-
Notifications
You must be signed in to change notification settings - Fork 65
New issue
Have a question about this project? Sign up for a free GitHub account to open an issue and contact its maintainers and the community.
By clicking “Sign up for GitHub”, you agree to our terms of service and privacy statement. We’ll occasionally send you account related emails.
Already on GitHub? Sign in to your account
Parameterized kernel specs proposal #87
base: master
Are you sure you want to change the base?
Changes from all commits
6322120
37756a1
24d19af
9ad2b45
279d6d0
39d1502
f5dfa75
File filter
Filter by extension
Conversations
Jump to
Diff view
Diff view
There are no files selected for viewing
Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -0,0 +1,125 @@ | ||
--- | ||
title: Jupyter Parameterized Kernel Specs | ||
authors: Carlos Herrero, Anastasiia Sliusar | ||
pr-number: 87 | ||
date-started: 2022-02-10 | ||
shepherd: Johan Mabille | ||
--- | ||
|
||
# Jupyter Parameterized Kernel Specs | ||
|
||
## Problem | ||
|
||
When creating a new kernel, we need to define a different "specs" file for each possible parameter combination used by the executable. For example, the xeus-cling kernel supports three different versions of the `C++` language, `C++11`, `C++14`, and `C++17`, which is specified by the `--std` command-line option. | ||
|
||
When installing xeus-cling, we install three almost identical kernel specs. The only difference is the last parameter of the execution command `--std=c++X`. | ||
|
||
When more than one parameter is available, the number of possible combinations grows in a combinatorics fashion. | ||
|
||
Besides, some kernels would benefit from being configurable when launching them. For example, the connection information to the database could be specified through kernel parameters rather than kernel magics. | ||
|
||
Sometimes when installing multiple kernels, the JupyterLab launcher panel is crowded with too many options to create a notebook or console with a specific kernel. The kernels that users see in the launcher are just multiple kernel specs for one kernel. We could avoid having that many kernels displayed, adding parameters to the kernel specs, showing only one option per kernel, and offering a modal dialog with the different options the user can choose from when selecting a specific kernel. | ||
|
||
## Proposed Enhancement | ||
|
||
The solution we are proposing consists of adding parameters to the kernel specs file in the form of a JSON Schema that would be added to the specs metadata. These parameters are then used to populate the `argv` list and `env` dict (respectively the command-line arguments and environment variables). | ||
|
||
Upon starting a new kernel instance, a front-end form generated from the JSON schema is prompted to the user to fill the parameter values. Many tools are available to generate such forms, such as react-jsonschema-form. | ||
|
||
These kernel parameters will be not saved into the notebook due to security reason. The app will have "allow_insecure_kernelspec_params" witch will detect whether we have to accept all kernel spec files as safe or not | ||
|
||
## Detailed Explanation | ||
|
||
As described in previous sections, we propose to parameterize the kernel specs file. In the example shown below, we can see the kernel specs file from the kernel xeus-cling. We suggest changing the last parameter of the execution command `-std=c++11` to have a variable `-std=${cpp_version}` and adding a new object `parameters` to the metadata of the kernel specs. | ||
|
||
```=json | ||
{ | ||
"display_name": "C++11", | ||
"argv": [ | ||
"/home/user/micromamba/envs/kernel_spec/bin/xcpp", | ||
"-f", | ||
"{connection_file}", | ||
"-std=c++11" | ||
], | ||
env: { | ||
"XEUS_LOGLEVEL": "ERROR" | ||
}, | ||
"language": "C++11" | ||
} | ||
``` | ||
```=json | ||
{ | ||
"display_name": "C++", | ||
"argv": [ | ||
"/home/user/micromamba/envs/kernel_spec/bin/xcpp", | ||
"-f", | ||
"{connection_file}", | ||
"-std={cpp_version}" | ||
], | ||
env: [ | ||
"XEUS_LOGLEVEL={xeus_log_level}" | ||
], | ||
"language": "C++" | ||
"metadata": { | ||
"parameters": { | ||
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. Since these will include provisioner-relative parameters, I think it would be good to have separate There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more.
README:
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more.
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more.
It is okay for me to distinguish between kernel and provisioner. Nevertheless, I believe we should not distinguish them because provisioner parameters will get a form for free once we implement the form for choosing kernel parameters. For example, in JupyterLab, when a user selects the kernel, if there is a custom provisioned, they will see and be able to configure parameters like (CPU, GPU, and memory) from the same form. There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more.
I understand, but users should know that certain parameters are relative to the provisioned environment while others are relative to the kernel. In addition, their metadata specifications in the schemas will be separated, so their values should remain separated as well. If they don't separate them, then users will see completely different sets of parameters for the "same kernel" depending on the provisioner and (I believe) it makes sense logically to separate the two. That said, the UX can choose how these should be organized but at least they'd have that option if the two are separated in their schemas and submission values. There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. I don't think that we need to give a specific semantics to the new kernel parameters, since they are completely generic and can have very different semantics depending on the use case (language version, connexion parameters, options, or anything else). |
||
"properties": { | ||
"cpp_version": { | ||
"type": "string", | ||
"default": "C++14", | ||
"enum": ["C++11", "C++14", "C++17"] | ||
}, | ||
"xeus_log_level": { | ||
"type": "string", | ||
"default": "ERROR", | ||
"enum": ["TRACE", "DEBUG", "INFO", "WARN", "ERROR", "FATAL"] | ||
} | ||
} | ||
} | ||
}, | ||
} | ||
``` | ||
|
||
Note: Using the JSON Schema, we can automate how front-end forms are created directly from the parameters allowing kernels' authors to decide which parameters are necessary and how to validate them. (Note that JupyterLab already makes use of react-jsonschema-form in other parts of its UI). | ||
|
||
In the following screenshots, you can see a small demo of how we envision the UI changes in JupyterLab. | ||
|
||
Jupyterlab Launcher | Select c++ version | ||
:-------------------------:|:-------------------------: | ||
![](./launcher.png) | ![](./launcher-select-c-version.png) | ||
|
||
|
||
![](./notebook-select-kernel.gif) | ||
|
||
|
||
|
||
|
||
## Pros and Cons | ||
|
||
Pros: | ||
|
||
- A less crowded list of kernels specs | ||
|
||
Cons: | ||
|
||
- Changes are required in multiple components of the stack, from the protocol specification to the front-end. | ||
- Unless we require default values for all parameters, this would be a backward-incompatible change. | ||
|
||
## Decisions | ||
|
||
- Kernel custom parameters won't be saved into a notebook metadata due to security reason | ||
- The application can be run with `allowed_insecure_kernelspec_params` parameter which allows a user to see a dialog where they can setup custom kernel parameters | ||
|
||
|
||
## Checking secure kernelspecs | ||
|
||
Upon starting, a kernel client checks whether available kernel spec files are secure: | ||
|
||
- if a kernel spec does not have a `metadata.parameters` field, it is considered as secure. The kernel can be started directly. | ||
|
||
- if all parameters in a kernel spec `metadata.parameters` have constraining types (i.e. the user cannot enter abritrary input), the kernel spec is secure. Starting a kernel will show a form where the user can choose the parameters. | ||
|
||
If a kernel spec file is not secure and the flag `allowed_insecure_kernelspec_params` is passed when starting the app then a user will be able to fill a form. | ||
|
||
If a kernel parameter has a non constraining type but provides a default value, this latter will be used and the user won't be able to fill this parameter in the form. | ||
|
||
If a kernel parameter has a non constraining type, and does not provide a default value, then the kernel spec is considered as unsecure. In that case, unless the `allowed_insecure_kernelspec_params` has been passed when starting, the kernelspec is discarded and the user won't be able to start the kernel. |
There was a problem hiding this comment.
Choose a reason for hiding this comment
The reason will be displayed to describe this comment to others. Learn more.
This format for string templates needs to be fleshed out. Above it was listed as
${}
, some places as{}
. Also, if I need to use curly braces in my command, I need to be able to escape it.There was a problem hiding this comment.
Choose a reason for hiding this comment
The reason will be displayed to describe this comment to others. Learn more.
I think we need to remove the
$
from the text. It is clearly just a curly bracket.There was a problem hiding this comment.
Choose a reason for hiding this comment
The reason will be displayed to describe this comment to others. Learn more.
@martinRenou mentioned that he might have an example of a case where literal curly braces might be needed, just to highlight what I mean with an escape mechanism being needed, and how it will be strictly a breaking change, but unlikely to actually affect anyone (as long as unrecognized parameter names are left as they are, and don't cause errors).
There was a problem hiding this comment.
Choose a reason for hiding this comment
The reason will be displayed to describe this comment to others. Learn more.
I mentioned I had an example of a kernel spec with
${}
in it, but that was my memory tricking me.Actually we should fix the mention of
-std=${cpp_version}
line 33 with-std={cpp_version}
to stay coherent with the current{connection_file}
.