Building Spin Components in Python
- Prerequisite
- Componentize-Py
- Spin’s Python HTTP Request Handler Template
- Creating a New Python Component
- Structure of a Python Component
- A Simple HTTP Components Example
- A HTTP Request Parsing Example
- An Outbound HTTP Example
- An Outbound Redis Example
- Storing Data in the Spin Key-Value Store
- Storing Data in SQLite
- AI Inferencing From Python Components
- Troubleshooting
With Python being a very popular language, Spin provides support for building components with Python; using an experimental SDK. The development of the Python SDK is continually being worked on to improve user experience and also add new features.
This guide assumes you have Spin installed. If this is your first encounter with Spin, please see the Quick Start, which includes information about installing Spin with the Python templates, installing required tools, and creating Python applications.
This guide assumes you are familiar with the Python programming language, but if you are just getting started, be sure to check out the official Python documentation and comprehensive language reference.
Want to go straight to the Spin SDK reference documentation? Find it here.
Prerequisite
Ensure that you have Python 3.10 or later installed on your system. You can check your Python version by running:
python3 --version
If you do not have Python 3.10 or later, you can install it by following the instructions here.
Componentize-Py
The Python SDK is built using componentize-py
. It is a Bytecode Alliance project that allows converting a Python application to a WebAssembly component. It can be installed using the following command:
$ pip3 install componentize-py==0.13.3
Please note: The
hello-world
sample below installscomponentize-py
automatically via thepip3 install -r requirements.txt
command - so feel free to skip this step if you are following thehello-world
sample with us.
Spin’s Python HTTP Request Handler Template
Spin’s Python HTTP Request Handler Template can be installed from spin-python-sdk repository using the following command:
$ spin templates install --git https://github.com/fermyon/spin-python-sdk --update
The above command will install the http-py
template and produce an output similar to the following:
Copying remote template source
Installing template http-py...
Installed 1 template(s)
+---------------------------------------------+
| Name Description |
+=============================================+
| http-py HTTP request handler using Python |
+---------------------------------------------+
Please note: For more information about managing Spin templates, see the templates guide.
Creating a New Python Component
A new Python component can be created using the following command:
$ spin new -t http-py hello-world --accept-defaults
System Housekeeping (Use a Virtual Environment)
Once the component is created, we can change into the hello-world
directory, create and activate a virtual environment and then install the component’s requirements:
$ cd hello-world
Create a virtual environment directory (we are still inside the Spin app directory):
# python<version> -m venv <virtual-environment-name>
$ python3 -m venv venv-dir
Activate the virtual environment (this command depends on which operating system you are using):
# macOS command to activate
$ source venv-dir/bin/activate
If you are using Windows, use the following commands:
C:\Work> python3 -m venv venv
C:\Work> venv\Scripts\activate
The (venv-dir)
will prefix your terminal prompt now:
(venv-dir) user@123-456-7-8 hello-world %
Requirements
The requirements.txt
, by default, contains the references to the spin-sdk
and componentize-py
packages. These can be installed in your virtual environment using the following command:
$ pip3 install -r requirements.txt
Collecting spin-sdk==3.1.0 (from -r requirements.txt (line 1))
Using cached spin_sdk-3.1.0-py3-none-any.whl.metadata (16 kB)
Collecting componentize-py==0.13.3 (from -r requirements.txt (line 2))
Using cached componentize_py-0.13.3-cp37-abi3-macosx_10_12_x86_64.whl.metadata (3.4 kB)
Using cached spin_sdk-3.1.0-py3-none-any.whl (94 kB)
Using cached componentize_py-0.13.3-cp37-abi3-macosx_10_12_x86_64.whl (38.8 MB)
Installing collected packages: spin-sdk, componentize-py
Successfully installed componentize-py-0.13.3 spin-sdk-3.1.0
Structure of a Python Component
The hello-world
directory structure created by the Spin http-py
template is shown below:
├── app.py
├── spin.toml
└── requirements.txt
The spin.toml
file will look similar to the following:
spin_manifest_version = 2
[application]
name = "hello-world"
version = "0.1.0"
authors = ["Your Name <your-name@example.com>"]
description = ""
[[trigger.http]]
route = "/..."
component = "hello-world"
[component.hello-world]
source = "app.wasm"
[component.hello-world.build]
command = "componentize-py -w spin-http componentize app -o app.wasm"
A Simple HTTP Components Example
In Spin, HTTP components are triggered by the occurrence of an HTTP request and must return an HTTP response at the end of their execution. Components can be built in any language that compiles to WASI. If you would like additional information about building HTTP applications you may find the HTTP trigger page useful.
Building a Spin HTTP component using the Python SDK means defining a top-level class named IncomingHandler which inherits from IncomingHandler
, overriding the handle_request
method. Here is an example of the default Python code which the previous spin new
created for us; a simple example of a request/response:
from spin_sdk.http import IncomingHandler, Request, Response
class IncomingHandler(IncomingHandler):
def handle_request(self, request: Request) -> Response:
return Response(
200,
{"content-type": "text/plain"},
bytes("Hello from Python!", "utf-8")
)
The important things to note in the implementation above:
- the
handle_request
method is the entry point for the Spin component. - the component returns a
spin_sdk.http.Response
.
Building and Running the Application
All you need to do is run the spin build
command from within the project’s directory; as shown below:
$ spin build
Essentially, we have just created a new Spin compatible module which can now be run using the spin up
command, as shown below:
$ spin up
With Spin running our application in our terminal, we can now go ahead (grab a new terminal) and call the Spin application via an HTTP request:
$ curl -i localhost:3000
HTTP/1.1 200 OK
content-type: text/plain
content-length: 25
Hello from Python!
A HTTP Request Parsing Example
The following snippet shows how you can access parts of the request e.g. the request.method
and the request.body
:
import json
from spin_sdk import http
from spin_sdk.http import Request, Response
class IncomingHandler(http.IncomingHandler):
def handle_request(self, request: Request) -> Response:
# Access the request.method
if request.method == 'POST':
# Read the request.body as a string
json_str = request.body.decode('utf-8')
# Create a JSON object representation of the request.body
json_object = json.loads(json_str)
# Access a value in the JSON object
name = json_object['name']
# Print the variable to console logs
print(name)
# Print the type of the variable to console logs
print(type(name))
# Print the available methods of the variable to the console logs
print(dir(name))
return Response(200,
{"content-type": "text/plain"},
bytes(f"Practicing reading the request object", "utf-8"))
Building and Running the Application
All you need to do is run the spin build --up
command from within the project’s directory; as shown below:
$ spin build --up
With Spin running our application in our terminal, we can now go ahead (grab a new terminal) and call the Spin application via an HTTP request:
$ curl --header "Content-Type: application/json" \
--request POST \
--data '{"name":"Python"}' \
http://localhost:3000/
HTTP/1.1 200 OK
content-type: text/plain
content-length: 37
date: Mon, 15 Apr 2024 04:26:00 GMT
Practicing reading the request object
The response “Practicing reading the request object” is returned as expected. In addition, if we check the terminal where Spin is running, we will see that the console logs printed the following:
The value of the variable called name
:
Python
The name
variable type (in this case a Python string):
<class 'str'>
The methods available to that type:
['__add__', '__class__', '__contains__', '__delattr__', '__dir__', '__doc__', '__eq__', '__format__',
... abbreviated ...
'rstrip', 'split', 'splitlines', 'startswith', 'strip', 'swapcase', 'title', 'translate', 'upper', 'zfill']
Please note: All examples from this documentation page can be found in the Python SDK repository on GitHub. If you are following along with these examples and don’t get the desired result perhaps compare your own code with our previously built examples (mentioned above). Also please feel free to reach out on Discord if you have any questions or need any additional support.
An Outbound HTTP Example
This next example will create an outbound request, to obtain a random fact about animals, which will be returned to the calling code. If you would like to try this out, you can go ahead and update your existing app.py
file from the previous step; using the following source code:
from spin_sdk import http
from spin_sdk.http import Request, Response, send
class IncomingHandler(http.IncomingHandler):
def handle_request(self, request: Request) -> Response:
resp = send(Request("GET", "https://random-data-api.fermyon.app/animals/json", {}, None))
return Response(200,
{"content-type": "text/plain"},
bytes(f"Here is an animal fact: {str(resp.body, 'utf-8')}", "utf-8"))
Configuring Outbound Requests
The Spin framework protects your code from making outbound requests to just any URL. For example, if we try to run the above code without any additional configuration, we will correctly get the following error AssertionError: HttpError::DestinationNotAllowed
. To allow our component to request the random-data-api.fermyon.app
domain, all we have to do is add that domain to the specific component of the application that is making the request. Here is an example of an updated spin.toml
file where we have added allowed_outbound_hosts
:
spin_manifest_version = 2
[application]
name = "hello-world"
version = "0.1.0"
authors = ["Your Name <your-name@example.com>"]
description = ""
[[trigger.http]]
route = "/..."
component = "hello-world"
[component.hello-world]
source = "app.wasm"
allowed_outbound_hosts = ["https://random-data-api.fermyon.app"]
[component.hello-world.build]
command = "componentize-py -w spin-http componentize app -o app.wasm"
watch = ["*.py", "requirements.txt"]
Building and Running the Application
Run the spin build --up
command from within the project’s directory; as shown below:
$ spin build --up
With Spin running our application in our terminal, we can now go ahead (grab a new terminal) and call the Spin application via an HTTP request:
$ curl -i localhost:3000
HTTP/1.1 200 OK
content-type: text/plain
content-length: 99
date: Mon, 15 Apr 2024 04:52:45 GMT
Here is an animal fact: {"timestamp":1713156765221,"fact":"Bats are the only mammals that can fly"}
An Outbound Redis Example
In this final example, we talk to an existing Redis instance. You can find the official instructions on how to install Redis here. We also gave a quick run-through on setting up Redis with Spin in our previous article called Persistent Storage in Webassembly Applications, so please take a look at that blog if you need a hand.
Configuring Outbound Redis
After installing Redis on localhost, we add two entries to the spin.toml
file:
variables = { redis_address = "redis://127.0.0.1:6379" }
externalizes the URL of the server to accessallowed_outbound_hosts = ["redis://127.0.0.1:6379"]
enables network access to the host and port where Redis is running
spin_manifest_version = 2
[application]
name = "hello-world"
version = "0.1.0"
authors = ["Your Name <your-name@example.com>"]
description = ""
[[trigger.http]]
route = "/..."
component = "hello-world"
[component.hello-world]
id = "hello-world"
source = "app.wasm"
variables = { redis_address = "redis://127.0.0.1:6379" }
allowed_outbound_hosts = ["redis://127.0.0.1:6379"]
[component.hello-world.build]
command = "spin py2wasm app -o app.wasm"
If you are still following along, please go ahead and update your app.py
file one more time, as follows:
from spin_sdk import http, redis, variables
from spin_sdk.http import Request, Response
class IncomingHandler(http.IncomingHandler):
def handle_request(self, request: Request) -> Response:
with redis.open(variables.get("redis_address")) as db:
db.set("foo", b"bar")
value = db.get("foo")
db.incr("testIncr")
db.sadd("testSets", ["hello", "world"])
content = db.smembers("testSets")
db.srem("testSets", ["hello"])
assert value == b"bar", f"expected \"bar\", got \"{str(value, 'utf-8')}\""
return Response(200,
{"content-type": "text/plain"},
bytes(f"Executed outbound Redis commands: {request.uri}", "utf-8"))
Building and Running the Application
Run the spin build --up
command from within the project’s directory; as shown below:
$ spin build --up
In a new terminal, make the request via the curl command, as shown below:
$ curl -i localhost:3000
HTTP/1.1 200 OK
content-type: text/plain
content-length: 35
date: Mon, 15 Apr 2024 05:53:17 GMT
Executed outbound Redis commands: /
If we go into our Redis CLI on localhost we can see that the value foo
which was set in the Python source code ( redis_set(redis_address, "foo", b"bar")
) is now correctly set to the value of bar
:
redis-cli
127.0.0.1:6379> get foo
"bar"
Storing Data in the Spin Key-Value Store
Spin has a key-value store built in. For information about using it from Python, see the key-value store API guide.
Storing Data in SQLite
For more information about using SQLite from Python, see SQLite storage.
AI Inferencing From Python Components
For more information about using Serverless AI from Python, see the Serverless AI API guide.
Troubleshooting
If you bump into issues when installing the requirements.txt. For example:
error: externally-managed-environment
× This environment is externally managed
Please note, this error is specific to Homebrew-installed Python installations and occurs because installing a non-brew-packaged Python package requires you to either:
- create a virtual environment using
python3 -m venv path/to/venv
, or - use the
--break-system-packages
option in yourpip3 install
command i.e.pip3 install -r requirements.txt --break-system-packages
We recommend installing a virtual environment using venv
, as shown in the system housekeeping section above.
For all Python examples, please ensure that you have Python 3.10 or later installed on your system. You can check your Python version by running:
python3 --version
If you do not have Python 3.10 or later, you can install it by following the instructions here.