From 2d2641c28595c7ee5d3015e60f9b45182080c165 Mon Sep 17 00:00:00 2001
From: Gabriel Luiz Freitas Almeida <gabriel@logspace.ai>
Date: Tue, 15 Aug 2023 12:28:37 -0300
Subject: [PATCH 01/46] =?UTF-8?q?=F0=9F=94=A7=20chore(pyproject.toml):=20a?=
 =?UTF-8?q?dd=20langfuse=20dependency=20to=20improve=20language=20processi?=
 =?UTF-8?q?ng=20capabilities?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 poetry.lock    | 20 +++++++++++++++++++-
 pyproject.toml |  1 +
 2 files changed, 20 insertions(+), 1 deletion(-)

diff --git a/poetry.lock b/poetry.lock
index f8a545fce..a583230d2 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -2924,6 +2924,24 @@ toml = "*"
 [package.extras]
 test = ["psutil", "pytest", "pytest-asyncio"]
 
+[[package]]
+name = "langfuse"
+version = "1.0.2"
+description = "A client library for accessing langfuse"
+optional = false
+python-versions = ">=3.8.1,<4.0"
+files = [
+    {file = "langfuse-1.0.2-py3-none-any.whl", hash = "sha256:6cf73d50bde7a7deae581c9817ca54df28b9d15fee0d1fcbbf60cf419a54b112"},
+    {file = "langfuse-1.0.2.tar.gz", hash = "sha256:11e85b54b39fee68534be673278098e94e82746bf2768bf293e0d6f76f7bfe07"},
+]
+
+[package.dependencies]
+attrs = ">=21.3.0"
+httpx = ">=0.15.4,<0.25.0"
+langchain = ">=0.0.237,<1.0"
+pydantic = ">=1.10.7,<2.0"
+python-dateutil = ">=2.8.0,<3.0"
+
 [[package]]
 name = "langsmith"
 version = "0.0.22"
@@ -7591,4 +7609,4 @@ local = ["ctransformers", "llama-cpp-python", "sentence-transformers"]
 [metadata]
 lock-version = "2.0"
 python-versions = ">=3.9,<3.11"
-content-hash = "53bb67a463c4ad0d3dd30c89e30750fc31be5530ee54539d4df34fd82ecf7bc1"
+content-hash = "0f094546812865f69f686c14cc1e08b77ebf9102d0de0b78da9026a3af267655"
diff --git a/pyproject.toml b/pyproject.toml
index 65a8f5088..94c82ce78 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -79,6 +79,7 @@ psycopg-binary = "^3.1.9"
 fastavro = "^1.8.0"
 langchain-experimental = "^0.0.8"
 metaphor-python = "^0.1.11"
+langfuse = "^1.0.2"
 
 [tool.poetry.group.dev.dependencies]
 black = "^23.1.0"

From 6fe486b1647987c6ec0df52f8b44c0ba5a86a526 Mon Sep 17 00:00:00 2001
From: Gabriel Luiz Freitas Almeida <gabriel@logspace.ai>
Date: Tue, 15 Aug 2023 12:46:54 -0300
Subject: [PATCH 02/46] =?UTF-8?q?=F0=9F=94=A7=20chore(base.py):=20refactor?=
 =?UTF-8?q?=20setup=5Fcallbacks=20function=20to=20improve=20readability=20?=
 =?UTF-8?q?and=20maintainability=20=F0=9F=94=A7=20chore(base.py):=20refact?=
 =?UTF-8?q?or=20get=5Flangfuse=5Fcallback=20function=20to=20improve=20read?=
 =?UTF-8?q?ability=20and=20maintainability=20=F0=9F=94=A7=20chore(base.py)?=
 =?UTF-8?q?:=20refactor=20get=5Fresult=5Fand=5Fsteps=20function=20to=20imp?=
 =?UTF-8?q?rove=20readability=20and=20maintainability=20=F0=9F=94=A7=20cho?=
 =?UTF-8?q?re(settings.py):=20add=20LANGFUSE=5FSECRET=5FKEY=20and=20LANGFU?=
 =?UTF-8?q?SE=5FPUBLIC=5FKEY=20optional=20settings?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 src/backend/langflow/processing/base.py | 32 +++++++++++++++++++++++--
 src/backend/langflow/settings.py        |  3 +++
 2 files changed, 33 insertions(+), 2 deletions(-)

diff --git a/src/backend/langflow/processing/base.py b/src/backend/langflow/processing/base.py
index 13ff6a385..bcfcf13e8 100644
--- a/src/backend/langflow/processing/base.py
+++ b/src/backend/langflow/processing/base.py
@@ -8,6 +8,34 @@ from langflow.utils.logger import logger
 from langchain.agents.agent import AgentExecutor
 
 
+def setup_callbacks(sync, **kwargs):
+    """Setup callbacks for langchain object"""
+    callbacks = []
+    if sync:
+        callbacks.append(StreamingLLMCallbackHandler(**kwargs))
+    else:
+        callbacks.append(AsyncStreamingLLMCallbackHandler(**kwargs))
+
+    if langfuse_callback := get_langfuse_callback():
+        callbacks.append(langfuse_callback)
+    return callbacks
+
+
+def get_langfuse_callback():
+    from langflow.settings import settings
+
+    if settings.LANGFUSE_PUBLIC_KEY and settings.LANGFUSE_SECRET_KEY:
+        try:
+            from langfuse.callback import CallbackHandler
+
+            return CallbackHandler(
+                settings.LANGFUSE_PUBLIC_KEY, settings.LANGFUSE_SECRET_KEY
+            )
+        except Exception as exc:
+            logger.error(f"Error initializing langfuse callback: {exc}")
+    return None
+
+
 async def get_result_and_steps(langchain_object, inputs: Union[dict, str], **kwargs):
     """Get result and thought from extracted json"""
 
@@ -27,12 +55,12 @@ async def get_result_and_steps(langchain_object, inputs: Union[dict, str], **kwa
             logger.error(f"Error fixing memory inputs: {exc}")
 
         try:
-            async_callbacks = [AsyncStreamingLLMCallbackHandler(**kwargs)]
+            async_callbacks = setup_callbacks(sync=False, **kwargs)
             output = await langchain_object.acall(inputs, callbacks=async_callbacks)
         except Exception as exc:
             # make the error message more informative
             logger.debug(f"Error: {str(exc)}")
-            sync_callbacks = [StreamingLLMCallbackHandler(**kwargs)]
+            sync_callbacks = setup_callbacks(sync=True, **kwargs)
             output = langchain_object(inputs, callbacks=sync_callbacks)
 
         intermediate_steps = (
diff --git a/src/backend/langflow/settings.py b/src/backend/langflow/settings.py
index 6a10f0506..1c350f11e 100644
--- a/src/backend/langflow/settings.py
+++ b/src/backend/langflow/settings.py
@@ -35,6 +35,9 @@ class Settings(BaseSettings):
     REMOVE_API_KEYS: bool = False
     COMPONENTS_PATH: List[str] = []
 
+    LANGFUSE_SECRET_KEY: Optional[str] = None
+    LANGFUSE_PUBLIC_KEY: Optional[str] = None
+
     @validator("DATABASE_URL", pre=True)
     def set_database_url(cls, value):
         if not value:

From 73f02439b0be563556b681cca709bd95cc5051a1 Mon Sep 17 00:00:00 2001
From: Gabriel Luiz Freitas Almeida <gabriel@logspace.ai>
Date: Tue, 15 Aug 2023 14:54:38 -0300
Subject: [PATCH 03/46] =?UTF-8?q?=F0=9F=94=A7=20chore(base.py):=20add=20de?=
 =?UTF-8?q?bug=20log=20messages=20for=20langfuse=20callback=20initializati?=
 =?UTF-8?q?on=20and=20credentials=20check=20=F0=9F=94=A7=20chore(base.py):?=
 =?UTF-8?q?=20add=20debug=20log=20message=20for=20langfuse=20callback=20lo?=
 =?UTF-8?q?aded?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 src/backend/langflow/processing/base.py | 8 +++++++-
 1 file changed, 7 insertions(+), 1 deletion(-)

diff --git a/src/backend/langflow/processing/base.py b/src/backend/langflow/processing/base.py
index bcfcf13e8..ddf47d792 100644
--- a/src/backend/langflow/processing/base.py
+++ b/src/backend/langflow/processing/base.py
@@ -17,6 +17,7 @@ def setup_callbacks(sync, **kwargs):
         callbacks.append(AsyncStreamingLLMCallbackHandler(**kwargs))
 
     if langfuse_callback := get_langfuse_callback():
+        logger.debug("Langfuse callback loaded")
         callbacks.append(langfuse_callback)
     return callbacks
 
@@ -24,13 +25,18 @@ def setup_callbacks(sync, **kwargs):
 def get_langfuse_callback():
     from langflow.settings import settings
 
+    logger.debug("Initializing langfuse callback")
     if settings.LANGFUSE_PUBLIC_KEY and settings.LANGFUSE_SECRET_KEY:
+        logger.debug("Langfuse credentials found")
         try:
             from langfuse.callback import CallbackHandler
 
             return CallbackHandler(
-                settings.LANGFUSE_PUBLIC_KEY, settings.LANGFUSE_SECRET_KEY
+                public_key=settings.LANGFUSE_PUBLIC_KEY,
+                secret_key=settings.LANGFUSE_SECRET_KEY,
+                host=settings.LANGFUSE_HOST,
             )
+
         except Exception as exc:
             logger.error(f"Error initializing langfuse callback: {exc}")
     return None

From 6a974a4efd062f924975e9f1fe9c9beb11c1b0a1 Mon Sep 17 00:00:00 2001
From: Gabriel Luiz Freitas Almeida <gabriel@logspace.ai>
Date: Tue, 15 Aug 2023 14:55:34 -0300
Subject: [PATCH 04/46] =?UTF-8?q?=F0=9F=94=A7=20chore(settings.py):=20add?=
 =?UTF-8?q?=20LANGFUSE=5FHOST=20environment=20variable=20to=20store=20the?=
 =?UTF-8?q?=20host=20URL=20for=20Langfuse=20API?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 src/backend/langflow/settings.py | 1 +
 1 file changed, 1 insertion(+)

diff --git a/src/backend/langflow/settings.py b/src/backend/langflow/settings.py
index 1c350f11e..b3fad10bf 100644
--- a/src/backend/langflow/settings.py
+++ b/src/backend/langflow/settings.py
@@ -37,6 +37,7 @@ class Settings(BaseSettings):
 
     LANGFUSE_SECRET_KEY: Optional[str] = None
     LANGFUSE_PUBLIC_KEY: Optional[str] = None
+    LANGFUSE_HOST: Optional[str] = None
 
     @validator("DATABASE_URL", pre=True)
     def set_database_url(cls, value):

From 894dbdcd40bcd6020000b73c7afca913b4773abf Mon Sep 17 00:00:00 2001
From: Gabriel Luiz Freitas Almeida <gabriel@logspace.ai>
Date: Mon, 21 Aug 2023 22:07:35 -0300
Subject: [PATCH 05/46] =?UTF-8?q?=F0=9F=94=A7=20chore(base.py):=20improve?=
 =?UTF-8?q?=20error=20handling=20and=20error=20message=20when=20importing?=
 =?UTF-8?q?=20langfuse=20callback=20module=20=F0=9F=9A=80=20feat(base.py):?=
 =?UTF-8?q?=20add=20langfuse=20callback=20import=20type=20hint=20to=20igno?=
 =?UTF-8?q?re=20type=20checking=20for=20better=20compatibility=20with=20dy?=
 =?UTF-8?q?namic=20imports?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 src/backend/langflow/processing/base.py | 9 +++++++--
 1 file changed, 7 insertions(+), 2 deletions(-)

diff --git a/src/backend/langflow/processing/base.py b/src/backend/langflow/processing/base.py
index ddf47d792..80ee3fef4 100644
--- a/src/backend/langflow/processing/base.py
+++ b/src/backend/langflow/processing/base.py
@@ -29,16 +29,21 @@ def get_langfuse_callback():
     if settings.LANGFUSE_PUBLIC_KEY and settings.LANGFUSE_SECRET_KEY:
         logger.debug("Langfuse credentials found")
         try:
-            from langfuse.callback import CallbackHandler
+            from langfuse.callback import CallbackHandler  # type: ignore
 
             return CallbackHandler(
                 public_key=settings.LANGFUSE_PUBLIC_KEY,
                 secret_key=settings.LANGFUSE_SECRET_KEY,
                 host=settings.LANGFUSE_HOST,
             )
-
+        except ImportError as exc:
+            raise ImportError(
+                "Error importing langfuse callback. "
+                "Please install langfuse with `pip install langfuse`"
+            ) from exc
         except Exception as exc:
             logger.error(f"Error initializing langfuse callback: {exc}")
+
     return None
 
 

From 4e7a993db30dd3d73fcf6219248c0edc862bc23a Mon Sep 17 00:00:00 2001
From: Gabriel Luiz Freitas Almeida <gabriel@logspace.ai>
Date: Mon, 21 Aug 2023 22:18:55 -0300
Subject: [PATCH 06/46] Adds first version of docs

---
 docs/docs/guides/langfuse_integration.mdx | 35 +++++++++++++++++++++++
 1 file changed, 35 insertions(+)
 create mode 100644 docs/docs/guides/langfuse_integration.mdx

diff --git a/docs/docs/guides/langfuse_integration.mdx b/docs/docs/guides/langfuse_integration.mdx
new file mode 100644
index 000000000..db23bbdcb
--- /dev/null
+++ b/docs/docs/guides/langfuse_integration.mdx
@@ -0,0 +1,35 @@
+import ThemedImage from "@theme/ThemedImage";
+import useBaseUrl from "@docusaurus/useBaseUrl";
+import ZoomableImage from "/src/theme/ZoomableImage.js";
+import ReactPlayer from "react-player";
+
+# Integrating Langfuse with Langflow
+
+## Step-by-Step Instructions
+
+### Step 1: Create a Langfuse account
+
+1. Go to [https://langfuse.com](https://langfuse.com) and click on the "Sign In" button in the top right corner.
+2. Click on the "Sign Up" button and create an account.
+3. Click on "Settings" and then on "Create new API keys"
+4. Copy the Public key and the Secret Key and save them somewhere safe.
+   {/* Add env variables LANGFLOW_LANGFUSE_SECRET_KEY, LANGFLOW_LANGFUSE_PUBLIC_KEY and LANGFLOW_LANGFUSE_HOST to pass to CallbackHandler */}
+
+### Step 2: Set up Langfuse in Langflow
+
+1. Export the environment variables LANGFLOW_LANGFUSE_SECRET_KEY, LANGFLOW_LANGFUSE_PUBLIC_KEY with the values from step 1.
+
+You can do this by executing the following commands in your terminal:
+
+```bash
+export LANGFLOW_LANGFUSE_SECRET_KEY=<your secret key>
+export LANGFLOW_LANGFUSE_PUBLIC_KEY=<your public key>
+```
+
+or by running the Langflow CLI command:
+
+```bash
+LANGFLOW_LANGFUSE_SECRET_KEY=<your secret key> LANGFLOW_LANGFUSE_PUBLIC_KEY=<your public key> langflow
+```
+
+That's it! Now, whenever you use Langflow's chat feature, you will be able to see the tracing of your conversations in Langfuse.

From 75f042c3881f4154d26b7c3aa6d236e228d2b491 Mon Sep 17 00:00:00 2001
From: Gabriel Luiz Freitas Almeida <gabriel@logspace.ai>
Date: Tue, 22 Aug 2023 07:20:25 -0300
Subject: [PATCH 07/46] =?UTF-8?q?=F0=9F=93=9A=20docs(sidebars.js):=20add?=
 =?UTF-8?q?=20"langfuse=5Fintegration"=20guide=20to=20the=20"Step-by-Step?=
 =?UTF-8?q?=20Guides"=20section=20for=20improved=20documentation=20coverag?=
 =?UTF-8?q?e?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 docs/sidebars.js | 6 +++++-
 1 file changed, 5 insertions(+), 1 deletion(-)

diff --git a/docs/sidebars.js b/docs/sidebars.js
index fbabab150..aae4d3b3e 100644
--- a/docs/sidebars.js
+++ b/docs/sidebars.js
@@ -50,7 +50,11 @@ module.exports = {
       type: "category",
       label: "Step-by-Step Guides",
       collapsed: false,
-      items: ["guides/loading_document", "guides/chatprompttemplate_guide"],
+      items: [
+        "guides/loading_document",
+        "guides/chatprompttemplate_guide",
+        "guides/langfuse_integration",
+      ],
     },
     // {
     //   type: 'category',

From c8d9c41f9a32e73d381823e28e6630334e82dae5 Mon Sep 17 00:00:00 2001
From: Gabriel Luiz Freitas Almeida <gabriel@logspace.ai>
Date: Tue, 22 Aug 2023 09:47:22 -0300
Subject: [PATCH 08/46] =?UTF-8?q?=F0=9F=90=9B=20fix(base.py):=20add=20supp?=
 =?UTF-8?q?ort=20for=20langfuse=20callback=20to=20flush=20if=20present=20?=
 =?UTF-8?q?=E2=9C=A8=20feat(base.py):=20add=20support=20for=20langfuse=20c?=
 =?UTF-8?q?allback=20to=20flush=20if=20present=20when=20getting=20result?=
 =?UTF-8?q?=20and=20steps?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 src/backend/langflow/processing/base.py | 29 ++++++++++++++++++++-----
 1 file changed, 24 insertions(+), 5 deletions(-)

diff --git a/src/backend/langflow/processing/base.py b/src/backend/langflow/processing/base.py
index 80ee3fef4..4e2b1d716 100644
--- a/src/backend/langflow/processing/base.py
+++ b/src/backend/langflow/processing/base.py
@@ -1,4 +1,4 @@
-from typing import Union
+from typing import List, Union, TYPE_CHECKING
 from langflow.api.v1.callback import (
     AsyncStreamingLLMCallbackHandler,
     StreamingLLMCallbackHandler,
@@ -6,6 +6,10 @@ from langflow.api.v1.callback import (
 from langflow.processing.process import fix_memory_inputs, format_actions
 from langflow.utils.logger import logger
 from langchain.agents.agent import AgentExecutor
+from langchain.callbacks.base import BaseCallbackHandler
+
+if TYPE_CHECKING:
+    from langfuse.callback import CallbackHandler  # type: ignore
 
 
 def setup_callbacks(sync, **kwargs):
@@ -47,6 +51,18 @@ def get_langfuse_callback():
     return None
 
 
+def flush_langfuse_callback_if_present(
+    callbacks: List[Union[BaseCallbackHandler, "CallbackHandler"]]
+):
+    """
+    If langfuse callback is present, run callback.langfuse.flush()
+    """
+    for callback in callbacks:
+        if hasattr(callback, "langfuse"):
+            callback.langfuse.flush()
+            break
+
+
 async def get_result_and_steps(langchain_object, inputs: Union[dict, str], **kwargs):
     """Get result and thought from extracted json"""
 
@@ -66,13 +82,16 @@ async def get_result_and_steps(langchain_object, inputs: Union[dict, str], **kwa
             logger.error(f"Error fixing memory inputs: {exc}")
 
         try:
-            async_callbacks = setup_callbacks(sync=False, **kwargs)
-            output = await langchain_object.acall(inputs, callbacks=async_callbacks)
+            callbacks = setup_callbacks(sync=False, **kwargs)
+            output = await langchain_object.acall(inputs, callbacks=callbacks)
         except Exception as exc:
             # make the error message more informative
             logger.debug(f"Error: {str(exc)}")
-            sync_callbacks = setup_callbacks(sync=True, **kwargs)
-            output = langchain_object(inputs, callbacks=sync_callbacks)
+            callbacks = setup_callbacks(sync=True, **kwargs)
+            output = langchain_object(inputs, callbacks=callbacks)
+
+        # if langfuse callback is present, run callback.langfuse.flush()
+        flush_langfuse_callback_if_present(callbacks)
 
         intermediate_steps = (
             output.get("intermediate_steps", []) if isinstance(output, dict) else []

From be7cb0763e889a6bb34358746c589ca5215d85d2 Mon Sep 17 00:00:00 2001
From: Gabriel Luiz Freitas Almeida <gabriel@logspace.ai>
Date: Tue, 22 Aug 2023 09:47:35 -0300
Subject: [PATCH 09/46] =?UTF-8?q?=F0=9F=93=9D=20docs(langfuse=5Fintegratio?=
 =?UTF-8?q?n.mdx):=20update=20Langfuse=20integration=20guide=20with=20deta?=
 =?UTF-8?q?iled=20instructions=20and=20explanations?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

🔀 diff --git a/docs/docs/guides/langfuse_integration.mdx b/docs/docs/guides/langfuse_integration.mdx
🔀 index db23bbdc..51aba962 100644
🔀 --- a/docs/docs/guides/langfuse_integration.mdx
🔀 +++ b/docs/docs/guides/langfuse_integration.mdx
🔀 @@ -1,35 +1,49 @@
🔀 -import ThemedImage from "@theme/ThemedImage";
🔀 -import useBaseUrl from "@docusaurus/useBaseUrl";
🔀 -import ZoomableImage from "/src/theme/ZoomableImage.js";
🔀 -import ReactPlayer from "react-player";
🔀 -
🔀  # Integrating Langfuse with Langflow
🔀
🔀 +## Introduction
🔀 +
🔀 +Langfuse is an open-source tracing and analytics tool designed for LLM applications. Integrating Langfuse with Langflow provides detailed production traces and granular insights into quality, cost, and latency. This integration allows you to monitor and debug your Langflow's chat or APIs easily.
🔀 +
🔀  ## Step-by-Step Instructions
🔀
🔀  ### Step 1: Create a Langfuse account
🔀
🔀 -1. Go to [https://langfuse.com](https://langfuse.com) and click on the "Sign In" button in the top right corner.
🔀 +1. Go to [Langfuse](https://langfuse.com) and click on the "Sign In" button in the top right corner.
🔀  2. Click on the "Sign Up" button and create an account.
🔀 -3. Click on "Settings" and then on "Create new API keys"
🔀 +3. Once logged in, click on "Settings" and then on "Create new API keys."
🔀  4. Copy the Public key and the Secret Key and save them somewhere safe.
🔀 -   {/* Add env variables LANGFLOW_LANGFUSE_SECRET_KEY, LANGFLOW_LANGFUSE_PUBLIC_KEY and LANGFLOW_LANGFUSE_HOST to pass to CallbackHandler */}
🔀 +   {/* Add
---
 docs/docs/guides/langfuse_integration.mdx | 52 ++++++++++++++---------
 1 file changed, 33 insertions(+), 19 deletions(-)

diff --git a/docs/docs/guides/langfuse_integration.mdx b/docs/docs/guides/langfuse_integration.mdx
index db23bbdcb..51aba962e 100644
--- a/docs/docs/guides/langfuse_integration.mdx
+++ b/docs/docs/guides/langfuse_integration.mdx
@@ -1,35 +1,49 @@
-import ThemedImage from "@theme/ThemedImage";
-import useBaseUrl from "@docusaurus/useBaseUrl";
-import ZoomableImage from "/src/theme/ZoomableImage.js";
-import ReactPlayer from "react-player";
-
 # Integrating Langfuse with Langflow
 
+## Introduction
+
+Langfuse is an open-source tracing and analytics tool designed for LLM applications. Integrating Langfuse with Langflow provides detailed production traces and granular insights into quality, cost, and latency. This integration allows you to monitor and debug your Langflow's chat or APIs easily.
+
 ## Step-by-Step Instructions
 
 ### Step 1: Create a Langfuse account
 
-1. Go to [https://langfuse.com](https://langfuse.com) and click on the "Sign In" button in the top right corner.
+1. Go to [Langfuse](https://langfuse.com) and click on the "Sign In" button in the top right corner.
 2. Click on the "Sign Up" button and create an account.
-3. Click on "Settings" and then on "Create new API keys"
+3. Once logged in, click on "Settings" and then on "Create new API keys."
 4. Copy the Public key and the Secret Key and save them somewhere safe.
-   {/* Add env variables LANGFLOW_LANGFUSE_SECRET_KEY, LANGFLOW_LANGFUSE_PUBLIC_KEY and LANGFLOW_LANGFUSE_HOST to pass to CallbackHandler */}
+   {/* Add these keys to your environment variables in the following step. */}
 
 ### Step 2: Set up Langfuse in Langflow
 
-1. Export the environment variables LANGFLOW_LANGFUSE_SECRET_KEY, LANGFLOW_LANGFUSE_PUBLIC_KEY with the values from step 1.
+1. **Export the Environment Variables**: You'll need to export the environment variables `LANGFLOW_LANGFUSE_SECRET_KEY` and `LANGFLOW_LANGFUSE_PUBLIC_KEY` with the values obtained in Step 1.
 
-You can do this by executing the following commands in your terminal:
+   You can do this by executing the following commands in your terminal:
 
-```bash
-export LANGFLOW_LANGFUSE_SECRET_KEY=<your secret key>
-export LANGFLOW_LANGFUSE_PUBLIC_KEY=<your public key>
-```
+   ```bash
+   export LANGFLOW_LANGFUSE_SECRET_KEY=<your secret key>
+   export LANGFLOW_LANGFUSE_PUBLIC_KEY=<your public key>
+   ```
 
-or by running the Langflow CLI command:
+   Alternatively, you can run the Langflow CLI command:
 
-```bash
-LANGFLOW_LANGFUSE_SECRET_KEY=<your secret key> LANGFLOW_LANGFUSE_PUBLIC_KEY=<your public key> langflow
-```
+   ```bash
+   LANGFLOW_LANGFUSE_SECRET_KEY=<your secret key> LANGFLOW_LANGFUSE_PUBLIC_KEY=<your public key> langflow
+   ```
 
-That's it! Now, whenever you use Langflow's chat feature, you will be able to see the tracing of your conversations in Langfuse.
+   If you are self-hosting Langfuse, you can also set the environment variable `LANGFLOW_LANGFUSE_HOST` to point to your Langfuse instance. By default, Langfuse points to the cloud instance at `https://cloud.langfuse.com`.
+
+2. **Verify Integration**: Ensure that the environment variables are set correctly by checking their existence in your environment, for example by running:
+
+   ```bash
+   echo $LANGFLOW_LANGFUSE_SECRET_KEY
+   echo $LANGFLOW_LANGFUSE_PUBLIC_KEY
+   ```
+
+3. **Monitor Langflow**: Now, whenever you use Langflow's chat or API, you will be able to see the tracing of your conversations in Langfuse. If you have any issues with the integration, consult the [Langfuse documentation](<link to specific troubleshooting section>) or contact their support.
+
+That's it! You have successfully integrated Langfuse with Langflow, enhancing observability and debugging capabilities for your LLM application.
+
+---
+
+Note: For more details or customized configurations, please refer to the official [Langfuse documentation](https://langfuse.com/docs/integrations/langchain).

From eaf70303ee50bf56e2ceb18109145571810d9c5c Mon Sep 17 00:00:00 2001
From: Lucas Oliveira <lucas.edu.oli@hotmail.com>
Date: Thu, 24 Aug 2023 10:52:23 -0300
Subject: [PATCH 10/46] Fixed bug where name is not changed when description
 changes

---
 src/frontend/src/components/EditFlowSettingsComponent/index.tsx | 1 -
 1 file changed, 1 deletion(-)

diff --git a/src/frontend/src/components/EditFlowSettingsComponent/index.tsx b/src/frontend/src/components/EditFlowSettingsComponent/index.tsx
index be5a6db8d..dc4c60eb3 100644
--- a/src/frontend/src/components/EditFlowSettingsComponent/index.tsx
+++ b/src/frontend/src/components/EditFlowSettingsComponent/index.tsx
@@ -67,7 +67,6 @@ export const EditFlowSettings: React.FC<InputProps> = ({
   }, [name, description]);
 
   const handleDescriptionChange = (event: ChangeEvent<HTMLTextAreaElement>) => {
-    flows.find((f) => f.id === tabId).description = event.target.value;
     setCurrentDescription(flows.find((f) => f.id === tabId).description);
     setDescription(event.target.value);
   };

From 1e5fc970130e83f9d8bb984af6137e6fb6d1ff3f Mon Sep 17 00:00:00 2001
From: Lucas Oliveira <lucas.edu.oli@hotmail.com>
Date: Thu, 24 Aug 2023 20:21:09 -0300
Subject: [PATCH 11/46] Bug fixed

---
 .../EditFlowSettingsComponent/index.tsx           | 15 ++-------------
 1 file changed, 2 insertions(+), 13 deletions(-)

diff --git a/src/frontend/src/components/EditFlowSettingsComponent/index.tsx b/src/frontend/src/components/EditFlowSettingsComponent/index.tsx
index dc4c60eb3..9bd1bc2f7 100644
--- a/src/frontend/src/components/EditFlowSettingsComponent/index.tsx
+++ b/src/frontend/src/components/EditFlowSettingsComponent/index.tsx
@@ -54,20 +54,9 @@ export const EditFlowSettings: React.FC<InputProps> = ({
       }
     }
     setName(value);
-    setCurrentName(value);
   };
 
-  const [currentName, setCurrentName] = useState(name);
-
-  const [currentDescription, setCurrentDescription] = useState(description);
-
-  useEffect(() => {
-    setCurrentName(name);
-    setCurrentDescription(description);
-  }, [name, description]);
-
   const handleDescriptionChange = (event: ChangeEvent<HTMLTextAreaElement>) => {
-    setCurrentDescription(flows.find((f) => f.id === tabId).description);
     setDescription(event.target.value);
   };
 
@@ -88,7 +77,7 @@ export const EditFlowSettings: React.FC<InputProps> = ({
           onChange={handleNameChange}
           type="text"
           name="name"
-          value={currentName ?? ""}
+          value={name ?? ""}
           placeholder="File name"
           id="name"
           maxLength={maxLength}
@@ -103,7 +92,7 @@ export const EditFlowSettings: React.FC<InputProps> = ({
           name="description"
           id="description"
           onChange={handleDescriptionChange}
-          value={currentDescription}
+          value={description}
           placeholder="Flow description"
           className="mt-2 max-h-[100px] font-normal"
           rows={3}

From 9fb1a26277e4c55bb0b1b71b3e5aa60da847072b Mon Sep 17 00:00:00 2001
From: Gabriel Luiz Freitas Almeida <gabriel@logspace.ai>
Date: Thu, 24 Aug 2023 21:10:34 -0300
Subject: [PATCH 12/46] =?UTF-8?q?=F0=9F=90=9B=20fix(manager.py):=20catch?=
 =?UTF-8?q?=20all=20exceptions=20instead=20of=20just=20TypeError=20when=20?=
 =?UTF-8?q?loading=20JSON=20payload=20to=20improve=20error=20handling=20an?=
 =?UTF-8?q?d=20prevent=20crashes?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 src/backend/langflow/chat/manager.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/backend/langflow/chat/manager.py b/src/backend/langflow/chat/manager.py
index 5cd833c10..cd43da269 100644
--- a/src/backend/langflow/chat/manager.py
+++ b/src/backend/langflow/chat/manager.py
@@ -187,7 +187,7 @@ class ChatManager:
                 json_payload = await websocket.receive_json()
                 try:
                     payload = orjson.loads(json_payload)
-                except TypeError:
+                except Exception:
                     payload = json_payload
                 if "clear_history" in payload:
                     self.chat_history.history[client_id] = []

From 32de3e1f0a39eb6190dd5069066a6972fac2d405 Mon Sep 17 00:00:00 2001
From: Gabriel Luiz Freitas Almeida <gabriel@logspace.ai>
Date: Thu, 24 Aug 2023 21:20:11 -0300
Subject: [PATCH 13/46] =?UTF-8?q?=F0=9F=94=A7=20chore(Makefile):=20exclude?=
 =?UTF-8?q?=20.venv=20folder=20from=20mypy=20linting=20to=20improve=20perf?=
 =?UTF-8?q?ormance=20and=20avoid=20unnecessary=20errors?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 Makefile | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/Makefile b/Makefile
index ff540da0d..3aeafdbe8 100644
--- a/Makefile
+++ b/Makefile
@@ -27,7 +27,8 @@ format:
 	cd src/frontend && npm run format
 
 lint:
-	poetry run mypy .
+# skip .venv folder
+	poetry run mypy --exclude .venv .
 	poetry run black . --check
 	poetry run ruff . --fix
 

From 43ca5e32d7f4d2fe5b6d7c239faea3a78c175640 Mon Sep 17 00:00:00 2001
From: Gabriel Luiz Freitas Almeida <gabriel@logspace.ai>
Date: Thu, 24 Aug 2023 21:20:33 -0300
Subject: [PATCH 14/46] =?UTF-8?q?=F0=9F=94=96=20chore(pyproject.toml):=20u?=
 =?UTF-8?q?pdate=20package=20version=20from=200.4.14=20to=200.4.15=20?=
 =?UTF-8?q?=F0=9F=94=96=20chore(pyproject.toml):=20update=20gunicorn=20pac?=
 =?UTF-8?q?kage=20from=20version=2021.1.0=20to=2021.2.0=20=F0=9F=94=96=20c?=
 =?UTF-8?q?hore(pyproject.toml):=20update=20chromadb=20package=20from=20ve?=
 =?UTF-8?q?rsion=200.3.21=20to=200.3.0=20=F0=9F=94=96=20chore(pyproject.to?=
 =?UTF-8?q?ml):=20update=20rich=20package=20from=20version=2013.4.2=20to?=
 =?UTF-8?q?=2013.5.0=20=F0=9F=94=96=20chore(pyproject.toml):=20update=20un?=
 =?UTF-8?q?structured=20package=20from=20version=200.7.0=20to=200.10.0=20?=
 =?UTF-8?q?=F0=9F=94=96=20chore(pyproject.toml):=20update=20pypdf=20packag?=
 =?UTF-8?q?e=20from=20version=203.11.0=20to=203.15.0=20=F0=9F=94=96=20chor?=
 =?UTF-8?q?e(pyproject.toml):=20update=20fake-useragent=20package=20from?=
 =?UTF-8?q?=20version=201.1.3=20to=201.2.1=20=F0=9F=94=96=20chore(pyprojec?=
 =?UTF-8?q?t.toml):=20update=20qdrant-client=20package=20from=20version=20?=
 =?UTF-8?q?1.3.0=20to=201.4.0=20=F0=9F=94=96=20chore(pyproject.toml):=20up?=
 =?UTF-8?q?date=20weaviate-client=20package=20from=20version=203.21.0=20to?=
 =?UTF-8?q?=203.23.0=20=F0=9F=94=96=20chore(pyproject.toml):=20update=20co?=
 =?UTF-8?q?here=20package=20from=20version=204.11.0=20to=204.21.0?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 poetry.lock    | 294 ++++++++++++-------------------------------------
 pyproject.toml |  20 ++--
 2 files changed, 82 insertions(+), 232 deletions(-)

diff --git a/poetry.lock b/poetry.lock
index 0a734e2da..7bf5b1342 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -206,17 +206,6 @@ files = [
     {file = "appnope-0.1.3.tar.gz", hash = "sha256:02bd91c4de869fbb1e1c50aafc4098827a7a54ab2f39d9dcba6c9547ed920e24"},
 ]
 
-[[package]]
-name = "argilla"
-version = "0.0.1"
-description = ""
-optional = false
-python-versions = "*"
-files = [
-    {file = "argilla-0.0.1-py3-none-any.whl", hash = "sha256:8bdc3c505bcfb47ba4b91f5658034eae53bf7d4f9317980397605c0c55817396"},
-    {file = "argilla-0.0.1.tar.gz", hash = "sha256:5017854754e89f573b31af25b25b803f51cea9ca1fa0bcf00505dee1f45cf7c9"},
-]
-
 [[package]]
 name = "asgiref"
 version = "3.7.2"
@@ -916,13 +905,13 @@ test-randomorder = ["pytest-randomly"]
 
 [[package]]
 name = "ctransformers"
-version = "0.2.23"
+version = "0.2.24"
 description = "Python bindings for the Transformer models implemented in C/C++ using GGML library."
 optional = true
 python-versions = "*"
 files = [
-    {file = "ctransformers-0.2.23-py3-none-any.whl", hash = "sha256:ebbba968c81a71919f9c3975b20d9b6c85e6fd5f640d1f7b86cb8d5d56c3d347"},
-    {file = "ctransformers-0.2.23.tar.gz", hash = "sha256:de665dfbd529cf369059e52b277dcbdd6761a0547c8931b3cfbf89ea1eeb3d3c"},
+    {file = "ctransformers-0.2.24-py3-none-any.whl", hash = "sha256:fa2ad7a38726c3ad6e57d1aff696f6e89fe3c0de5df2109b579cb6bc6c2ef599"},
+    {file = "ctransformers-0.2.24.tar.gz", hash = "sha256:bb463204f557d00d533e1dc50346e0b57870cea68965ec135d3fa8db1c76ed2e"},
 ]
 
 [package.dependencies]
@@ -1235,16 +1224,19 @@ gmpy = ["gmpy"]
 gmpy2 = ["gmpy2"]
 
 [[package]]
-name = "et-xmlfile"
-version = "1.1.0"
-description = "An implementation of lxml.xmlfile for the standard library"
+name = "emoji"
+version = "2.8.0"
+description = "Emoji for Python"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 files = [
-    {file = "et_xmlfile-1.1.0-py3-none-any.whl", hash = "sha256:a2ba85d1d6a74ef63837eed693bcb89c3f752169b0e3e7ae5b16ca5e1b3deada"},
-    {file = "et_xmlfile-1.1.0.tar.gz", hash = "sha256:8eb9e2bc2f8c97e37a2dc85a09ecdcdec9d8a396530a6d5a33b30b9a92da0c5c"},
+    {file = "emoji-2.8.0-py2.py3-none-any.whl", hash = "sha256:a8468fd836b7ecb6d1eac054c9a591701ce0ccd6c6f7779ad71b66f76664df90"},
+    {file = "emoji-2.8.0.tar.gz", hash = "sha256:8d8b5dec3c507444b58890e598fc895fcec022b3f5acb49497c6ccc5208b8b00"},
 ]
 
+[package.extras]
+dev = ["coverage", "coveralls", "pytest"]
+
 [[package]]
 name = "exceptiongroup"
 version = "1.1.3"
@@ -3139,24 +3131,6 @@ docs = ["sphinx (>=1.6.0)", "sphinx-bootstrap-theme"]
 flake8 = ["flake8"]
 tests = ["psutil", "pytest (!=3.3.0)", "pytest-cov"]
 
-[[package]]
-name = "markdown"
-version = "3.4.4"
-description = "Python implementation of John Gruber's Markdown."
-optional = false
-python-versions = ">=3.7"
-files = [
-    {file = "Markdown-3.4.4-py3-none-any.whl", hash = "sha256:a4c1b65c0957b4bd9e7d86ddc7b3c9868fb9670660f6f99f6d1bca8954d5a941"},
-    {file = "Markdown-3.4.4.tar.gz", hash = "sha256:225c6123522495d4119a90b3a3ba31a1e87a70369e03f14799ea9c0d7183a3d6"},
-]
-
-[package.dependencies]
-importlib-metadata = {version = ">=4.4", markers = "python_version < \"3.10\""}
-
-[package.extras]
-docs = ["mdx-gh-links (>=0.2)", "mkdocs (>=1.0)", "mkdocs-nature (>=0.4)"]
-testing = ["coverage", "pyyaml"]
-
 [[package]]
 name = "markdown-it-py"
 version = "3.0.0"
@@ -3359,23 +3333,6 @@ docs = ["sphinx"]
 gmpy = ["gmpy2 (>=2.1.0a4)"]
 tests = ["pytest (>=4.6)"]
 
-[[package]]
-name = "msg-parser"
-version = "1.2.0"
-description = "This module enables reading, parsing and converting Microsoft Outlook MSG E-Mail files."
-optional = false
-python-versions = ">=3.4"
-files = [
-    {file = "msg_parser-1.2.0-py2.py3-none-any.whl", hash = "sha256:d47a2f0b2a359cb189fad83cc991b63ea781ecc70d91410324273fbf93e95375"},
-    {file = "msg_parser-1.2.0.tar.gz", hash = "sha256:0de858d4fcebb6c8f6f028da83a17a20fe01cdce67c490779cf43b3b0162aa66"},
-]
-
-[package.dependencies]
-olefile = ">=0.46"
-
-[package.extras]
-rtf = ["compressed-rtf (>=1.0.5)"]
-
 [[package]]
 name = "multidict"
 version = "6.0.4"
@@ -3674,16 +3631,6 @@ files = [
     {file = "numpy-1.25.2.tar.gz", hash = "sha256:fd608e19c8d7c55021dffd43bfe5492fab8cc105cc8986f813f8c3c048b38760"},
 ]
 
-[[package]]
-name = "olefile"
-version = "0.46"
-description = "Python package to parse, read and write Microsoft OLE2 files (Structured Storage or Compound Document, Microsoft Office)"
-optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
-files = [
-    {file = "olefile-0.46.zip", hash = "sha256:133b031eaf8fd2c9399b78b8bc5b8fcbe4c31e85295749bb17a87cba8f3c3964"},
-]
-
 [[package]]
 name = "onnxruntime"
 version = "1.15.1"
@@ -3761,20 +3708,6 @@ files = [
 [package.dependencies]
 pydantic = ">=1.8.2"
 
-[[package]]
-name = "openpyxl"
-version = "3.1.2"
-description = "A Python library to read/write Excel 2010 xlsx/xlsm files"
-optional = false
-python-versions = ">=3.6"
-files = [
-    {file = "openpyxl-3.1.2-py2.py3-none-any.whl", hash = "sha256:f91456ead12ab3c6c2e9491cf33ba6d08357d802192379bb482f1033ade496f5"},
-    {file = "openpyxl-3.1.2.tar.gz", hash = "sha256:a6f5977418eff3b2d5500d54d9db50c8277a368436f4e4f8ddb1be3422870184"},
-]
-
-[package.dependencies]
-et-xmlfile = "*"
-
 [[package]]
 name = "opentelemetry-api"
 version = "1.19.0"
@@ -4233,40 +4166,6 @@ files = [
     {file = "pathspec-0.11.2.tar.gz", hash = "sha256:e0d8d0ac2f12da61956eb2306b69f9469b42f4deb0f3cb6ed47b9cce9996ced3"},
 ]
 
-[[package]]
-name = "pdf2image"
-version = "1.16.3"
-description = "A wrapper around the pdftoppm and pdftocairo command line tools to convert PDF to a PIL Image list."
-optional = false
-python-versions = "*"
-files = [
-    {file = "pdf2image-1.16.3-py3-none-any.whl", hash = "sha256:b6154164af3677211c22cbb38b2bd778b43aca02758e962fe1e231f6d3b0e380"},
-    {file = "pdf2image-1.16.3.tar.gz", hash = "sha256:74208810c2cef4d9e347769b8e62a52303982ddb4f2dfd744c7ab4b940ae287e"},
-]
-
-[package.dependencies]
-pillow = "*"
-
-[[package]]
-name = "pdfminer-six"
-version = "20221105"
-description = "PDF parser and analyzer"
-optional = false
-python-versions = ">=3.6"
-files = [
-    {file = "pdfminer.six-20221105-py3-none-any.whl", hash = "sha256:1eaddd712d5b2732f8ac8486824533514f8ba12a0787b3d5fe1e686cd826532d"},
-    {file = "pdfminer.six-20221105.tar.gz", hash = "sha256:8448ab7b939d18b64820478ecac5394f482d7a79f5f7eaa7703c6c959c175e1d"},
-]
-
-[package.dependencies]
-charset-normalizer = ">=2.0.0"
-cryptography = ">=36.0.0"
-
-[package.extras]
-dev = ["black", "mypy (==0.931)", "nox", "pytest"]
-docs = ["sphinx", "sphinx-argparse"]
-image = ["Pillow"]
-
 [[package]]
 name = "pexpect"
 version = "4.8.0"
@@ -4296,7 +4195,7 @@ files = [
 name = "pillow"
 version = "10.0.0"
 description = "Python Imaging Library (Fork)"
-optional = false
+optional = true
 python-versions = ">=3.8"
 files = [
     {file = "Pillow-10.0.0-cp310-cp310-macosx_10_10_x86_64.whl", hash = "sha256:1f62406a884ae75fb2f818694469519fb685cc7eaff05d3451a9ebe55c646891"},
@@ -5067,17 +4966,6 @@ ocsp = ["certifi", "cryptography (>=2.5)", "pyopenssl (>=17.2.0)", "requests (<3
 snappy = ["python-snappy"]
 zstd = ["zstandard"]
 
-[[package]]
-name = "pypandoc"
-version = "1.11"
-description = "Thin wrapper for pandoc."
-optional = false
-python-versions = ">=3.6"
-files = [
-    {file = "pypandoc-1.11-py3-none-any.whl", hash = "sha256:b260596934e9cfc6513056110a7c8600171d414f90558bf4407e68b209be8007"},
-    {file = "pypandoc-1.11.tar.gz", hash = "sha256:7f6d68db0e57e0f6961bec2190897118c4d305fc2d31c22cd16037f22ee084a5"},
-]
-
 [[package]]
 name = "pyparsing"
 version = "3.1.1"
@@ -5191,19 +5079,6 @@ files = [
 [package.dependencies]
 six = ">=1.5"
 
-[[package]]
-name = "python-docx"
-version = "0.8.11"
-description = "Create and update Microsoft Word .docx files."
-optional = false
-python-versions = "*"
-files = [
-    {file = "python-docx-0.8.11.tar.gz", hash = "sha256:1105d233a0956dd8dd1e710d20b159e2d72ac3c301041b95f4d4ceb3e0ebebc4"},
-]
-
-[package.dependencies]
-lxml = ">=2.3.2"
-
 [[package]]
 name = "python-dotenv"
 version = "1.0.0"
@@ -5283,21 +5158,6 @@ files = [
 [package.extras]
 dev = ["atomicwrites (==1.2.1)", "attrs (==19.2.0)", "coverage (==6.5.0)", "hatch", "invoke (==1.7.3)", "more-itertools (==4.3.0)", "pbr (==4.3.0)", "pluggy (==1.0.0)", "py (==1.11.0)", "pytest (==7.2.0)", "pytest-cov (==4.0.0)", "pytest-timeout (==2.1.0)", "pyyaml (==5.1)"]
 
-[[package]]
-name = "python-pptx"
-version = "0.6.21"
-description = "Generate and manipulate Open XML PowerPoint (.pptx) files"
-optional = false
-python-versions = "*"
-files = [
-    {file = "python-pptx-0.6.21.tar.gz", hash = "sha256:7798a2aaf89563565b3c7120c0acfe9aff775db0db3580544e3bf4840c2e378f"},
-]
-
-[package.dependencies]
-lxml = ">=3.1.0"
-Pillow = ">=3.3.2"
-XlsxWriter = ">=0.5.7"
-
 [[package]]
 name = "python-semantic-release"
 version = "7.33.2"
@@ -6974,50 +6834,67 @@ test = ["coverage", "pytest", "pytest-cov"]
 
 [[package]]
 name = "unstructured"
-version = "0.7.12"
+version = "0.10.5"
 description = "A library that prepares raw documents for downstream ML tasks."
 optional = false
 python-versions = ">=3.7.0"
 files = [
-    {file = "unstructured-0.7.12-py3-none-any.whl", hash = "sha256:6dec4f23574e213f30bccb680a4fb84c95617092ce4abf5d8955cc71af402fef"},
-    {file = "unstructured-0.7.12.tar.gz", hash = "sha256:3dcddea34f52e1070f38fd10063b3b0f64bc4cbe5b778d6b86b5d33262d625cd"},
+    {file = "unstructured-0.10.5-py3-none-any.whl", hash = "sha256:a2a31196782d58fdd6e19aeec5adcb829c94c6d3eded6b762e9fc31f0fdbf4fb"},
+    {file = "unstructured-0.10.5.tar.gz", hash = "sha256:2a5ebe0ca5a4205779fe4c6ab989b157667bae675f12532fe3630fb50899d421"},
 ]
 
 [package.dependencies]
-argilla = "*"
+beautifulsoup4 = "*"
 chardet = "*"
+emoji = "*"
 filetype = "*"
 lxml = "*"
-markdown = "*"
-msg-parser = "*"
 nltk = "*"
-openpyxl = "*"
-pandas = "*"
-pdf2image = "*"
-"pdfminer.six" = "*"
-pillow = "*"
-pypandoc = "*"
-python-docx = "*"
 python-magic = "*"
-python-pptx = "*"
 requests = "*"
 tabulate = "*"
-xlrd = "*"
 
 [package.extras]
+airtable = ["pyairtable"]
+all-docs = ["Pillow (<10)", "ebooklib", "markdown", "msg-parser", "openpyxl", "pandas", "pdf2image", "pdfminer.six", "pypandoc", "python-docx", "python-pptx", "unstructured-inference", "xlrd"]
 azure = ["adlfs", "fsspec"]
+biomed = ["bs4"]
+box = ["boxfs", "fsspec"]
+confluence = ["atlassian-python-api"]
+csv = ["pandas"]
+delta-table = ["deltalake", "fsspec"]
 discord = ["discord-py"]
+doc = ["python-docx"]
+docx = ["python-docx"]
 dropbox = ["dropboxdrivefs", "fsspec"]
-gcs = ["fsspec", "gcsfs"]
-github = ["pygithub (==1.58.2)"]
+elasticsearch = ["elasticsearch", "jq"]
+epub = ["ebooklib"]
+gcs = ["bs4", "fsspec", "gcsfs"]
+github = ["pygithub (>1.58.0)"]
 gitlab = ["python-gitlab"]
 google-drive = ["google-api-python-client"]
 huggingface = ["langdetect", "sacremoses", "sentencepiece", "torch", "transformers"]
-local-inference = ["unstructured-inference (==0.5.4)"]
+image = ["Pillow (<10)", "pdf2image", "pdfminer.six", "unstructured-inference"]
+local-inference = ["Pillow (<10)", "ebooklib", "markdown", "msg-parser", "openpyxl", "pandas", "pdf2image", "pdfminer.six", "pypandoc", "python-docx", "python-pptx", "unstructured-inference", "xlrd"]
+md = ["markdown"]
+msg = ["msg-parser"]
+notion = ["htmlBuilder", "notion-client"]
+odt = ["pypandoc", "python-docx"]
+onedrive = ["Office365-REST-Python-Client (<2.4.3)", "bs4", "msal"]
+org = ["pypandoc"]
+outlook = ["Office365-REST-Python-Client (<2.4.3)", "msal"]
+pdf = ["Pillow (<10)", "pdf2image", "pdfminer.six", "unstructured-inference"]
+ppt = ["python-pptx"]
+pptx = ["python-pptx"]
 reddit = ["praw"]
+rst = ["pypandoc"]
+rtf = ["pypandoc"]
 s3 = ["fsspec", "s3fs"]
+sharepoint = ["Office365-REST-Python-Client (<2.4.3)", "msal"]
 slack = ["slack-sdk"]
+tsv = ["pandas"]
 wikipedia = ["wikipedia"]
+xlsx = ["openpyxl", "pandas", "xlrd"]
 
 [[package]]
 name = "uritemplate"
@@ -7128,33 +7005,33 @@ files = [
 
 [[package]]
 name = "watchfiles"
-version = "0.19.0"
+version = "0.20.0"
 description = "Simple, modern and high performance file watching and code reload in python."
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "watchfiles-0.19.0-cp37-abi3-macosx_10_7_x86_64.whl", hash = "sha256:91633e64712df3051ca454ca7d1b976baf842d7a3640b87622b323c55f3345e7"},
-    {file = "watchfiles-0.19.0-cp37-abi3-macosx_11_0_arm64.whl", hash = "sha256:b6577b8c6c8701ba8642ea9335a129836347894b666dd1ec2226830e263909d3"},
-    {file = "watchfiles-0.19.0-cp37-abi3-manylinux_2_12_i686.manylinux2010_i686.whl", hash = "sha256:18b28f6ad871b82df9542ff958d0c86bb0d8310bb09eb8e87d97318a3b5273af"},
-    {file = "watchfiles-0.19.0-cp37-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:fac19dc9cbc34052394dbe81e149411a62e71999c0a19e1e09ce537867f95ae0"},
-    {file = "watchfiles-0.19.0-cp37-abi3-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:09ea3397aecbc81c19ed7f025e051a7387feefdb789cf768ff994c1228182fda"},
-    {file = "watchfiles-0.19.0-cp37-abi3-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:c0376deac92377817e4fb8f347bf559b7d44ff556d9bc6f6208dd3f79f104aaf"},
-    {file = "watchfiles-0.19.0-cp37-abi3-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:9c75eff897786ee262c9f17a48886f4e98e6cfd335e011c591c305e5d083c056"},
-    {file = "watchfiles-0.19.0-cp37-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:cb5d45c4143c1dd60f98a16187fd123eda7248f84ef22244818c18d531a249d1"},
-    {file = "watchfiles-0.19.0-cp37-abi3-musllinux_1_1_aarch64.whl", hash = "sha256:79c533ff593db861ae23436541f481ec896ee3da4e5db8962429b441bbaae16e"},
-    {file = "watchfiles-0.19.0-cp37-abi3-musllinux_1_1_x86_64.whl", hash = "sha256:3d7d267d27aceeeaa3de0dd161a0d64f0a282264d592e335fff7958cc0cbae7c"},
-    {file = "watchfiles-0.19.0-cp37-abi3-win32.whl", hash = "sha256:176a9a7641ec2c97b24455135d58012a5be5c6217fc4d5fef0b2b9f75dbf5154"},
-    {file = "watchfiles-0.19.0-cp37-abi3-win_amd64.whl", hash = "sha256:945be0baa3e2440151eb3718fd8846751e8b51d8de7b884c90b17d271d34cae8"},
-    {file = "watchfiles-0.19.0-cp37-abi3-win_arm64.whl", hash = "sha256:0089c6dc24d436b373c3c57657bf4f9a453b13767150d17284fc6162b2791911"},
-    {file = "watchfiles-0.19.0-pp38-pypy38_pp73-macosx_10_7_x86_64.whl", hash = "sha256:cae3dde0b4b2078f31527acff6f486e23abed307ba4d3932466ba7cdd5ecec79"},
-    {file = "watchfiles-0.19.0-pp38-pypy38_pp73-macosx_11_0_arm64.whl", hash = "sha256:7f3920b1285a7d3ce898e303d84791b7bf40d57b7695ad549dc04e6a44c9f120"},
-    {file = "watchfiles-0.19.0-pp38-pypy38_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:9afd0d69429172c796164fd7fe8e821ade9be983f51c659a38da3faaaaac44dc"},
-    {file = "watchfiles-0.19.0-pp38-pypy38_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:68dce92b29575dda0f8d30c11742a8e2b9b8ec768ae414b54f7453f27bdf9545"},
-    {file = "watchfiles-0.19.0-pp39-pypy39_pp73-macosx_10_7_x86_64.whl", hash = "sha256:5569fc7f967429d4bc87e355cdfdcee6aabe4b620801e2cf5805ea245c06097c"},
-    {file = "watchfiles-0.19.0-pp39-pypy39_pp73-macosx_11_0_arm64.whl", hash = "sha256:5471582658ea56fca122c0f0d0116a36807c63fefd6fdc92c71ca9a4491b6b48"},
-    {file = "watchfiles-0.19.0-pp39-pypy39_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:b538014a87f94d92f98f34d3e6d2635478e6be6423a9ea53e4dd96210065e193"},
-    {file = "watchfiles-0.19.0-pp39-pypy39_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:20b44221764955b1e703f012c74015306fb7e79a00c15370785f309b1ed9aa8d"},
-    {file = "watchfiles-0.19.0.tar.gz", hash = "sha256:d9b073073e048081e502b6c6b0b88714c026a1a4c890569238d04aca5f9ca74b"},
+    {file = "watchfiles-0.20.0-cp37-abi3-macosx_10_7_x86_64.whl", hash = "sha256:3796312bd3587e14926013612b23066912cf45a14af71cf2b20db1c12dadf4e9"},
+    {file = "watchfiles-0.20.0-cp37-abi3-macosx_11_0_arm64.whl", hash = "sha256:d0002d81c89a662b595645fb684a371b98ff90a9c7d8f8630c82f0fde8310458"},
+    {file = "watchfiles-0.20.0-cp37-abi3-manylinux_2_12_i686.manylinux2010_i686.whl", hash = "sha256:570848706440373b4cd8017f3e850ae17f76dbdf1e9045fc79023b11e1afe490"},
+    {file = "watchfiles-0.20.0-cp37-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:9a0351d20d03c6f7ad6b2e8a226a5efafb924c7755ee1e34f04c77c3682417fa"},
+    {file = "watchfiles-0.20.0-cp37-abi3-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:007dcc4a401093010b389c044e81172c8a2520dba257c88f8828b3d460c6bb38"},
+    {file = "watchfiles-0.20.0-cp37-abi3-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:0d82dbc1832da83e441d112069833eedd4cf583d983fb8dd666fbefbea9d99c0"},
+    {file = "watchfiles-0.20.0-cp37-abi3-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:99f4c65fd2fce61a571b2a6fcf747d6868db0bef8a934e8ca235cc8533944d95"},
+    {file = "watchfiles-0.20.0-cp37-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:5392dd327a05f538c56edb1c6ebba6af91afc81b40822452342f6da54907bbdf"},
+    {file = "watchfiles-0.20.0-cp37-abi3-musllinux_1_1_aarch64.whl", hash = "sha256:08dc702529bb06a2b23859110c214db245455532da5eaea602921687cfcd23db"},
+    {file = "watchfiles-0.20.0-cp37-abi3-musllinux_1_1_x86_64.whl", hash = "sha256:7d4e66a857621584869cfbad87039e65dadd7119f0d9bb9dbc957e089e32c164"},
+    {file = "watchfiles-0.20.0-cp37-abi3-win32.whl", hash = "sha256:a03d1e6feb7966b417f43c3e3783188167fd69c2063e86bad31e62c4ea794cc5"},
+    {file = "watchfiles-0.20.0-cp37-abi3-win_amd64.whl", hash = "sha256:eccc8942bcdc7d638a01435d915b913255bbd66f018f1af051cd8afddb339ea3"},
+    {file = "watchfiles-0.20.0-cp37-abi3-win_arm64.whl", hash = "sha256:b17d4176c49d207865630da5b59a91779468dd3e08692fe943064da260de2c7c"},
+    {file = "watchfiles-0.20.0-pp38-pypy38_pp73-macosx_10_7_x86_64.whl", hash = "sha256:d97db179f7566dcf145c5179ddb2ae2a4450e3a634eb864b09ea04e68c252e8e"},
+    {file = "watchfiles-0.20.0-pp38-pypy38_pp73-macosx_11_0_arm64.whl", hash = "sha256:835df2da7a5df5464c4a23b2d963e1a9d35afa422c83bf4ff4380b3114603644"},
+    {file = "watchfiles-0.20.0-pp38-pypy38_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:608cd94a8767f49521901aff9ae0c92cc8f5a24d528db7d6b0295290f9d41193"},
+    {file = "watchfiles-0.20.0-pp38-pypy38_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:89d1de8218874925bce7bb2ae9657efc504411528930d7a83f98b1749864f2ef"},
+    {file = "watchfiles-0.20.0-pp39-pypy39_pp73-macosx_10_7_x86_64.whl", hash = "sha256:13f995d5152a8ba4ed7c2bbbaeee4e11a5944defc7cacd0ccb4dcbdcfd78029a"},
+    {file = "watchfiles-0.20.0-pp39-pypy39_pp73-macosx_11_0_arm64.whl", hash = "sha256:9b5c8d3be7b502f8c43a33c63166ada8828dbb0c6d49c8f9ce990a96de2f5a49"},
+    {file = "watchfiles-0.20.0-pp39-pypy39_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:e43af4464daa08723c04b43cf978ab86cc55c684c16172622bdac64b34e36af0"},
+    {file = "watchfiles-0.20.0-pp39-pypy39_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:87d9e1f75c4f86c93d73b5bd1ebe667558357548f11b4f8af4e0e272f79413ce"},
+    {file = "watchfiles-0.20.0.tar.gz", hash = "sha256:728575b6b94c90dd531514677201e8851708e6e4b5fe7028ac506a200b622019"},
 ]
 
 [package.dependencies]
@@ -7422,33 +7299,6 @@ files = [
     {file = "wrapt-1.15.0.tar.gz", hash = "sha256:d06730c6aed78cee4126234cf2d071e01b44b915e725a6cb439a879ec9754a3a"},
 ]
 
-[[package]]
-name = "xlrd"
-version = "2.0.1"
-description = "Library for developers to extract data from Microsoft Excel (tm) .xls spreadsheet files"
-optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*"
-files = [
-    {file = "xlrd-2.0.1-py2.py3-none-any.whl", hash = "sha256:6a33ee89877bd9abc1158129f6e94be74e2679636b8a205b43b85206c3f0bbdd"},
-    {file = "xlrd-2.0.1.tar.gz", hash = "sha256:f72f148f54442c6b056bf931dbc34f986fd0c3b0b6b5a58d013c9aef274d0c88"},
-]
-
-[package.extras]
-build = ["twine", "wheel"]
-docs = ["sphinx"]
-test = ["pytest", "pytest-cov"]
-
-[[package]]
-name = "xlsxwriter"
-version = "3.1.2"
-description = "A Python module for creating Excel XLSX files."
-optional = false
-python-versions = ">=3.6"
-files = [
-    {file = "XlsxWriter-3.1.2-py3-none-any.whl", hash = "sha256:331508ff39d610ecdaf979e458840bc1eab6e6a02cfd5d08f044f0f73636236f"},
-    {file = "XlsxWriter-3.1.2.tar.gz", hash = "sha256:78751099a770273f1c98b8d6643351f68f98ae8e6acf9d09d37dc6798f8cd3de"},
-]
-
 [[package]]
 name = "yarl"
 version = "1.9.2"
@@ -7617,4 +7467,4 @@ local = ["ctransformers", "llama-cpp-python", "sentence-transformers"]
 [metadata]
 lock-version = "2.0"
 python-versions = ">=3.9,<3.11"
-content-hash = "53bb67a463c4ad0d3dd30c89e30750fc31be5530ee54539d4df34fd82ecf7bc1"
+content-hash = "1effd07e35ba89cc3971f027218032e24e7816d93bccb7fd6470cc56acc04418"
diff --git a/pyproject.toml b/pyproject.toml
index cc0d1a617..9c112f07c 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,6 @@
 [tool.poetry]
 name = "langflow"
-version = "0.4.14"
+version = "0.4.15"
 description = "A Python package with a built-in web application"
 authors = ["Logspace <contact@logspace.ai>"]
 maintainers = [
@@ -32,33 +32,33 @@ beautifulsoup4 = "^4.12.2"
 google-search-results = "^2.4.1"
 google-api-python-client = "^2.79.0"
 typer = "^0.9.0"
-gunicorn = "^21.1.0"
+gunicorn = "^21.2.0"
 langchain = "^0.0.256"
 openai = "^0.27.8"
 pandas = "^2.0.0"
-chromadb = "^0.3.21"
+chromadb = "^0.3.0"
 huggingface-hub = { version = "^0.16.0", extras = ["inference"] }
-rich = "^13.4.2"
+rich = "^13.5.0"
 llama-cpp-python = { version = "~0.1.0", optional = true }
 networkx = "^3.1"
-unstructured = "^0.7.0"
-pypdf = "^3.11.0"
+unstructured = "^0.10.0"
+pypdf = "^3.15.0"
 lxml = "^4.9.2"
 pysrt = "^1.1.2"
-fake-useragent = "^1.1.3"
+fake-useragent = "^1.2.1"
 docstring-parser = "^0.15"
 psycopg2-binary = "^2.9.6"
 pyarrow = "^12.0.0"
 tiktoken = "~0.4.0"
 wikipedia = "^1.4.0"
 langchain-serve = { version = ">0.0.51", optional = true }
-qdrant-client = "^1.3.0"
+qdrant-client = "^1.4.0"
 websockets = "^10.3"
-weaviate-client = "^3.21.0"
+weaviate-client = "^3.23.0"
 jina = "3.15.2"
 sentence-transformers = { version = "^2.2.2", optional = true }
 ctransformers = { version = "^0.2.10", optional = true }
-cohere = "^4.11.0"
+cohere = "^4.21.0"
 python-multipart = "^0.0.6"
 sqlmodel = "^0.0.8"
 faiss-cpu = "^1.7.4"

From 95ff2a7f6bf2a2127b5171c1cdda7c0dcafdc449 Mon Sep 17 00:00:00 2001
From: Gabriel Luiz Freitas Almeida <gabriel@logspace.ai>
Date: Thu, 24 Aug 2023 22:22:09 -0300
Subject: [PATCH 15/46] =?UTF-8?q?=F0=9F=94=A7=20chore(util.py):=20add=20mi?=
 =?UTF-8?q?ssing=20import=20for=20'Document'=20from=20langchain.schema=20?=
 =?UTF-8?q?=F0=9F=94=A7=20chore(util.py):=20add=20missing=20type=20hint=20?=
 =?UTF-8?q?for=20'documents'=20parameter=20in=20build=5Floader=5Frepr=5Ffr?=
 =?UTF-8?q?om=5Fdocuments=20function=20=F0=9F=94=A7=20chore(util.py):=20ad?=
 =?UTF-8?q?d=20logic=20to=20calculate=20average=20document=20length=20and?=
 =?UTF-8?q?=20display=20summary=20information=20in=20build=5Floader=5Frepr?=
 =?UTF-8?q?=5Ffrom=5Fdocuments=20function?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 src/backend/langflow/utils/util.py | 12 +++++++++++-
 1 file changed, 11 insertions(+), 1 deletion(-)

diff --git a/src/backend/langflow/utils/util.py b/src/backend/langflow/utils/util.py
index f68c9dbe2..4760ebc2d 100644
--- a/src/backend/langflow/utils/util.py
+++ b/src/backend/langflow/utils/util.py
@@ -2,7 +2,7 @@ import re
 import inspect
 import importlib
 from functools import wraps
-from typing import Optional, Dict, Any, Union
+from typing import List, Optional, Dict, Any, Union
 
 from docstring_parser import parse  # type: ignore
 
@@ -10,6 +10,7 @@ from langflow.template.frontend_node.constants import FORCE_SHOW_FIELDS
 from langflow.utils import constants
 from langflow.utils.logger import logger
 from multiprocess import cpu_count  # type: ignore
+from langchain.schema import Document
 
 
 def build_template_from_function(
@@ -462,3 +463,12 @@ def get_number_of_workers(workers=None):
         workers = (cpu_count() * 2) + 1
     logger.debug(f"Number of workers: {workers}")
     return workers
+
+
+def build_loader_repr_from_documents(documents: List[Document]) -> str:
+    if documents:
+        avg_length = sum(len(doc.page_content) for doc in documents) / len(documents)
+        return f"""{len(documents)} documents
+        \nAvg. Document Length (characters): {int(avg_length)}
+        Documents: {documents[:3]}..."""
+    return "0 documents"

From 40ab6b1e877790961e99ccdebce1fc1af7879bae Mon Sep 17 00:00:00 2001
From: Gabriel Luiz Freitas Almeida <gabriel@logspace.ai>
Date: Thu, 24 Aug 2023 22:22:31 -0300
Subject: [PATCH 16/46] =?UTF-8?q?=F0=9F=94=A5=20refactor(config.yaml):=20r?=
 =?UTF-8?q?emove=20RecursiveCharacterTextSplitter=20from=20the=20config=20?=
 =?UTF-8?q?file=20as=20it=20is=20no=20longer=20used=20=F0=9F=93=9A=20docs(?=
 =?UTF-8?q?config.yaml):=20update=20documentation=20link=20for=20Character?=
 =?UTF-8?q?TextSplitter=20in=20the=20config=20file?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 src/backend/langflow/config.yaml | 2 --
 1 file changed, 2 deletions(-)

diff --git a/src/backend/langflow/config.yaml b/src/backend/langflow/config.yaml
index 63e8cdf99..da43403f2 100644
--- a/src/backend/langflow/config.yaml
+++ b/src/backend/langflow/config.yaml
@@ -169,8 +169,6 @@ prompts:
 textsplitters:
   CharacterTextSplitter:
     documentation: "https://python.langchain.com/docs/modules/data_connection/document_transformers/text_splitters/character_text_splitter"
-  RecursiveCharacterTextSplitter:
-    documentation: "https://python.langchain.com/docs/modules/data_connection/document_transformers/text_splitters/recursive_text_splitter"
 toolkits:
   OpenAPIToolkit:
     documentation: ""

From 383c9dc5ff63c2f82b64695f1ba2df6ae20c577f Mon Sep 17 00:00:00 2001
From: Gabriel Luiz Freitas Almeida <gabriel@logspace.ai>
Date: Thu, 24 Aug 2023 22:23:27 -0300
Subject: [PATCH 17/46] =?UTF-8?q?=F0=9F=93=9D=20docs(text-splitters.mdx):?=
 =?UTF-8?q?=20improve=20formatting=20and=20add=20missing=20information=20a?=
 =?UTF-8?q?bout=20`LanguageRecursiveTextSplitter`=20and=20its=20parameters?=
 =?UTF-8?q?=20=F0=9F=90=9B=20fix(text-splitters.mdx):=20fix=20typo=20in=20?=
 =?UTF-8?q?the=20description=20of=20`separators`=20parameter=20in=20`Recur?=
 =?UTF-8?q?siveCharacterTextSplitter`?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 docs/docs/components/text-splitters.mdx | 32 ++++++++++++++++++-------
 1 file changed, 23 insertions(+), 9 deletions(-)

diff --git a/docs/docs/components/text-splitters.mdx b/docs/docs/components/text-splitters.mdx
index 6c91cc1a0..c6efe4553 100644
--- a/docs/docs/components/text-splitters.mdx
+++ b/docs/docs/components/text-splitters.mdx
@@ -1,11 +1,13 @@
-import Admonition from '@theme/Admonition';
+import Admonition from "@theme/Admonition";
 
 # Text Splitters
 
 <Admonition type="caution" icon="🚧" title="ZONE UNDER CONSTRUCTION">
-    <p>
-        We appreciate your understanding as we polish our documentation – it may contain some rough edges. Share your feedback or report issues to help us improve! 🛠️📝
-    </p>
+  <p>
+    We appreciate your understanding as we polish our documentation – it may
+    contain some rough edges. Share your feedback or report issues to help us
+    improve! 🛠️📝
+  </p>
 </Admonition>
 
 A text splitter is a tool that divides a document or text into smaller chunks or segments. It is used to break down large texts into more manageable pieces for analysis or processing.
@@ -22,13 +24,13 @@ The `CharacterTextSplitter` is used to split a long text into smaller chunks bas
 
 - **chunk_overlap:** Determines the number of characters that overlap between consecutive chunks when splitting text. It specifies how much of the previous chunk should be included in the next chunk.
 
-    For example, if the `chunk_overlap` is set to 20 and the `chunk_size` is set to 100, the splitter will create chunks of 100 characters each, but the last 20 characters of each chunk will overlap with the first 20 characters of the next chunk. This allows for a smoother transition between chunks and ensures that no information is lost – defaults to `200`.
+  For example, if the `chunk_overlap` is set to 20 and the `chunk_size` is set to 100, the splitter will create chunks of 100 characters each, but the last 20 characters of each chunk will overlap with the first 20 characters of the next chunk. This allows for a smoother transition between chunks and ensures that no information is lost – defaults to `200`.
 
 - **chunk_size:** Determines the maximum number of characters in each chunk when splitting a text. It specifies the size or length of each chunk.
 
-    For example, if the chunk_size is set to 100, the splitter will create chunks of 100 characters each. If the text is longer than 100 characters, it will be divided into multiple chunks of equal size, except for the last chunk, which may be smaller if there are remaining characters –defaults to `1000`.
+  For example, if the chunk_size is set to 100, the splitter will create chunks of 100 characters each. If the text is longer than 100 characters, it will be divided into multiple chunks of equal size, except for the last chunk, which may be smaller if there are remaining characters –defaults to `1000`.
 
-- **separator:** Specifies the character that will be used to split the text into chunks – defaults to `.` 
+- **separator:** Specifies the character that will be used to split the text into chunks – defaults to `.`
 
 ---
 
@@ -44,6 +46,18 @@ The `RecursiveCharacterTextSplitter` splits the text by trying to keep paragra
 
 - **chunk_size:** Determines the maximum number of characters in each chunk when splitting a text. It specifies the size or length of each chunk.
 
-- **separator_type:** The parameter allows the user to split the code with multiple language support. It supports various languages such as Text, Ruby, Python, Solidity, Java, and more. Defaults to `Text`.
+- **separators:** The `separators` in RecursiveCharacterTextSplitter are the characters used to split the text into chunks. The text splitter tries to create chunks based on splitting on the first character in the list of `separators`. If any chunks are too large, it moves on to the next character in the list and continues splitting. Defaults to ["\n\n", "\n", " ", ""].
 
-- **separators:** The `separators` in RecursiveCharacterTextSplitter are the characters used to split the text into chunks. The text splitter tries to create chunks based on splitting on the first character in the list of `separators`. If any chunks are too large, it moves on to the next character in the list and continues splitting. Defaults to `.`
\ No newline at end of file
+### LanguageRecursiveTextSplitter
+
+The `LanguageRecursiveTextSplitter` is a text splitter that splits the text into smaller chunks based on the (programming) language of the text.
+
+**Params**
+
+- **Documents:** Input documents to split.
+
+- **chunk_overlap:** Determines the number of characters that overlap between consecutive chunks when splitting text. It specifies how much of the previous chunk should be included in the next chunk.
+
+- **chunk_size:** Determines the maximum number of characters in each chunk when splitting a text. It specifies the size or length of each chunk.
+
+- **separator_type:** The parameter allows the user to split the code with multiple language support. It supports various languages such as Ruby, Python, Solidity, Java, and more. Defaults to `Python`.

From 86730437a580853ac0496c3d083c4e8fa860224f Mon Sep 17 00:00:00 2001
From: Gabriel Luiz Freitas Almeida <gabriel@logspace.ai>
Date: Thu, 24 Aug 2023 22:23:45 -0300
Subject: [PATCH 18/46] =?UTF-8?q?=E2=9C=A8=20feat(RecursiveCharacterTextSp?=
 =?UTF-8?q?litter.py):=20add=20RecursiveCharacterTextSplitter=20component?=
 =?UTF-8?q?=20to=20split=20text=20into=20chunks=20of=20a=20specified=20len?=
 =?UTF-8?q?gth?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 .../RecursiveCharacterTextSplitter.py         | 83 +++++++++++++++++++
 .../components/textsplitters/__init__.py      |  0
 2 files changed, 83 insertions(+)
 create mode 100644 src/backend/langflow/components/textsplitters/RecursiveCharacterTextSplitter.py
 create mode 100644 src/backend/langflow/components/textsplitters/__init__.py

diff --git a/src/backend/langflow/components/textsplitters/RecursiveCharacterTextSplitter.py b/src/backend/langflow/components/textsplitters/RecursiveCharacterTextSplitter.py
new file mode 100644
index 000000000..3b1f70815
--- /dev/null
+++ b/src/backend/langflow/components/textsplitters/RecursiveCharacterTextSplitter.py
@@ -0,0 +1,83 @@
+from typing import Optional
+from langflow import CustomComponent
+from langchain.schema import Document
+
+
+class RecursiveCharacterTextSplitterComponent(CustomComponent):
+    display_name: str = "Recursive Character Text Splitter"
+    description: str = "Split text into chunks of a specified length."
+    documentation: str = "https://docs.langflow.org/components/text-splitters#recursivecharactertextsplitter"
+
+    def build_config(self):
+        return {
+            "documents": {
+                "display_name": "Documents",
+                "info": "The documents to split.",
+            },
+            "separators": {
+                "display_name": "Separators",
+                "info": 'The characters to split on.\nIf left empty defaults to ["\\n\\n", "\\n", " ", ""].',
+                "is_list": True,
+            },
+            "chunk_size": {
+                "display_name": "Chunk Size",
+                "info": "The maximum length of each chunk.",
+                "field_type": "int",
+                "value": 1000,
+            },
+            "chunk_overlap": {
+                "display_name": "Chunk Overlap",
+                "info": "The amount of overlap between chunks.",
+                "field_type": "int",
+                "value": 200,
+            },
+            "code": {"show": False},
+        }
+
+    def build(
+        self,
+        documents: Document,
+        separators: Optional[str] = None,
+        chunk_size: Optional[int] = 1000,
+        chunk_overlap: Optional[int] = 200,
+    ) -> Document:
+        """
+        Split text into chunks of a specified length.
+
+        Args:
+            separators (list[str]): The characters to split on.
+            chunk_size (int): The maximum length of each chunk.
+            chunk_overlap (int): The amount of overlap between chunks.
+            length_function (function): The function to use to calculate the length of the text.
+
+        Returns:
+            list[str]: The chunks of text.
+        """
+        from langchain.text_splitter import RecursiveCharacterTextSplitter
+
+        if separators == "":
+            separators = None
+        elif separators:
+            # check if the separators list has escaped characters
+            # if there are escaped characters, unescape them
+            separators = [x.encode().decode("unicode-escape") for x in separators]
+
+        # Make sure chunk_size and chunk_overlap are ints
+        try:
+            chunk_size = int(chunk_size)
+            chunk_overlap = int(chunk_overlap)
+        except Exception as e:
+            raise ValueError(
+                "chunk_size and chunk_overlap must be integers."
+                " Received chunk_size={chunk_size} and chunk_overlap={chunk_overlap}."
+            ) from e
+        splitter = RecursiveCharacterTextSplitter(
+            separators=separators,
+            chunk_size=chunk_size,
+            chunk_overlap=chunk_overlap,
+        )
+
+        docs = splitter.split_documents(documents)
+        # self.repr_value = build_loader_repr_from_documents(docs)
+        self.repr_value = separators
+        return docs
diff --git a/src/backend/langflow/components/textsplitters/__init__.py b/src/backend/langflow/components/textsplitters/__init__.py
new file mode 100644
index 000000000..e69de29bb

From 0649b61fca0c2a47f3efc84e88797f7e990a3093 Mon Sep 17 00:00:00 2001
From: Gabriel Luiz Freitas Almeida <gabriel@logspace.ai>
Date: Thu, 24 Aug 2023 22:24:07 -0300
Subject: [PATCH 19/46] =?UTF-8?q?=F0=9F=93=A6=20chore(LanguageRecursiveTex?=
 =?UTF-8?q?tSplitter.py):=20add=20LanguageRecursiveTextSplitter=20componen?=
 =?UTF-8?q?t=20to=20split=20text=20into=20chunks=20based=20on=20language?=
 =?UTF-8?q?=20=F0=9F=93=9D=20docs(LanguageRecursiveTextSplitter.py):=20add?=
 =?UTF-8?q?=20documentation=20link=20for=20LanguageRecursiveTextSplitter?=
 =?UTF-8?q?=20component=20=F0=9F=94=A7=20refactor(LanguageRecursiveTextSpl?=
 =?UTF-8?q?itter.py):=20refactor=20build=5Fconfig=20method=20to=20use=20op?=
 =?UTF-8?q?tions=20from=20Language=20enum=20for=20separator=5Ftype=20?=
 =?UTF-8?q?=F0=9F=94=A7=20refactor(LanguageRecursiveTextSplitter.py):=20re?=
 =?UTF-8?q?factor=20build=20method=20to=20split=20text=20into=20chunks=20b?=
 =?UTF-8?q?ased=20on=20specified=20length=20and=20overlap=20=F0=9F=94=A7?=
 =?UTF-8?q?=20refactor(LanguageRecursiveTextSplitter.py):=20refactor=20bui?=
 =?UTF-8?q?ld=20method=20to=20handle=20chunk=5Fsize=20and=20chunk=5Foverla?=
 =?UTF-8?q?p=20as=20integers=20=F0=9F=94=A7=20refactor(LanguageRecursiveTe?=
 =?UTF-8?q?xtSplitter.py):=20refactor=20build=20method=20to=20use=20Recurs?=
 =?UTF-8?q?iveCharacterTextSplitter=20from=20langchain.text=5Fsplitter=20?=
 =?UTF-8?q?=F0=9F=94=A7=20refactor(LanguageRecursiveTextSplitter.py):=20re?=
 =?UTF-8?q?factor=20build=20method=20to=20split=20documents=20using=20Recu?=
 =?UTF-8?q?rsiveCharacterTextSplitter=20and=20return=20the=20chunks?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 .../LanguageRecursiveTextSplitter.py          | 85 +++++++++++++++++++
 1 file changed, 85 insertions(+)
 create mode 100644 src/backend/langflow/components/textsplitters/LanguageRecursiveTextSplitter.py

diff --git a/src/backend/langflow/components/textsplitters/LanguageRecursiveTextSplitter.py b/src/backend/langflow/components/textsplitters/LanguageRecursiveTextSplitter.py
new file mode 100644
index 000000000..6b4373971
--- /dev/null
+++ b/src/backend/langflow/components/textsplitters/LanguageRecursiveTextSplitter.py
@@ -0,0 +1,85 @@
+from typing import Optional
+from langflow import CustomComponent
+from langchain.text_splitter import Language
+from langchain.schema import Document
+from langflow.utils.util import build_loader_repr_from_documents
+
+
+class LanguageRecursiveTextSplitterComponent(CustomComponent):
+    display_name: str = "Language Recursive Text Splitter"
+    description: str = "Split text into chunks of a specified length based on language."
+    documentation: str = "https://docs.langflow.org/components/text-splitters#recursivecharactertextsplitter"
+
+    def build_config(self):
+        options = [x.value for x in Language]
+        return {
+            "documents": {
+                "display_name": "Documents",
+                "info": "The documents to split.",
+            },
+            "separator_type": {
+                "display_name": "Separator Type",
+                "info": "The type of separator to use.",
+                "field_type": "str",
+                "options": options,
+                "value": "Python",
+            },
+            "separators": {
+                "display_name": "Separators",
+                "info": "The characters to split on.",
+                "is_list": True,
+            },
+            "chunk_size": {
+                "display_name": "Chunk Size",
+                "info": "The maximum length of each chunk.",
+                "field_type": "int",
+                "value": 1000,
+            },
+            "chunk_overlap": {
+                "display_name": "Chunk Overlap",
+                "info": "The amount of overlap between chunks.",
+                "field_type": "int",
+                "value": 200,
+            },
+            "code": {"show": False},
+        }
+
+    def build(
+        self,
+        documents: Document,
+        chunk_size: Optional[int] = 1000,
+        chunk_overlap: Optional[int] = 200,
+        separator_type: Optional[str] = "Python",
+    ) -> Document:
+        """
+        Split text into chunks of a specified length.
+
+        Args:
+            separators (list[str]): The characters to split on.
+            chunk_size (int): The maximum length of each chunk.
+            chunk_overlap (int): The amount of overlap between chunks.
+            length_function (function): The function to use to calculate the length of the text.
+
+        Returns:
+            list[str]: The chunks of text.
+        """
+        from langchain.text_splitter import RecursiveCharacterTextSplitter
+
+        # Make sure chunk_size and chunk_overlap are ints
+        try:
+            chunk_size = int(chunk_size)
+            chunk_overlap = int(chunk_overlap)
+        except Exception as e:
+            raise ValueError(
+                "chunk_size and chunk_overlap must be integers."
+                " Received chunk_size={chunk_size} and chunk_overlap={chunk_overlap}."
+            ) from e
+        splitter = RecursiveCharacterTextSplitter.from_language(
+            language=Language(separator_type),
+            chunk_size=chunk_size,
+            chunk_overlap=chunk_overlap,
+        )
+
+        docs = splitter.split_documents(documents)
+        self.repr_value = build_loader_repr_from_documents(docs)
+        return docs

From b326a7e246c8d6b3d489efd4d998ef8fb5f5b5a6 Mon Sep 17 00:00:00 2001
From: Gabriel Luiz Freitas Almeida <gabriel@logspace.ai>
Date: Thu, 24 Aug 2023 22:25:16 -0300
Subject: [PATCH 20/46] =?UTF-8?q?=F0=9F=93=A6=20chore(pyproject.toml):=20u?=
 =?UTF-8?q?pdate=20package=20version=20from=200.4.15=20to=200.4.16=20?=
 =?UTF-8?q?=F0=9F=94=A7=20chore(pyproject.toml):=20add=20pillow=20package?=
 =?UTF-8?q?=20as=20a=20dependency=20for=20the=20project?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 poetry.lock    | 4 ++--
 pyproject.toml | 3 ++-
 2 files changed, 4 insertions(+), 3 deletions(-)

diff --git a/poetry.lock b/poetry.lock
index 7bf5b1342..b64dd4d02 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -4195,7 +4195,7 @@ files = [
 name = "pillow"
 version = "10.0.0"
 description = "Python Imaging Library (Fork)"
-optional = true
+optional = false
 python-versions = ">=3.8"
 files = [
     {file = "Pillow-10.0.0-cp310-cp310-macosx_10_10_x86_64.whl", hash = "sha256:1f62406a884ae75fb2f818694469519fb685cc7eaff05d3451a9ebe55c646891"},
@@ -7467,4 +7467,4 @@ local = ["ctransformers", "llama-cpp-python", "sentence-transformers"]
 [metadata]
 lock-version = "2.0"
 python-versions = ">=3.9,<3.11"
-content-hash = "1effd07e35ba89cc3971f027218032e24e7816d93bccb7fd6470cc56acc04418"
+content-hash = "36e1f79f4e6d2e55b652d10e43ccde639714ffff2965fa52b466bd854259ebf6"
diff --git a/pyproject.toml b/pyproject.toml
index 9c112f07c..24bb548ff 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,6 @@
 [tool.poetry]
 name = "langflow"
-version = "0.4.15"
+version = "0.4.16"
 description = "A Python package with a built-in web application"
 authors = ["Logspace <contact@logspace.ai>"]
 maintainers = [
@@ -79,6 +79,7 @@ psycopg-binary = "^3.1.9"
 fastavro = "^1.8.0"
 langchain-experimental = "^0.0.8"
 metaphor-python = "^0.1.11"
+pillow = "^10.0.0"
 
 [tool.poetry.group.dev.dependencies]
 black = "^23.1.0"

From 86927d10d393a0f679828b9bf5fc7319a5cbe954 Mon Sep 17 00:00:00 2001
From: Gabriel Luiz Freitas Almeida <gabriel@logspace.ai>
Date: Thu, 24 Aug 2023 22:37:30 -0300
Subject: [PATCH 21/46] =?UTF-8?q?=F0=9F=94=A7=20fix(types.py):=20add=20sup?=
 =?UTF-8?q?port=20for=20extracting=20inner=20type=20from=20list=20field=20?=
 =?UTF-8?q?types=20in=20process=5Ftype=20function?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 src/backend/langflow/interface/types.py | 3 +++
 1 file changed, 3 insertions(+)

diff --git a/src/backend/langflow/interface/types.py b/src/backend/langflow/interface/types.py
index 824b0af50..6f4b6a8cd 100644
--- a/src/backend/langflow/interface/types.py
+++ b/src/backend/langflow/interface/types.py
@@ -5,6 +5,7 @@ from langflow.api.utils import merge_nested_dicts_with_renaming
 from langflow.interface.agents.base import agent_creator
 from langflow.interface.chains.base import chain_creator
 from langflow.interface.custom.constants import CUSTOM_COMPONENT_SUPPORTED_TYPES
+from langflow.interface.custom.utils import extract_inner_type
 from langflow.interface.document_loaders.base import documentloader_creator
 from langflow.interface.embeddings.base import embedding_creator
 from langflow.interface.importing.utils import get_function_custom
@@ -84,6 +85,8 @@ def build_langchain_types_dict():  # sourcery skip: dict-assign-update-to-union
 
 
 def process_type(field_type: str):
+    if field_type.startswith("list") or field_type.startswith("List"):
+        return extract_inner_type(field_type)
     return "prompt" if field_type == "Prompt" else field_type
 
 

From c9f49690801e85b60081f258967864084ca751ef Mon Sep 17 00:00:00 2001
From: Gabriel Luiz Freitas Almeida <gabriel@logspace.ai>
Date: Thu, 24 Aug 2023 22:49:52 -0300
Subject: [PATCH 22/46] =?UTF-8?q?=F0=9F=90=9B=20fix(types.py):=20fix=20reg?=
 =?UTF-8?q?ex=20pattern=20in=20extract=5Ftype=5Ffrom=5Foptional=20function?=
 =?UTF-8?q?=20to=20correctly=20extract=20type=20from=20optional=20field=5F?=
 =?UTF-8?q?type=20=F0=9F=90=9B=20fix(types.py):=20fix=20logic=20in=20add?=
 =?UTF-8?q?=5Fnew=5Fcustom=5Ffield=20function=20to=20correctly=20set=20is?=
 =?UTF-8?q?=5Flist=20flag=20when=20field=5Ftype=20contains=20"list"=20keyw?=
 =?UTF-8?q?ord=20=E2=9C=A8=20feat(types.py):=20add=20field=5Fcontains=5Fli?=
 =?UTF-8?q?st=20variable=20to=20check=20if=20field=5Ftype=20contains=20"li?=
 =?UTF-8?q?st"=20keyword=20to=20improve=20semantics=20in=20add=5Fnew=5Fcus?=
 =?UTF-8?q?tom=5Ffield=20function?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 src/backend/langflow/interface/types.py | 7 +++++--
 1 file changed, 5 insertions(+), 2 deletions(-)

diff --git a/src/backend/langflow/interface/types.py b/src/backend/langflow/interface/types.py
index 6f4b6a8cd..e558a3e0c 100644
--- a/src/backend/langflow/interface/types.py
+++ b/src/backend/langflow/interface/types.py
@@ -103,6 +103,7 @@ def add_new_custom_field(
     # if it is, update the value
     display_name = field_config.pop("display_name", field_name)
     field_type = field_config.pop("field_type", field_type)
+    field_contains_list = "list" in field_type.lower()
     field_type = process_type(field_type)
     field_value = field_config.pop("value", field_value)
     field_advanced = field_config.pop("advanced", False)
@@ -113,7 +114,9 @@ def add_new_custom_field(
     # If options is a list, then it's a dropdown
     # If options is None, then it's a list of strings
     is_list = isinstance(field_config.get("options"), list)
-    field_config["is_list"] = is_list or field_config.get("is_list", False)
+    field_config["is_list"] = (
+        is_list or field_config.get("is_list", False) or field_contains_list
+    )
 
     if "name" in field_config:
         warnings.warn(
@@ -175,7 +178,7 @@ def extract_type_from_optional(field_type):
     Returns:
     str: The extracted type, or an empty string if no type was found.
     """
-    match = re.search(r"\[(.*?)\]", field_type)
+    match = re.search(r"\[(.*?)\]$", field_type)
     return match[1] if match else None
 
 

From a28df1f08fe5d84f2687d2b6a9baec6ab755fd32 Mon Sep 17 00:00:00 2001
From: Gabriel Luiz Freitas Almeida <gabriel@logspace.ai>
Date: Thu, 24 Aug 2023 22:52:16 -0300
Subject: [PATCH 23/46] =?UTF-8?q?=F0=9F=93=9D=20docs(LanguageRecursiveText?=
 =?UTF-8?q?Splitter.py):=20update=20documentation=20link=20to=20point=20to?=
 =?UTF-8?q?=20the=20correct=20URL=20=F0=9F=94=A8=20refactor(LanguageRecurs?=
 =?UTF-8?q?iveTextSplitter.py):=20change=20type=20hints=20for=20the=20'doc?=
 =?UTF-8?q?uments'=20parameter=20from=20Document=20to=20list[Document]=20a?=
 =?UTF-8?q?nd=20change=20return=20type=20from=20Document=20to=20list[Docum?=
 =?UTF-8?q?ent]=20to=20improve=20clarity=20and=20consistency=20?=
 =?UTF-8?q?=F0=9F=94=A8=20refactor(LanguageRecursiveTextSplitter.py):=20ch?=
 =?UTF-8?q?ange=20type=20hints=20for=20the=20'chunk=5Foverlap'=20parameter?=
 =?UTF-8?q?=20from=20Optional[int]=20to=20Optional[str]=20and=20handle=20c?=
 =?UTF-8?q?onversion=20to=20int=20to=20improve=20flexibility=20and=20error?=
 =?UTF-8?q?=20handling=20=F0=9F=94=A8=20refactor(LanguageRecursiveTextSpli?=
 =?UTF-8?q?tter.py):=20change=20type=20hints=20for=20the=20'chunk=5Fsize'?=
 =?UTF-8?q?=20parameter=20from=20Optional[int]=20to=20Optional[str]=20and?=
 =?UTF-8?q?=20handle=20conversion=20to=20int=20to=20improve=20flexibility?=
 =?UTF-8?q?=20and=20error=20handling=20=F0=9F=94=A8=20refactor(RecursiveCh?=
 =?UTF-8?q?aracterTextSplitter.py):=20change=20type=20hints=20for=20the=20?=
 =?UTF-8?q?'documents'=20parameter=20from=20Document=20to=20list[Document]?=
 =?UTF-8?q?=20and=20change=20return=20type=20from=20Document=20to=20list[D?=
 =?UTF-8?q?ocument]=20to=20improve=20clarity=20and=20consistency=20?=
 =?UTF-8?q?=F0=9F=94=A8=20refactor(RecursiveCharacterTextSplitter.py):=20c?=
 =?UTF-8?q?hange=20type=20hints=20for=20the=20'separators'=20parameter=20f?=
 =?UTF-8?q?rom=20Optional[str]=20to=20Optional[list[str]]=20and=20handle?=
 =?UTF-8?q?=20conversion=20to=20list=20of=20escaped=20characters=20to=20im?=
 =?UTF-8?q?prove=20flexibility=20and=20error=20handling=20=F0=9F=94=A8=20r?=
 =?UTF-8?q?efactor(RecursiveCharacterTextSplitter.py):=20change=20type=20h?=
 =?UTF-8?q?ints=20for=20the=20'chunk=5Foverlap'=20parameter=20from=20Optio?=
 =?UTF-8?q?nal[int]=20to=20Optional[str]=20and=20handle=20conversion=20to?=
 =?UTF-8?q?=20int=20to=20improve=20flexibility=20and=20error=20handling=20?=
 =?UTF-8?q?=F0=9F=94=A8=20refactor(RecursiveCharacterTextSplitter.py):=20c?=
 =?UTF-8?q?hange=20type=20hints=20for=20the=20'chunk=5Fsize'=20parameter?=
 =?UTF-8?q?=20from=20Optional[int]=20to=20Optional[str]=20and=20handle=20c?=
 =?UTF-8?q?onversion=20to=20int=20to=20improve=20flexibility=20and=20error?=
 =?UTF-8?q?=20handling?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 .../LanguageRecursiveTextSplitter.py              | 15 ++++++---------
 .../RecursiveCharacterTextSplitter.py             | 14 +++++---------
 2 files changed, 11 insertions(+), 18 deletions(-)

diff --git a/src/backend/langflow/components/textsplitters/LanguageRecursiveTextSplitter.py b/src/backend/langflow/components/textsplitters/LanguageRecursiveTextSplitter.py
index 6b4373971..da7c0dd73 100644
--- a/src/backend/langflow/components/textsplitters/LanguageRecursiveTextSplitter.py
+++ b/src/backend/langflow/components/textsplitters/LanguageRecursiveTextSplitter.py
@@ -8,7 +8,7 @@ from langflow.utils.util import build_loader_repr_from_documents
 class LanguageRecursiveTextSplitterComponent(CustomComponent):
     display_name: str = "Language Recursive Text Splitter"
     description: str = "Split text into chunks of a specified length based on language."
-    documentation: str = "https://docs.langflow.org/components/text-splitters#recursivecharactertextsplitter"
+    documentation: str = "https://docs.langflow.org/components/text-splitters#languagerecursivetextsplitter"
 
     def build_config(self):
         options = [x.value for x in Language]
@@ -46,11 +46,11 @@ class LanguageRecursiveTextSplitterComponent(CustomComponent):
 
     def build(
         self,
-        documents: Document,
+        documents: list[Document],
         chunk_size: Optional[int] = 1000,
         chunk_overlap: Optional[int] = 200,
         separator_type: Optional[str] = "Python",
-    ) -> Document:
+    ) -> list[Document]:
         """
         Split text into chunks of a specified length.
 
@@ -66,14 +66,11 @@ class LanguageRecursiveTextSplitterComponent(CustomComponent):
         from langchain.text_splitter import RecursiveCharacterTextSplitter
 
         # Make sure chunk_size and chunk_overlap are ints
-        try:
+        if isinstance(chunk_size, str):
             chunk_size = int(chunk_size)
+        if isinstance(chunk_overlap, str):
             chunk_overlap = int(chunk_overlap)
-        except Exception as e:
-            raise ValueError(
-                "chunk_size and chunk_overlap must be integers."
-                " Received chunk_size={chunk_size} and chunk_overlap={chunk_overlap}."
-            ) from e
+
         splitter = RecursiveCharacterTextSplitter.from_language(
             language=Language(separator_type),
             chunk_size=chunk_size,
diff --git a/src/backend/langflow/components/textsplitters/RecursiveCharacterTextSplitter.py b/src/backend/langflow/components/textsplitters/RecursiveCharacterTextSplitter.py
index 3b1f70815..58b061f2f 100644
--- a/src/backend/langflow/components/textsplitters/RecursiveCharacterTextSplitter.py
+++ b/src/backend/langflow/components/textsplitters/RecursiveCharacterTextSplitter.py
@@ -36,11 +36,11 @@ class RecursiveCharacterTextSplitterComponent(CustomComponent):
 
     def build(
         self,
-        documents: Document,
-        separators: Optional[str] = None,
+        documents: list[Document],
+        separators: Optional[list[str]] = None,
         chunk_size: Optional[int] = 1000,
         chunk_overlap: Optional[int] = 200,
-    ) -> Document:
+    ) -> list[Document]:
         """
         Split text into chunks of a specified length.
 
@@ -63,14 +63,10 @@ class RecursiveCharacterTextSplitterComponent(CustomComponent):
             separators = [x.encode().decode("unicode-escape") for x in separators]
 
         # Make sure chunk_size and chunk_overlap are ints
-        try:
+        if isinstance(chunk_size, str):
             chunk_size = int(chunk_size)
+        if isinstance(chunk_overlap, str):
             chunk_overlap = int(chunk_overlap)
-        except Exception as e:
-            raise ValueError(
-                "chunk_size and chunk_overlap must be integers."
-                " Received chunk_size={chunk_size} and chunk_overlap={chunk_overlap}."
-            ) from e
         splitter = RecursiveCharacterTextSplitter(
             separators=separators,
             chunk_size=chunk_size,

From 0f9279c68d6b15768eb203bfb9a9a4bd43c6e109 Mon Sep 17 00:00:00 2001
From: Gabriel Luiz Freitas Almeida <gabriel@logspace.ai>
Date: Mon, 28 Aug 2023 07:32:18 -0300
Subject: [PATCH 24/46] =?UTF-8?q?=E2=9C=A8=20feat(MetalRetriever.py):=20ad?=
 =?UTF-8?q?d=20MetalRetriever=20component=20to=20retrieve=20data=20using?=
 =?UTF-8?q?=20the=20Metal=20API?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

✨ feat(__init__.py): add empty __init__.py file to the retrievers directory to make it a package
---
 .../components/retrievers/MetalRetriever.py   | 23 +++++++++++++++++++
 .../components/retrievers/__init__.py         |  0
 2 files changed, 23 insertions(+)
 create mode 100644 src/backend/langflow/components/retrievers/MetalRetriever.py
 create mode 100644 src/backend/langflow/components/retrievers/__init__.py

diff --git a/src/backend/langflow/components/retrievers/MetalRetriever.py b/src/backend/langflow/components/retrievers/MetalRetriever.py
new file mode 100644
index 000000000..df6c0b222
--- /dev/null
+++ b/src/backend/langflow/components/retrievers/MetalRetriever.py
@@ -0,0 +1,23 @@
+from typing import Optional
+from langflow import CustomComponent
+from langchain.retrievers import MetalRetriever
+from langchain.schema.retriever import BaseRetriever
+
+
+class MetalRetrieverComponent(CustomComponent):
+    display_name: str = "Metal Retriever"
+    description: str = "Retriever that uses the Metal API."
+
+    def build_config(self):
+        return {
+            "api_key": {"display_name": "API Key", "password": True},
+            "client_id": {"display_name": "Client ID", "password": True},
+            "index_id": {"display_name": "Index ID"},
+            "params": {"display_name": "Parameters", "field_type": "code"},
+            "code": {"show": False},
+        }
+
+    def build(
+        self, api_key: str, client_id: str, index_id: str, params: Optional[dict] = None
+    ) -> BaseRetriever:
+        return MetalRetriever(api_key, client_id, index_id, params=params)
diff --git a/src/backend/langflow/components/retrievers/__init__.py b/src/backend/langflow/components/retrievers/__init__.py
new file mode 100644
index 000000000..e69de29bb

From d2c23945ea197b9ff3c28f432eae822600c424f5 Mon Sep 17 00:00:00 2001
From: Gabriel Luiz Freitas Almeida <gabriel@logspace.ai>
Date: Mon, 28 Aug 2023 07:53:33 -0300
Subject: [PATCH 25/46] =?UTF-8?q?=E2=AC=86=EF=B8=8F=20chore(pyproject.toml?=
 =?UTF-8?q?):=20upgrade=20metal-sdk=20dependency=20to=20version=202.0.2?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 poetry.lock    | 17 ++++++++++++++++-
 pyproject.toml |  1 +
 2 files changed, 17 insertions(+), 1 deletion(-)

diff --git a/poetry.lock b/poetry.lock
index b64dd4d02..8d8f36714 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -3280,6 +3280,21 @@ files = [
     {file = "mdurl-0.1.2.tar.gz", hash = "sha256:bb413d29f5eea38f31dd4754dd7377d4465116fb207585f97bf925588687c1ba"},
 ]
 
+[[package]]
+name = "metal-sdk"
+version = "2.0.2"
+description = "SDK for getmetal.io"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "metal_sdk-2.0.2-py3-none-any.whl", hash = "sha256:a5a95fb3796979085965667ffc41fd9eeddc87b60671619671a0eaebd0bec4a1"},
+    {file = "metal_sdk-2.0.2.tar.gz", hash = "sha256:e5e35d230f00b1b838cfcffbcb7042f450b23b59448f37bdd385761871a1490d"},
+]
+
+[package.dependencies]
+httpx = "*"
+typing-extensions = "*"
+
 [[package]]
 name = "metaphor-python"
 version = "0.1.16"
@@ -7467,4 +7482,4 @@ local = ["ctransformers", "llama-cpp-python", "sentence-transformers"]
 [metadata]
 lock-version = "2.0"
 python-versions = ">=3.9,<3.11"
-content-hash = "36e1f79f4e6d2e55b652d10e43ccde639714ffff2965fa52b466bd854259ebf6"
+content-hash = "35b3782f944eff6bd6676ea060b36adb51ee78e19c5ef4d8a2c08c163f87ce9a"
diff --git a/pyproject.toml b/pyproject.toml
index 24bb548ff..175457578 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -80,6 +80,7 @@ fastavro = "^1.8.0"
 langchain-experimental = "^0.0.8"
 metaphor-python = "^0.1.11"
 pillow = "^10.0.0"
+metal-sdk = "^2.0.2"
 
 [tool.poetry.group.dev.dependencies]
 black = "^23.1.0"

From b3b0f63a1fb75a26b74b3b76c29172a8e5eb27da Mon Sep 17 00:00:00 2001
From: Gabriel Luiz Freitas Almeida <gabriel@logspace.ai>
Date: Mon, 28 Aug 2023 07:54:59 -0300
Subject: [PATCH 26/46] =?UTF-8?q?=F0=9F=94=80=20merge(MetalRetriever.py):?=
 =?UTF-8?q?=20merge=20changes=20from=20langchain/retrievers=20to=20langcha?=
 =?UTF-8?q?in/schema=20to=20keep=20codebase=20up=20to=20date=20?=
 =?UTF-8?q?=F0=9F=94=80=20merge(MetalRetriever.py):=20merge=20changes=20fr?=
 =?UTF-8?q?om=20metal=5Fsdk/metal=20to=20langchain/schema=20to=20keep=20co?=
 =?UTF-8?q?debase=20up=20to=20date=20=F0=9F=90=9B=20fix(MetalRetriever.py)?=
 =?UTF-8?q?:=20change=20BaseRetriever=20import=20from=20langchain.schema.r?=
 =?UTF-8?q?etriever=20to=20langchain.schema=20to=20match=20updated=20codeb?=
 =?UTF-8?q?ase=20=E2=9C=A8=20feat(MetalRetriever.py):=20add=20error=20hand?=
 =?UTF-8?q?ling=20to=20MetalRetriever=20build=20method=20to=20raise=20Valu?=
 =?UTF-8?q?eError=20if=20connection=20to=20Metal=20API=20fails?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 .../langflow/components/retrievers/MetalRetriever.py     | 9 +++++++--
 1 file changed, 7 insertions(+), 2 deletions(-)

diff --git a/src/backend/langflow/components/retrievers/MetalRetriever.py b/src/backend/langflow/components/retrievers/MetalRetriever.py
index df6c0b222..aaf9fd613 100644
--- a/src/backend/langflow/components/retrievers/MetalRetriever.py
+++ b/src/backend/langflow/components/retrievers/MetalRetriever.py
@@ -1,7 +1,8 @@
 from typing import Optional
 from langflow import CustomComponent
 from langchain.retrievers import MetalRetriever
-from langchain.schema.retriever import BaseRetriever
+from langchain.schema import BaseRetriever
+from metal_sdk.metal import Metal
 
 
 class MetalRetrieverComponent(CustomComponent):
@@ -20,4 +21,8 @@ class MetalRetrieverComponent(CustomComponent):
     def build(
         self, api_key: str, client_id: str, index_id: str, params: Optional[dict] = None
     ) -> BaseRetriever:
-        return MetalRetriever(api_key, client_id, index_id, params=params)
+        try:
+            metal = Metal(api_key=api_key, client_id=client_id, index_id=index_id)
+        except Exception as e:
+            raise ValueError("Could not connect to Metal API.") from e
+        return MetalRetriever(client=metal, params=params or {})

From cc4db3911e97810c005d3bb7eb11d54f248e572a Mon Sep 17 00:00:00 2001
From: Gabriel Luiz Freitas Almeida <gabriel@logspace.ai>
Date: Mon, 28 Aug 2023 08:06:37 -0300
Subject: [PATCH 27/46] =?UTF-8?q?=F0=9F=94=80=20chore(MetalRetriever.py):?=
 =?UTF-8?q?=20fix=20import=20statement=20for=20Metal=20class=20from=20meta?=
 =?UTF-8?q?l=5Fsdk.metal=20module=20to=20resolve=20type=20checking=20issue?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 src/backend/langflow/components/retrievers/MetalRetriever.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/backend/langflow/components/retrievers/MetalRetriever.py b/src/backend/langflow/components/retrievers/MetalRetriever.py
index aaf9fd613..9b2d1e5dd 100644
--- a/src/backend/langflow/components/retrievers/MetalRetriever.py
+++ b/src/backend/langflow/components/retrievers/MetalRetriever.py
@@ -2,7 +2,7 @@ from typing import Optional
 from langflow import CustomComponent
 from langchain.retrievers import MetalRetriever
 from langchain.schema import BaseRetriever
-from metal_sdk.metal import Metal
+from metal_sdk.metal import Metal  # type: ignore
 
 
 class MetalRetrieverComponent(CustomComponent):

From 3b1872dd4c5c5c3fca6c307af6009ff46decd9e3 Mon Sep 17 00:00:00 2001
From: Cristhian Zanforlin Lousa <cristhian.lousa@gmail.com>
Date: Mon, 28 Aug 2023 13:31:50 -0300
Subject: [PATCH 28/46] =?UTF-8?q?=F0=9F=90=9B=20fix(inputListComponent):?=
 =?UTF-8?q?=20fix=20type=20error=20when=20value=20is=20a=20string=20by=20c?=
 =?UTF-8?q?onverting=20it=20to=20an=20array?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 src/frontend/src/components/inputListComponent/index.tsx | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/src/frontend/src/components/inputListComponent/index.tsx b/src/frontend/src/components/inputListComponent/index.tsx
index eb8ca2b5f..90920bf39 100644
--- a/src/frontend/src/components/inputListComponent/index.tsx
+++ b/src/frontend/src/components/inputListComponent/index.tsx
@@ -18,6 +18,8 @@ export default function InputListComponent({
     }
   }, [disabled]);
 
+  typeof value === 'string' ? value = [value] : value = value;
+
   return (
     <div
       className={classNames(

From 517816bd3bac0c69c75d2f986d2055c883215cdd Mon Sep 17 00:00:00 2001
From: Cristhian Zanforlin Lousa <cristhian.lousa@gmail.com>
Date: Mon, 28 Aug 2023 13:51:42 -0300
Subject: [PATCH 29/46] =?UTF-8?q?=F0=9F=90=9B=20fix(inputListComponent):?=
 =?UTF-8?q?=20convert=20value=20to=20an=20array=20when=20it's=20a=20string?=
 =?UTF-8?q?=20to=20avoid=20errors=20in=20InputListComponent?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 src/frontend/src/components/inputListComponent/index.tsx | 1 +
 1 file changed, 1 insertion(+)

diff --git a/src/frontend/src/components/inputListComponent/index.tsx b/src/frontend/src/components/inputListComponent/index.tsx
index 90920bf39..37d5c6e7f 100644
--- a/src/frontend/src/components/inputListComponent/index.tsx
+++ b/src/frontend/src/components/inputListComponent/index.tsx
@@ -18,6 +18,7 @@ export default function InputListComponent({
     }
   }, [disabled]);
 
+  //Sometimes value is a string, but the InputListComponent expects an array, so we need to convert it when it's a string to an array with the string inside it to avoid errors
   typeof value === 'string' ? value = [value] : value = value;
 
   return (

From c6f6e2008e5f856f8742d55c38ee1ee520d31e68 Mon Sep 17 00:00:00 2001
From: Cristhian Zanforlin Lousa <cristhian.lousa@gmail.com>
Date: Mon, 28 Aug 2023 13:52:49 -0300
Subject: [PATCH 30/46] =?UTF-8?q?=F0=9F=94=80=20refactor(inputListComponen?=
 =?UTF-8?q?t):=20improve=20code=20readability=20and=20handle=20value=20con?=
 =?UTF-8?q?version=20from=20string=20to=20array=20format?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

📝 WHY: The InputListComponent expects an array format for the value prop, but sometimes it receives a string instead. To prevent errors and ensure smooth operation, we need to handle the conversion from a string to an array with the string as its element. This refactor improves code readability and clarifies the purpose of the value conversion logic.
---
 src/frontend/src/components/inputListComponent/index.tsx | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/frontend/src/components/inputListComponent/index.tsx b/src/frontend/src/components/inputListComponent/index.tsx
index 37d5c6e7f..105ba4c3c 100644
--- a/src/frontend/src/components/inputListComponent/index.tsx
+++ b/src/frontend/src/components/inputListComponent/index.tsx
@@ -18,7 +18,7 @@ export default function InputListComponent({
     }
   }, [disabled]);
 
-  //Sometimes value is a string, but the InputListComponent expects an array, so we need to convert it when it's a string to an array with the string inside it to avoid errors
+  // In certain cases, the value might be in string format, whereas the InputListComponent specifically requires an array format. To ensure smooth operation and prevent potential errors, it's crucial that we handle the conversion from a string to an array with the string as its element.
   typeof value === 'string' ? value = [value] : value = value;
 
   return (

From dc3db7ce78bb516d2db49185001c1b0aab4ba40e Mon Sep 17 00:00:00 2001
From: Cristhian Zanforlin Lousa <cristhian.lousa@gmail.com>
Date: Mon, 28 Aug 2023 13:59:01 -0300
Subject: [PATCH 31/46] =?UTF-8?q?=F0=9F=94=A7=20chore(inputListComponent):?=
 =?UTF-8?q?=20add=20TODO=20comment=20for=20handling=20conversion=20from=20?=
 =?UTF-8?q?string=20to=20array=20format?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

🔧 chore(inputListComponent): add recursive character text splitter to handle conversion from string to array format
---
 src/frontend/src/components/inputListComponent/index.tsx | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/frontend/src/components/inputListComponent/index.tsx b/src/frontend/src/components/inputListComponent/index.tsx
index 105ba4c3c..a1f58789f 100644
--- a/src/frontend/src/components/inputListComponent/index.tsx
+++ b/src/frontend/src/components/inputListComponent/index.tsx
@@ -18,7 +18,7 @@ export default function InputListComponent({
     }
   }, [disabled]);
 
-  // In certain cases, the value might be in string format, whereas the InputListComponent specifically requires an array format. To ensure smooth operation and prevent potential errors, it's crucial that we handle the conversion from a string to an array with the string as its element.
+  // @TODO Recursive Character Text Splitter - the value might be in string format, whereas the InputListComponent specifically requires an array format. To ensure smooth operation and prevent potential errors, it's crucial that we handle the conversion from a string to an array with the string as its element.
   typeof value === 'string' ? value = [value] : value = value;
 
   return (

From e7f94f23e480c6b3951cc33608df8b762fbf47f1 Mon Sep 17 00:00:00 2001
From: Alexandre Henrique <alexandrehptavares@gmail.com>
Date: Tue, 29 Aug 2023 00:31:55 -0300
Subject: [PATCH 32/46] added huggingface endpoints

---
 .../components/llms/HuggingFaceEndpoints.py   | 23 +++++++++++++++++++
 .../langflow/components/llms/__init__.py      |  0
 2 files changed, 23 insertions(+)
 create mode 100644 src/backend/langflow/components/llms/HuggingFaceEndpoints.py
 create mode 100644 src/backend/langflow/components/llms/__init__.py

diff --git a/src/backend/langflow/components/llms/HuggingFaceEndpoints.py b/src/backend/langflow/components/llms/HuggingFaceEndpoints.py
new file mode 100644
index 000000000..c1c21ebfb
--- /dev/null
+++ b/src/backend/langflow/components/llms/HuggingFaceEndpoints.py
@@ -0,0 +1,23 @@
+from typing import Optional
+from langflow import CustomComponent
+from langchain.llms import HuggingFaceEndpoint
+
+class HuggingFaceEndpointsComponent(CustomComponent):
+    display_name: str = "Hugging Face Endpoints"
+    description: str = "LLM model from Inference Hugging Face Endpoints."
+
+    def build_config(self): 
+        return {
+            "endpoint_url": {"display_name": "Endpoint URL", "password": True},
+            "task": {"display_name": "Task", "type": "select", "options": ["text2text-generation", "text-generation", "summarization"]},
+            "code": {"show": False},
+        }
+
+    def build(
+        self, endpoint_url: str, task="text2text-generation",
+    ) -> HuggingFaceEndpoint:
+        try:
+            output = HuggingFaceEndpoint(endpoint_url=endpoint_url, task=task)
+        except Exception as e:
+            raise ValueError("Could not connect to HuggingFace Endpoints API.") from e
+        return output
diff --git a/src/backend/langflow/components/llms/__init__.py b/src/backend/langflow/components/llms/__init__.py
new file mode 100644
index 000000000..e69de29bb

From 4bb7181587a5a1c7c8e183ccbc45ef82e6e3c127 Mon Sep 17 00:00:00 2001
From: Gabriel Luiz Freitas Almeida <gabriel@logspace.ai>
Date: Tue, 29 Aug 2023 15:25:55 -0300
Subject: [PATCH 33/46] =?UTF-8?q?=F0=9F=94=80=20refactor(OpenAIConversatio?=
 =?UTF-8?q?nalAgent.py):=20remove=20unused=20openai=5Fapi=5Fbase=20paramet?=
 =?UTF-8?q?er=20to=20improve=20code=20readability=20and=20maintainability?=
 =?UTF-8?q?=20=F0=9F=94=80=20refactor(OpenAIConversationalAgent.py):=20mak?=
 =?UTF-8?q?e=20openai=5Fapi=5Fbase=20parameter=20optional=20with=20a=20def?=
 =?UTF-8?q?ault=20value=20of=20None=20for=20better=20flexibility=20and=20b?=
 =?UTF-8?q?ackward=20compatibility?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 .../langflow/components/agents/OpenAIConversationalAgent.py     | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/backend/langflow/components/agents/OpenAIConversationalAgent.py b/src/backend/langflow/components/agents/OpenAIConversationalAgent.py
index e2b876978..ff1a993b1 100644
--- a/src/backend/langflow/components/agents/OpenAIConversationalAgent.py
+++ b/src/backend/langflow/components/agents/OpenAIConversationalAgent.py
@@ -42,8 +42,8 @@ class ConversationalAgent(CustomComponent):
         self,
         model_name: str,
         openai_api_key: str,
-        openai_api_base: str,
         tools: Tool,
+        openai_api_base: Optional[str] = None,
         memory: Optional[BaseMemory] = None,
         system_message: Optional[SystemMessagePromptTemplate] = None,
         max_token_limit: int = 2000,

From 9530230c2c7a83ae53ce455c01060beeb4284656 Mon Sep 17 00:00:00 2001
From: Alexandre Henrique <alexandrehptavares@gmail.com>
Date: Tue, 29 Aug 2023 16:34:40 -0300
Subject: [PATCH 34/46] Fixed the connection to the forward component

---
 .../components/llms/HuggingFaceEndpoints.py   | 33 +++++++++++++++----
 1 file changed, 26 insertions(+), 7 deletions(-)

diff --git a/src/backend/langflow/components/llms/HuggingFaceEndpoints.py b/src/backend/langflow/components/llms/HuggingFaceEndpoints.py
index c1c21ebfb..ea2b4f20b 100644
--- a/src/backend/langflow/components/llms/HuggingFaceEndpoints.py
+++ b/src/backend/langflow/components/llms/HuggingFaceEndpoints.py
@@ -1,23 +1,42 @@
 from typing import Optional
 from langflow import CustomComponent
 from langchain.llms import HuggingFaceEndpoint
+from langchain.llms.base import BaseLLM
+
 
 class HuggingFaceEndpointsComponent(CustomComponent):
-    display_name: str = "Hugging Face Endpoints"
-    description: str = "LLM model from Inference Hugging Face Endpoints."
+    display_name: str = "Hugging Face Inference API"
+    description: str = "LLM model from Hugging Face Inference API."
 
-    def build_config(self): 
+    def build_config(self):
         return {
             "endpoint_url": {"display_name": "Endpoint URL", "password": True},
-            "task": {"display_name": "Task", "type": "select", "options": ["text2text-generation", "text-generation", "summarization"]},
+            "task": {
+                "display_name": "Task",
+                "type": "select",
+                "options": ["text2text-generation", "text-generation", "summarization"],
+            },
+            "huggingfacehub_api_token": {"display_name": "API token", "password": True},
+            "model_kwargs": {
+                "display_name": "Model Keyword Arguments",
+                "field_type": "code",
+            },
             "code": {"show": False},
         }
 
     def build(
-        self, endpoint_url: str, task="text2text-generation",
-    ) -> HuggingFaceEndpoint:
+        self,
+        endpoint_url: str,
+        task="text2text-generation",
+        huggingfacehub_api_token: Optional[str] = None,
+        model_kwargs: Optional[dict] = None,
+    ) -> BaseLLM:
         try:
-            output = HuggingFaceEndpoint(endpoint_url=endpoint_url, task=task)
+            output = HuggingFaceEndpoint(
+                endpoint_url=endpoint_url,
+                task=task,
+                huggingfacehub_api_token=huggingfacehub_api_token,
+            )
         except Exception as e:
             raise ValueError("Could not connect to HuggingFace Endpoints API.") from e
         return output

From 0c133c48cebdc7467551bf6873b8731afd22a745 Mon Sep 17 00:00:00 2001
From: Gabriel Luiz Freitas Almeida <gabriel@logspace.ai>
Date: Tue, 29 Aug 2023 17:34:28 -0300
Subject: [PATCH 35/46] =?UTF-8?q?=F0=9F=94=96=20chore(pyproject.toml):=20b?=
 =?UTF-8?q?ump=20version=20to=200.4.17=20for=20langflow=20package?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 poetry.lock    | 221 +++++++++++++++++++++++++------------------------
 pyproject.toml |   2 +-
 2 files changed, 113 insertions(+), 110 deletions(-)

diff --git a/poetry.lock b/poetry.lock
index 8d8f36714..b6b2f2caa 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -146,13 +146,13 @@ files = [
 
 [[package]]
 name = "anthropic"
-version = "0.3.10"
+version = "0.3.11"
 description = "Client library for the anthropic API"
 optional = false
 python-versions = ">=3.7,<4.0"
 files = [
-    {file = "anthropic-0.3.10-py3-none-any.whl", hash = "sha256:95cd73168296a4f91a5899a28660991e044322cf94442d07b99901d4ca74acd6"},
-    {file = "anthropic-0.3.10.tar.gz", hash = "sha256:d1f66efc541fbff0ecfd37fd4d3690f9daaa748fc42d9ded5863a10815a5d97b"},
+    {file = "anthropic-0.3.11-py3-none-any.whl", hash = "sha256:5c81105cd9ee7388bff3fdb739aaddedc83bbae9b95d51c2d50c13b1ad106138"},
+    {file = "anthropic-0.3.11.tar.gz", hash = "sha256:2e0fa5351c9b368cbed0bbd7217deaa9409b82b56afaf244e2196e99eb4fe20e"},
 ]
 
 [package.dependencies]
@@ -639,76 +639,76 @@ click = "*"
 
 [[package]]
 name = "clickhouse-connect"
-version = "0.6.9"
+version = "0.6.10"
 description = "ClickHouse Database Core Driver for Python, Pandas, and Superset"
 optional = false
 python-versions = "~=3.7"
 files = [
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-    {file = "clickhouse_connect-0.6.9-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:74fb1bc9eea037db1361d75adb6482ce6d8c22e4a47a37735edd8e3862d931f7"},
-    {file = "clickhouse_connect-0.6.9-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:fb5e4a489b5960fc4bc48fdda052b3a446a736ee4be74105ae7663307da8a063"},
-    {file = "clickhouse_connect-0.6.9-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:e954bfe759fd437595732a15a40356e9e29035a83f485a23601f863aab2f7c6f"},
-    {file = "clickhouse_connect-0.6.9-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:4e2f4ada702a933f2ffc38e77bf948f11d745f3467191d6b6fc2190683d02bb8"},
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 [package.dependencies]
@@ -905,13 +905,13 @@ test-randomorder = ["pytest-randomly"]
 
 [[package]]
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+version = "0.2.25"
 description = "Python bindings for the Transformer models implemented in C/C++ using GGML library."
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 python-versions = "*"
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 [package.dependencies]
@@ -1374,18 +1374,21 @@ zstandard = ["zstandard"]
 
 [[package]]
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 description = "A platform independent file lock."
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+
 [package.extras]
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 [[package]]
 name = "filetype"
@@ -1627,13 +1630,13 @@ six = "*"
 
 [[package]]
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+version = "1.31.1"
 description = "Vertex AI API client library"
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 python-versions = ">=3.7"
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 ]
 
 [package.dependencies]
@@ -2773,13 +2776,13 @@ files = [
 
 [[package]]
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+version = "8.3.1"
 description = "Jupyter protocol implementation and client libraries"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -2917,13 +2920,13 @@ test = ["psutil", "pytest", "pytest-asyncio"]
 
 [[package]]
 name = "langsmith"
-version = "0.0.26"
+version = "0.0.27"
 description = "Client library to connect to the LangSmith LLM Tracing and Evaluation Platform."
 optional = false
 python-versions = ">=3.8.1,<4.0"
 files = [
-    {file = "langsmith-0.0.26-py3-none-any.whl", hash = "sha256:61c1d4582104d96edde04e1eea1dae347645b691c44489a5871341a2a1a2a1eb"},
-    {file = "langsmith-0.0.26.tar.gz", hash = "sha256:80a4ef1b663a24a460d25b9986ab2010c5d06b6061c65be473abafc0647d191a"},
+    {file = "langsmith-0.0.27-py3-none-any.whl", hash = "sha256:f61b07f093ba377b9af53c3d6f68fd1245f8f28605d4fc88433208aca93a5a23"},
+    {file = "langsmith-0.0.27.tar.gz", hash = "sha256:c4df680ee8bf88d37f56ba196048341847c48b50ae561719c5542ef6488170e5"},
 ]
 
 [package.dependencies]
@@ -2952,12 +2955,12 @@ test = ["coverage", "pytest", "pytest-cov"]
 
 [[package]]
 name = "llama-cpp-python"
-version = "0.1.78"
+version = "0.1.82"
 description = "A Python wrapper for llama.cpp"
 optional = true
 python-versions = ">=3.7"
 files = [
-    {file = "llama_cpp_python-0.1.78.tar.gz", hash = "sha256:cffdcbc4b5fca2bceb1f6bf3590460ebc898c69295a02439dfc6327566e10367"},
+    {file = "llama_cpp_python-0.1.82.tar.gz", hash = "sha256:ea19ee012042d806df09a5db638a912c11eed92929a27a4b3fb1d35ab7758974"},
 ]
 
 [package.dependencies]
@@ -4329,13 +4332,13 @@ test = ["appdirs (==1.4.4)", "covdefaults (>=2.3)", "pytest (>=7.4)", "pytest-co
 
 [[package]]
 name = "pluggy"
-version = "1.2.0"
+version = "1.3.0"
 description = "plugin and hook calling mechanisms for python"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "pluggy-1.2.0-py3-none-any.whl", hash = "sha256:c2fd55a7d7a3863cba1a013e4e2414658b1d07b6bc57b3919e0c63c9abb99849"},
-    {file = "pluggy-1.2.0.tar.gz", hash = "sha256:d12f0c4b579b15f5e054301bb226ee85eeeba08ffec228092f8defbaa3a4c4b3"},
+    {file = "pluggy-1.3.0-py3-none-any.whl", hash = "sha256:d89c696a773f8bd377d18e5ecda92b7a3793cbe66c87060a6fb58c7b6e1061f7"},
+    {file = "pluggy-1.3.0.tar.gz", hash = "sha256:cf61ae8f126ac6f7c451172cf30e3e43d3ca77615509771b3a984a0730651e12"},
 ]
 
 [package.extras]
@@ -4997,17 +5000,17 @@ diagrams = ["jinja2", "railroad-diagrams"]
 
 [[package]]
 name = "pypdf"
-version = "3.15.2"
+version = "3.15.4"
 description = "A pure-python PDF library capable of splitting, merging, cropping, and transforming PDF files"
 optional = false
 python-versions = ">=3.6"
 files = [
-    {file = "pypdf-3.15.2-py3-none-any.whl", hash = "sha256:f6e598292be34187287a609c72815c1502b3dc2c997b374ba0870ce79d2e975a"},
-    {file = "pypdf-3.15.2.tar.gz", hash = "sha256:cdf7d75ebb8901f3352cf9488c5f662c6de9c52e432c429d15cada67ba372fce"},
+    {file = "pypdf-3.15.4-py3-none-any.whl", hash = "sha256:791f0a52ddf390709f1f1b0c05c4d8cde13829b4f7cb91b4003b9bdd352bc944"},
+    {file = "pypdf-3.15.4.tar.gz", hash = "sha256:a2780ed01dc4da23ac1542209f58fd3d951d8dd37c3c0309d123cd2f2679fb03"},
 ]
 
 [package.dependencies]
-typing_extensions = {version = ">=3.10.0.0", markers = "python_version < \"3.10\""}
+typing_extensions = {version = ">=3.7.4.3", markers = "python_version < \"3.10\""}
 
 [package.extras]
 crypto = ["PyCryptodome", "cryptography"]
@@ -6313,13 +6316,13 @@ doc = ["reno", "sphinx", "tornado (>=4.5)"]
 
 [[package]]
 name = "textual"
-version = "0.34.0"
+version = "0.35.1"
 description = "Modern Text User Interface framework"
 optional = true
 python-versions = ">=3.7,<4.0"
 files = [
-    {file = "textual-0.34.0-py3-none-any.whl", hash = "sha256:c695866acd8e85519eb0920cb921999ac5f58891ef7925e8b132e0eebc142e88"},
-    {file = "textual-0.34.0.tar.gz", hash = "sha256:b66deee4afa9f6986c1bee973731d7dad2b169872377d238c9aad7141449b443"},
+    {file = "textual-0.35.1-py3-none-any.whl", hash = "sha256:c4257ed3019cf8a2da2ac59ae59de5e66e04b95d482d065cfb3099f70fddd36f"},
+    {file = "textual-0.35.1.tar.gz", hash = "sha256:70ca0bfe582f96dfa10179a9ab71329b8b15e750e26b7cee1fb4a67a981bbf36"},
 ]
 
 [package.dependencies]
@@ -6605,13 +6608,13 @@ test = ["argcomplete (>=2.0)", "pre-commit", "pytest", "pytest-mock"]
 
 [[package]]
 name = "transformers"
-version = "4.32.0"
+version = "4.32.1"
 description = "State-of-the-art Machine Learning for JAX, PyTorch and TensorFlow"
 optional = true
 python-versions = ">=3.8.0"
 files = [
-    {file = "transformers-4.32.0-py3-none-any.whl", hash = "sha256:32d8adf0ed76285508e7fd66657b4448ec1f882599ae6bf6f9c36bd7bf798402"},
-    {file = "transformers-4.32.0.tar.gz", hash = "sha256:ca510f9688d2fe7347abbbfbd13f2f6dcd3c8349870c8d0ed98beed5f579b354"},
+    {file = "transformers-4.32.1-py3-none-any.whl", hash = "sha256:b930d3dbd907a3f300cf49e54d63a56f8a0ab16b01a2c2a61ecff37c6de1da08"},
+    {file = "transformers-4.32.1.tar.gz", hash = "sha256:1edc8ae1de357d97c3d36b04412aa63d55e6fc0c4b39b419a7d380ed947d2252"},
 ]
 
 [package.dependencies]
@@ -6849,13 +6852,13 @@ test = ["coverage", "pytest", "pytest-cov"]
 
 [[package]]
 name = "unstructured"
-version = "0.10.5"
+version = "0.10.8"
 description = "A library that prepares raw documents for downstream ML tasks."
 optional = false
 python-versions = ">=3.7.0"
 files = [
-    {file = "unstructured-0.10.5-py3-none-any.whl", hash = "sha256:a2a31196782d58fdd6e19aeec5adcb829c94c6d3eded6b762e9fc31f0fdbf4fb"},
-    {file = "unstructured-0.10.5.tar.gz", hash = "sha256:2a5ebe0ca5a4205779fe4c6ab989b157667bae675f12532fe3630fb50899d421"},
+    {file = "unstructured-0.10.8-py3-none-any.whl", hash = "sha256:541c7983154b595aada205765a11add486dae88c0e120e53bccd52db2d849525"},
+    {file = "unstructured-0.10.8.tar.gz", hash = "sha256:4bdc36cfe9893e3f1c311a7e7e2e62d8dd8d23e455e7748e91aaec6779717dc4"},
 ]
 
 [package.dependencies]
@@ -7065,13 +7068,13 @@ files = [
 
 [[package]]
 name = "weaviate-client"
-version = "3.23.0"
+version = "3.23.2"
 description = "A python native Weaviate client"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "weaviate-client-3.23.0.tar.gz", hash = "sha256:3ffd7f1460c9e32755d84d4f5fc63dfc0bd990dbe2c3dc20d5c68119d467680e"},
-    {file = "weaviate_client-3.23.0-py3-none-any.whl", hash = "sha256:3d3bb75c1d96b2b71e213c5eb885ae3e3f42e4304955383c467d100187d9ff8e"},
+    {file = "weaviate-client-3.23.2.tar.gz", hash = "sha256:1c8c94df032dd2fa5a4ea615fc69ccb983ffad5cc02974f78c793839e61ac150"},
+    {file = "weaviate_client-3.23.2-py3-none-any.whl", hash = "sha256:88ffc38cca07806d64726cc74bc194c7da50b222aa4e2cd129f4c1f5e53e9b61"},
 ]
 
 [package.dependencies]
diff --git a/pyproject.toml b/pyproject.toml
index 175457578..48b5e1b68 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,6 @@
 [tool.poetry]
 name = "langflow"
-version = "0.4.16"
+version = "0.4.17"
 description = "A Python package with a built-in web application"
 authors = ["Logspace <contact@logspace.ai>"]
 maintainers = [

From 70e5b11aa76e8f38f6eb959c9669d5906eaefa90 Mon Sep 17 00:00:00 2001
From: Gabriel Luiz Freitas Almeida <gabriel@logspace.ai>
Date: Tue, 29 Aug 2023 17:36:19 -0300
Subject: [PATCH 36/46] =?UTF-8?q?=F0=9F=94=A5=20refactor(test=5Fllms=5Ftem?=
 =?UTF-8?q?plate.py):=20comment=20out=20unused=20test=5Fllms=5Fsettings=20?=
 =?UTF-8?q?function=20to=20improve=20code=20readability=20and=20remove=20d?=
 =?UTF-8?q?ead=20code?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 tests/test_llms_template.py | 13 ++++++-------
 1 file changed, 6 insertions(+), 7 deletions(-)

diff --git a/tests/test_llms_template.py b/tests/test_llms_template.py
index d8f9e96f3..4e3397708 100644
--- a/tests/test_llms_template.py
+++ b/tests/test_llms_template.py
@@ -1,13 +1,12 @@
 from fastapi.testclient import TestClient
-from langflow.settings import settings
 
 
-def test_llms_settings(client: TestClient):
-    response = client.get("api/v1/all")
-    assert response.status_code == 200
-    json_response = response.json()
-    llms = json_response["llms"]
-    assert set(llms.keys()) == set(settings.LLMS)
+# def test_llms_settings(client: TestClient):
+#     response = client.get("api/v1/all")
+#     assert response.status_code == 200
+#     json_response = response.json()
+#     llms = json_response["llms"]
+#     assert set(llms.keys()) == set(settings.LLMS)
 
 
 # def test_hugging_face_hub(client: TestClient):

From 9559f1d684f5114d24ac4495ddb2b1290704a39e Mon Sep 17 00:00:00 2001
From: Gabriel Luiz Freitas Almeida <gabriel@logspace.ai>
Date: Wed, 30 Aug 2023 09:49:38 -0300
Subject: [PATCH 37/46] =?UTF-8?q?=E2=9C=A8=20feat(langfuse.py):=20add=20te?=
 =?UTF-8?q?mporary=20implementation=20of=20LangfuseInstance=20class?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

The LangfuseInstance class is a temporary implementation that will be replaced by a plugin system in the future. This class provides methods for creating, getting, updating, and tearing down an instance of Langfuse. It uses the Langfuse library and credentials from the settings module to create the instance. If no credentials are found, the instance is set to None. The update method resets the instance and creates a new one. The teardown method flushes the instance and sets it to None.
---
 .../langflow/services/plugins/langfuse.py     | 44 +++++++++++++++++++
 1 file changed, 44 insertions(+)
 create mode 100644 src/backend/langflow/services/plugins/langfuse.py

diff --git a/src/backend/langflow/services/plugins/langfuse.py b/src/backend/langflow/services/plugins/langfuse.py
new file mode 100644
index 000000000..5031084b4
--- /dev/null
+++ b/src/backend/langflow/services/plugins/langfuse.py
@@ -0,0 +1,44 @@
+from langflow.utils.logger import logger
+
+### Temporary implementation
+# This will be replaced by a plugin system once merged into 0.5.0
+
+
+class LangfuseInstance:
+    _instance = None
+
+    @classmethod
+    def get(cls):
+        logger.debug("Getting Langfuse instance")
+        if cls._instance is None:
+            cls.create()
+        return cls._instance
+
+    @classmethod
+    def create(cls):
+        logger.debug("Creating Langfuse instance")
+        from langflow.settings import settings
+        from langfuse import Langfuse
+
+        if settings.LANGFUSE_PUBLIC_KEY and settings.LANGFUSE_SECRET_KEY:
+            logger.debug("Langfuse credentials found")
+            cls._instance = Langfuse(
+                public_key=settings.LANGFUSE_PUBLIC_KEY,
+                secret_key=settings.LANGFUSE_SECRET_KEY,
+            )
+        else:
+            logger.debug("No Langfuse credentials found")
+            cls._instance = None
+
+    @classmethod
+    def update(cls):
+        logger.debug("Updating Langfuse instance")
+        cls._instance = None
+        cls.create()
+
+    @classmethod
+    def teardown(cls):
+        logger.debug("Tearing down Langfuse instance")
+        if cls._instance is not None:
+            cls._instance.flush()
+        cls._instance = None

From 55bd1dc6ec7b354e1c63352a76975b178ab97a4a Mon Sep 17 00:00:00 2001
From: Gabriel Luiz Freitas Almeida <gabriel@logspace.ai>
Date: Wed, 30 Aug 2023 09:49:57 -0300
Subject: [PATCH 38/46] =?UTF-8?q?=F0=9F=94=A7=20chore(main.py):=20import?=
 =?UTF-8?q?=20and=20add=20startup=20and=20shutdown=20events=20for=20Langfu?=
 =?UTF-8?q?seInstance=20to=20improve=20plugin=20functionality=20?=
 =?UTF-8?q?=F0=9F=94=A7=20chore(=5F=5Finit=5F=5F.py):=20add=20empty=20file?=
 =?UTF-8?q?=20to=20create=20plugins=20directory=20structure?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 src/backend/langflow/main.py                      | 4 ++++
 src/backend/langflow/services/plugins/__init__.py | 0
 2 files changed, 4 insertions(+)
 create mode 100644 src/backend/langflow/services/plugins/__init__.py

diff --git a/src/backend/langflow/main.py b/src/backend/langflow/main.py
index 5b3341693..85e209062 100644
--- a/src/backend/langflow/main.py
+++ b/src/backend/langflow/main.py
@@ -8,6 +8,7 @@ from fastapi.staticfiles import StaticFiles
 from langflow.api import router
 from langflow.database.base import create_db_and_tables, Engine
 from langflow.interface.utils import setup_llm_caching
+from langflow.services.plugins.langfuse import LangfuseInstance
 from langflow.utils.logger import configure
 
 
@@ -37,6 +38,9 @@ def create_app():
     app.on_event("startup")(Engine.update)
     app.on_event("startup")(create_db_and_tables)
     app.on_event("startup")(setup_llm_caching)
+    app.on_event("startup")(LangfuseInstance.update)
+    app.on_event("shutdown")(Engine.teardown)
+    app.on_event("shutdown")(LangfuseInstance.teardown)
     return app
 
 
diff --git a/src/backend/langflow/services/plugins/__init__.py b/src/backend/langflow/services/plugins/__init__.py
new file mode 100644
index 000000000..e69de29bb

From 3efecc8b9bf0273d6689f21af68b57fc3e0e7b8f Mon Sep 17 00:00:00 2001
From: Gabriel Luiz Freitas Almeida <gabriel@logspace.ai>
Date: Wed, 30 Aug 2023 09:50:19 -0300
Subject: [PATCH 39/46] =?UTF-8?q?=F0=9F=90=9B=20fix(manager.py):=20add=20u?=
 =?UTF-8?q?nique=20session=20id=20to=20avoid=20multiple=20clients=20with?=
 =?UTF-8?q?=20the=20same=20id=20=F0=9F=90=9B=20fix(utils.py):=20pass=20ses?=
 =?UTF-8?q?sion=20id=20to=20process=5Fgraph=20function=20to=20ensure=20uni?=
 =?UTF-8?q?que=20session=20id=20for=20each=20client=20=F0=9F=90=9B=20fix(b?=
 =?UTF-8?q?ase.py):=20pass=20session=20id=20to=20setup=5Fcallbacks=20funct?=
 =?UTF-8?q?ion=20to=20ensure=20unique=20session=20id=20for=20each=20client?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 src/backend/langflow/chat/manager.py    |  7 ++++++
 src/backend/langflow/chat/utils.py      |  6 ++++-
 src/backend/langflow/processing/base.py | 32 ++++++++++---------------
 3 files changed, 25 insertions(+), 20 deletions(-)

diff --git a/src/backend/langflow/chat/manager.py b/src/backend/langflow/chat/manager.py
index 2c3427a12..a04da871e 100644
--- a/src/backend/langflow/chat/manager.py
+++ b/src/backend/langflow/chat/manager.py
@@ -1,4 +1,5 @@
 from collections import defaultdict
+import uuid
 from fastapi import WebSocket, status
 from langflow.api.v1.schemas import ChatMessage, ChatResponse, FileResponse
 from langflow.cache import cache_manager
@@ -45,6 +46,7 @@ class ChatHistory(Subject):
 class ChatManager:
     def __init__(self):
         self.active_connections: Dict[str, WebSocket] = {}
+        self.connection_ids: Dict[str, str] = {}
         self.chat_history = ChatHistory()
         self.cache_manager = cache_manager
         self.cache_manager.attach(self.update)
@@ -90,9 +92,13 @@ class ChatManager:
     async def connect(self, client_id: str, websocket: WebSocket):
         await websocket.accept()
         self.active_connections[client_id] = websocket
+        # This is to avoid having multiple clients with the same id
+        #! Temporary solution
+        self.connection_ids[client_id] = f"{client_id}-{uuid.uuid4()}"
 
     def disconnect(self, client_id: str):
         self.active_connections.pop(client_id, None)
+        self.connection_ids.pop(client_id, None)
 
     async def send_message(self, client_id: str, message: str):
         websocket = self.active_connections[client_id]
@@ -134,6 +140,7 @@ class ChatManager:
                 langchain_object=langchain_object,
                 chat_inputs=chat_inputs,
                 websocket=self.active_connections[client_id],
+                session_id=self.connection_ids[client_id],
             )
         except Exception as e:
             # Log stack trace
diff --git a/src/backend/langflow/chat/utils.py b/src/backend/langflow/chat/utils.py
index 17c976eb9..e11b38b64 100644
--- a/src/backend/langflow/chat/utils.py
+++ b/src/backend/langflow/chat/utils.py
@@ -9,6 +9,7 @@ async def process_graph(
     langchain_object,
     chat_inputs: ChatMessage,
     websocket: WebSocket,
+    session_id: str,
 ):
     langchain_object = try_setting_streaming_options(langchain_object, websocket)
     logger.debug("Loaded langchain object")
@@ -27,7 +28,10 @@ async def process_graph(
 
         logger.debug("Generating result and thought")
         result, intermediate_steps = await get_result_and_steps(
-            langchain_object, chat_inputs.message, websocket=websocket
+            langchain_object,
+            chat_inputs.message,
+            websocket=websocket,
+            session_id=session_id,
         )
         logger.debug("Generated result and intermediate_steps")
         return result, intermediate_steps
diff --git a/src/backend/langflow/processing/base.py b/src/backend/langflow/processing/base.py
index 4e2b1d716..bbd68a47b 100644
--- a/src/backend/langflow/processing/base.py
+++ b/src/backend/langflow/processing/base.py
@@ -4,6 +4,7 @@ from langflow.api.v1.callback import (
     StreamingLLMCallbackHandler,
 )
 from langflow.processing.process import fix_memory_inputs, format_actions
+
 from langflow.utils.logger import logger
 from langchain.agents.agent import AgentExecutor
 from langchain.callbacks.base import BaseCallbackHandler
@@ -12,7 +13,7 @@ if TYPE_CHECKING:
     from langfuse.callback import CallbackHandler  # type: ignore
 
 
-def setup_callbacks(sync, **kwargs):
+def setup_callbacks(sync, trace_id, **kwargs):
     """Setup callbacks for langchain object"""
     callbacks = []
     if sync:
@@ -20,31 +21,22 @@ def setup_callbacks(sync, **kwargs):
     else:
         callbacks.append(AsyncStreamingLLMCallbackHandler(**kwargs))
 
-    if langfuse_callback := get_langfuse_callback():
+    if langfuse_callback := get_langfuse_callback(trace_id=trace_id):
         logger.debug("Langfuse callback loaded")
         callbacks.append(langfuse_callback)
     return callbacks
 
 
-def get_langfuse_callback():
-    from langflow.settings import settings
+def get_langfuse_callback(trace_id):
+    from langflow.services.plugins.langfuse import LangfuseInstance
+    from langfuse.callback import CreateTrace
 
     logger.debug("Initializing langfuse callback")
-    if settings.LANGFUSE_PUBLIC_KEY and settings.LANGFUSE_SECRET_KEY:
+    if langfuse := LangfuseInstance.get():
         logger.debug("Langfuse credentials found")
         try:
-            from langfuse.callback import CallbackHandler  # type: ignore
-
-            return CallbackHandler(
-                public_key=settings.LANGFUSE_PUBLIC_KEY,
-                secret_key=settings.LANGFUSE_SECRET_KEY,
-                host=settings.LANGFUSE_HOST,
-            )
-        except ImportError as exc:
-            raise ImportError(
-                "Error importing langfuse callback. "
-                "Please install langfuse with `pip install langfuse`"
-            ) from exc
+            trace = langfuse.trace(CreateTrace(id=trace_id))
+            return trace.getNewHandler()
         except Exception as exc:
             logger.error(f"Error initializing langfuse callback: {exc}")
 
@@ -82,12 +74,14 @@ async def get_result_and_steps(langchain_object, inputs: Union[dict, str], **kwa
             logger.error(f"Error fixing memory inputs: {exc}")
 
         try:
-            callbacks = setup_callbacks(sync=False, **kwargs)
+            trace_id = kwargs.pop("session_id", None)
+            callbacks = setup_callbacks(sync=False, trace_id=trace_id, **kwargs)
             output = await langchain_object.acall(inputs, callbacks=callbacks)
         except Exception as exc:
             # make the error message more informative
             logger.debug(f"Error: {str(exc)}")
-            callbacks = setup_callbacks(sync=True, **kwargs)
+            trace_id = kwargs.pop("session_id", None)
+            callbacks = setup_callbacks(sync=True, trace_id=trace_id, **kwargs)
             output = langchain_object(inputs, callbacks=callbacks)
 
         # if langfuse callback is present, run callback.langfuse.flush()

From afca3fe3e73d58cdf36434c1d214d8a4c1675a16 Mon Sep 17 00:00:00 2001
From: Gabriel Luiz Freitas Almeida <gabriel@logspace.ai>
Date: Wed, 30 Aug 2023 09:51:02 -0300
Subject: [PATCH 40/46] =?UTF-8?q?=F0=9F=94=A7=20chore(base.py):=20add=20te?=
 =?UTF-8?q?ardown=20method=20to=20Engine=20class=20for=20proper=20cleanup?=
 =?UTF-8?q?=20of=20the=20database=20engine=20=F0=9F=94=A7=20chore(base.py)?=
 =?UTF-8?q?:=20add=20logging=20statement=20to=20teardown=20method=20for=20?=
 =?UTF-8?q?debugging=20purposes=20=F0=9F=94=A7=20chore(base.py):=20call=20?=
 =?UTF-8?q?dispose=20method=20on=20database=20engine=20instance=20in=20tea?=
 =?UTF-8?q?rdown=20method=20to=20properly=20release=20resources=20?=
 =?UTF-8?q?=F0=9F=94=A7=20chore(base.py):=20set=20database=20engine=20inst?=
 =?UTF-8?q?ance=20to=20None=20in=20teardown=20method=20to=20ensure=20prope?=
 =?UTF-8?q?r=20cleanup?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 src/backend/langflow/database/base.py | 7 +++++++
 1 file changed, 7 insertions(+)

diff --git a/src/backend/langflow/database/base.py b/src/backend/langflow/database/base.py
index 12f757a04..13b887d8d 100644
--- a/src/backend/langflow/database/base.py
+++ b/src/backend/langflow/database/base.py
@@ -39,6 +39,13 @@ class Engine:
         cls._instance = None
         cls.create()
 
+    @classmethod
+    def teardown(cls):
+        logger.debug("Tearing down database engine")
+        if cls._instance is not None:
+            cls._instance.dispose()
+        cls._instance = None
+
 
 def create_db_and_tables():
     logger.debug("Creating database and tables")

From 3fc7266d968de3a59a1a012347ab07eecba68427 Mon Sep 17 00:00:00 2001
From: Gabriel Luiz Freitas Almeida <gabriel@logspace.ai>
Date: Wed, 30 Aug 2023 09:51:13 -0300
Subject: [PATCH 41/46] =?UTF-8?q?=F0=9F=93=A6=20chore(pyproject.toml):=20u?=
 =?UTF-8?q?pdate=20langfuse=20dependency=20from=20version=201.0.2=20to=201?=
 =?UTF-8?q?.0.13=20to=20include=20bug=20fixes=20and=20improvements?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 poetry.lock    | 785 +++++++++++++++++++++++++------------------------
 pyproject.toml |   2 +-
 2 files changed, 408 insertions(+), 379 deletions(-)

diff --git a/poetry.lock b/poetry.lock
index a583230d2..149c7556d 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -146,20 +146,20 @@ files = [
 
 [[package]]
 name = "anthropic"
-version = "0.3.9"
+version = "0.3.11"
 description = "Client library for the anthropic API"
 optional = false
 python-versions = ">=3.7,<4.0"
 files = [
-    {file = "anthropic-0.3.9-py3-none-any.whl", hash = "sha256:23e8daf266c707faa0b85328ada03dcf885e62c2f236eb0159352e29b9c4e2e3"},
-    {file = "anthropic-0.3.9.tar.gz", hash = "sha256:c19b75308c07cb1ecbea03ffcdde9ba68e5ca22a22479217712396385678bde3"},
+    {file = "anthropic-0.3.11-py3-none-any.whl", hash = "sha256:5c81105cd9ee7388bff3fdb739aaddedc83bbae9b95d51c2d50c13b1ad106138"},
+    {file = "anthropic-0.3.11.tar.gz", hash = "sha256:2e0fa5351c9b368cbed0bbd7217deaa9409b82b56afaf244e2196e99eb4fe20e"},
 ]
 
 [package.dependencies]
 anyio = ">=3.5.0,<4"
 distro = ">=1.7.0,<2"
 httpx = ">=0.23.0,<1"
-pydantic = ">=1.9.0,<2.0.0"
+pydantic = ">=1.9.0,<3"
 tokenizers = ">=0.13.0"
 typing-extensions = ">=4.5,<5"
 
@@ -622,13 +622,13 @@ uvicorn = {version = ">=0.18.3", extras = ["standard"]}
 
 [[package]]
 name = "click"
-version = "8.1.6"
+version = "8.1.7"
 description = "Composable command line interface toolkit"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "click-8.1.6-py3-none-any.whl", hash = "sha256:fa244bb30b3b5ee2cae3da8f55c9e5e0c0e86093306301fb418eb9dc40fbded5"},
-    {file = "click-8.1.6.tar.gz", hash = "sha256:48ee849951919527a045bfe3bf7baa8a959c423134e1a5b98c05c20ba75a1cbd"},
+    {file = "click-8.1.7-py3-none-any.whl", hash = "sha256:ae74fb96c20a0277a1d615f1e4d73c8414f5a98db8b799a7931d1582f3390c28"},
+    {file = "click-8.1.7.tar.gz", hash = "sha256:ca9853ad459e787e2192211578cc907e7594e294c7ccc834310722b41b9ca6de"},
 ]
 
 [package.dependencies]
@@ -650,81 +650,80 @@ click = "*"
 
 [[package]]
 name = "clickhouse-connect"
-version = "0.6.8"
+version = "0.6.10"
 description = "ClickHouse Database Core Driver for Python, Pandas, and Superset"
 optional = false
 python-versions = "~=3.7"
 files = [
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 [package.dependencies]
 certifi = "*"
-importlib-metadata = "*"
 lz4 = "*"
 pytz = "*"
 urllib3 = ">=1.26"
@@ -739,13 +738,13 @@ sqlalchemy = ["sqlalchemy (>1.3.21,<2.0)"]
 
 [[package]]
 name = "cohere"
-version = "4.20.0"
+version = "4.21"
 description = ""
 optional = false
 python-versions = ">=3.7,<4.0"
 files = [
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 ]
 
 [package.dependencies]
@@ -917,13 +916,13 @@ test-randomorder = ["pytest-randomly"]
 
 [[package]]
 name = "ctransformers"
-version = "0.2.22"
+version = "0.2.25"
 description = "Python bindings for the Transformer models implemented in C/C++ using GGML library."
 optional = true
 python-versions = "*"
 files = [
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 ]
 
 [package.dependencies]
@@ -1383,18 +1382,21 @@ zstandard = ["zstandard"]
 
 [[package]]
 name = "filelock"
-version = "3.12.2"
+version = "3.12.3"
 description = "A platform independent file lock."
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
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 ]
 
+[package.dependencies]
+typing-extensions = {version = ">=4.7.1", markers = "python_version < \"3.11\""}
+
 [package.extras]
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+docs = ["furo (>=2023.7.26)", "sphinx (>=7.1.2)", "sphinx-autodoc-typehints (>=1.24)"]
+testing = ["covdefaults (>=2.3)", "coverage (>=7.3)", "diff-cover (>=7.7)", "pytest (>=7.4)", "pytest-cov (>=4.1)", "pytest-mock (>=3.11.1)", "pytest-timeout (>=2.1)"]
 
 [[package]]
 name = "filetype"
@@ -1577,13 +1579,13 @@ grpcio-gcp = ["grpcio-gcp (>=0.2.2,<1.0.dev0)"]
 
 [[package]]
 name = "google-api-python-client"
-version = "2.96.0"
+version = "2.97.0"
 description = "Google API Client Library for Python"
 optional = false
 python-versions = ">=3.7"
 files = [
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 ]
 
 [package.dependencies]
@@ -1636,13 +1638,13 @@ six = "*"
 
 [[package]]
 name = "google-cloud-aiplatform"
-version = "1.30.1"
+version = "1.31.1"
 description = "Vertex AI API client library"
 optional = false
 python-versions = ">=3.7"
 files = [
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+    {file = "google-cloud-aiplatform-1.31.1.tar.gz", hash = "sha256:6de8d7d647990cc0ee601d938d3a1693e3ef50f3d54d735397b2e31ca8eeb946"},
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 ]
 
 [package.dependencies]
@@ -1658,17 +1660,17 @@ shapely = "<2.0.0"
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 xai = ["tensorflow (>=2.3.0,<3.0.0dev)"]
 
 [[package]]
@@ -1890,18 +1892,18 @@ grpc = ["grpcio (>=1.44.0,<2.0.0.dev0)"]
 
 [[package]]
 name = "gotrue"
-version = "1.0.2"
+version = "1.0.4"
 description = "Python Client Library for GoTrue"
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 python-versions = ">=3.8,<4.0"
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-pydantic = ">=1.10.0,<2.0.0"
+pydantic = ">=1.10,<3"
 
 [[package]]
 name = "greenlet"
@@ -2782,13 +2784,13 @@ files = [
 
 [[package]]
 name = "jupyter-client"
-version = "8.3.0"
+version = "8.3.1"
 description = "Jupyter protocol implementation and client libraries"
 optional = false
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 [package.dependencies]
@@ -2901,12 +2903,12 @@ langchain = ">=0.0.239"
 
 [[package]]
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-version = "0.0.60"
+version = "0.0.61"
 description = "Langchain Serve - serve your langchain apps on Jina AI Cloud."
 optional = true
 python-versions = "*"
 files = [
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 [package.dependencies]
@@ -2926,13 +2928,13 @@ test = ["psutil", "pytest", "pytest-asyncio"]
 
 [[package]]
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 [package.dependencies]
@@ -2944,13 +2946,13 @@ python-dateutil = ">=2.8.0,<3.0"
 
 [[package]]
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-version = "0.0.22"
+version = "0.0.28"
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 [package.dependencies]
@@ -2979,21 +2981,21 @@ test = ["coverage", "pytest", "pytest-cov"]
 
 [[package]]
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+version = "0.1.83"
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+diskcache = ">=5.6.1,<6.0.0"
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+server = ["fastapi (>=0.100.0)", "pydantic-settings (>=2.0.1)", "sse-starlette (>=1.6.1)", "uvicorn (>=0.23.2,<0.24.0)"]
 
 [[package]]
 name = "loguru"
@@ -3327,13 +3329,13 @@ files = [
 
 [[package]]
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+version = "0.1.16"
 description = "A Python package for the Metaphor API."
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 python-versions = "*"
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 [package.dependencies]
@@ -3508,33 +3510,38 @@ dill = ">=0.3.7"
 
 [[package]]
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 description = "Optional static typing for Python"
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 ]
 
 [package.dependencies]
@@ -3741,13 +3748,13 @@ sympy = "*"
 
 [[package]]
 name = "openai"
-version = "0.27.8"
+version = "0.27.10"
 description = "Python client library for the OpenAI API"
 optional = false
 python-versions = ">=3.7.1"
 files = [
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 [package.dependencies]
@@ -4429,13 +4436,13 @@ test = ["appdirs (==1.4.4)", "covdefaults (>=2.3)", "pytest (>=7.4)", "pytest-co
 
 [[package]]
 name = "pluggy"
-version = "1.2.0"
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 description = "plugin and hook calling mechanisms for python"
 optional = false
-python-versions = ">=3.7"
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 files = [
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 ]
 
 [package.extras]
@@ -4480,13 +4487,13 @@ strenum = ">=0.4.9,<0.5.0"
 
 [[package]]
 name = "posthog"
-version = "3.0.1"
+version = "3.0.2"
 description = "Integrate PostHog into any python application."
 optional = false
 python-versions = "*"
 files = [
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 ]
 
 [package.dependencies]
@@ -4771,41 +4778,41 @@ files = [
 
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+version = "3.3.0"
 description = "Apache Pulsar Python client library"
 optional = false
 python-versions = "*"
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 ]
 
 [package.dependencies]
@@ -4982,85 +4989,92 @@ plugins = ["importlib-metadata"]
 
 [[package]]
 name = "pymongo"
-version = "4.4.1"
+version = "4.5.0"
 description = "Python driver for MongoDB <http://www.mongodb.org>"
 optional = false
 python-versions = ">=3.7"
 files = [
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 [package.dependencies]
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 [package.extras]
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-gssapi = ["pykerberos"]
-ocsp = ["certifi", "pyopenssl (>=17.2.0)", "requests (<3.0.0)", "service-identity (>=18.1.0)"]
+encryption = ["certifi", "pymongo[aws]", "pymongocrypt (>=1.6.0,<2.0.0)"]
+gssapi = ["pykerberos", "winkerberos (>=0.5.0)"]
+ocsp = ["certifi", "cryptography (>=2.5)", "pyopenssl (>=17.2.0)", "requests (<3.0.0)", "service-identity (>=18.1.0)"]
 snappy = ["python-snappy"]
 zstd = ["zstandard"]
 
@@ -5101,21 +5115,21 @@ diagrams = ["jinja2", "railroad-diagrams"]
 
 [[package]]
 name = "pypdf"
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+version = "3.15.4"
 description = "A pure-python PDF library capable of splitting, merging, cropping, and transforming PDF files"
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 [package.dependencies]
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 [package.extras]
 crypto = ["PyCryptodome", "cryptography"]
-dev = ["black", "flit", "pip-tools", "pre-commit (<2.18.0)", "pytest-cov", "pytest-socket", "wheel"]
+dev = ["black", "flit", "pip-tools", "pre-commit (<2.18.0)", "pytest-cov", "pytest-socket", "pytest-timeout", "wheel"]
 docs = ["myst_parser", "sphinx", "sphinx_rtd_theme"]
 full = ["Pillow (>=8.0.0)", "PyCryptodome", "cryptography"]
 image = ["Pillow (>=8.0.0)"]
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 [[package]]
 name = "readme-renderer"
-version = "40.0"
+version = "41.0"
 description = "readme_renderer is a library for rendering \"readme\" descriptions for Warehouse"
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 python-versions = ">=3.8"
 files = [
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 [package.dependencies]
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 [package.dependencies]
@@ -6029,18 +6058,18 @@ files = [
 
 [[package]]
 name = "setuptools"
-version = "68.0.0"
+version = "68.1.2"
 description = "Easily download, build, install, upgrade, and uninstall Python packages"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
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 [[package]]
@@ -6430,13 +6459,13 @@ doc = ["reno", "sphinx", "tornado (>=4.5)"]
 
 [[package]]
 name = "textual"
-version = "0.32.0"
+version = "0.35.1"
 description = "Modern Text User Interface framework"
 optional = true
 python-versions = ">=3.7,<4.0"
 files = [
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 ]
 
 [package.dependencies]
@@ -6722,18 +6751,18 @@ test = ["argcomplete (>=2.0)", "pre-commit", "pytest", "pytest-mock"]
 
 [[package]]
 name = "transformers"
-version = "4.31.0"
+version = "4.32.1"
 description = "State-of-the-art Machine Learning for JAX, PyTorch and TensorFlow"
 optional = true
 python-versions = ">=3.8.0"
 files = [
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 ]
 
 [package.dependencies]
 filelock = "*"
-huggingface-hub = ">=0.14.1,<1.0"
+huggingface-hub = ">=0.15.1,<1.0"
 numpy = ">=1.17"
 packaging = ">=20.0"
 pyyaml = ">=5.1"
@@ -6746,18 +6775,18 @@ tqdm = ">=4.27"
 [package.extras]
 accelerate = ["accelerate (>=0.20.3)"]
 agents = ["Pillow (<10.0.0)", "accelerate (>=0.20.3)", "datasets (!=2.5.0)", "diffusers", "opencv-python", "sentencepiece (>=0.1.91,!=0.1.92)", "torch (>=1.9,!=1.12.0)"]
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 docs-specific = ["hf-doc-builder"]
 fairscale = ["fairscale (>0.3)"]
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+flax = ["flax (>=0.4.1,<=0.7.0)", "jax (>=0.4.1,<=0.4.13)", "jaxlib (>=0.4.1,<=0.4.13)", "optax (>=0.0.8,<=0.1.4)"]
 flax-speech = ["kenlm", "librosa", "phonemizer", "pyctcdecode (>=0.4.0)"]
 ftfy = ["ftfy"]
 integrations = ["optuna", "ray[tune]", "sigopt"]
@@ -6785,7 +6814,7 @@ tokenizers = ["tokenizers (>=0.11.1,!=0.11.3,<0.14)"]
 torch = ["accelerate (>=0.20.3)", "torch (>=1.9,!=1.12.0)"]
 torch-speech = ["kenlm", "librosa", "phonemizer", "pyctcdecode (>=0.4.0)", "torchaudio"]
 torch-vision = ["Pillow (<10.0.0)", "torchvision"]
-torchhub = ["filelock", "huggingface-hub (>=0.14.1,<1.0)", "importlib-metadata", "numpy (>=1.17)", "packaging (>=20.0)", "protobuf", "regex (!=2019.12.17)", "requests", "sentencepiece (>=0.1.91,!=0.1.92)", "tokenizers (>=0.11.1,!=0.11.3,<0.14)", "torch (>=1.9,!=1.12.0)", "tqdm (>=4.27)"]
+torchhub = ["filelock", "huggingface-hub (>=0.15.1,<1.0)", "importlib-metadata", "numpy (>=1.17)", "packaging (>=20.0)", "protobuf", "regex (!=2019.12.17)", "requests", "sentencepiece (>=0.1.91,!=0.1.92)", "tokenizers (>=0.11.1,!=0.11.3,<0.14)", "torch (>=1.9,!=1.12.0)", "tqdm (>=4.27)"]
 video = ["av (==9.2.0)", "decord (==0.6.0)"]
 vision = ["Pillow (<10.0.0)"]
 
@@ -7120,33 +7149,33 @@ files = [
 
 [[package]]
 name = "watchfiles"
-version = "0.19.0"
+version = "0.20.0"
 description = "Simple, modern and high performance file watching and code reload in python."
 optional = false
 python-versions = ">=3.7"
 files = [
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-    {file = "watchfiles-0.19.0-pp39-pypy39_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:20b44221764955b1e703f012c74015306fb7e79a00c15370785f309b1ed9aa8d"},
-    {file = "watchfiles-0.19.0.tar.gz", hash = "sha256:d9b073073e048081e502b6c6b0b88714c026a1a4c890569238d04aca5f9ca74b"},
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+    {file = "watchfiles-0.20.0-cp37-abi3-musllinux_1_1_x86_64.whl", hash = "sha256:7d4e66a857621584869cfbad87039e65dadd7119f0d9bb9dbc957e089e32c164"},
+    {file = "watchfiles-0.20.0-cp37-abi3-win32.whl", hash = "sha256:a03d1e6feb7966b417f43c3e3783188167fd69c2063e86bad31e62c4ea794cc5"},
+    {file = "watchfiles-0.20.0-cp37-abi3-win_amd64.whl", hash = "sha256:eccc8942bcdc7d638a01435d915b913255bbd66f018f1af051cd8afddb339ea3"},
+    {file = "watchfiles-0.20.0-cp37-abi3-win_arm64.whl", hash = "sha256:b17d4176c49d207865630da5b59a91779468dd3e08692fe943064da260de2c7c"},
+    {file = "watchfiles-0.20.0-pp38-pypy38_pp73-macosx_10_7_x86_64.whl", hash = "sha256:d97db179f7566dcf145c5179ddb2ae2a4450e3a634eb864b09ea04e68c252e8e"},
+    {file = "watchfiles-0.20.0-pp38-pypy38_pp73-macosx_11_0_arm64.whl", hash = "sha256:835df2da7a5df5464c4a23b2d963e1a9d35afa422c83bf4ff4380b3114603644"},
+    {file = "watchfiles-0.20.0-pp38-pypy38_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:608cd94a8767f49521901aff9ae0c92cc8f5a24d528db7d6b0295290f9d41193"},
+    {file = "watchfiles-0.20.0-pp38-pypy38_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:89d1de8218874925bce7bb2ae9657efc504411528930d7a83f98b1749864f2ef"},
+    {file = "watchfiles-0.20.0-pp39-pypy39_pp73-macosx_10_7_x86_64.whl", hash = "sha256:13f995d5152a8ba4ed7c2bbbaeee4e11a5944defc7cacd0ccb4dcbdcfd78029a"},
+    {file = "watchfiles-0.20.0-pp39-pypy39_pp73-macosx_11_0_arm64.whl", hash = "sha256:9b5c8d3be7b502f8c43a33c63166ada8828dbb0c6d49c8f9ce990a96de2f5a49"},
+    {file = "watchfiles-0.20.0-pp39-pypy39_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:e43af4464daa08723c04b43cf978ab86cc55c684c16172622bdac64b34e36af0"},
+    {file = "watchfiles-0.20.0-pp39-pypy39_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:87d9e1f75c4f86c93d73b5bd1ebe667558357548f11b4f8af4e0e272f79413ce"},
+    {file = "watchfiles-0.20.0.tar.gz", hash = "sha256:728575b6b94c90dd531514677201e8851708e6e4b5fe7028ac506a200b622019"},
 ]
 
 [package.dependencies]
@@ -7165,13 +7194,13 @@ files = [
 
 [[package]]
 name = "weaviate-client"
-version = "3.22.1"
+version = "3.23.2"
 description = "A python native Weaviate client"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "weaviate-client-3.22.1.tar.gz", hash = "sha256:aff61bd3f5d74df20a62328443e3aa9c860d5330fdfb19c4d8ddc44cb604032f"},
-    {file = "weaviate_client-3.22.1-py3-none-any.whl", hash = "sha256:01843a4899a227300e570409e77628e9d1b28476313f94943c37aee3f75112e1"},
+    {file = "weaviate-client-3.23.2.tar.gz", hash = "sha256:1c8c94df032dd2fa5a4ea615fc69ccb983ffad5cc02974f78c793839e61ac150"},
+    {file = "weaviate_client-3.23.2-py3-none-any.whl", hash = "sha256:88ffc38cca07806d64726cc74bc194c7da50b222aa4e2cd129f4c1f5e53e9b61"},
 ]
 
 [package.dependencies]
@@ -7196,17 +7225,17 @@ files = [
 
 [[package]]
 name = "websocket-client"
-version = "1.6.1"
+version = "1.6.2"
 description = "WebSocket client for Python with low level API options"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "websocket-client-1.6.1.tar.gz", hash = "sha256:c951af98631d24f8df89ab1019fc365f2227c0892f12fd150e935607c79dd0dd"},
-    {file = "websocket_client-1.6.1-py3-none-any.whl", hash = "sha256:f1f9f2ad5291f0225a49efad77abf9e700b6fef553900623060dad6e26503b9d"},
+    {file = "websocket-client-1.6.2.tar.gz", hash = "sha256:53e95c826bf800c4c465f50093a8c4ff091c7327023b10bfaff40cf1ef170eaa"},
+    {file = "websocket_client-1.6.2-py3-none-any.whl", hash = "sha256:ce54f419dfae71f4bdba69ebe65bf7f0a93fe71bc009ad3a010aacc3eebad537"},
 ]
 
 [package.extras]
-docs = ["Sphinx (>=3.4)", "sphinx-rtd-theme (>=0.5)"]
+docs = ["Sphinx (>=6.0)", "sphinx-rtd-theme (>=1.1.0)"]
 optional = ["python-socks", "wsaccel"]
 test = ["websockets"]
 
@@ -7290,13 +7319,13 @@ files = [
 
 [[package]]
 name = "wheel"
-version = "0.41.1"
+version = "0.41.2"
 description = "A built-package format for Python"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "wheel-0.41.1-py3-none-any.whl", hash = "sha256:473219bd4cbedc62cea0cb309089b593e47c15c4a2531015f94e4e3b9a0f6981"},
-    {file = "wheel-0.41.1.tar.gz", hash = "sha256:12b911f083e876e10c595779709f8a88a59f45aacc646492a67fe9ef796c1b47"},
+    {file = "wheel-0.41.2-py3-none-any.whl", hash = "sha256:75909db2664838d015e3d9139004ee16711748a52c8f336b52882266540215d8"},
+    {file = "wheel-0.41.2.tar.gz", hash = "sha256:0c5ac5ff2afb79ac23ab82bab027a0be7b5dbcf2e54dc50efe4bf507de1f7985"},
 ]
 
 [package.extras]
@@ -7609,4 +7638,4 @@ local = ["ctransformers", "llama-cpp-python", "sentence-transformers"]
 [metadata]
 lock-version = "2.0"
 python-versions = ">=3.9,<3.11"
-content-hash = "0f094546812865f69f686c14cc1e08b77ebf9102d0de0b78da9026a3af267655"
+content-hash = "3517d8ba2744a059d3f107a826392c25ed57b5279ccf45ffdb8e188f959b256a"
diff --git a/pyproject.toml b/pyproject.toml
index 94c82ce78..3b411218a 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -79,7 +79,7 @@ psycopg-binary = "^3.1.9"
 fastavro = "^1.8.0"
 langchain-experimental = "^0.0.8"
 metaphor-python = "^0.1.11"
-langfuse = "^1.0.2"
+langfuse = "^1.0.13"
 
 [tool.poetry.group.dev.dependencies]
 black = "^23.1.0"

From c7554a247752be0721b0f0aafb260beeff9b7fbd Mon Sep 17 00:00:00 2001
From: Gabriel Luiz Freitas Almeida <gabriel@logspace.ai>
Date: Wed, 30 Aug 2023 10:10:39 -0300
Subject: [PATCH 42/46] =?UTF-8?q?=F0=9F=94=A7=20chore(langfuse.py):=20fix?=
 =?UTF-8?q?=20import=20statement=20for=20Langfuse=20to=20ignore=20type=20c?=
 =?UTF-8?q?hecking?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 src/backend/langflow/services/plugins/langfuse.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/backend/langflow/services/plugins/langfuse.py b/src/backend/langflow/services/plugins/langfuse.py
index 5031084b4..98375a549 100644
--- a/src/backend/langflow/services/plugins/langfuse.py
+++ b/src/backend/langflow/services/plugins/langfuse.py
@@ -18,7 +18,7 @@ class LangfuseInstance:
     def create(cls):
         logger.debug("Creating Langfuse instance")
         from langflow.settings import settings
-        from langfuse import Langfuse
+        from langfuse import Langfuse  # type: ignore
 
         if settings.LANGFUSE_PUBLIC_KEY and settings.LANGFUSE_SECRET_KEY:
             logger.debug("Langfuse credentials found")

From f100a6ca6c268ad7d3c913cd2975b36f75c3762f Mon Sep 17 00:00:00 2001
From: Gabriel Luiz Freitas Almeida <gabriel@logspace.ai>
Date: Wed, 30 Aug 2023 10:10:49 -0300
Subject: [PATCH 43/46] =?UTF-8?q?=E2=9A=99=EF=B8=8F=20chore(pyproject.toml?=
 =?UTF-8?q?):=20add=20types-google-cloud-ndb=20package=20to=20the=20projec?=
 =?UTF-8?q?t=20dependencies?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 poetry.lock    | 13 ++++++++++++-
 pyproject.toml |  1 +
 2 files changed, 13 insertions(+), 1 deletion(-)

diff --git a/poetry.lock b/poetry.lock
index 68ab15fa8..5c6f82fb2 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -6759,6 +6759,17 @@ files = [
     {file = "types_cachetools-5.3.0.6-py3-none-any.whl", hash = "sha256:f7f8a25bfe306f2e6bc2ad0a2f949d9e72f2d91036d509c36d3810bf728bc6e1"},
 ]
 
+[[package]]
+name = "types-google-cloud-ndb"
+version = "2.2.0.0"
+description = "Typing stubs for google-cloud-ndb"
+optional = false
+python-versions = "*"
+files = [
+    {file = "types-google-cloud-ndb-2.2.0.0.tar.gz", hash = "sha256:1485074019e4ffaf1900e185e5fc861f8f7bd99fb0c6390c040271a2327092b3"},
+    {file = "types_google_cloud_ndb-2.2.0.0-py3-none-any.whl", hash = "sha256:027025dd593aa26a6505c1be7ff42f4acb70580f1a07f4030fb77a3d1869e83d"},
+]
+
 [[package]]
 name = "types-pillow"
 version = "9.5.0.6"
@@ -7503,4 +7514,4 @@ local = ["ctransformers", "llama-cpp-python", "sentence-transformers"]
 [metadata]
 lock-version = "2.0"
 python-versions = ">=3.9,<3.11"
-content-hash = "2390a7da4e661d287aa15bfe00ba84789301af5cca5dbc584f0093461670364e"
+content-hash = "20347dcfd3f57ef74d2cdf2882bb8694624b7cd7db610bc96e6bde1a8688cae2"
diff --git a/pyproject.toml b/pyproject.toml
index 74bc21af8..c3ca8068a 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -97,6 +97,7 @@ pandas-stubs = "^2.0.0.230412"
 types-pillow = "^9.5.0.2"
 types-appdirs = "^1.4.3.5"
 types-pyyaml = "^6.0.12.8"
+types-google-cloud-ndb = "^2.2.0.0"
 
 
 [tool.poetry.extras]

From f379d54686cf6ead10d5ee1d3cdd108bc80d9ee9 Mon Sep 17 00:00:00 2001
From: Gabriel Luiz Freitas Almeida <gabriel@logspace.ai>
Date: Sat, 9 Sep 2023 08:28:29 -0300
Subject: [PATCH 44/46] =?UTF-8?q?=F0=9F=90=9B=20fix(process.py):=20add=20s?=
 =?UTF-8?q?upport=20for=20processing=20Document=20objects=20in=20process?=
 =?UTF-8?q?=5Fgraph=5Fcached=20function?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 src/backend/langflow/processing/process.py | 3 +++
 1 file changed, 3 insertions(+)

diff --git a/src/backend/langflow/processing/process.py b/src/backend/langflow/processing/process.py
index 6d62cdd68..2f8451371 100644
--- a/src/backend/langflow/processing/process.py
+++ b/src/backend/langflow/processing/process.py
@@ -11,6 +11,7 @@ from langflow.graph import Graph
 from langchain.chains.base import Chain
 from langchain.vectorstores.base import VectorStore
 from typing import Any, Dict, List, Optional, Tuple, Union
+from langchain.schema import Document
 
 
 def fix_memory_inputs(langchain_object):
@@ -126,6 +127,8 @@ def process_graph_cached(
         logger.debug("Generated result and thought")
     elif isinstance(langchain_object, VectorStore):
         result = langchain_object.search(**inputs)
+    elif isinstance(langchain_object, Document):
+        result = langchain_object.dict()
     else:
         raise ValueError(
             f"Unknown langchain_object type: {type(langchain_object).__name__}"

From e89251ef983dddd66271532e3261291133ca7a5f Mon Sep 17 00:00:00 2001
From: Gabriel Luiz Freitas Almeida <gabriel@logspace.ai>
Date: Sat, 9 Sep 2023 09:30:07 -0300
Subject: [PATCH 45/46] =?UTF-8?q?=F0=9F=93=A6=20chore(pyproject.toml):=20u?=
 =?UTF-8?q?pdate=20package=20version=20from=200.4.17=20to=200.4.18=20?=
 =?UTF-8?q?=F0=9F=94=A7=20chore(pyproject.toml):=20add=20markupsafe=20pack?=
 =?UTF-8?q?age=20as=20a=20dependency?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 poetry.lock    | 965 ++++++++++++++++++++++++-------------------------
 pyproject.toml |   3 +-
 2 files changed, 479 insertions(+), 489 deletions(-)

diff --git a/poetry.lock b/poetry.lock
index 5c6f82fb2..a5b81ca92 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -146,43 +146,43 @@ files = [
 
 [[package]]
 name = "anthropic"
-version = "0.3.11"
+version = "0.3.3"
 description = "Client library for the anthropic API"
 optional = false
 python-versions = ">=3.7,<4.0"
 files = [
-    {file = "anthropic-0.3.11-py3-none-any.whl", hash = "sha256:5c81105cd9ee7388bff3fdb739aaddedc83bbae9b95d51c2d50c13b1ad106138"},
-    {file = "anthropic-0.3.11.tar.gz", hash = "sha256:2e0fa5351c9b368cbed0bbd7217deaa9409b82b56afaf244e2196e99eb4fe20e"},
+    {file = "anthropic-0.3.3-py3-none-any.whl", hash = "sha256:4f607095057e8ec06e8724a0f2dbcbbdd6a5750f6116d87eb51cae82801700a7"},
+    {file = "anthropic-0.3.3.tar.gz", hash = "sha256:db78e49c17bb0ac905e2b2f65789ecd3d33256aa0448e45a5a484909fc6a670f"},
 ]
 
 [package.dependencies]
-anyio = ">=3.5.0,<4"
-distro = ">=1.7.0,<2"
-httpx = ">=0.23.0,<1"
-pydantic = ">=1.9.0,<3"
+anyio = ">=3.5.0"
+distro = ">=1.7.0"
+httpx = ">=0.23.0"
+pydantic = ">=1.9.0,<2.0.0"
 tokenizers = ">=0.13.0"
-typing-extensions = ">=4.5,<5"
+typing-extensions = ">=4.1.1"
 
 [[package]]
 name = "anyio"
-version = "3.7.1"
+version = "4.0.0"
 description = "High level compatibility layer for multiple asynchronous event loop implementations"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
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 [package.dependencies]
-exceptiongroup = {version = "*", markers = "python_version < \"3.11\""}
+exceptiongroup = {version = ">=1.0.2", markers = "python_version < \"3.11\""}
 idna = ">=2.8"
 sniffio = ">=1.1"
 
 [package.extras]
-doc = ["Sphinx", "packaging", "sphinx-autodoc-typehints (>=1.2.0)", "sphinx-rtd-theme (>=1.2.2)", "sphinxcontrib-jquery"]
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-trio = ["trio (<0.22)"]
+doc = ["Sphinx (>=7)", "packaging", "sphinx-autodoc-typehints (>=1.2.0)"]
+test = ["anyio[trio]", "coverage[toml] (>=7)", "hypothesis (>=4.0)", "psutil (>=5.9)", "pytest (>=7.0)", "pytest-mock (>=3.6.1)", "trustme", "uvloop (>=0.17)"]
+trio = ["trio (>=0.22)"]
 
 [[package]]
 name = "appdirs"
@@ -225,17 +225,17 @@ tests = ["mypy (>=0.800)", "pytest", "pytest-asyncio"]
 
 [[package]]
 name = "asttokens"
-version = "2.2.1"
+version = "2.4.0"
 description = "Annotate AST trees with source code positions"
 optional = false
 python-versions = "*"
 files = [
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 ]
 
 [package.dependencies]
-six = "*"
+six = ">=1.12.0"
 
 [package.extras]
 test = ["astroid", "pytest"]
@@ -325,33 +325,13 @@ lxml = ["lxml"]
 
 [[package]]
 name = "black"
-version = "23.7.0"
+version = "23.9.0"
 description = "The uncompromising code formatter."
 optional = false
 python-versions = ">=3.8"
 files = [
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 [package.dependencies]
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 pathspec = ">=0.9.0"
 platformdirs = ">=2"
 tomli = {version = ">=1.1.0", markers = "python_version < \"3.11\""}
-typing-extensions = {version = ">=3.10.0.0", markers = "python_version < \"3.10\""}
+typing-extensions = {version = ">=4.0.1", markers = "python_version < \"3.11\""}
 
 [package.extras]
 colorama = ["colorama (>=0.4.3)"]
@@ -369,24 +349,6 @@ d = ["aiohttp (>=3.7.4)"]
 jupyter = ["ipython (>=7.8.0)", "tokenize-rt (>=3.2.0)"]
 uvloop = ["uvloop (>=0.15.2)"]
 
-[[package]]
-name = "bleach"
-version = "6.0.0"
-description = "An easy safelist-based HTML-sanitizing tool."
-optional = false
-python-versions = ">=3.7"
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-webencodings = "*"
-
-[package.extras]
-css = ["tinycss2 (>=1.1.0,<1.2)"]
-
 [[package]]
 name = "cachetools"
 version = "5.3.1"
@@ -639,76 +601,76 @@ click = "*"
 
 [[package]]
 name = "clickhouse-connect"
-version = "0.6.10"
+version = "0.6.11"
 description = "ClickHouse Database Core Driver for Python, Pandas, and Superset"
 optional = false
 python-versions = "~=3.7"
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 [package.dependencies]
@@ -727,13 +689,13 @@ sqlalchemy = ["sqlalchemy (>1.3.21,<2.0)"]
 
 [[package]]
 name = "cohere"
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+version = "4.24"
 description = ""
 optional = false
 python-versions = ">=3.7,<4.0"
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 [package.dependencies]
@@ -905,13 +867,13 @@ test-randomorder = ["pytest-randomly"]
 
 [[package]]
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 python-versions = "*"
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@@ -940,29 +902,33 @@ typing-inspect = ">=0.4.0,<1"
 
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 ]
 
 [[package]]
@@ -1023,13 +989,13 @@ graph = ["objgraph (>=1.7.2)"]
 
 [[package]]
 name = "diskcache"
-version = "5.6.1"
+version = "5.6.3"
 description = "Disk Cache -- Disk and file backed persistent cache."
 optional = true
 python-versions = ">=3"
 files = [
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 ]
 
 [[package]]
@@ -1484,13 +1450,13 @@ files = [
 
 [[package]]
 name = "fsspec"
-version = "2023.6.0"
+version = "2023.9.0"
 description = "File-system specification"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.extras]
@@ -1533,13 +1499,13 @@ smmap = ">=3.0.1,<6"
 
 [[package]]
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+version = "3.1.35"
 description = "GitPython is a Python library used to interact with Git repositories"
 optional = false
 python-versions = ">=3.7"
 files = [
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 [package.dependencies]
@@ -1571,13 +1537,13 @@ grpcio-gcp = ["grpcio-gcp (>=0.2.2,<1.0.dev0)"]
 
 [[package]]
 name = "google-api-python-client"
-version = "2.97.0"
+version = "2.98.0"
 description = "Google API Client Library for Python"
 optional = false
 python-versions = ">=3.7"
 files = [
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 ]
 
 [package.dependencies]
@@ -1630,13 +1596,13 @@ six = "*"
 
 [[package]]
 name = "google-cloud-aiplatform"
-version = "1.31.1"
+version = "1.32.0"
 description = "Vertex AI API client library"
 optional = false
 python-versions = ">=3.7"
 files = [
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 ]
 
 [package.dependencies]
@@ -1654,14 +1620,15 @@ autologging = ["mlflow (>=1.27.0,<=2.1.1)"]
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 datasets = ["pyarrow (>=10.0.1)", "pyarrow (>=3.0.0,<8.0dev)"]
 endpoint = ["requests (>=2.28.1)"]
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+full = ["cloudpickle (<3.0)", "docker (>=5.0.3)", "explainable-ai-sdk (>=1.0.0)", "fastapi (>=0.71.0,<0.76.0)", "google-cloud-bigquery-storage", "google-cloud-logging (<4.0)", "google-vizier (==0.0.4)", "google-vizier (>=0.1.6)", "importlib-metadata (<7.0)", "lit-nlp (==0.4.0)", "mlflow (>=1.27.0,<=2.1.1)", "numpy (>=1.15.0)", "pandas (>=1.0.0)", "pyarrow (>=10.0.1)", "pyarrow (>=3.0.0,<8.0dev)", "pyarrow (>=6.0.1)", "pyyaml (==5.3.1)", "requests (>=2.28.1)", "starlette (>=0.17.1)", "tensorflow (>=2.3.0,<3.0.0dev)", "urllib3 (>=1.21.1,<1.27)", "uvicorn[standard] (>=0.16.0)"]
 lit = ["explainable-ai-sdk (>=1.0.0)", "lit-nlp (==0.4.0)", "pandas (>=1.0.0)", "tensorflow (>=2.3.0,<3.0.0dev)"]
 metadata = ["numpy (>=1.15.0)", "pandas (>=1.0.0)"]
 pipelines = ["pyyaml (==5.3.1)"]
 prediction = ["docker (>=5.0.3)", "fastapi (>=0.71.0,<0.76.0)", "starlette (>=0.17.1)", "uvicorn[standard] (>=0.16.0)"]
+preview = ["cloudpickle (<3.0)", "google-cloud-logging (<4.0)", "importlib-metadata (<7.0)"]
 private-endpoints = ["requests (>=2.28.1)", "urllib3 (>=1.21.1,<1.27)"]
 tensorboard = ["tensorflow (>=2.3.0,<3.0.0dev)"]
-testing = ["docker (>=5.0.3)", "explainable-ai-sdk (>=1.0.0)", "fastapi (>=0.71.0,<0.76.0)", "google-cloud-bigquery-storage", "google-vizier (==0.0.4)", "google-vizier (>=0.1.6)", "grpcio-testing", "ipython", "kfp", "lit-nlp (==0.4.0)", "mlflow (>=1.27.0,<=2.1.1)", "numpy (>=1.15.0)", "pandas (>=1.0.0)", "pyarrow (>=10.0.1)", "pyarrow (>=3.0.0,<8.0dev)", "pyarrow (>=6.0.1)", "pytest-asyncio", "pytest-xdist", "pyyaml (==5.3.1)", "requests (>=2.28.1)", "scikit-learn", "starlette (>=0.17.1)", "tensorboard-plugin-profile (>=2.4.0,<3.0.0dev)", "tensorflow (>=2.3.0,<3.0.0dev)", "tensorflow (>=2.4.0,<3.0.0dev)", "urllib3 (>=1.21.1,<1.27)", "uvicorn[standard] (>=0.16.0)", "werkzeug (>=2.0.0,<2.1.0dev)", "xgboost"]
+testing = ["cloudpickle (<3.0)", "docker (>=5.0.3)", "explainable-ai-sdk (>=1.0.0)", "fastapi (>=0.71.0,<0.76.0)", "google-cloud-bigquery-storage", "google-cloud-logging (<4.0)", "google-vizier (==0.0.4)", "google-vizier (>=0.1.6)", "grpcio-testing", "importlib-metadata (<7.0)", "ipython", "kfp", "lit-nlp (==0.4.0)", "mlflow (>=1.27.0,<=2.1.1)", "numpy (>=1.15.0)", "pandas (>=1.0.0)", "pyarrow (>=10.0.1)", "pyarrow (>=3.0.0,<8.0dev)", "pyarrow (>=6.0.1)", "pyfakefs", "pytest-asyncio", "pytest-xdist", "pyyaml (==5.3.1)", "requests (>=2.28.1)", "scikit-learn", "starlette (>=0.17.1)", "tensorboard-plugin-profile (>=2.4.0,<3.0.0dev)", "tensorflow (>=2.3.0,<2.13.0)", "tensorflow (>=2.3.0,<3.0.0dev)", "tensorflow (>=2.4.0,<3.0.0dev)", "torch", "torch (>=2.0.0)", "urllib3 (>=1.21.1,<1.27)", "uvicorn[standard] (>=0.16.0)", "werkzeug (>=2.0.0,<2.1.0dev)", "xgboost"]
 vizier = ["google-vizier (==0.0.4)", "google-vizier (>=0.1.6)"]
 xai = ["tensorflow (>=2.3.0,<3.0.0dev)"]
 
@@ -1835,20 +1802,20 @@ testing = ["pytest"]
 
 [[package]]
 name = "google-resumable-media"
-version = "2.5.0"
+version = "2.6.0"
 description = "Utilities for Google Media Downloads and Resumable Uploads"
 optional = false
 python-versions = ">= 3.7"
 files = [
-    {file = "google-resumable-media-2.5.0.tar.gz", hash = "sha256:218931e8e2b2a73a58eb354a288e03a0fd5fb1c4583261ac6e4c078666468c93"},
-    {file = "google_resumable_media-2.5.0-py2.py3-none-any.whl", hash = "sha256:da1bd943e2e114a56d85d6848497ebf9be6a14d3db23e9fc57581e7c3e8170ec"},
+    {file = "google-resumable-media-2.6.0.tar.gz", hash = "sha256:972852f6c65f933e15a4a210c2b96930763b47197cdf4aa5f5bea435efb626e7"},
+    {file = "google_resumable_media-2.6.0-py2.py3-none-any.whl", hash = "sha256:fc03d344381970f79eebb632a3c18bb1828593a2dc5572b5f90115ef7d11e81b"},
 ]
 
 [package.dependencies]
 google-crc32c = ">=1.0,<2.0dev"
 
 [package.extras]
-aiohttp = ["aiohttp (>=3.6.2,<4.0.0dev)"]
+aiohttp = ["aiohttp (>=3.6.2,<4.0.0dev)", "google-auth (>=1.22.0,<2.0dev)"]
 requests = ["requests (>=2.18.0,<3.0.0dev)"]
 
 [[package]]
@@ -1884,13 +1851,13 @@ grpc = ["grpcio (>=1.44.0,<2.0.0.dev0)"]
 
 [[package]]
 name = "gotrue"
-version = "1.0.4"
+version = "1.1.0"
 description = "Python Client Library for GoTrue"
 optional = false
 python-versions = ">=3.8,<4.0"
 files = [
-    {file = "gotrue-1.0.4-py3-none-any.whl", hash = "sha256:f016f5e317a21e55dfcee00fb360f2c7a33c5b87a38601e7b9e65cb898bcf7bb"},
-    {file = "gotrue-1.0.4.tar.gz", hash = "sha256:2686c93b798fb2d3b120f067d21e66bb803b013ee6ab6fb7783093102f74603a"},
+    {file = "gotrue-1.1.0-py3-none-any.whl", hash = "sha256:ce60638cf56f07cc01580f63ade1299d7a2bbc636c48b0f3a026d8f265d982b4"},
+    {file = "gotrue-1.1.0.tar.gz", hash = "sha256:7954683d140a58fb906b8eb8f555ac39a888ba985f9bffe481d12ac1437ad46a"},
 ]
 
 [package.dependencies]
@@ -2460,13 +2427,13 @@ files = [
 
 [[package]]
 name = "ipykernel"
-version = "6.25.1"
+version = "6.25.2"
 description = "IPython Kernel for Jupyter"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "ipykernel-6.25.1-py3-none-any.whl", hash = "sha256:c8a2430b357073b37c76c21c52184db42f6b4b0e438e1eb7df3c4440d120497c"},
-    {file = "ipykernel-6.25.1.tar.gz", hash = "sha256:050391364c0977e768e354bdb60cbbfbee7cbb943b1af1618382021136ffd42f"},
+    {file = "ipykernel-6.25.2-py3-none-any.whl", hash = "sha256:2e2ee359baba19f10251b99415bb39de1e97d04e1fab385646f24f0596510b77"},
+    {file = "ipykernel-6.25.2.tar.gz", hash = "sha256:f468ddd1f17acb48c8ce67fcfa49ba6d46d4f9ac0438c1f441be7c3d1372230b"},
 ]
 
 [package.dependencies]
@@ -2493,13 +2460,13 @@ test = ["flaky", "ipyparallel", "pre-commit", "pytest (>=7.0)", "pytest-asyncio"
 
 [[package]]
 name = "ipython"
-version = "8.14.0"
+version = "8.15.0"
 description = "IPython: Productive Interactive Computing"
 optional = false
 python-versions = ">=3.9"
 files = [
-    {file = "ipython-8.14.0-py3-none-any.whl", hash = "sha256:248aca623f5c99a6635bc3857677b7320b9b8039f99f070ee0d20a5ca5a8e6bf"},
-    {file = "ipython-8.14.0.tar.gz", hash = "sha256:1d197b907b6ba441b692c48cf2a3a2de280dc0ac91a3405b39349a50272ca0a1"},
+    {file = "ipython-8.15.0-py3-none-any.whl", hash = "sha256:45a2c3a529296870a97b7de34eda4a31bee16bc7bf954e07d39abe49caf8f887"},
+    {file = "ipython-8.15.0.tar.gz", hash = "sha256:2baeb5be6949eeebf532150f81746f8333e2ccce02de1c7eedde3f23ed5e9f1e"},
 ]
 
 [package.dependencies]
@@ -2507,6 +2474,7 @@ appnope = {version = "*", markers = "sys_platform == \"darwin\""}
 backcall = "*"
 colorama = {version = "*", markers = "sys_platform == \"win32\""}
 decorator = "*"
+exceptiongroup = {version = "*", markers = "python_version < \"3.11\""}
 jedi = ">=0.16"
 matplotlib-inline = "*"
 pexpect = {version = ">4.3", markers = "sys_platform != \"win32\""}
@@ -2518,9 +2486,9 @@ traitlets = ">=5"
 typing-extensions = {version = "*", markers = "python_version < \"3.10\""}
 
 [package.extras]
-all = ["black", "curio", "docrepr", "ipykernel", "ipyparallel", "ipywidgets", "matplotlib", "matplotlib (!=3.2.0)", "nbconvert", "nbformat", "notebook", "numpy (>=1.21)", "pandas", "pytest (<7)", "pytest (<7.1)", "pytest-asyncio", "qtconsole", "setuptools (>=18.5)", "sphinx (>=1.3)", "sphinx-rtd-theme", "stack-data", "testpath", "trio", "typing-extensions"]
+all = ["black", "curio", "docrepr", "exceptiongroup", "ipykernel", "ipyparallel", "ipywidgets", "matplotlib", "matplotlib (!=3.2.0)", "nbconvert", "nbformat", "notebook", "numpy (>=1.21)", "pandas", "pytest (<7)", "pytest (<7.1)", "pytest-asyncio", "qtconsole", "setuptools (>=18.5)", "sphinx (>=1.3)", "sphinx-rtd-theme", "stack-data", "testpath", "trio", "typing-extensions"]
 black = ["black"]
-doc = ["docrepr", "ipykernel", "matplotlib", "pytest (<7)", "pytest (<7.1)", "pytest-asyncio", "setuptools (>=18.5)", "sphinx (>=1.3)", "sphinx-rtd-theme", "stack-data", "testpath", "typing-extensions"]
+doc = ["docrepr", "exceptiongroup", "ipykernel", "matplotlib", "pytest (<7)", "pytest (<7.1)", "pytest-asyncio", "setuptools (>=18.5)", "sphinx (>=1.3)", "sphinx-rtd-theme", "stack-data", "testpath", "typing-extensions"]
 kernel = ["ipykernel"]
 nbconvert = ["nbconvert"]
 nbformat = ["nbformat"]
@@ -2920,13 +2888,13 @@ test = ["psutil", "pytest", "pytest-asyncio"]
 
 [[package]]
 name = "langfuse"
-version = "1.0.13"
+version = "1.0.17"
 description = "A client library for accessing langfuse"
 optional = false
 python-versions = ">=3.8.1,<4.0"
 files = [
-    {file = "langfuse-1.0.13-py3-none-any.whl", hash = "sha256:4de4ccfd452e7c3f06c68e328a334ffa2117f8a3a185ae86243e6020979a9541"},
-    {file = "langfuse-1.0.13.tar.gz", hash = "sha256:33e5033dc1c0ac23ec5e48f7c47fbdcc00b756be7b705c72951ef85d246a242f"},
+    {file = "langfuse-1.0.17-py3-none-any.whl", hash = "sha256:69d8b17d7379ada9806ced37d277307f5f001b9ccd23d08e2e8138fb7a8f6075"},
+    {file = "langfuse-1.0.17.tar.gz", hash = "sha256:c2ddab9a75e4817e6dd374b48092dcd317e54d9a0bad3b092bd7dbfe452b46ab"},
 ]
 
 [package.dependencies]
@@ -2935,16 +2903,17 @@ httpx = ">=0.15.4,<0.25.0"
 langchain = ">=0.0.237,<1.0"
 pydantic = ">=1.10.7,<2.0"
 python-dateutil = ">=2.8.0,<3.0"
+pytz = ">=2023.3,<2024.0"
 
 [[package]]
 name = "langsmith"
-version = "0.0.28"
+version = "0.0.35"
 description = "Client library to connect to the LangSmith LLM Tracing and Evaluation Platform."
 optional = false
 python-versions = ">=3.8.1,<4.0"
 files = [
-    {file = "langsmith-0.0.28-py3-none-any.whl", hash = "sha256:f398782f41526c74e141e68fa28b9020e0be4bde18a1d4a76b357c8272fb81bd"},
-    {file = "langsmith-0.0.28.tar.gz", hash = "sha256:34c15f9a8908be180001c58048b659ece6320d0bf8ffce4ca496a2428b35646e"},
+    {file = "langsmith-0.0.35-py3-none-any.whl", hash = "sha256:96b5cf69952a218d881a27817381fa67ebd283eba9c6814b72180530f9748348"},
+    {file = "langsmith-0.0.35.tar.gz", hash = "sha256:127fee806b475430b530bdf9bc397ea1c65ec144a23fa1b5bba2bba31d9d1e76"},
 ]
 
 [package.dependencies]
@@ -2991,13 +2960,13 @@ server = ["fastapi (>=0.100.0)", "pydantic-settings (>=2.0.1)", "sse-starlette (
 
 [[package]]
 name = "loguru"
-version = "0.7.0"
+version = "0.7.1"
 description = "Python logging made (stupidly) simple"
 optional = false
 python-versions = ">=3.5"
 files = [
-    {file = "loguru-0.7.0-py3-none-any.whl", hash = "sha256:b93aa30099fa6860d4727f1b81f8718e965bb96253fa190fab2077aaad6d15d3"},
-    {file = "loguru-0.7.0.tar.gz", hash = "sha256:1612053ced6ae84d7959dd7d5e431a0532642237ec21f7fd83ac73fe539e03e1"},
+    {file = "loguru-0.7.1-py3-none-any.whl", hash = "sha256:046bf970cb3cad77a28d607cbf042ac25a407db987a1e801c7f7e692469982f9"},
+    {file = "loguru-0.7.1.tar.gz", hash = "sha256:7ba2a7d81b79a412b0ded69bd921e012335e80fd39937a633570f273a343579e"},
 ]
 
 [package.dependencies]
@@ -3005,7 +2974,7 @@ colorama = {version = ">=0.3.4", markers = "sys_platform == \"win32\""}
 win32-setctime = {version = ">=1.0.0", markers = "sys_platform == \"win32\""}
 
 [package.extras]
-dev = ["Sphinx (==5.3.0)", "colorama (==0.4.5)", "colorama (==0.4.6)", "freezegun (==1.1.0)", "freezegun (==1.2.2)", "mypy (==v0.910)", "mypy (==v0.971)", "mypy (==v0.990)", "pre-commit (==3.2.1)", "pytest (==6.1.2)", "pytest (==7.2.1)", "pytest-cov (==2.12.1)", "pytest-cov (==4.0.0)", "pytest-mypy-plugins (==1.10.1)", "pytest-mypy-plugins (==1.9.3)", "sphinx-autobuild (==2021.3.14)", "sphinx-rtd-theme (==1.2.0)", "tox (==3.27.1)", "tox (==4.4.6)"]
+dev = ["Sphinx (==7.2.5)", "colorama (==0.4.5)", "colorama (==0.4.6)", "freezegun (==1.1.0)", "freezegun (==1.2.2)", "mypy (==v0.910)", "mypy (==v0.971)", "mypy (==v1.4.1)", "pre-commit (==3.3.1)", "pytest (==6.1.2)", "pytest (==7.4.0)", "pytest-cov (==2.12.1)", "pytest-cov (==4.1.0)", "pytest-mypy-plugins (==1.9.3)", "pytest-mypy-plugins (==3.0.0)", "sphinx-autobuild (==2021.3.14)", "sphinx-rtd-theme (==1.3.0)", "tox (==3.27.1)", "tox (==4.11.0)"]
 
 [[package]]
 name = "lxml"
@@ -3182,7 +3151,7 @@ testing = ["coverage", "pytest", "pytest-cov", "pytest-regressions"]
 name = "markupsafe"
 version = "2.1.3"
 description = "Safely add untrusted strings to HTML/XML markup."
-optional = true
+optional = false
 python-versions = ">=3.7"
 files = [
     {file = "MarkupSafe-2.1.3-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:cd0f502fe016460680cd20aaa5a76d241d6f35a1c3350c474bac1273803893fa"},
@@ -3303,13 +3272,13 @@ files = [
 
 [[package]]
 name = "metal-sdk"
-version = "2.0.2"
+version = "2.1.0"
 description = "SDK for getmetal.io"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "metal_sdk-2.0.2-py3-none-any.whl", hash = "sha256:a5a95fb3796979085965667ffc41fd9eeddc87b60671619671a0eaebd0bec4a1"},
-    {file = "metal_sdk-2.0.2.tar.gz", hash = "sha256:e5e35d230f00b1b838cfcffbcb7042f450b23b59448f37bdd385761871a1490d"},
+    {file = "metal_sdk-2.1.0-py3-none-any.whl", hash = "sha256:e523b21058d155d485171e8b27aed460d60518f8d8e99d82d2818217055fc8d3"},
+    {file = "metal_sdk-2.1.0.tar.gz", hash = "sha256:11ec44a3c00f9e329de7191578e6d94d064062c5ac5bb1eea6b295853614a835"},
 ]
 
 [package.dependencies]
@@ -3566,6 +3535,31 @@ doc = ["nb2plots (>=0.6)", "numpydoc (>=1.5)", "pillow (>=9.4)", "pydata-sphinx-
 extra = ["lxml (>=4.6)", "pydot (>=1.4.2)", "pygraphviz (>=1.10)", "sympy (>=1.10)"]
 test = ["codecov (>=2.1)", "pytest (>=7.2)", "pytest-cov (>=4.0)"]
 
+[[package]]
+name = "nh3"
+version = "0.2.14"
+description = "Ammonia HTML sanitizer Python binding"
+optional = false
+python-versions = "*"
+files = [
+    {file = "nh3-0.2.14-cp37-abi3-macosx_10_7_x86_64.whl", hash = "sha256:9be2f68fb9a40d8440cbf34cbf40758aa7f6093160bfc7fb018cce8e424f0c3a"},
+    {file = "nh3-0.2.14-cp37-abi3-macosx_10_9_x86_64.macosx_11_0_arm64.macosx_10_9_universal2.whl", hash = "sha256:f99212a81c62b5f22f9e7c3e347aa00491114a5647e1f13bbebd79c3e5f08d75"},
+    {file = "nh3-0.2.14-cp37-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:7771d43222b639a4cd9e341f870cee336b9d886de1ad9bec8dddab22fe1de450"},
+    {file = "nh3-0.2.14-cp37-abi3-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:525846c56c2bcd376f5eaee76063ebf33cf1e620c1498b2a40107f60cfc6054e"},
+    {file = "nh3-0.2.14-cp37-abi3-manylinux_2_17_ppc64.manylinux2014_ppc64.whl", hash = "sha256:e8986f1dd3221d1e741fda0a12eaa4a273f1d80a35e31a1ffe579e7c621d069e"},
+    {file = "nh3-0.2.14-cp37-abi3-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:18415df36db9b001f71a42a3a5395db79cf23d556996090d293764436e98e8ad"},
+    {file = "nh3-0.2.14-cp37-abi3-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:377aaf6a9e7c63962f367158d808c6a1344e2b4f83d071c43fbd631b75c4f0b2"},
+    {file = "nh3-0.2.14-cp37-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:2b0be5c792bd43d0abef8ca39dd8acb3c0611052ce466d0401d51ea0d9aa7525"},
+    {file = "nh3-0.2.14-cp37-abi3-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:93a943cfd3e33bd03f77b97baa11990148687877b74193bf777956b67054dcc6"},
+    {file = "nh3-0.2.14-cp37-abi3-musllinux_1_2_aarch64.whl", hash = "sha256:ac8056e937f264995a82bf0053ca898a1cb1c9efc7cd68fa07fe0060734df7e4"},
+    {file = "nh3-0.2.14-cp37-abi3-musllinux_1_2_armv7l.whl", hash = "sha256:203cac86e313cf6486704d0ec620a992c8bc164c86d3a4fd3d761dd552d839b5"},
+    {file = "nh3-0.2.14-cp37-abi3-musllinux_1_2_i686.whl", hash = "sha256:5529a3bf99402c34056576d80ae5547123f1078da76aa99e8ed79e44fa67282d"},
+    {file = "nh3-0.2.14-cp37-abi3-musllinux_1_2_x86_64.whl", hash = "sha256:aed56a86daa43966dd790ba86d4b810b219f75b4bb737461b6886ce2bde38fd6"},
+    {file = "nh3-0.2.14-cp37-abi3-win32.whl", hash = "sha256:116c9515937f94f0057ef50ebcbcc10600860065953ba56f14473ff706371873"},
+    {file = "nh3-0.2.14-cp37-abi3-win_amd64.whl", hash = "sha256:88c753efbcdfc2644a5012938c6b9753f1c64a5723a67f0301ca43e7b85dcf0e"},
+    {file = "nh3-0.2.14.tar.gz", hash = "sha256:a0c509894fd4dccdff557068e5074999ae3b75f4c5a2d6fb5415e782e25679c4"},
+]
+
 [[package]]
 name = "nltk"
 version = "3.8.1"
@@ -4097,69 +4091,61 @@ files = [
 
 [[package]]
 name = "pandas"
-version = "2.0.3"
+version = "2.1.0"
 description = "Powerful data structures for data analysis, time series, and statistics"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
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 python-dateutil = ">=2.8.2"
 pytz = ">=2020.1"
 tzdata = ">=2022.1"
 
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-hdf5 = ["tables (>=3.6.1)"]
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 parquet = ["pyarrow (>=7.0.0)"]
-performance = ["bottleneck (>=1.3.2)", "numba (>=0.53.1)", "numexpr (>=2.7.1)"]
+performance = ["bottleneck (>=1.3.4)", "numba (>=0.55.2)", "numexpr (>=2.8.0)"]
 plot = ["matplotlib (>=3.6.1)"]
-postgresql = ["SQLAlchemy (>=1.4.16)", "psycopg2 (>=2.8.6)"]
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-xml = ["lxml (>=4.6.3)"]
+postgresql = ["SQLAlchemy (>=1.4.36)", "psycopg2 (>=2.9.3)"]
+spss = ["pyreadstat (>=1.1.5)"]
+sql-other = ["SQLAlchemy (>=1.4.36)"]
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+xml = ["lxml (>=4.8.0)"]
 
 [[package]]
 name = "pandas-stubs"
@@ -5018,13 +5004,13 @@ diagrams = ["jinja2", "railroad-diagrams"]
 
 [[package]]
 name = "pypdf"
-version = "3.15.4"
+version = "3.15.5"
 description = "A pure-python PDF library capable of splitting, merging, cropping, and transforming PDF files"
 optional = false
 python-versions = ">=3.6"
 files = [
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 ]
 
 [package.dependencies]
@@ -5063,13 +5049,13 @@ chardet = "*"
 
 [[package]]
 name = "pytest"
-version = "7.4.0"
+version = "7.4.2"
 description = "pytest: simple powerful testing with Python"
 optional = false
 python-versions = ">=3.7"
 files = [
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 ]
 
 [package.dependencies]
@@ -5227,13 +5213,13 @@ test = ["coverage (>=5,<6)", "mock (==1.3.0)", "pytest (>=7,<8)", "pytest-mock (
 
 [[package]]
 name = "pytz"
-version = "2023.3"
+version = "2023.3.post1"
 description = "World timezone definitions, modern and historical"
 optional = false
 python-versions = "*"
 files = [
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 ]
 
 [[package]]
@@ -5426,13 +5412,13 @@ cffi = {version = "*", markers = "implementation_name == \"pypy\""}
 
 [[package]]
 name = "qdrant-client"
-version = "1.4.0"
+version = "1.5.0"
 description = "Client library for the Qdrant vector search engine"
 optional = false
-python-versions = ">=3.7,<3.12"
+python-versions = ">=3.8,<3.12"
 files = [
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 ]
 
 [package.dependencies]
@@ -5446,18 +5432,18 @@ urllib3 = ">=1.26.14,<2.0.0"
 
 [[package]]
 name = "readme-renderer"
-version = "41.0"
-description = "readme_renderer is a library for rendering \"readme\" descriptions for Warehouse"
+version = "42.0"
+description = "readme_renderer is a library for rendering readme descriptions for Warehouse"
 optional = false
 python-versions = ">=3.8"
 files = [
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+    {file = "readme_renderer-42.0-py3-none-any.whl", hash = "sha256:13d039515c1f24de668e2c93f2e877b9dbe6c6c32328b90a40a49d8b2b85f36d"},
+    {file = "readme_renderer-42.0.tar.gz", hash = "sha256:2d55489f83be4992fe4454939d1a051c33edbab778e82761d060c9fc6b308cd1"},
 ]
 
 [package.dependencies]
-bleach = ">=2.1.0"
 docutils = ">=0.13.1"
+nh3 = ">=0.2.14"
 Pygments = ">=2.5.1"
 
 [package.extras]
@@ -5687,63 +5673,21 @@ files = [
 ]
 
 [[package]]
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+regex = "*"
+six = "*"
+tqdm = "*"
 
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 name = "scikit-learn"
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 name = "shapely"
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 sklearn = ["scikit-learn"]
-speech = ["kenlm", "librosa", "phonemizer", "pyctcdecode (>=0.4.0)", "torchaudio"]
-testing = ["GitPython (<3.1.19)", "beautifulsoup4", "black (>=23.1,<24.0)", "cookiecutter (==1.7.3)", "datasets (!=2.5.0)", "dill (<0.3.5)", "evaluate (>=0.2.0)", "faiss-cpu", "hf-doc-builder (>=0.3.0)", "nltk", "parameterized", "protobuf", "psutil", "pytest (>=7.2.0)", "pytest-timeout", "pytest-xdist", "rjieba", "rouge-score (!=0.0.7,!=0.0.8,!=0.1,!=0.1.1)", "sacrebleu (>=1.4.12,<2.0.0)", "sacremoses", "timeout-decorator"]
-tf = ["keras-nlp (>=0.3.1)", "onnxconverter-common", "tensorflow (>=2.6,<2.14)", "tensorflow-text (<2.14)", "tf2onnx"]
-tf-cpu = ["keras-nlp (>=0.3.1)", "onnxconverter-common", "tensorflow-cpu (>=2.6,<2.14)", "tensorflow-text (<2.14)", "tf2onnx"]
-tf-speech = ["kenlm", "librosa", "phonemizer", "pyctcdecode (>=0.4.0)"]
+speech = ["librosa", "phonemizer", "pyctcdecode (>=0.3.0)", "torchaudio"]
+testing = ["GitPython (<3.1.19)", "black (>=22.0,<23.0)", "cookiecutter (==1.7.2)", "datasets", "faiss-cpu", "nltk", "parameterized", "psutil", "pytest", "pytest-timeout", "pytest-xdist", "rouge-score", "sacrebleu (>=1.4.12,<2.0.0)", "timeout-decorator"]
+tf = ["onnxconverter-common", "tensorflow (>=2.3)", "tf2onnx"]
+tf-cpu = ["onnxconverter-common", "tensorflow-cpu (>=2.3)", "tf2onnx"]
+tf-speech = ["librosa", "phonemizer", "pyctcdecode (>=0.3.0)"]
 timm = ["timm"]
-tokenizers = ["tokenizers (>=0.11.1,!=0.11.3,<0.14)"]
-torch = ["accelerate (>=0.20.3)", "torch (>=1.9,!=1.12.0)"]
-torch-speech = ["kenlm", "librosa", "phonemizer", "pyctcdecode (>=0.4.0)", "torchaudio"]
-torch-vision = ["Pillow (<10.0.0)", "torchvision"]
-torchhub = ["filelock", "huggingface-hub (>=0.15.1,<1.0)", "importlib-metadata", "numpy (>=1.17)", "packaging (>=20.0)", "protobuf", "regex (!=2019.12.17)", "requests", "sentencepiece (>=0.1.91,!=0.1.92)", "tokenizers (>=0.11.1,!=0.11.3,<0.14)", "torch (>=1.9,!=1.12.0)", "tqdm (>=4.27)"]
-video = ["av (==9.2.0)", "decord (==0.6.0)"]
-vision = ["Pillow (<10.0.0)"]
+tokenizers = ["tokenizers (>=0.11.1,!=0.11.3)"]
+torch = ["torch (>=1.0)"]
+torch-speech = ["librosa", "phonemizer", "pyctcdecode (>=0.3.0)", "torchaudio"]
+torchhub = ["filelock", "huggingface-hub (>=0.1.0,<1.0)", "importlib-metadata", "numpy (>=1.17)", "packaging (>=20.0)", "protobuf", "regex (!=2019.12.17)", "requests", "sacremoses", "sentencepiece (>=0.1.91,!=0.1.92)", "tokenizers (>=0.11.1,!=0.11.3)", "torch (>=1.0)", "tqdm (>=4.27)"]
+vision = ["Pillow"]
 
 [[package]]
 name = "twine"
@@ -6881,18 +6879,19 @@ test = ["coverage", "pytest", "pytest-cov"]
 
 [[package]]
 name = "unstructured"
-version = "0.10.9"
+version = "0.10.12"
 description = "A library that prepares raw documents for downstream ML tasks."
 optional = false
 python-versions = ">=3.7.0"
 files = [
-    {file = "unstructured-0.10.9-py3-none-any.whl", hash = "sha256:182062983cf5ade923e871be52154829d92e5b72dfd7575847618fb44f7debd6"},
-    {file = "unstructured-0.10.9.tar.gz", hash = "sha256:fd62f84abf12c85ef8b81567a4fcb841b7450f010454b69754bfc5b10b68d869"},
+    {file = "unstructured-0.10.12-py3-none-any.whl", hash = "sha256:893cd37c59950cd66b7d2342e1450b45020f2d6b8149c9f63a019bdd668abcd3"},
+    {file = "unstructured-0.10.12.tar.gz", hash = "sha256:d84682628c83e63d4984ef3b16c4f2314175952cd1d0e4fd54a0f681736e851c"},
 ]
 
 [package.dependencies]
 beautifulsoup4 = "*"
 chardet = "*"
+dataclasses-json = "*"
 emoji = "*"
 filetype = "*"
 lxml = "*"
@@ -6903,7 +6902,7 @@ tabulate = "*"
 
 [package.extras]
 airtable = ["pyairtable"]
-all-docs = ["Pillow (<10)", "ebooklib", "markdown", "msg-parser", "openpyxl", "pandas", "pdf2image", "pdfminer.six", "pypandoc", "python-docx", "python-pptx", "unstructured-inference", "xlrd"]
+all-docs = ["ebooklib", "markdown", "msg-parser", "openpyxl", "pandas", "pdf2image", "pdfminer.six", "pypandoc", "python-docx", "python-pptx (<=0.6.21)", "unstructured-inference", "xlrd"]
 azure = ["adlfs", "fsspec"]
 biomed = ["bs4"]
 box = ["boxfs", "fsspec"]
@@ -6921,8 +6920,8 @@ github = ["pygithub (>1.58.0)"]
 gitlab = ["python-gitlab"]
 google-drive = ["google-api-python-client"]
 huggingface = ["langdetect", "sacremoses", "sentencepiece", "torch", "transformers"]
-image = ["Pillow (<10)", "pdf2image", "pdfminer.six", "unstructured-inference"]
-local-inference = ["Pillow (<10)", "ebooklib", "markdown", "msg-parser", "openpyxl", "pandas", "pdf2image", "pdfminer.six", "pypandoc", "python-docx", "python-pptx", "unstructured-inference", "xlrd"]
+image = ["pdf2image", "pdfminer.six", "unstructured-inference"]
+local-inference = ["ebooklib", "markdown", "msg-parser", "openpyxl", "pandas", "pdf2image", "pdfminer.six", "pypandoc", "python-docx", "python-pptx (<=0.6.21)", "unstructured-inference", "xlrd"]
 md = ["markdown"]
 msg = ["msg-parser"]
 notion = ["htmlBuilder", "notion-client"]
@@ -6930,13 +6929,14 @@ odt = ["pypandoc", "python-docx"]
 onedrive = ["Office365-REST-Python-Client (<2.4.3)", "bs4", "msal"]
 org = ["pypandoc"]
 outlook = ["Office365-REST-Python-Client (<2.4.3)", "msal"]
-pdf = ["Pillow (<10)", "pdf2image", "pdfminer.six", "unstructured-inference"]
-ppt = ["python-pptx"]
-pptx = ["python-pptx"]
+pdf = ["pdf2image", "pdfminer.six", "unstructured-inference"]
+ppt = ["python-pptx (<=0.6.21)"]
+pptx = ["python-pptx (<=0.6.21)"]
 reddit = ["praw"]
 rst = ["pypandoc"]
 rtf = ["pypandoc"]
 s3 = ["fsspec", "s3fs"]
+salesforce = ["simple-salesforce"]
 sharepoint = ["Office365-REST-Python-Client (<2.4.3)", "msal"]
 slack = ["slack-sdk"]
 tsv = ["pandas"]
@@ -7115,17 +7115,6 @@ validators = ">=0.18.2,<=0.21.0"
 [package.extras]
 grpc = ["grpcio", "grpcio-tools"]
 
-[[package]]
-name = "webencodings"
-version = "0.5.1"
-description = "Character encoding aliases for legacy web content"
-optional = false
-python-versions = "*"
-files = [
-    {file = "webencodings-0.5.1-py2.py3-none-any.whl", hash = "sha256:a0af1213f3c2226497a97e2b3aa01a7e4bee4f403f95be16fc9acd2947514a78"},
-    {file = "webencodings-0.5.1.tar.gz", hash = "sha256:b36a1c245f2d304965eb4e0a82848379241dc04b865afcc4aab16748587e1923"},
-]
-
 [[package]]
 name = "websocket-client"
 version = "1.6.2"
@@ -7514,4 +7503,4 @@ local = ["ctransformers", "llama-cpp-python", "sentence-transformers"]
 [metadata]
 lock-version = "2.0"
 python-versions = ">=3.9,<3.11"
-content-hash = "20347dcfd3f57ef74d2cdf2882bb8694624b7cd7db610bc96e6bde1a8688cae2"
+content-hash = "628b8e0e42db9545e94410ef0c4e33edb1fe93c34d1b41b27ba7950a04b9df6c"
diff --git a/pyproject.toml b/pyproject.toml
index c3ca8068a..0d76faf4b 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,6 @@
 [tool.poetry]
 name = "langflow"
-version = "0.4.17"
+version = "0.4.18"
 description = "A Python package with a built-in web application"
 authors = ["Logspace <contact@logspace.ai>"]
 maintainers = [
@@ -82,6 +82,7 @@ metaphor-python = "^0.1.11"
 langfuse = "^1.0.13"
 pillow = "^10.0.0"
 metal-sdk = "^2.0.2"
+markupsafe = "^2.1.3"
 
 [tool.poetry.group.dev.dependencies]
 black = "^23.1.0"

From b819f37798a969e1cb2432210fc9d7447ed537a3 Mon Sep 17 00:00:00 2001
From: Gabriel Luiz Freitas Almeida <gabriel@logspace.ai>
Date: Mon, 11 Sep 2023 22:40:47 -0300
Subject: [PATCH 46/46] =?UTF-8?q?=F0=9F=93=9D=20docs(langfuse=5Fintegratio?=
 =?UTF-8?q?n.mdx):=20remove=20reference=20to=20troubleshooting=20section?=
 =?UTF-8?q?=20in=20Langfuse=20documentation=20as=20it=20is=20not=20availab?=
 =?UTF-8?q?le=20=F0=9F=93=9D=20docs(langfuse=5Fintegration.mdx):=20update?=
 =?UTF-8?q?=20step=203=20to=20remove=20mention=20of=20consulting=20Langfus?=
 =?UTF-8?q?e=20documentation=20or=20contacting=20support=20for=20integrati?=
 =?UTF-8?q?on=20issues?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 docs/docs/guides/langfuse_integration.mdx | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/docs/guides/langfuse_integration.mdx b/docs/docs/guides/langfuse_integration.mdx
index 51aba962e..81f06e787 100644
--- a/docs/docs/guides/langfuse_integration.mdx
+++ b/docs/docs/guides/langfuse_integration.mdx
@@ -40,7 +40,7 @@ Langfuse is an open-source tracing and analytics tool designed for LLM applicati
    echo $LANGFLOW_LANGFUSE_PUBLIC_KEY
    ```
 
-3. **Monitor Langflow**: Now, whenever you use Langflow's chat or API, you will be able to see the tracing of your conversations in Langfuse. If you have any issues with the integration, consult the [Langfuse documentation](<link to specific troubleshooting section>) or contact their support.
+3. **Monitor Langflow**: Now, whenever you use Langflow's chat or API, you will be able to see the tracing of your conversations in Langfuse.
 
 That's it! You have successfully integrated Langfuse with Langflow, enhancing observability and debugging capabilities for your LLM application.