diff --git a/README.md b/README.md
index 4b0494c8c..dc0695a88 100644
--- a/README.md
+++ b/README.md
@@ -13,7 +13,6 @@
-
@@ -22,32 +21,33 @@
-
# Table of Contents
+
- [⛓️ Langflow](#️-langflow)
- [Table of Contents](#table-of-contents)
- [📦 Installation](#-installation)
- - [Locally](#locally)
- - [HuggingFace Spaces](#huggingface-spaces)
+ - [Locally](#locally)
+ - [HuggingFace Spaces](#huggingface-spaces)
- [🖥️ Command Line Interface (CLI)](#️-command-line-interface-cli)
- - [Usage](#usage)
- - [Environment Variables](#environment-variables)
+ - [Usage](#usage)
+ - [Environment Variables](#environment-variables)
- [Deployment](#deployment)
- [Deploy Langflow on Google Cloud Platform](#deploy-langflow-on-google-cloud-platform)
- [Deploy Langflow on Jina AI Cloud](#deploy-langflow-on-jina-ai-cloud)
- - [API Usage](#api-usage)
+ - [API Usage](#api-usage)
- [Deploy on Railway](#deploy-on-railway)
- [Deploy on Render](#deploy-on-render)
- [🎨 Creating Flows](#-creating-flows)
- [👋 Contributing](#-contributing)
- [📄 License](#-license)
-
# 📦 Installation
+
### Locally
+
You can install Langflow from pip:
```shell
@@ -59,12 +59,15 @@ Next, run:
```shell
python -m langflow
```
+
or
+
```shell
langflow # or langflow --help
```
### HuggingFace Spaces
+
You can also check it out on [HuggingFace Spaces](https://huggingface.co/spaces/Logspace/Langflow) and run it in your browser! You can even clone it and have your own copy of Langflow to play with.
# 🖥️ Command Line Interface (CLI)
@@ -89,7 +92,7 @@ Each option is detailed below:
- `--config`: Defines the path to the configuration file. The default is `config.yaml`.
- `--env-file`: Specifies the path to the .env file containing environment variables. The default is `.env`.
- `--log-level`: Defines the logging level. Can be set using the `LANGFLOW_LOG_LEVEL` environment variable. The default is `critical`.
-- `component-path`: Specifies the path to the directory containing custom components. Can be set using the `LANGFLOW_COMPONENT_PATH` environment variable. The default is `langflow/components`.
+- `--components-path`: Specifies the path to the directory containing custom components. Can be set using the `LANGFLOW_COMPONENTS_PATH` environment variable. The default is `langflow/components`.
- `--log-file`: Specifies the path to the log file. Can be set using the `LANGFLOW_LOG_FILE` environment variable. The default is `logs/langflow.log`.
- `--cache`: Selects the type of cache to use. Options are `InMemoryCache` and `SQLiteCache`. Can be set using the `LANGFLOW_LANGCHAIN_CACHE` environment variable. The default is `SQLiteCache`.
- `--jcloud/--no-jcloud`: Toggles the option to deploy on Jina AI Cloud. The default is `no-jcloud`.
@@ -117,7 +120,6 @@ Alternatively, click the **"Open in Cloud Shell"** button below to launch Google
[](https://console.cloud.google.com/cloudshell/open?git_repo=https://github.com/logspace-ai/langflow&working_dir=scripts&shellonly=true&tutorial=walkthroughtutorial_spot.md)
-
## Deploy Langflow on [Jina AI Cloud](https://github.com/jina-ai/langchain-serve)
Langflow integrates with langchain-serve to provide a one-command deployment to Jina AI Cloud.
@@ -143,33 +145,33 @@ langflow --jcloud
Show complete (example) output
- ```text
- 🚀 Deploying Langflow server on Jina AI Cloud
- ╭───────────────────────── 🎉 Flow is available! ──────────────────────────╮
- │ │
- │ ID langflow-e3dd8820ec │
- │ Gateway (Websocket) wss://langflow-e3dd8820ec.wolf.jina.ai │
- │ Dashboard https://dashboard.wolf.jina.ai/flow/e3dd8820ec │
- │ │
- ╰──────────────────────────────────────────────────────────────────────────╯
- ╭──────────────┬──────────────────────────────────────────────────────────────────────────────╮
- │ App ID │ langflow-e3dd8820ec │
- ├──────────────┼──────────────────────────────────────────────────────────────────────────────┤
- │ Phase │ Serving │
- ├──────────────┼──────────────────────────────────────────────────────────────────────────────┤
- │ Endpoint │ wss://langflow-e3dd8820ec.wolf.jina.ai │
- ├──────────────┼──────────────────────────────────────────────────────────────────────────────┤
- │ App logs │ dashboards.wolf.jina.ai │
- ├──────────────┼──────────────────────────────────────────────────────────────────────────────┤
- │ Swagger UI │ https://langflow-e3dd8820ec.wolf.jina.ai/docs │
- ├──────────────┼──────────────────────────────────────────────────────────────────────────────┤
- │ OpenAPI JSON │ https://langflow-e3dd8820ec.wolf.jina.ai/openapi.json │
- ╰──────────────┴──────────────────────────────────────────────────────────────────────────────╯
+```text
+ 🚀 Deploying Langflow server on Jina AI Cloud
+ ╭───────────────────────── 🎉 Flow is available! ──────────────────────────╮
+ │ │
+ │ ID langflow-e3dd8820ec │
+ │ Gateway (Websocket) wss://langflow-e3dd8820ec.wolf.jina.ai │
+ │ Dashboard https://dashboard.wolf.jina.ai/flow/e3dd8820ec │
+ │ │
+ ╰──────────────────────────────────────────────────────────────────────────╯
+ ╭──────────────┬──────────────────────────────────────────────────────────────────────────────╮
+ │ App ID │ langflow-e3dd8820ec │
+ ├──────────────┼──────────────────────────────────────────────────────────────────────────────┤
+ │ Phase │ Serving │
+ ├──────────────┼──────────────────────────────────────────────────────────────────────────────┤
+ │ Endpoint │ wss://langflow-e3dd8820ec.wolf.jina.ai │
+ ├──────────────┼──────────────────────────────────────────────────────────────────────────────┤
+ │ App logs │ dashboards.wolf.jina.ai │
+ ├──────────────┼──────────────────────────────────────────────────────────────────────────────┤
+ │ Swagger UI │ https://langflow-e3dd8820ec.wolf.jina.ai/docs │
+ ├──────────────┼──────────────────────────────────────────────────────────────────────────────┤
+ │ OpenAPI JSON │ https://langflow-e3dd8820ec.wolf.jina.ai/openapi.json │
+ ╰──────────────┴──────────────────────────────────────────────────────────────────────────────╯
- 🎉 Langflow server successfully deployed on Jina AI Cloud 🎉
- 🔗 Click on the link to open the server (please allow ~1-2 minutes for the server to startup): https://langflow-e3dd8820ec.wolf.jina.ai/
- 📖 Read more about managing the server: https://github.com/jina-ai/langchain-serve
- ```
+ 🎉 Langflow server successfully deployed on Jina AI Cloud 🎉
+ 🔗 Click on the link to open the server (please allow ~1-2 minutes for the server to startup): https://langflow-e3dd8820ec.wolf.jina.ai/
+ 📖 Read more about managing the server: https://github.com/jina-ai/langchain-serve
+```
@@ -180,7 +182,7 @@ You can use Langflow directly on your browser, or use the API endpoints on Jina
Show API usage (with python)
- ```python
+```python
import requests
BASE_API_URL = "https://langflow-e3dd8820ec.wolf.jina.ai/api/v1/predict"
@@ -188,47 +190,49 @@ FLOW_ID = "864c4f98-2e59-468b-8e13-79cd8da07468"
# You can tweak the flow by adding a tweaks dictionary
# e.g {"OpenAI-XXXXX": {"model_name": "gpt-4"}}
TWEAKS = {
- "ChatOpenAI-g4jEr": {},
- "ConversationChain-UidfJ": {}
+"ChatOpenAI-g4jEr": {},
+"ConversationChain-UidfJ": {}
}
def run_flow(message: str, flow_id: str, tweaks: dict = None) -> dict:
- """
- Run a flow with a given message and optional tweaks.
+ """
+ Run a flow with a given message and optional tweaks.
- :param message: The message to send to the flow
- :param flow_id: The ID of the flow to run
- :param tweaks: Optional tweaks to customize the flow
- :return: The JSON response from the flow
- """
- api_url = f"{BASE_API_URL}/{flow_id}"
+ :param message: The message to send to the flow
+ :param flow_id: The ID of the flow to run
+ :param tweaks: Optional tweaks to customize the flow
+ :return: The JSON response from the flow
+ """
+ api_url = f"{BASE_API_URL}/{flow_id}"
- payload = {"message": message}
+ payload = {"message": message}
- if tweaks:
- payload["tweaks"] = tweaks
+ if tweaks:
+ payload["tweaks"] = tweaks
- response = requests.post(api_url, json=payload)
- return response.json()
+ response = requests.post(api_url, json=payload)
+ return response.json()
# Setup any tweaks you want to apply to the flow
print(run_flow("Your message", flow_id=FLOW_ID, tweaks=TWEAKS))
- ```
+```
- ```json
- {
- "result": "Great choice! Bangalore in the 1920s was a vibrant city with a rich cultural and political scene. Here are some suggestions for things to see and do:\n\n1. Visit the Bangalore Palace - built in 1887, this stunning palace is a perfect example of Tudor-style architecture. It was home to the Maharaja of Mysore and is now open to the public.\n\n2. Attend a performance at the Ravindra Kalakshetra - this cultural center was built in the 1920s and is still a popular venue for music and dance performances.\n\n3. Explore the neighborhoods of Basavanagudi and Malleswaram - both of these areas have retained much of their old-world charm and are great places to walk around and soak up the atmosphere.\n\n4. Check out the Bangalore Club - founded in 1868, this exclusive social club was a favorite haunt of the British expat community in the 1920s.\n\n5. Attend a meeting of the Indian National Congress - founded in 1885, the INC was a major force in the Indian independence movement and held many meetings and rallies in Bangalore in the 1920s.\n\nHope you enjoy your trip to 1920s Bangalore!"
- }
- ```
+```json
+{
+ "result": "Great choice! Bangalore in the 1920s was a vibrant city with a rich cultural and political scene. Here are some suggestions for things to see and do:\n\n1. Visit the Bangalore Palace - built in 1887, this stunning palace is a perfect example of Tudor-style architecture. It was home to the Maharaja of Mysore and is now open to the public.\n\n2. Attend a performance at the Ravindra Kalakshetra - this cultural center was built in the 1920s and is still a popular venue for music and dance performances.\n\n3. Explore the neighborhoods of Basavanagudi and Malleswaram - both of these areas have retained much of their old-world charm and are great places to walk around and soak up the atmosphere.\n\n4. Check out the Bangalore Club - founded in 1868, this exclusive social club was a favorite haunt of the British expat community in the 1920s.\n\n5. Attend a meeting of the Indian National Congress - founded in 1885, the INC was a major force in the Indian independence movement and held many meetings and rallies in Bangalore in the 1920s.\n\nHope you enjoy your trip to 1920s Bangalore!"
+}
+```
> Read more about resource customization, cost, and management of Langflow apps on Jina AI Cloud in the **[langchain-serve](https://github.com/jina-ai/langchain-serve)** repository.
## Deploy on Railway
+
[](https://railway.app/template/Emy2sU?referralCode=MnPSdg)
## Deploy on Render
+
@@ -251,12 +255,10 @@ flow = load_flow_from_json("path/to/flow.json")
flow("Hey, have you heard of Langflow?")
```
-
# 👋 Contributing
We welcome contributions from developers of all levels to our open-source project on GitHub. If you'd like to contribute, please check our [contributing guidelines](./CONTRIBUTING.md) and help make Langflow more accessible.
-
Join our [Discord](https://discord.com/invite/EqksyE2EX9) server to ask questions, make suggestions and showcase your projects! 🦾
@@ -264,7 +266,6 @@ Join our [Discord](https://discord.com/invite/EqksyE2EX9) server to ask question
[](https://star-history.com/#logspace-ai/langflow&Date)
-
# 📄 License
Langflow is released under the MIT License. See the LICENSE file for details.
diff --git a/src/backend/langflow/__main__.py b/src/backend/langflow/__main__.py
index f15587dba..b20a2a902 100644
--- a/src/backend/langflow/__main__.py
+++ b/src/backend/langflow/__main__.py
@@ -129,7 +129,7 @@ def serve(
components_path: Optional[Path] = typer.Option(
Path(__file__).parent,
help="Path to the directory containing custom components.",
- envvar="LANGFLOW_COMPONENT_PATH",
+ envvar="LANGFLOW_COMPONENTS_PATH",
),
config: str = typer.Option("config.yaml", help="Path to the configuration file."),
# .env file param