Fake",
         label: "Fake",
-        text: `from langchain_core.embeddings import FakeEmbeddings\n\n${embeddingVarName} = FakeEmbeddings(${fakeEmbeddingParamsOrDefault})`,
+        text: `from langchain_core.embeddings import DeterministicFakeEmbedding\n\n${embeddingVarName} = DeterministicFakeEmbedding(${fakeEmbeddingParamsOrDefault})`,
         apiKeyName: undefined,
         packageName: "langchain-core",
         default: false,
@@ -153,9 +153,7 @@ export default function EmbeddingTabs(props) {
             {tabItems
                 .filter((tabItem) => !tabItem.shouldHide)
                 .map((tabItem) => {
-                    const apiKeyText = tabItem.apiKeyName ? `import getpass
-
-    os.environ["${tabItem.apiKeyName}"] = getpass.getpass()` : '';
+                    const apiKeyText = tabItem.apiKeyName ? `import getpass\n\nos.environ["${tabItem.apiKeyName}"] = getpass.getpass()` : '';
                     return (
                         <TabItem
                             value={tabItem.value}

From cbeb8601d6b3429b75b4a9226e2a8775679b331c Mon Sep 17 00:00:00 2001
From: Erick Friis <erick@langchain.dev>
Date: Mon, 18 Nov 2024 14:09:16 -0800
Subject: [PATCH 09/17] docs: efficient rebuild (#28195)

if you run `make build start` in one tab, then start editing files, you
can efficient rebuild notebooks with `make generate-files md-sync
render`
---
 docs/Makefile                    |  2 +-
 docs/scripts/notebook_convert.py | 13 ++++++++++++-
 2 files changed, 13 insertions(+), 2 deletions(-)

diff --git a/docs/Makefile b/docs/Makefile
index fabed9f041ac5..a3c41260e3dd0 100644
--- a/docs/Makefile
+++ b/docs/Makefile
@@ -38,7 +38,7 @@ install-py-deps:
 
 generate-files:
 	mkdir -p $(INTERMEDIATE_DIR)
-	cp -r $(SOURCE_DIR)/* $(INTERMEDIATE_DIR)
+	cp -rp $(SOURCE_DIR)/* $(INTERMEDIATE_DIR)
 
 	$(PYTHON) scripts/tool_feat_table.py $(INTERMEDIATE_DIR)
 
diff --git a/docs/scripts/notebook_convert.py b/docs/scripts/notebook_convert.py
index 02b83f8032839..429734f115817 100644
--- a/docs/scripts/notebook_convert.py
+++ b/docs/scripts/notebook_convert.py
@@ -184,7 +184,18 @@ def _convert_notebook(
         source_paths_stripped = [p.strip() for p in source_path_strs]
         source_paths = [intermediate_docs_dir / p for p in source_paths_stripped if p]
     else:
-        source_paths = intermediate_docs_dir.glob("**/*.ipynb")
+        original_paths = list(intermediate_docs_dir.glob("**/*.ipynb"))
+        # exclude files that exist in output directory and are newer
+        relative_paths = [p.relative_to(intermediate_docs_dir) for p in original_paths]
+        out_paths = [
+            output_docs_dir / p.parent / (p.stem + ".md") for p in relative_paths
+        ]
+        source_paths = [
+            p
+            for p, o in zip(original_paths, out_paths)
+            if not o.exists() or o.stat().st_mtime < p.stat().st_mtime
+        ]
+        print(f"rebuilding {len(source_paths)}/{len(relative_paths)} notebooks")
 
     with multiprocessing.Pool() as pool:
         pool.map(

From d9d689572a23b590b1134d30740b50b5e553c8ef Mon Sep 17 00:00:00 2001
From: Erick Friis <erick@langchain.dev>
Date: Mon, 18 Nov 2024 15:54:38 -0800
Subject: [PATCH 10/17] openai: release 0.2.9, o1 streaming (#28197)

---
 .../langchain_openai/chat_models/base.py      |   3 -
 libs/partners/openai/poetry.lock              | 144 +++++++++---------
 libs/partners/openai/pyproject.toml           |   2 +-
 3 files changed, 73 insertions(+), 76 deletions(-)

diff --git a/libs/partners/openai/langchain_openai/chat_models/base.py b/libs/partners/openai/langchain_openai/chat_models/base.py
index 7d69b27fb1bc8..94c96202b07f6 100644
--- a/libs/partners/openai/langchain_openai/chat_models/base.py
+++ b/libs/partners/openai/langchain_openai/chat_models/base.py
@@ -993,9 +993,6 @@ def _should_stream(
             # TODO: Add support for streaming with Pydantic response_format.
             warnings.warn("Streaming with Pydantic response_format not yet supported.")
             return False
-        if self.model_name is not None and self.model_name.startswith("o1"):
-            # TODO: Add support for streaming with o1 once supported.
-            return False
 
         return super()._should_stream(
             async_api=async_api, run_manager=run_manager, **kwargs
diff --git a/libs/partners/openai/poetry.lock b/libs/partners/openai/poetry.lock
index 17cd5f497af25..118f8dc31d35c 100644
--- a/libs/partners/openai/poetry.lock
+++ b/libs/partners/openai/poetry.lock
@@ -188,73 +188,73 @@ files = [
 
 [[package]]
 name = "coverage"
-version = "7.6.4"
+version = "7.6.7"
 description = "Code coverage measurement for Python"
 optional = false
 python-versions = ">=3.9"
 files = [
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-    {file = "coverage-7.6.4-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:8165b796df0bd42e10527a3f493c592ba494f16ef3c8b531288e3d0d72c1f6f0"},
-    {file = "coverage-7.6.4-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:c7c8b95bf47db6d19096a5e052ffca0a05f335bc63cef281a6e8fe864d450a72"},
-    {file = "coverage-7.6.4-cp310-cp310-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:8ed9281d1b52628e81393f5eaee24a45cbd64965f41857559c2b7ff19385df51"},
-    {file = "coverage-7.6.4-cp310-cp310-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:0809082ee480bb8f7416507538243c8863ac74fd8a5d2485c46f0f7499f2b491"},
-    {file = "coverage-7.6.4-cp310-cp310-musllinux_1_2_aarch64.whl", hash = "sha256:d541423cdd416b78626b55f123412fcf979d22a2c39fce251b350de38c15c15b"},
-    {file = "coverage-7.6.4-cp310-cp310-musllinux_1_2_i686.whl", hash = "sha256:58809e238a8a12a625c70450b48e8767cff9eb67c62e6154a642b21ddf79baea"},
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 [package.dependencies]
@@ -315,13 +315,13 @@ files = [
 
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 description = "A minimal low-level HTTP client."
 optional = false
 python-versions = ">=3.8"
 files = [
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 [package.dependencies]
@@ -537,13 +537,13 @@ url = "../../standard-tests"
 
 [[package]]
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 description = "Client library to connect to the LangSmith LLM Tracing and Evaluation Platform."
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 python-versions = "<4.0,>=3.8.1"
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 [package.dependencies]
@@ -667,13 +667,13 @@ files = [
 
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 description = "The official Python library for the openai API"
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 python-versions = ">=3.8"
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 [package.dependencies]
diff --git a/libs/partners/openai/pyproject.toml b/libs/partners/openai/pyproject.toml
index 492cbc63eac4b..744812533a7eb 100644
--- a/libs/partners/openai/pyproject.toml
+++ b/libs/partners/openai/pyproject.toml
@@ -4,7 +4,7 @@ build-backend = "poetry.core.masonry.api"
 
 [tool.poetry]
 name = "langchain-openai"
-version = "0.2.8"
+version = "0.2.9"
 description = "An integration package connecting OpenAI and LangChain"
 authors = []
 readme = "README.md"

From 24eea2e3981ba1addf5ffd01d1a9ad450cc8fadc Mon Sep 17 00:00:00 2001
From: Erick Friis <erick@langchain.dev>
Date: Mon, 18 Nov 2024 17:43:08 -0800
Subject: [PATCH 11/17] infra: allow non-langchainai packages (#28199)

---
 .github/scripts/prep_api_docs_build.py | 36 ++++++++++++++------------
 .github/workflows/api_doc_build.yml    |  4 +--
 2 files changed, 22 insertions(+), 18 deletions(-)

diff --git a/.github/scripts/prep_api_docs_build.py b/.github/scripts/prep_api_docs_build.py
index 2c2655e2155a4..0ddd7ac053de5 100644
--- a/.github/scripts/prep_api_docs_build.py
+++ b/.github/scripts/prep_api_docs_build.py
@@ -11,7 +11,9 @@
 def load_packages_yaml() -> Dict[str, Any]:
     """Load and parse the packages.yml file."""
     with open("langchain/libs/packages.yml", "r") as f:
-        return yaml.safe_load(f)
+        all_packages = yaml.safe_load(f)
+
+    return {k: v for k, v in all_packages.items() if k["repo"]}
 
 
 def get_target_dir(package_name: str) -> Path:
@@ -23,24 +25,19 @@ def get_target_dir(package_name: str) -> Path:
     return base_path / "partners" / package_name_short
 
 
-def clean_target_directories(packages: Dict[str, Any]) -> None:
+def clean_target_directories(packages: list) -> None:
     """Remove old directories that will be replaced."""
-    for package in packages["packages"]:
-        if package["repo"] != "langchain-ai/langchain":
-            target_dir = get_target_dir(package["name"])
-            if target_dir.exists():
-                print(f"Removing {target_dir}")
-                shutil.rmtree(target_dir)
+    for package in packages:
+
+        target_dir = get_target_dir(package["name"])
+        if target_dir.exists():
+            print(f"Removing {target_dir}")
+            shutil.rmtree(target_dir)
 
 
-def move_libraries(packages: Dict[str, Any]) -> None:
+def move_libraries(packages: list) -> None:
     """Move libraries from their source locations to the target directories."""
-    for package in packages["packages"]:
-        # Skip if it's the main langchain repo or disabled
-        if package["repo"] == "langchain-ai/langchain" or package.get(
-            "disabled", False
-        ):
-            continue
+    for package in packages:
 
         repo_name = package["repo"].split("/")[1]
         source_path = package["path"]
@@ -68,7 +65,14 @@ def main():
     """Main function to orchestrate the library sync process."""
     try:
         # Load packages configuration
-        packages = load_packages_yaml()
+        package_yaml = load_packages_yaml()
+        packages = [
+            p
+            for p in package_yaml["packages"]
+            if not p.get("disabled", False)
+            and p["repo"].startswith("langchain-ai/")
+            and p["repo"] != "langchain-ai/langchain"
+        ]
 
         # Clean target directories
         clean_target_directories(packages)
diff --git a/.github/workflows/api_doc_build.yml b/.github/workflows/api_doc_build.yml
index 26e2b19cb4602..959f35a94bd37 100644
--- a/.github/workflows/api_doc_build.yml
+++ b/.github/workflows/api_doc_build.yml
@@ -37,9 +37,9 @@ jobs:
           # Get unique repositories
           REPOS=$(echo "$REPOS_UNSORTED" | sort -u)
           
-          # Checkout each unique repository
+          # Checkout each unique repository that is in langchain-ai org
           for repo in $REPOS; do
-            if [ "$repo" != "langchain-ai/langchain" ]; then
+            if [[ "$repo" != "langchain-ai/langchain" && "$repo" == langchain-ai/* ]]; then
               REPO_NAME=$(echo $repo | cut -d'/' -f2)
               echo "Checking out $repo to $REPO_NAME"
               git clone --depth 1 https://github.com/$repo.git $REPO_NAME

From 0dbaf05bb7f15a1040849747e0b5ecaf2292087a Mon Sep 17 00:00:00 2001
From: Erick Friis <erick@langchain.dev>
Date: Mon, 18 Nov 2024 19:10:39 -0800
Subject: [PATCH 12/17] standard-tests: rename langchain_standard_tests to
 langchain_tests, release 0.3.2 (#28203)

---
 .github/workflows/_release.yml                |  6 +-----
 .../how_to/integrations/standard_tests.ipynb  | 20 +++++++------------
 .../chat_models/test_litellm_standard.py      |  2 +-
 .../chat_models/test_moonshot.py              |  2 +-
 .../integration_tests/storage/test_mongodb.py |  2 +-
 .../vectorstores/test_aperturedb.py           |  2 +-
 .../chat_models/test_cloudflare_workersai.py  |  2 +-
 .../unit_tests/chat_models/test_litellm.py    |  2 +-
 .../unit_tests/vectorstores/test_inmemory.py  |  2 +-
 .../indexing/test_in_memory_indexer.py        |  2 +-
 .../tests/unit_tests/stores/test_in_memory.py |  2 +-
 .../unit_tests/vectorstores/test_in_memory.py |  2 +-
 .../chat_models/test_base.py                  |  2 +-
 .../tests/integration_tests/test_standard.py  |  2 +-
 .../tests/unit_tests/test_standard.py         |  2 +-
 .../tests/integration_tests/test_standard.py  |  2 +-
 .../unit_tests/test_embeddings_standard.py    |  2 +-
 .../tests/unit_tests/test_standard.py         |  2 +-
 .../integration_tests/test_chat_models.py     |  2 +-
 .../tests/integration_tests/test_standard.py  |  2 +-
 .../groq/tests/unit_tests/test_standard.py    |  2 +-
 .../test_embeddings_standard.py               |  2 +-
 .../tests/integration_tests/test_standard.py  |  2 +-
 .../tests/integration_tests/test_standard.py  |  2 +-
 .../tests/unit_tests/test_standard.py         |  2 +-
 .../integration_tests/test_chat_models.py     |  2 +-
 .../integration_tests/test_embeddings.py      |  2 +-
 .../tests/unit_tests/test_chat_models.py      |  2 +-
 .../chat_models/test_azure_standard.py        |  2 +-
 .../chat_models/test_base.py                  | 12 +++++------
 .../chat_models/test_base_standard.py         |  2 +-
 .../chat_models/test_azure_standard.py        |  2 +-
 .../chat_models/test_base_standard.py         |  2 +-
 .../embeddings/test_azure_standard.py         |  2 +-
 .../embeddings/test_base_standard.py          |  2 +-
 .../test_chat_models_standard.py              |  2 +-
 .../unit_tests/test_chat_models_standard.py   |  2 +-
 libs/standard-tests/Makefile                  |  4 ++--
 libs/standard-tests/README.md                 |  4 ++--
 .../__init__.py                               |  0
 .../base.py                                   |  2 +-
 .../integration_tests/__init__.py             |  4 +---
 .../integration_tests/base_store.py           |  2 +-
 .../integration_tests/cache.py                |  2 +-
 .../integration_tests/chat_models.py          |  4 ++--
 .../integration_tests/embeddings.py           |  2 +-
 .../integration_tests/indexer.py              |  0
 .../integration_tests/tools.py                |  2 +-
 .../integration_tests/vectorstores.py         |  2 +-
 .../py.typed                                  |  0
 .../unit_tests/__init__.py                    |  2 +-
 .../unit_tests/chat_models.py                 |  4 ++--
 .../unit_tests/embeddings.py                  |  2 +-
 .../unit_tests/tools.py                       |  2 +-
 .../utils/__init__.py                         |  0
 .../utils/pydantic.py                         |  0
 libs/standard-tests/pyproject.toml            |  3 +--
 .../unit_tests/test_in_memory_base_store.py   |  2 +-
 .../tests/unit_tests/test_in_memory_cache.py  |  2 +-
 .../unit_tests/test_in_memory_vectorstore.py  |  2 +-
 60 files changed, 70 insertions(+), 83 deletions(-)
 rename libs/standard-tests/{langchain_standard_tests => langchain_tests}/__init__.py (100%)
 rename libs/standard-tests/{langchain_standard_tests => langchain_tests}/base.py (96%)
 rename libs/standard-tests/{langchain_standard_tests => langchain_tests}/integration_tests/__init__.py (90%)
 rename libs/standard-tests/{langchain_standard_tests => langchain_tests}/integration_tests/base_store.py (99%)
 rename libs/standard-tests/{langchain_standard_tests => langchain_tests}/integration_tests/cache.py (99%)
 rename libs/standard-tests/{langchain_standard_tests => langchain_tests}/integration_tests/chat_models.py (99%)
 rename libs/standard-tests/{langchain_standard_tests => langchain_tests}/integration_tests/embeddings.py (96%)
 rename libs/standard-tests/{langchain_standard_tests => langchain_tests}/integration_tests/indexer.py (100%)
 rename libs/standard-tests/{langchain_standard_tests => langchain_tests}/integration_tests/tools.py (97%)
 rename libs/standard-tests/{langchain_standard_tests => langchain_tests}/integration_tests/vectorstores.py (99%)
 rename libs/standard-tests/{langchain_standard_tests => langchain_tests}/py.typed (100%)
 rename libs/standard-tests/{langchain_standard_tests => langchain_tests}/unit_tests/__init__.py (86%)
 rename libs/standard-tests/{langchain_standard_tests => langchain_tests}/unit_tests/chat_models.py (98%)
 rename libs/standard-tests/{langchain_standard_tests => langchain_tests}/unit_tests/embeddings.py (96%)
 rename libs/standard-tests/{langchain_standard_tests => langchain_tests}/unit_tests/tools.py (97%)
 rename libs/standard-tests/{langchain_standard_tests => langchain_tests}/utils/__init__.py (100%)
 rename libs/standard-tests/{langchain_standard_tests => langchain_tests}/utils/pydantic.py (100%)

diff --git a/.github/workflows/_release.yml b/.github/workflows/_release.yml
index 6dcbfcda11043..bf0c1e0454f20 100644
--- a/.github/workflows/_release.yml
+++ b/.github/workflows/_release.yml
@@ -219,11 +219,7 @@ jobs:
 
           # Replace all dashes in the package name with underscores,
           # since that's how Python imports packages with dashes in the name.
-          if [ "$PKG_NAME" == "langchain-tests" ]; then
-            IMPORT_NAME="langchain_standard_tests"
-          else
-            IMPORT_NAME="$(echo "$PKG_NAME" | sed s/-/_/g)"
-          fi
+          IMPORT_NAME="$(echo "$PKG_NAME" | sed s/-/_/g)"
 
           poetry run python -c "import $IMPORT_NAME; print(dir($IMPORT_NAME))"
 
diff --git a/docs/docs/contributing/how_to/integrations/standard_tests.ipynb b/docs/docs/contributing/how_to/integrations/standard_tests.ipynb
index c741a76077304..ace79d531305f 100644
--- a/docs/docs/contributing/how_to/integrations/standard_tests.ipynb
+++ b/docs/docs/contributing/how_to/integrations/standard_tests.ipynb
@@ -15,16 +15,10 @@
     "First, let's install 2 dependencies:\n",
     "\n",
     "- `langchain-core` will define the interfaces we want to import to define our custom tool.\n",
-    "- `langchain-tests==0.3.0` will provide the standard tests we want to use.\n",
+    "- `langchain-tests==0.3.2` will provide the standard tests we want to use.\n",
     "\n",
     ":::note\n",
     "\n",
-    "The `langchain-tests` package contains the module `langchain_standard_tests`. This name\n",
-    "mistmatch is due to this package historically being called `langchain_standard_tests` and\n",
-    "the name not being available on PyPi. This will either be reconciled by our \n",
-    "[PEP 541 request](https://github.com/pypi/support/issues/5062) (we welcome upvotes!), \n",
-    "or in a new release of `langchain-tests`.\n",
-    "\n",
     "Because added tests in new versions of `langchain-tests` will always break your CI/CD pipelines, we recommend pinning the \n",
     "version of `langchain-tests==0.3.0` to avoid unexpected changes.\n",
     "\n",
@@ -91,8 +85,8 @@
     "\n",
     "There are 2 namespaces in the `langchain-tests` package: \n",
     "\n",
-    "- unit tests (`langchain_standard_tests.unit_tests`): designed to be used to test the tool in isolation and without access to external services\n",
-    "- integration tests (`langchain_standard_tests.integration_tests`): designed to be used to test the tool with access to external services (in particular, the external service that the tool is designed to interact with).\n",
+    "- unit tests (`langchain_tests.unit_tests`): designed to be used to test the tool in isolation and without access to external services\n",
+    "- integration tests (`langchain_tests.integration_tests`): designed to be used to test the tool with access to external services (in particular, the external service that the tool is designed to interact with).\n",
     "\n",
     ":::note\n",
     "\n",
@@ -122,7 +116,7 @@
     "from typing import Type\n",
     "\n",
     "from langchain_parrot_link.tools import ParrotMultiplyTool\n",
-    "from langchain_standard_tests.unit_tests import ToolsUnitTests\n",
+    "from langchain_tests.unit_tests import ToolsUnitTests\n",
     "\n",
     "\n",
     "class TestParrotMultiplyToolUnit(ToolsUnitTests):\n",
@@ -156,7 +150,7 @@
     "from typing import Type\n",
     "\n",
     "from langchain_parrot_link.tools import ParrotMultiplyTool\n",
-    "from langchain_standard_tests.integration_tests import ToolsIntegrationTests\n",
+    "from langchain_tests.integration_tests import ToolsIntegrationTests\n",
     "\n",
     "\n",
     "class TestParrotMultiplyToolIntegration(ToolsIntegrationTests):\n",
@@ -217,7 +211,7 @@
     "from typing import Tuple, Type\n",
     "\n",
     "from langchain_parrot_link.chat_models import ChatParrotLink\n",
-    "from langchain_standard_tests.unit_tests import ChatModelUnitTests\n",
+    "from langchain_tests.unit_tests import ChatModelUnitTests\n",
     "\n",
     "\n",
     "class TestChatParrotLinkUnit(ChatModelUnitTests):\n",
@@ -236,7 +230,7 @@
     "from typing import Type\n",
     "\n",
     "from langchain_parrot_link.chat_models import ChatParrotLink\n",
-    "from langchain_standard_tests.integration_tests import ChatModelIntegrationTests\n",
+    "from langchain_tests.integration_tests import ChatModelIntegrationTests\n",
     "\n",
     "\n",
     "class TestChatParrotLinkIntegration(ChatModelIntegrationTests):\n",
diff --git a/libs/community/tests/integration_tests/chat_models/test_litellm_standard.py b/libs/community/tests/integration_tests/chat_models/test_litellm_standard.py
index 972617617bd4c..5e87e3ac8a0e2 100644
--- a/libs/community/tests/integration_tests/chat_models/test_litellm_standard.py
+++ b/libs/community/tests/integration_tests/chat_models/test_litellm_standard.py
@@ -4,7 +4,7 @@
 
 import pytest
 from langchain_core.language_models import BaseChatModel
-from langchain_standard_tests.integration_tests import ChatModelIntegrationTests
+from langchain_tests.integration_tests import ChatModelIntegrationTests
 
 from langchain_community.chat_models.litellm import ChatLiteLLM
 
diff --git a/libs/community/tests/integration_tests/chat_models/test_moonshot.py b/libs/community/tests/integration_tests/chat_models/test_moonshot.py
index 68d9f43b5d8f0..de4725cfa6c8e 100644
--- a/libs/community/tests/integration_tests/chat_models/test_moonshot.py
+++ b/libs/community/tests/integration_tests/chat_models/test_moonshot.py
@@ -4,7 +4,7 @@
 
 import pytest
 from langchain_core.language_models import BaseChatModel
-from langchain_standard_tests.integration_tests import ChatModelIntegrationTests
+from langchain_tests.integration_tests import ChatModelIntegrationTests
 from pydantic import SecretStr
 
 from langchain_community.chat_models.moonshot import MoonshotChat
diff --git a/libs/community/tests/integration_tests/storage/test_mongodb.py b/libs/community/tests/integration_tests/storage/test_mongodb.py
index 850e4f73c2b47..82aa4b76057f3 100644
--- a/libs/community/tests/integration_tests/storage/test_mongodb.py
+++ b/libs/community/tests/integration_tests/storage/test_mongodb.py
@@ -2,7 +2,7 @@
 
 import pytest
 from langchain_core.documents import Document
-from langchain_standard_tests.integration_tests.base_store import BaseStoreSyncTests
+from langchain_tests.integration_tests.base_store import BaseStoreSyncTests
 
 from langchain_community.storage.mongodb import MongoDBByteStore, MongoDBStore
 
diff --git a/libs/community/tests/integration_tests/vectorstores/test_aperturedb.py b/libs/community/tests/integration_tests/vectorstores/test_aperturedb.py
index 9e5f370d7d4cb..15d65de90b136 100644
--- a/libs/community/tests/integration_tests/vectorstores/test_aperturedb.py
+++ b/libs/community/tests/integration_tests/vectorstores/test_aperturedb.py
@@ -3,7 +3,7 @@
 import uuid
 
 import pytest
-from langchain_standard_tests.integration_tests.vectorstores import (
+from langchain_tests.integration_tests.vectorstores import (
     AsyncReadWriteTestSuite,
     ReadWriteTestSuite,
 )
diff --git a/libs/community/tests/unit_tests/chat_models/test_cloudflare_workersai.py b/libs/community/tests/unit_tests/chat_models/test_cloudflare_workersai.py
index 940616048de02..0f0fabe3cd1e5 100644
--- a/libs/community/tests/unit_tests/chat_models/test_cloudflare_workersai.py
+++ b/libs/community/tests/unit_tests/chat_models/test_cloudflare_workersai.py
@@ -11,7 +11,7 @@
     SystemMessage,
     ToolMessage,
 )
-from langchain_standard_tests.unit_tests import ChatModelUnitTests
+from langchain_tests.unit_tests import ChatModelUnitTests
 
 from langchain_community.chat_models.cloudflare_workersai import (
     ChatCloudflareWorkersAI,
diff --git a/libs/community/tests/unit_tests/chat_models/test_litellm.py b/libs/community/tests/unit_tests/chat_models/test_litellm.py
index 583c53d64bd1d..1d11fe5bd3f0a 100644
--- a/libs/community/tests/unit_tests/chat_models/test_litellm.py
+++ b/libs/community/tests/unit_tests/chat_models/test_litellm.py
@@ -4,7 +4,7 @@
 
 import pytest
 from langchain_core.language_models import BaseChatModel
-from langchain_standard_tests.unit_tests import ChatModelUnitTests
+from langchain_tests.unit_tests import ChatModelUnitTests
 
 from langchain_community.chat_models.litellm import ChatLiteLLM
 
diff --git a/libs/community/tests/unit_tests/vectorstores/test_inmemory.py b/libs/community/tests/unit_tests/vectorstores/test_inmemory.py
index 6facca3429b2a..b650cda14fdd1 100644
--- a/libs/community/tests/unit_tests/vectorstores/test_inmemory.py
+++ b/libs/community/tests/unit_tests/vectorstores/test_inmemory.py
@@ -3,7 +3,7 @@
 
 import pytest
 from langchain_core.documents import Document
-from langchain_standard_tests.integration_tests.vectorstores import (
+from langchain_tests.integration_tests.vectorstores import (
     AsyncReadWriteTestSuite,
     ReadWriteTestSuite,
 )
diff --git a/libs/core/tests/unit_tests/indexing/test_in_memory_indexer.py b/libs/core/tests/unit_tests/indexing/test_in_memory_indexer.py
index 6ddeefc62330b..58ee2514644dd 100644
--- a/libs/core/tests/unit_tests/indexing/test_in_memory_indexer.py
+++ b/libs/core/tests/unit_tests/indexing/test_in_memory_indexer.py
@@ -3,7 +3,7 @@
 from collections.abc import AsyncGenerator, Generator
 
 import pytest
-from langchain_standard_tests.integration_tests.indexer import (
+from langchain_tests.integration_tests.indexer import (
     AsyncDocumentIndexTestSuite,
     DocumentIndexerTestSuite,
 )
diff --git a/libs/core/tests/unit_tests/stores/test_in_memory.py b/libs/core/tests/unit_tests/stores/test_in_memory.py
index 3c5f810b1fc6a..1ae91db4a385e 100644
--- a/libs/core/tests/unit_tests/stores/test_in_memory.py
+++ b/libs/core/tests/unit_tests/stores/test_in_memory.py
@@ -1,5 +1,5 @@
 import pytest
-from langchain_standard_tests.integration_tests.base_store import (
+from langchain_tests.integration_tests.base_store import (
     BaseStoreAsyncTests,
     BaseStoreSyncTests,
 )
diff --git a/libs/core/tests/unit_tests/vectorstores/test_in_memory.py b/libs/core/tests/unit_tests/vectorstores/test_in_memory.py
index 1ab6186882639..34764f99c1016 100644
--- a/libs/core/tests/unit_tests/vectorstores/test_in_memory.py
+++ b/libs/core/tests/unit_tests/vectorstores/test_in_memory.py
@@ -2,7 +2,7 @@
 from unittest.mock import AsyncMock, Mock
 
 import pytest
-from langchain_standard_tests.integration_tests.vectorstores import (
+from langchain_tests.integration_tests.vectorstores import (
     AsyncReadWriteTestSuite,
     ReadWriteTestSuite,
 )
diff --git a/libs/langchain/tests/integration_tests/chat_models/test_base.py b/libs/langchain/tests/integration_tests/chat_models/test_base.py
index efed6e1d52290..baee018999c28 100644
--- a/libs/langchain/tests/integration_tests/chat_models/test_base.py
+++ b/libs/langchain/tests/integration_tests/chat_models/test_base.py
@@ -5,7 +5,7 @@
 from langchain_core.messages import AIMessage
 from langchain_core.prompts import ChatPromptTemplate
 from langchain_core.runnables import RunnableConfig
-from langchain_standard_tests.integration_tests import ChatModelIntegrationTests
+from langchain_tests.integration_tests import ChatModelIntegrationTests
 from pydantic import BaseModel
 
 from langchain.chat_models import init_chat_model
diff --git a/libs/partners/anthropic/tests/integration_tests/test_standard.py b/libs/partners/anthropic/tests/integration_tests/test_standard.py
index 241588f32a34c..dc69c1dda4034 100644
--- a/libs/partners/anthropic/tests/integration_tests/test_standard.py
+++ b/libs/partners/anthropic/tests/integration_tests/test_standard.py
@@ -5,7 +5,7 @@
 
 from langchain_core.language_models import BaseChatModel
 from langchain_core.messages import AIMessage
-from langchain_standard_tests.integration_tests import ChatModelIntegrationTests
+from langchain_tests.integration_tests import ChatModelIntegrationTests
 
 from langchain_anthropic import ChatAnthropic
 
diff --git a/libs/partners/anthropic/tests/unit_tests/test_standard.py b/libs/partners/anthropic/tests/unit_tests/test_standard.py
index 7976dcb2bc9cf..7879e2995bb8e 100644
--- a/libs/partners/anthropic/tests/unit_tests/test_standard.py
+++ b/libs/partners/anthropic/tests/unit_tests/test_standard.py
@@ -3,7 +3,7 @@
 from typing import Type
 
 from langchain_core.language_models import BaseChatModel
-from langchain_standard_tests.unit_tests import ChatModelUnitTests
+from langchain_tests.unit_tests import ChatModelUnitTests
 
 from langchain_anthropic import ChatAnthropic
 
diff --git a/libs/partners/fireworks/tests/integration_tests/test_standard.py b/libs/partners/fireworks/tests/integration_tests/test_standard.py
index cfefb2445e6a3..692dcb40cf357 100644
--- a/libs/partners/fireworks/tests/integration_tests/test_standard.py
+++ b/libs/partners/fireworks/tests/integration_tests/test_standard.py
@@ -4,7 +4,7 @@
 
 import pytest
 from langchain_core.language_models import BaseChatModel
-from langchain_standard_tests.integration_tests import (  # type: ignore[import-not-found]
+from langchain_tests.integration_tests import (  # type: ignore[import-not-found]
     ChatModelIntegrationTests,  # type: ignore[import-not-found]
 )
 
diff --git a/libs/partners/fireworks/tests/unit_tests/test_embeddings_standard.py b/libs/partners/fireworks/tests/unit_tests/test_embeddings_standard.py
index ea8d16f92d0a8..44b6197a39181 100644
--- a/libs/partners/fireworks/tests/unit_tests/test_embeddings_standard.py
+++ b/libs/partners/fireworks/tests/unit_tests/test_embeddings_standard.py
@@ -3,7 +3,7 @@
 from typing import Tuple, Type
 
 from langchain_core.embeddings import Embeddings
-from langchain_standard_tests.unit_tests.embeddings import EmbeddingsUnitTests
+from langchain_tests.unit_tests.embeddings import EmbeddingsUnitTests
 
 from langchain_fireworks import FireworksEmbeddings
 
diff --git a/libs/partners/fireworks/tests/unit_tests/test_standard.py b/libs/partners/fireworks/tests/unit_tests/test_standard.py
index 61d0d152ba831..4f444897154a8 100644
--- a/libs/partners/fireworks/tests/unit_tests/test_standard.py
+++ b/libs/partners/fireworks/tests/unit_tests/test_standard.py
@@ -3,7 +3,7 @@
 from typing import Tuple, Type
 
 from langchain_core.language_models import BaseChatModel
-from langchain_standard_tests.unit_tests import (  # type: ignore[import-not-found]
+from langchain_tests.unit_tests import (  # type: ignore[import-not-found]
     ChatModelUnitTests,  # type: ignore[import-not-found]
 )
 
diff --git a/libs/partners/groq/tests/integration_tests/test_chat_models.py b/libs/partners/groq/tests/integration_tests/test_chat_models.py
index 1b2cf05b54239..a672de34bc53e 100644
--- a/libs/partners/groq/tests/integration_tests/test_chat_models.py
+++ b/libs/partners/groq/tests/integration_tests/test_chat_models.py
@@ -395,7 +395,7 @@ class Joke(BaseModel):
 
 
 def test_tool_calling_no_arguments() -> None:
-    # Note: this is a variant of a test in langchain_standard_tests
+    # Note: this is a variant of a test in langchain_tests
     # that as of 2024-08-19 fails with "Failed to call a function. Please
     # adjust your prompt." when `tool_choice="any"` is specified, but
     # passes when `tool_choice` is not specified.
diff --git a/libs/partners/groq/tests/integration_tests/test_standard.py b/libs/partners/groq/tests/integration_tests/test_standard.py
index d34257b4c529e..3870ae953f6ee 100644
--- a/libs/partners/groq/tests/integration_tests/test_standard.py
+++ b/libs/partners/groq/tests/integration_tests/test_standard.py
@@ -5,7 +5,7 @@
 import pytest
 from langchain_core.language_models import BaseChatModel
 from langchain_core.rate_limiters import InMemoryRateLimiter
-from langchain_standard_tests.integration_tests import (
+from langchain_tests.integration_tests import (
     ChatModelIntegrationTests,
 )
 
diff --git a/libs/partners/groq/tests/unit_tests/test_standard.py b/libs/partners/groq/tests/unit_tests/test_standard.py
index 939d817499e25..e4df2916f3052 100644
--- a/libs/partners/groq/tests/unit_tests/test_standard.py
+++ b/libs/partners/groq/tests/unit_tests/test_standard.py
@@ -3,7 +3,7 @@
 from typing import Type
 
 from langchain_core.language_models import BaseChatModel
-from langchain_standard_tests.unit_tests.chat_models import (
+from langchain_tests.unit_tests.chat_models import (
     ChatModelUnitTests,
 )
 
diff --git a/libs/partners/huggingface/tests/integration_tests/test_embeddings_standard.py b/libs/partners/huggingface/tests/integration_tests/test_embeddings_standard.py
index 4f5cefcbdff2c..a878bea8cfa8a 100644
--- a/libs/partners/huggingface/tests/integration_tests/test_embeddings_standard.py
+++ b/libs/partners/huggingface/tests/integration_tests/test_embeddings_standard.py
@@ -2,7 +2,7 @@
 
 from typing import Type
 
-from langchain_standard_tests.integration_tests import EmbeddingsIntegrationTests
+from langchain_tests.integration_tests import EmbeddingsIntegrationTests
 
 from langchain_huggingface.embeddings import (
     HuggingFaceEmbeddings,
diff --git a/libs/partners/huggingface/tests/integration_tests/test_standard.py b/libs/partners/huggingface/tests/integration_tests/test_standard.py
index 34392e979f437..682a4c625ee9f 100644
--- a/libs/partners/huggingface/tests/integration_tests/test_standard.py
+++ b/libs/partners/huggingface/tests/integration_tests/test_standard.py
@@ -4,7 +4,7 @@
 
 import pytest
 from langchain_core.language_models import BaseChatModel
-from langchain_standard_tests.integration_tests import ChatModelIntegrationTests
+from langchain_tests.integration_tests import ChatModelIntegrationTests
 
 from langchain_huggingface import ChatHuggingFace, HuggingFaceEndpoint
 
diff --git a/libs/partners/mistralai/tests/integration_tests/test_standard.py b/libs/partners/mistralai/tests/integration_tests/test_standard.py
index cea6399ee4cd8..822f2284abc1c 100644
--- a/libs/partners/mistralai/tests/integration_tests/test_standard.py
+++ b/libs/partners/mistralai/tests/integration_tests/test_standard.py
@@ -3,7 +3,7 @@
 from typing import Optional, Type
 
 from langchain_core.language_models import BaseChatModel
-from langchain_standard_tests.integration_tests import (  # type: ignore[import-not-found]
+from langchain_tests.integration_tests import (  # type: ignore[import-not-found]
     ChatModelIntegrationTests,  # type: ignore[import-not-found]
 )
 
diff --git a/libs/partners/mistralai/tests/unit_tests/test_standard.py b/libs/partners/mistralai/tests/unit_tests/test_standard.py
index 408a6e5a6b9f8..fde82de2d5071 100644
--- a/libs/partners/mistralai/tests/unit_tests/test_standard.py
+++ b/libs/partners/mistralai/tests/unit_tests/test_standard.py
@@ -3,7 +3,7 @@
 from typing import Type
 
 from langchain_core.language_models import BaseChatModel
-from langchain_standard_tests.unit_tests import (  # type: ignore[import-not-found]
+from langchain_tests.unit_tests import (  # type: ignore[import-not-found]
     ChatModelUnitTests,  # type: ignore[import-not-found]
 )
 
diff --git a/libs/partners/ollama/tests/integration_tests/test_chat_models.py b/libs/partners/ollama/tests/integration_tests/test_chat_models.py
index 10ffcb39d2777..9133106cae7b9 100644
--- a/libs/partners/ollama/tests/integration_tests/test_chat_models.py
+++ b/libs/partners/ollama/tests/integration_tests/test_chat_models.py
@@ -4,7 +4,7 @@
 
 import pytest
 from langchain_core.language_models import BaseChatModel
-from langchain_standard_tests.integration_tests import ChatModelIntegrationTests
+from langchain_tests.integration_tests import ChatModelIntegrationTests
 
 from langchain_ollama.chat_models import ChatOllama
 
diff --git a/libs/partners/ollama/tests/integration_tests/test_embeddings.py b/libs/partners/ollama/tests/integration_tests/test_embeddings.py
index 26722362e6b66..0953510c901aa 100644
--- a/libs/partners/ollama/tests/integration_tests/test_embeddings.py
+++ b/libs/partners/ollama/tests/integration_tests/test_embeddings.py
@@ -2,7 +2,7 @@
 
 from typing import Type
 
-from langchain_standard_tests.integration_tests import EmbeddingsIntegrationTests
+from langchain_tests.integration_tests import EmbeddingsIntegrationTests
 
 from langchain_ollama.embeddings import OllamaEmbeddings
 
diff --git a/libs/partners/ollama/tests/unit_tests/test_chat_models.py b/libs/partners/ollama/tests/unit_tests/test_chat_models.py
index d086914310489..850e3423e0bf9 100644
--- a/libs/partners/ollama/tests/unit_tests/test_chat_models.py
+++ b/libs/partners/ollama/tests/unit_tests/test_chat_models.py
@@ -2,7 +2,7 @@
 
 from typing import Dict, Type
 
-from langchain_standard_tests.unit_tests import ChatModelUnitTests
+from langchain_tests.unit_tests import ChatModelUnitTests
 
 from langchain_ollama.chat_models import ChatOllama
 
diff --git a/libs/partners/openai/tests/integration_tests/chat_models/test_azure_standard.py b/libs/partners/openai/tests/integration_tests/chat_models/test_azure_standard.py
index c99bfb1126e22..fff0599963c2f 100644
--- a/libs/partners/openai/tests/integration_tests/chat_models/test_azure_standard.py
+++ b/libs/partners/openai/tests/integration_tests/chat_models/test_azure_standard.py
@@ -5,7 +5,7 @@
 
 import pytest
 from langchain_core.language_models import BaseChatModel
-from langchain_standard_tests.integration_tests import ChatModelIntegrationTests
+from langchain_tests.integration_tests import ChatModelIntegrationTests
 
 from langchain_openai import AzureChatOpenAI
 
diff --git a/libs/partners/openai/tests/integration_tests/chat_models/test_base.py b/libs/partners/openai/tests/integration_tests/chat_models/test_base.py
index 858ab1e4b4321..cbee0d7041850 100644
--- a/libs/partners/openai/tests/integration_tests/chat_models/test_base.py
+++ b/libs/partners/openai/tests/integration_tests/chat_models/test_base.py
@@ -22,10 +22,8 @@
 )
 from langchain_core.outputs import ChatGeneration, ChatResult, LLMResult
 from langchain_core.prompts import ChatPromptTemplate
-from langchain_standard_tests.integration_tests.chat_models import (
-    _validate_tool_call_message,
-)
-from langchain_standard_tests.integration_tests.chat_models import (
+from langchain_tests.integration_tests.chat_models import _validate_tool_call_message
+from langchain_tests.integration_tests.chat_models import (
     magic_function as invalid_magic_function,
 )
 from pydantic import BaseModel, Field
@@ -1022,7 +1020,8 @@ def test_audio_input_modality() -> None:
 
 
 def test_prediction_tokens() -> None:
-    code = dedent("""
+    code = dedent(
+        """
     /// <summary>
     /// Represents a user with a first name, last name, and username.
     /// </summary>
@@ -1043,7 +1042,8 @@ def test_prediction_tokens() -> None:
         /// </summary>
         public string Username { get; set; }
     }
-    """)
+    """
+    )
 
     llm = ChatOpenAI(model="gpt-4o")
     query = (
diff --git a/libs/partners/openai/tests/integration_tests/chat_models/test_base_standard.py b/libs/partners/openai/tests/integration_tests/chat_models/test_base_standard.py
index b021603aace41..890e70268085f 100644
--- a/libs/partners/openai/tests/integration_tests/chat_models/test_base_standard.py
+++ b/libs/partners/openai/tests/integration_tests/chat_models/test_base_standard.py
@@ -5,7 +5,7 @@
 
 from langchain_core.language_models import BaseChatModel
 from langchain_core.messages import AIMessage
-from langchain_standard_tests.integration_tests import ChatModelIntegrationTests
+from langchain_tests.integration_tests import ChatModelIntegrationTests
 
 from langchain_openai import ChatOpenAI
 
diff --git a/libs/partners/openai/tests/unit_tests/chat_models/test_azure_standard.py b/libs/partners/openai/tests/unit_tests/chat_models/test_azure_standard.py
index 465c1dc0c22a5..3d1faa97db485 100644
--- a/libs/partners/openai/tests/unit_tests/chat_models/test_azure_standard.py
+++ b/libs/partners/openai/tests/unit_tests/chat_models/test_azure_standard.py
@@ -4,7 +4,7 @@
 
 import pytest
 from langchain_core.language_models import BaseChatModel
-from langchain_standard_tests.unit_tests import ChatModelUnitTests
+from langchain_tests.unit_tests import ChatModelUnitTests
 
 from langchain_openai import AzureChatOpenAI
 
diff --git a/libs/partners/openai/tests/unit_tests/chat_models/test_base_standard.py b/libs/partners/openai/tests/unit_tests/chat_models/test_base_standard.py
index 8049da874cbf3..d24ddd1e71f7e 100644
--- a/libs/partners/openai/tests/unit_tests/chat_models/test_base_standard.py
+++ b/libs/partners/openai/tests/unit_tests/chat_models/test_base_standard.py
@@ -3,7 +3,7 @@
 from typing import Tuple, Type
 
 from langchain_core.language_models import BaseChatModel
-from langchain_standard_tests.unit_tests import ChatModelUnitTests
+from langchain_tests.unit_tests import ChatModelUnitTests
 
 from langchain_openai import ChatOpenAI
 
diff --git a/libs/partners/openai/tests/unit_tests/embeddings/test_azure_standard.py b/libs/partners/openai/tests/unit_tests/embeddings/test_azure_standard.py
index b5f1591c476ca..a972fe5e38581 100644
--- a/libs/partners/openai/tests/unit_tests/embeddings/test_azure_standard.py
+++ b/libs/partners/openai/tests/unit_tests/embeddings/test_azure_standard.py
@@ -1,7 +1,7 @@
 from typing import Tuple, Type
 
 from langchain_core.embeddings import Embeddings
-from langchain_standard_tests.unit_tests.embeddings import EmbeddingsUnitTests
+from langchain_tests.unit_tests.embeddings import EmbeddingsUnitTests
 
 from langchain_openai import AzureOpenAIEmbeddings
 
diff --git a/libs/partners/openai/tests/unit_tests/embeddings/test_base_standard.py b/libs/partners/openai/tests/unit_tests/embeddings/test_base_standard.py
index b265e5600eb35..b1b2f2d368fa9 100644
--- a/libs/partners/openai/tests/unit_tests/embeddings/test_base_standard.py
+++ b/libs/partners/openai/tests/unit_tests/embeddings/test_base_standard.py
@@ -3,7 +3,7 @@
 from typing import Tuple, Type
 
 from langchain_core.embeddings import Embeddings
-from langchain_standard_tests.unit_tests.embeddings import EmbeddingsUnitTests
+from langchain_tests.unit_tests.embeddings import EmbeddingsUnitTests
 
 from langchain_openai import OpenAIEmbeddings
 
diff --git a/libs/partners/xai/tests/integration_tests/test_chat_models_standard.py b/libs/partners/xai/tests/integration_tests/test_chat_models_standard.py
index c686f7e19486c..1152fe44946f7 100644
--- a/libs/partners/xai/tests/integration_tests/test_chat_models_standard.py
+++ b/libs/partners/xai/tests/integration_tests/test_chat_models_standard.py
@@ -5,7 +5,7 @@
 import pytest  # type: ignore[import-not-found]
 from langchain_core.language_models import BaseChatModel
 from langchain_core.rate_limiters import InMemoryRateLimiter
-from langchain_standard_tests.integration_tests import (  # type: ignore[import-not-found]
+from langchain_tests.integration_tests import (  # type: ignore[import-not-found]
     ChatModelIntegrationTests,  # type: ignore[import-not-found]
 )
 
diff --git a/libs/partners/xai/tests/unit_tests/test_chat_models_standard.py b/libs/partners/xai/tests/unit_tests/test_chat_models_standard.py
index a0d6a5170a8d6..a70718f3224a2 100644
--- a/libs/partners/xai/tests/unit_tests/test_chat_models_standard.py
+++ b/libs/partners/xai/tests/unit_tests/test_chat_models_standard.py
@@ -3,7 +3,7 @@
 from typing import Tuple, Type
 
 from langchain_core.language_models import BaseChatModel
-from langchain_standard_tests.unit_tests import (  # type: ignore[import-not-found]
+from langchain_tests.unit_tests import (  # type: ignore[import-not-found]
     ChatModelUnitTests,  # type: ignore[import-not-found]
 )
 
diff --git a/libs/standard-tests/Makefile b/libs/standard-tests/Makefile
index a48f80928b993..5283db9a9dc43 100644
--- a/libs/standard-tests/Makefile
+++ b/libs/standard-tests/Makefile
@@ -25,7 +25,7 @@ PYTHON_FILES=.
 MYPY_CACHE=.mypy_cache
 lint format: PYTHON_FILES=.
 lint_diff format_diff: PYTHON_FILES=$(shell git diff --relative=libs/standard-tests --name-only --diff-filter=d master | grep -E '\.py$$|\.ipynb$$')
-lint_package: PYTHON_FILES=langchain_standard_tests
+lint_package: PYTHON_FILES=langchain_tests
 lint_tests: PYTHON_FILES=tests
 lint_tests: MYPY_CACHE=.mypy_cache_test
 
@@ -44,7 +44,7 @@ spell_check:
 spell_fix:
 	poetry run codespell --toml pyproject.toml -w
 
-check_imports: $(shell find langchain_standard_tests -name '*.py')
+check_imports: $(shell find langchain_tests -name '*.py')
 	poetry run python ./scripts/check_imports.py $^
 
 ######################
diff --git a/libs/standard-tests/README.md b/libs/standard-tests/README.md
index 0060203a1e2be..029a9bafb76da 100644
--- a/libs/standard-tests/README.md
+++ b/libs/standard-tests/README.md
@@ -40,7 +40,7 @@ from typing import Type
 
 import pytest
 from langchain_core.language_models import BaseChatModel
-from langchain_standard_tests.unit_tests import ChatModelUnitTests
+from langchain_tests.unit_tests import ChatModelUnitTests
 
 from langchain_parrot_chain import ChatParrotChain
 
@@ -60,7 +60,7 @@ from typing import Type
 
 import pytest
 from langchain_core.language_models import BaseChatModel
-from langchain_standard_tests.integration_tests import ChatModelIntegrationTests
+from langchain_tests.integration_tests import ChatModelIntegrationTests
 
 from langchain_parrot_chain import ChatParrotChain
 
diff --git a/libs/standard-tests/langchain_standard_tests/__init__.py b/libs/standard-tests/langchain_tests/__init__.py
similarity index 100%
rename from libs/standard-tests/langchain_standard_tests/__init__.py
rename to libs/standard-tests/langchain_tests/__init__.py
diff --git a/libs/standard-tests/langchain_standard_tests/base.py b/libs/standard-tests/langchain_tests/base.py
similarity index 96%
rename from libs/standard-tests/langchain_standard_tests/base.py
rename to libs/standard-tests/langchain_tests/base.py
index e9f71802737ba..f2b7ca1f7e92d 100644
--- a/libs/standard-tests/langchain_standard_tests/base.py
+++ b/libs/standard-tests/langchain_tests/base.py
@@ -13,7 +13,7 @@ def test_no_overrides_DO_NOT_OVERRIDE(self) -> None:
         def explore_bases(cls: Type) -> None:
             nonlocal comparison_class
             for base in cls.__bases__:
-                if base.__module__.startswith("langchain_standard_tests."):
+                if base.__module__.startswith("langchain_tests."):
                     if comparison_class is None:
                         comparison_class = base
                     else:
diff --git a/libs/standard-tests/langchain_standard_tests/integration_tests/__init__.py b/libs/standard-tests/langchain_tests/integration_tests/__init__.py
similarity index 90%
rename from libs/standard-tests/langchain_standard_tests/integration_tests/__init__.py
rename to libs/standard-tests/langchain_tests/integration_tests/__init__.py
index ec26de72a4a7e..67ccb38f29e94 100644
--- a/libs/standard-tests/langchain_standard_tests/integration_tests/__init__.py
+++ b/libs/standard-tests/langchain_tests/integration_tests/__init__.py
@@ -14,9 +14,7 @@
 ]
 
 for module in modules:
-    pytest.register_assert_rewrite(
-        f"langchain_standard_tests.integration_tests.{module}"
-    )
+    pytest.register_assert_rewrite(f"langchain_tests.integration_tests.{module}")
 
 from .base_store import BaseStoreAsyncTests, BaseStoreSyncTests
 from .cache import AsyncCacheTestSuite, SyncCacheTestSuite
diff --git a/libs/standard-tests/langchain_standard_tests/integration_tests/base_store.py b/libs/standard-tests/langchain_tests/integration_tests/base_store.py
similarity index 99%
rename from libs/standard-tests/langchain_standard_tests/integration_tests/base_store.py
rename to libs/standard-tests/langchain_tests/integration_tests/base_store.py
index e4b461d98227a..cc5fab8bcf7a4 100644
--- a/libs/standard-tests/langchain_standard_tests/integration_tests/base_store.py
+++ b/libs/standard-tests/langchain_tests/integration_tests/base_store.py
@@ -4,7 +4,7 @@
 import pytest
 from langchain_core.stores import BaseStore
 
-from langchain_standard_tests.base import BaseStandardTests
+from langchain_tests.base import BaseStandardTests
 
 V = TypeVar("V")
 
diff --git a/libs/standard-tests/langchain_standard_tests/integration_tests/cache.py b/libs/standard-tests/langchain_tests/integration_tests/cache.py
similarity index 99%
rename from libs/standard-tests/langchain_standard_tests/integration_tests/cache.py
rename to libs/standard-tests/langchain_tests/integration_tests/cache.py
index 7d1359f5154ec..7087da8ea07b3 100644
--- a/libs/standard-tests/langchain_standard_tests/integration_tests/cache.py
+++ b/libs/standard-tests/langchain_tests/integration_tests/cache.py
@@ -4,7 +4,7 @@
 from langchain_core.caches import BaseCache
 from langchain_core.outputs import Generation
 
-from langchain_standard_tests.base import BaseStandardTests
+from langchain_tests.base import BaseStandardTests
 
 
 class SyncCacheTestSuite(BaseStandardTests):
diff --git a/libs/standard-tests/langchain_standard_tests/integration_tests/chat_models.py b/libs/standard-tests/langchain_tests/integration_tests/chat_models.py
similarity index 99%
rename from libs/standard-tests/langchain_standard_tests/integration_tests/chat_models.py
rename to libs/standard-tests/langchain_tests/integration_tests/chat_models.py
index 9eea91aebbe44..f0ac13d461443 100644
--- a/libs/standard-tests/langchain_standard_tests/integration_tests/chat_models.py
+++ b/libs/standard-tests/langchain_tests/integration_tests/chat_models.py
@@ -21,11 +21,11 @@
 from pydantic.v1 import BaseModel as BaseModelV1
 from pydantic.v1 import Field as FieldV1
 
-from langchain_standard_tests.unit_tests.chat_models import (
+from langchain_tests.unit_tests.chat_models import (
     ChatModelTests,
     my_adder_tool,
 )
-from langchain_standard_tests.utils.pydantic import PYDANTIC_MAJOR_VERSION
+from langchain_tests.utils.pydantic import PYDANTIC_MAJOR_VERSION
 
 
 class MagicFunctionSchema(BaseModel):
diff --git a/libs/standard-tests/langchain_standard_tests/integration_tests/embeddings.py b/libs/standard-tests/langchain_tests/integration_tests/embeddings.py
similarity index 96%
rename from libs/standard-tests/langchain_standard_tests/integration_tests/embeddings.py
rename to libs/standard-tests/langchain_tests/integration_tests/embeddings.py
index 1de2aece78023..7e3689d0f5429 100644
--- a/libs/standard-tests/langchain_standard_tests/integration_tests/embeddings.py
+++ b/libs/standard-tests/langchain_tests/integration_tests/embeddings.py
@@ -2,7 +2,7 @@
 
 from langchain_core.embeddings import Embeddings
 
-from langchain_standard_tests.unit_tests.embeddings import EmbeddingsTests
+from langchain_tests.unit_tests.embeddings import EmbeddingsTests
 
 
 class EmbeddingsIntegrationTests(EmbeddingsTests):
diff --git a/libs/standard-tests/langchain_standard_tests/integration_tests/indexer.py b/libs/standard-tests/langchain_tests/integration_tests/indexer.py
similarity index 100%
rename from libs/standard-tests/langchain_standard_tests/integration_tests/indexer.py
rename to libs/standard-tests/langchain_tests/integration_tests/indexer.py
diff --git a/libs/standard-tests/langchain_standard_tests/integration_tests/tools.py b/libs/standard-tests/langchain_tests/integration_tests/tools.py
similarity index 97%
rename from libs/standard-tests/langchain_standard_tests/integration_tests/tools.py
rename to libs/standard-tests/langchain_tests/integration_tests/tools.py
index ad854c3b1d41d..2609a87c84521 100644
--- a/libs/standard-tests/langchain_standard_tests/integration_tests/tools.py
+++ b/libs/standard-tests/langchain_tests/integration_tests/tools.py
@@ -1,7 +1,7 @@
 from langchain_core.messages import ToolCall
 from langchain_core.tools import BaseTool
 
-from langchain_standard_tests.unit_tests.tools import ToolsTests
+from langchain_tests.unit_tests.tools import ToolsTests
 
 
 class ToolsIntegrationTests(ToolsTests):
diff --git a/libs/standard-tests/langchain_standard_tests/integration_tests/vectorstores.py b/libs/standard-tests/langchain_tests/integration_tests/vectorstores.py
similarity index 99%
rename from libs/standard-tests/langchain_standard_tests/integration_tests/vectorstores.py
rename to libs/standard-tests/langchain_tests/integration_tests/vectorstores.py
index d7735cfdd2bcf..08b0358dcfb9e 100644
--- a/libs/standard-tests/langchain_standard_tests/integration_tests/vectorstores.py
+++ b/libs/standard-tests/langchain_tests/integration_tests/vectorstores.py
@@ -7,7 +7,7 @@
 from langchain_core.embeddings.fake import DeterministicFakeEmbedding, Embeddings
 from langchain_core.vectorstores import VectorStore
 
-from langchain_standard_tests.base import BaseStandardTests
+from langchain_tests.base import BaseStandardTests
 
 # Arbitrarily chosen. Using a small embedding size
 # so tests are faster and easier to debug.
diff --git a/libs/standard-tests/langchain_standard_tests/py.typed b/libs/standard-tests/langchain_tests/py.typed
similarity index 100%
rename from libs/standard-tests/langchain_standard_tests/py.typed
rename to libs/standard-tests/langchain_tests/py.typed
diff --git a/libs/standard-tests/langchain_standard_tests/unit_tests/__init__.py b/libs/standard-tests/langchain_tests/unit_tests/__init__.py
similarity index 86%
rename from libs/standard-tests/langchain_standard_tests/unit_tests/__init__.py
rename to libs/standard-tests/langchain_tests/unit_tests/__init__.py
index df94c79ae61cc..ee4a1700edaf1 100644
--- a/libs/standard-tests/langchain_standard_tests/unit_tests/__init__.py
+++ b/libs/standard-tests/langchain_tests/unit_tests/__init__.py
@@ -11,7 +11,7 @@
 ]
 
 for module in modules:
-    pytest.register_assert_rewrite(f"langchain_standard_tests.unit_tests.{module}")
+    pytest.register_assert_rewrite(f"langchain_tests.unit_tests.{module}")
 
 from .chat_models import ChatModelUnitTests
 from .embeddings import EmbeddingsUnitTests
diff --git a/libs/standard-tests/langchain_standard_tests/unit_tests/chat_models.py b/libs/standard-tests/langchain_tests/unit_tests/chat_models.py
similarity index 98%
rename from libs/standard-tests/langchain_standard_tests/unit_tests/chat_models.py
rename to libs/standard-tests/langchain_tests/unit_tests/chat_models.py
index 9bde7fbf3e1a5..f5e5fe54f6e76 100644
--- a/libs/standard-tests/langchain_standard_tests/unit_tests/chat_models.py
+++ b/libs/standard-tests/langchain_tests/unit_tests/chat_models.py
@@ -22,8 +22,8 @@
 )
 from syrupy import SnapshotAssertion
 
-from langchain_standard_tests.base import BaseStandardTests
-from langchain_standard_tests.utils.pydantic import PYDANTIC_MAJOR_VERSION
+from langchain_tests.base import BaseStandardTests
+from langchain_tests.utils.pydantic import PYDANTIC_MAJOR_VERSION
 
 
 class Person(BaseModel):  # Used by some dependent tests. Should be deprecated.
diff --git a/libs/standard-tests/langchain_standard_tests/unit_tests/embeddings.py b/libs/standard-tests/langchain_tests/unit_tests/embeddings.py
similarity index 96%
rename from libs/standard-tests/langchain_standard_tests/unit_tests/embeddings.py
rename to libs/standard-tests/langchain_tests/unit_tests/embeddings.py
index 39c6e941c5d7e..da7b78513844b 100644
--- a/libs/standard-tests/langchain_standard_tests/unit_tests/embeddings.py
+++ b/libs/standard-tests/langchain_tests/unit_tests/embeddings.py
@@ -7,7 +7,7 @@
 from langchain_core.embeddings import Embeddings
 from pydantic import SecretStr
 
-from langchain_standard_tests.base import BaseStandardTests
+from langchain_tests.base import BaseStandardTests
 
 
 class EmbeddingsTests(BaseStandardTests):
diff --git a/libs/standard-tests/langchain_standard_tests/unit_tests/tools.py b/libs/standard-tests/langchain_tests/unit_tests/tools.py
similarity index 97%
rename from libs/standard-tests/langchain_standard_tests/unit_tests/tools.py
rename to libs/standard-tests/langchain_tests/unit_tests/tools.py
index 0decc51230fbf..b92cb4f5263a4 100644
--- a/libs/standard-tests/langchain_standard_tests/unit_tests/tools.py
+++ b/libs/standard-tests/langchain_tests/unit_tests/tools.py
@@ -7,7 +7,7 @@
 from langchain_core.tools import BaseTool
 from pydantic import SecretStr
 
-from langchain_standard_tests.base import BaseStandardTests
+from langchain_tests.base import BaseStandardTests
 
 
 class ToolsTests(BaseStandardTests):
diff --git a/libs/standard-tests/langchain_standard_tests/utils/__init__.py b/libs/standard-tests/langchain_tests/utils/__init__.py
similarity index 100%
rename from libs/standard-tests/langchain_standard_tests/utils/__init__.py
rename to libs/standard-tests/langchain_tests/utils/__init__.py
diff --git a/libs/standard-tests/langchain_standard_tests/utils/pydantic.py b/libs/standard-tests/langchain_tests/utils/pydantic.py
similarity index 100%
rename from libs/standard-tests/langchain_standard_tests/utils/pydantic.py
rename to libs/standard-tests/langchain_tests/utils/pydantic.py
diff --git a/libs/standard-tests/pyproject.toml b/libs/standard-tests/pyproject.toml
index 8b1098c000307..238d90b102906 100644
--- a/libs/standard-tests/pyproject.toml
+++ b/libs/standard-tests/pyproject.toml
@@ -4,8 +4,7 @@ build-backend = "poetry.core.masonry.api"
 
 [tool.poetry]
 name = "langchain-tests"
-packages = [{ include = "langchain_standard_tests" }]
-version = "0.3.1"
+version = "0.3.2"
 description = "Standard tests for LangChain implementations"
 authors = ["Erick Friis <erick@langchain.dev>"]
 readme = "README.md"
diff --git a/libs/standard-tests/tests/unit_tests/test_in_memory_base_store.py b/libs/standard-tests/tests/unit_tests/test_in_memory_base_store.py
index 5171c14c16230..35ad6674bc5a1 100644
--- a/libs/standard-tests/tests/unit_tests/test_in_memory_base_store.py
+++ b/libs/standard-tests/tests/unit_tests/test_in_memory_base_store.py
@@ -5,7 +5,7 @@
 import pytest
 from langchain_core.stores import InMemoryStore
 
-from langchain_standard_tests.integration_tests.base_store import (
+from langchain_tests.integration_tests.base_store import (
     BaseStoreAsyncTests,
     BaseStoreSyncTests,
 )
diff --git a/libs/standard-tests/tests/unit_tests/test_in_memory_cache.py b/libs/standard-tests/tests/unit_tests/test_in_memory_cache.py
index 4f67a876490d0..6c1a1647ade05 100644
--- a/libs/standard-tests/tests/unit_tests/test_in_memory_cache.py
+++ b/libs/standard-tests/tests/unit_tests/test_in_memory_cache.py
@@ -1,7 +1,7 @@
 import pytest
 from langchain_core.caches import InMemoryCache
 
-from langchain_standard_tests.integration_tests.cache import (
+from langchain_tests.integration_tests.cache import (
     AsyncCacheTestSuite,
     SyncCacheTestSuite,
 )
diff --git a/libs/standard-tests/tests/unit_tests/test_in_memory_vectorstore.py b/libs/standard-tests/tests/unit_tests/test_in_memory_vectorstore.py
index d1becb40c9eb4..8a3bf5d0a32b2 100644
--- a/libs/standard-tests/tests/unit_tests/test_in_memory_vectorstore.py
+++ b/libs/standard-tests/tests/unit_tests/test_in_memory_vectorstore.py
@@ -4,7 +4,7 @@
     VectorStore,
 )
 
-from langchain_standard_tests.integration_tests.vectorstores import (
+from langchain_tests.integration_tests.vectorstores import (
     AsyncReadWriteTestSuite,
     ReadWriteTestSuite,
 )

From 0a06732d3e3e04a2ccc93b2a8090e6dc42115a35 Mon Sep 17 00:00:00 2001
From: Erick Friis <erick@langchain.dev>
Date: Mon, 18 Nov 2024 19:25:47 -0800
Subject: [PATCH 13/17] docs: links in integration contrib (#28200)

---
 .../contributing/how_to/integrations/community.mdx     | 10 ++++------
 docs/docs/contributing/how_to/integrations/index.mdx   |  6 +++---
 2 files changed, 7 insertions(+), 9 deletions(-)

diff --git a/docs/docs/contributing/how_to/integrations/community.mdx b/docs/docs/contributing/how_to/integrations/community.mdx
index a33ae002cd0d4..c7c3dadef917e 100644
--- a/docs/docs/contributing/how_to/integrations/community.mdx
+++ b/docs/docs/contributing/how_to/integrations/community.mdx
@@ -1,13 +1,11 @@
-## How to add a community integration (deprecated guide)
+## How to add a community integration (not recommended)
 
 :::danger
 
-We are no longer accepting new community integrations. Please see the
-[main integration guide](./index.mdx) for more information on contributing new
-integrations. 
+We recommend following the [main integration guide](./index.mdx) to add new integrations instead.
 
-Note that `langchain-community` is **not** deprecated. Only
-the process for adding new community integrations is deprecated.
+If you follow this guide, there is a high likelihood we will close your PR with the above
+guide linked without much discussion.
 
 :::
 
diff --git a/docs/docs/contributing/how_to/integrations/index.mdx b/docs/docs/contributing/how_to/integrations/index.mdx
index 5f08dce43606e..159f4ac4e999b 100644
--- a/docs/docs/contributing/how_to/integrations/index.mdx
+++ b/docs/docs/contributing/how_to/integrations/index.mdx
@@ -65,10 +65,10 @@ that will render on this site (https://python.langchain.com/).
 
 As a prerequisite to adding your integration to our documentation, you must:
 
-1. Confirm that your integration is in the list of components we are currently accepting.
+1. Confirm that your integration is in the [list of components](#components-to-integrate) we are currently accepting.
 2. Ensure that your integration is in a separate package that can be installed with `pip install <your-package>`.
-3. Implement the standard tests for your integration and successfully run them.
-3. Write documentation for your integration in the `docs/docs/integrations` directory of the LangChain monorepo.
+3. [Implement the standard tests](/docs/contributing/how_to/integrations/standard_tests) for your integration and successfully run them.
+3. Write documentation for your integration in the `docs/docs/integrations/<component_type>` directory of the LangChain monorepo.
 4. Add a provider page for your integration in the `docs/docs/integrations/providers` directory of the LangChain monorepo.
 
 Once you have completed these steps, you can submit a PR to the LangChain monorepo to add your integration to the documentation.

From 97f752c92d431d69fcee26cc28e14a775ff2e396 Mon Sep 17 00:00:00 2001
From: Erick Friis <erick@langchain.dev>
Date: Mon, 18 Nov 2024 19:59:52 -0800
Subject: [PATCH 14/17] docs: more standard test stubs (#28202)

---
 docs/docs/contributing/how_to/index.mdx       |   6 +-
 .../how_to/integrations/standard_tests.ipynb  | 141 +++++++++++++++---
 docs/docs/contributing/index.mdx              |   1 +
 3 files changed, 127 insertions(+), 21 deletions(-)

diff --git a/docs/docs/contributing/how_to/index.mdx b/docs/docs/contributing/how_to/index.mdx
index e4eda7ddbc1d8..d9f903f4156d6 100644
--- a/docs/docs/contributing/how_to/index.mdx
+++ b/docs/docs/contributing/how_to/index.mdx
@@ -2,4 +2,8 @@
 
 - [**Documentation**](documentation/index.mdx): Help improve our docs, including this one!
 - [**Code**](code/index.mdx): Help us write code, fix bugs, or improve our infrastructure.
-- [**Integrations**](integrations/index.mdx): Help us integrate with your favorite vendors and tools.
\ No newline at end of file
+
+## Integrations
+
+- [**Start Here**](integrations/index.mdx): Help us integrate with your favorite vendors and tools.
+- [**Standard Tests**](integrations/standard_tests): Ensure your integration passes an expected set of tests.
diff --git a/docs/docs/contributing/how_to/integrations/standard_tests.ipynb b/docs/docs/contributing/how_to/integrations/standard_tests.ipynb
index ace79d531305f..4607fc83c2147 100644
--- a/docs/docs/contributing/how_to/integrations/standard_tests.ipynb
+++ b/docs/docs/contributing/how_to/integrations/standard_tests.ipynb
@@ -6,9 +6,7 @@
    "source": [
     "# How to add standard tests to an integration\n",
     "\n",
-    "Implementing standard tests \n",
-    "\n",
-    "When creating either a custom class for yourself or a new tool to publish in a LangChain integration, it is important to add standard tests to ensure it works as expected. This guide will show you how to add standard tests to a tool, and the templates for implementing each different kind of integration are linked [at the bottom](#standard-test-templates-per-component).\n",
+    "When creating either a custom class for yourself or a new tool to publish in a LangChain integration, it is important to add standard tests to ensure it works as expected. This guide will show you how to add standard tests to a tool, and you can **[Skip to the test templates](#standard-test-templates-per-component)** for implementing tests for each integration.\n",
     "\n",
     "## Setup\n",
     "\n",
@@ -20,7 +18,7 @@
     ":::note\n",
     "\n",
     "Because added tests in new versions of `langchain-tests` will always break your CI/CD pipelines, we recommend pinning the \n",
-    "version of `langchain-tests==0.3.0` to avoid unexpected changes.\n",
+    "version of `langchain-tests==0.3.2` to avoid unexpected changes.\n",
     "\n",
     ":::"
    ]
@@ -31,7 +29,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "%pip install -U langchain-core langchain-tests==0.3.0 pytest pytest-socket"
+    "%pip install -U langchain-core langchain-tests==0.3.2 pytest pytest-socket"
    ]
   },
   {
@@ -217,7 +215,11 @@
     "class TestChatParrotLinkUnit(ChatModelUnitTests):\n",
     "    @property\n",
     "    def chat_model_class(self) -> Type[ChatParrotLink]:\n",
-    "        return ChatParrotLink"
+    "        return ChatParrotLink\n",
+    "\n",
+    "    @property\n",
+    "    def chat_model_params(self) -> dict:\n",
+    "        return {\"model\": \"bird-brain-001\", \"temperature\": 0}"
    ]
   },
   {
@@ -248,22 +250,54 @@
    "metadata": {},
    "source": [
     "</details>\n",
-    "\n",
-    "<div style={{display:\"none\"}}>\n",
-    "Work in progress:\n",
     "<details>\n",
-    "    <summary>Retrievers</summary>\n",
-    "    TODO"
+    "    <summary>Embedding Models</summary>"
    ]
   },
   {
-   "cell_type": "markdown",
+   "cell_type": "code",
+   "execution_count": null,
    "metadata": {},
+   "outputs": [],
    "source": [
-    "</details>\n",
-    "<details>\n",
-    "    <summary>Vector Stores</summary>\n",
-    "    TODO"
+    "# title=\"tests/unit_tests/test_embeddings.py\"\n",
+    "from typing import Tuple, Type\n",
+    "\n",
+    "from langchain_parrot_link.embeddings import ParrotLinkEmbeddings\n",
+    "from langchain_standard_tests.unit_tests import EmbeddingsUnitTests\n",
+    "\n",
+    "\n",
+    "class TestParrotLinkEmbeddingsUnit(EmbeddingsUnitTests):\n",
+    "    @property\n",
+    "    def embeddings_class(self) -> Type[ParrotLinkEmbeddings]:\n",
+    "        return ParrotLinkEmbeddings\n",
+    "\n",
+    "    @property\n",
+    "    def embedding_model_params(self) -> dict:\n",
+    "        return {\"model\": \"nest-embed-001\", \"temperature\": 0}"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# title=\"tests/integration_tests/test_embeddings.py\"\n",
+    "from typing import Type\n",
+    "\n",
+    "from langchain_parrot_link.embeddings import ParrotLinkEmbeddings\n",
+    "from langchain_standard_tests.integration_tests import EmbeddingsIntegrationTests\n",
+    "\n",
+    "\n",
+    "class TestParrotLinkEmbeddingsIntegration(EmbeddingsIntegrationTests):\n",
+    "    @property\n",
+    "    def embeddings_class(self) -> Type[ParrotLinkEmbeddings]:\n",
+    "        return ParrotLinkEmbeddings\n",
+    "\n",
+    "    @property\n",
+    "    def embedding_model_params(self) -> dict:\n",
+    "        return {\"model\": \"nest-embed-001\", \"temperature\": 0}"
    ]
   },
   {
@@ -272,16 +306,83 @@
    "source": [
     "</details>\n",
     "<details>\n",
-    "    <summary>Embedding Models</summary>\n",
-    "    TODO"
+    "    <summary>Tools/Toolkits</summary>\n",
+    "    Note: The standard tests for tools/toolkits are implemented in the example in the main body of this guide too."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# title=\"tests/unit_tests/test_tools.py\"\n",
+    "from typing import Type\n",
+    "\n",
+    "from langchain_parrot_link.tools import ParrotMultiplyTool\n",
+    "from langchain_standard_tests.unit_tests import ToolsUnitTests\n",
+    "\n",
+    "\n",
+    "class TestParrotMultiplyToolUnit(ToolsUnitTests):\n",
+    "    @property\n",
+    "    def tool_constructor(self) -> Type[ParrotMultiplyTool]:\n",
+    "        return ParrotMultiplyTool\n",
+    "\n",
+    "    def tool_constructor_params(self) -> dict:\n",
+    "        # if your tool constructor instead required initialization arguments like\n",
+    "        # `def __init__(self, some_arg: int):`, you would return those here\n",
+    "        # as a dictionary, e.g.: `return {'some_arg': 42}`\n",
+    "        return {}\n",
+    "\n",
+    "    def tool_invoke_params_example(self) -> dict:\n",
+    "        \"\"\"\n",
+    "        Returns a dictionary representing the \"args\" of an example tool call.\n",
+    "\n",
+    "        This should NOT be a ToolCall dict - i.e. it should not\n",
+    "        have {\"name\", \"id\", \"args\"} keys.\n",
+    "        \"\"\"\n",
+    "        return {\"a\": 2, \"b\": 3}"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# title=\"tests/integration_tests/test_tools.py\"\n",
+    "from typing import Type\n",
+    "\n",
+    "from langchain_parrot_link.tools import ParrotMultiplyTool\n",
+    "from langchain_standard_tests.integration_tests import ToolsIntegrationTests\n",
+    "\n",
+    "\n",
+    "class TestParrotMultiplyToolIntegration(ToolsIntegrationTests):\n",
+    "    @property\n",
+    "    def tool_constructor(self) -> Type[ParrotMultiplyTool]:\n",
+    "        return ParrotMultiplyTool\n",
+    "\n",
+    "    def tool_constructor_params(self) -> dict:\n",
+    "        # if your tool constructor instead required initialization arguments like\n",
+    "        # `def __init__(self, some_arg: int):`, you would return those here\n",
+    "        # as a dictionary, e.g.: `return {'some_arg': 42}`\n",
+    "        return {}\n",
+    "\n",
+    "    def tool_invoke_params_example(self) -> dict:\n",
+    "        \"\"\"\n",
+    "        Returns a dictionary representing the \"args\" of an example tool call.\n",
+    "\n",
+    "        This should NOT be a ToolCall dict - i.e. it should not\n",
+    "        have {\"name\", \"id\", \"args\"} keys.\n",
+    "        \"\"\"\n",
+    "        return {\"a\": 2, \"b\": 3}"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "</details>\n",
-    "</div>"
+    "</details>"
    ]
   }
  ],
diff --git a/docs/docs/contributing/index.mdx b/docs/docs/contributing/index.mdx
index 67930710585dc..d2c1231789d8d 100644
--- a/docs/docs/contributing/index.mdx
+++ b/docs/docs/contributing/index.mdx
@@ -17,6 +17,7 @@ More coming soon! We are working on tutorials to help you make your first contri
 - [**Documentation**](how_to/documentation/index.mdx): Help improve our docs, including this one!
 - [**Code**](how_to/code/index.mdx): Help us write code, fix bugs, or improve our infrastructure.
 - [**Integrations**](how_to/integrations/index.mdx): Help us integrate with your favorite vendors and tools.
+- [**Standard Tests**](how_to/integrations/standard_tests): Ensure your integration passes an expected set of tests.
 
 ## Reference
 

From 5599a0a537802a2b9083ee7d7e50311167b42f33 Mon Sep 17 00:00:00 2001
From: Eugene Yurtsev <eyurtsev@gmail.com>
Date: Tue, 19 Nov 2024 09:20:25 -0500
Subject: [PATCH 15/17] core[minor]: Add other langgraph packages to sys_info
 (#28190)

Add other langgraph packages to sys_info output
---
 libs/core/langchain_core/sys_info.py | 12 ++++++++++--
 1 file changed, 10 insertions(+), 2 deletions(-)

diff --git a/libs/core/langchain_core/sys_info.py b/libs/core/langchain_core/sys_info.py
index f70df1f631864..532b4e63802ed 100644
--- a/libs/core/langchain_core/sys_info.py
+++ b/libs/core/langchain_core/sys_info.py
@@ -47,7 +47,6 @@ def print_sys_info(*, additional_pkgs: Sequence[str] = ()) -> None:
     # Packages that do not start with "langchain" prefix.
     other_langchain_packages = [
         "langserve",
-        "langgraph",
         "langsmith",
     ]
 
@@ -55,8 +54,17 @@ def print_sys_info(*, additional_pkgs: Sequence[str] = ()) -> None:
         name for _, name, _ in pkgutil.iter_modules() if name.startswith("langchain")
     ]
 
+    langgraph_pkgs = [
+        name for _, name, _ in pkgutil.iter_modules() if name.startswith("langgraph")
+    ]
+
     all_packages = sorted(
-        set(langchain_pkgs + other_langchain_packages + list(additional_pkgs))
+        set(
+            langchain_pkgs
+            + langgraph_pkgs
+            + other_langchain_packages
+            + list(additional_pkgs)
+        )
     )
 
     # Always surface these packages to the top

From 197b885911764fc71adccdc21ac71d85d7eac776 Mon Sep 17 00:00:00 2001
From: William FH <13333726+hinthornw@users.noreply.github.com>
Date: Tue, 19 Nov 2024 09:31:56 -0800
Subject: [PATCH 16/17] [CLI] Relax constraints (#28218)

---
 libs/cli/poetry.lock    | 5 +++--
 libs/cli/pyproject.toml | 8 ++++----
 2 files changed, 7 insertions(+), 6 deletions(-)

diff --git a/libs/cli/poetry.lock b/libs/cli/poetry.lock
index 6005737416919..9c4fbdc15530c 100644
--- a/libs/cli/poetry.lock
+++ b/libs/cli/poetry.lock
@@ -1,4 +1,4 @@
-# This file is automatically @generated by Poetry 1.6.1 and should not be changed by hand.
+# This file is automatically @generated by Poetry 1.8.3 and should not be changed by hand.
 
 [[package]]
 name = "annotated-types"
@@ -270,6 +270,7 @@ description = "Python bindings for GritQL"
 optional = false
 python-versions = "<4.0,>=3.8"
 files = [
+    {file = "gritql-0.1.4-py2.py3-none-any.whl", hash = "sha256:a71d27c2bfb904d0150ccb0c28878ef640940b9540b6f1ef964133be1ddcb0e7"},
     {file = "gritql-0.1.4-py3-none-any.whl", hash = "sha256:6e9f8c638bbf3dda58222832c976c716a1ca02a920e7549df58bf1a0bb9ebeef"},
     {file = "gritql-0.1.4.tar.gz", hash = "sha256:487d0c1a98cb17cc9681121e53ac15f39e1cb87c4317a2ca1872e33d3d3a0a47"},
 ]
@@ -1365,4 +1366,4 @@ serve = []
 [metadata]
 lock-version = "2.0"
 python-versions = ">=3.9,<4.0"
-content-hash = "733676371ee89686b906db3bc190d39128fb664bf34d9b3ccd66aac75c8cc2aa"
+content-hash = "ed6ba14db90499ff27fefaab277bb8b879a48e024f4dabf944d76d8f7375002b"
diff --git a/libs/cli/pyproject.toml b/libs/cli/pyproject.toml
index 0a5804351d844..2187cbc936546 100644
--- a/libs/cli/pyproject.toml
+++ b/libs/cli/pyproject.toml
@@ -1,6 +1,6 @@
 [tool.poetry]
 name = "langchain-cli"
-version = "0.0.31"
+version = "0.0.32"
 description = "CLI for interacting with LangChain"
 authors = ["Erick Friis <erick@langchain.dev>"]
 readme = "README.md"
@@ -14,10 +14,10 @@ license = "MIT"
 [tool.poetry.dependencies]
 python = ">=3.9,<4.0"
 typer = { extras = ["all"], version = "^0.9.0" }
-gitpython = "^3.1.40"
+gitpython = "^3"
 langserve = { extras = ["all"], version = ">=0.0.51" }
-uvicorn = "^0.23.2"
-tomlkit = "^0.12.2"
+uvicorn = ">=0.23,<1.0"
+tomlkit = ">=0.12"
 gritql = "^0.1.1"
 
 [tool.poetry.scripts]

From 6bda89f9a18be92340bfb0fcc13050ab2c4c9695 Mon Sep 17 00:00:00 2001
From: Lance Martin <122662504+rlancemartin@users.noreply.github.com>
Date: Tue, 19 Nov 2024 12:59:10 -0800
Subject: [PATCH 17/17] Clarify bind tools takes a list (#28222)

Thank you for contributing to LangChain!

- [ ] **PR title**: "package: description"
- Where "package" is whichever of langchain, community, core, etc. is
being modified. Use "docs: ..." for purely docs changes, "infra: ..."
for CI changes.
  - Example: "community: add foobar LLM"


- [ ] **PR message**: ***Delete this entire checklist*** and replace
with
    - **Description:** a description of the change
    - **Issue:** the issue # it fixes, if applicable
    - **Dependencies:** any dependencies required for this change
- **Twitter handle:** if your PR gets announced, and you'd like a
mention, we'll gladly shout you out!


- [ ] **Add tests and docs**: If you're adding a new integration, please
include
1. a test for the integration, preferably unit tests that do not rely on
network access,
2. an example notebook showing its use. It lives in
`docs/docs/integrations` directory.


- [ ] **Lint and test**: Run `make format`, `make lint` and `make test`
from the root of the package(s) you've modified. See contribution
guidelines for more: https://python.langchain.com/docs/contributing/

Additional guidelines:
- Make sure optional dependencies are imported within a function.
- Please do not add dependencies to pyproject.toml files (even optional
ones) unless they are required for unit tests.
- Most PRs should not touch more than one package.
- Changes should be backwards compatible.
- If you are adding something to community, do not re-import it in
langchain.

If no one reviews your PR within a few days, please @-mention one of
baskaryan, efriis, eyurtsev, ccurme, vbarda, hwchase17.
---
 docs/docs/concepts/tool_calling.mdx | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/docs/concepts/tool_calling.mdx b/docs/docs/concepts/tool_calling.mdx
index 438c52ccb25a6..353eb69170ae0 100644
--- a/docs/docs/concepts/tool_calling.mdx
+++ b/docs/docs/concepts/tool_calling.mdx
@@ -77,7 +77,7 @@ The central concept to understand is that LangChain provides a standardized inte
 The `.bind_tools()` method can be used to specify which tools are available for a model to call. 
 
 ```python
-model_with_tools = model.bind_tools([tools_list])
+model_with_tools = model.bind_tools(tools_list)
 ```
 
 As a specific example, let's take a function `multiply` and bind it as a tool to a model that supports tool calling.