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Basic Cairo CLI Example
For this example we will create a user, retrieve information from it and transpile a model.
This is the first step! We create the user and then we need to verify the account by checking the email.
> giza users create
Enter your username 😎: my-username
Enter your password 🥷 : (this is a secret)
Enter your email 📧: [email protected]
[giza][2023-06-23 12:29:40.543] Creating user in Giza ✅
[giza][2023-06-23 12:29:41.417] User created ✅. Check for a verification email 📧
Then we need to verify the email. We just need to click on the button and we'll be redirected to the verification endpoint.
If it is not verified login will be disabled!
> giza users login
Enter your username 😎: my-username
Enter your password 🥷 :
[giza][2023-06-23 12:32:17.917] Log into Giza
[giza][2023-06-23 12:32:18.716] ⛔️Could not authorize the user⛔️
[giza][2023-06-23 12:32:18.718] ⛔️Status code -> 400⛔️
[giza][2023-06-23 12:32:18.719] ⛔️Error message -> {'detail': 'Inactive user'}⛔️
But once we verify the account we will be able to authenticate with Giza.
> giza users login
Enter your username 😎: my-username
Enter your password 🥷 :
[giza][2023-06-23 12:34:33.576] Log into Giza
[giza][2023-06-23 12:34:34.400] Successfully logged into Giza ✅
Now that we are authenticated we can connect with Giza!
> giza users me
[giza][2023-06-23 12:35:33.287] Retrieving information about me!
{
"username": "my-username",
"email": "[email protected]",
"is_active": true
}
Now that we have our
onnx model, it's time to transpile it into a format that's compatible with giza. Transpilation is a process where we convert the model from one format to another without changing its underlying functionality. In this case, we're converting our onnx model into a cairo model. This is a crucial step as it allows us to leverage the power of giza and its ecosystem.But don't worry,
giza makes this process a breeze with a simple command! Let's dive into it.> giza transpile awesome_model.onnx --output-path cairo_model
[giza][2023-09-13 12:56:43.725] No model id provided, checking if model exists ✅
[giza][2023-09-13 12:56:43.726] Model name is: awesome_model
[giza][2023-09-13 12:56:43.978] Model Created with id -> 25! ✅
[giza][2023-09-13 12:56:44.568] Sending model for transpilation ✅
[giza][2023-09-13 12:56:55.577] Transpilation recieved! ✅
[giza][2023-09-13 12:56:55.583] Transpilation saved at: cairo_model
As you can see from the console output, if the model does not previously exist,
giza will automatically create one for you. It assigns a unique id to the new model, in this case, the id is 25. This is indicated by the line [giza][2023-09-13 12:56:43.978] Model Created with id -> 25! ✅.After the model is created,
giza will create a new version for it and send it for transpilation. This is indicated by the line [giza][2023-09-13 12:56:44.568] Sending model for transpilation ✅. The transpiled model is then saved at the specified output path.This feature of
giza makes it easy to manage and version your models. You don't have to worry about manually creating a new model or version, giza handles it for you.Additionally,
giza provides an option to specify the model id while transpiling. If you already have a model and want to create a new version for it, you can use the --model-id option followed by the id of the model. This will create a new version for the existing model instead of creating a new model. Here's how you can do it:Now let's check the result:
> tree cairo_model
cairo_model
├── cairo_project.cairo
├── scarb.toml
└── src
├── conv1
│ └── Conv_quant.cairo
├── conv1.cairo
├── conv2
│ └── Conv_quant.cairo
├── conv2.cairo
├── fc1
│ └── Gemm_MatMul_quant.cairo
├── fc1.cairo
├── fc2
│ └── Gemm_MatMul_quant.cairo
├── fc2.cairo
├── graph.cairo
└── lib.cairo
Last modified 1d ago