From f54c6fbcdb4284c6d8ef15de20f7ff719fa281ec Mon Sep 17 00:00:00 2001 From: "L. R. Couto" <57910428+lrcouto@users.noreply.github.com> Date: Fri, 9 Feb 2024 06:36:59 -0300 Subject: [PATCH] Add documentation on ipython debugging (#3579) * Add first draft Signed-off-by: lrcouto * Remoe outdated kedro jupyter convert docs Signed-off-by: Ahdra Merali <90615669+AhdraMeraliQB@users.noreply.github.com> * Suggestion: Review edits Signed-off-by: Ahdra Merali <90615669+AhdraMeraliQB@users.noreply.github.com> * Update FAQs Signed-off-by: Ahdra Merali * Edit jupyter ipython debug section Signed-off-by: lrcouto * Change link to section that does not exist anymore Signed-off-by: L. R. Couto * Change link to section that does not exist anymore Signed-off-by: L. R. Couto * Change wording and formatting Signed-off-by: lrcouto * Lint Signed-off-by: lrcouto * Update docs/source/notebooks_and_ipython/kedro_and_notebooks.md Co-authored-by: Jo Stichbury Signed-off-by: L. R. Couto <57910428+lrcouto@users.noreply.github.com> * Update docs/source/notebooks_and_ipython/kedro_and_notebooks.md Co-authored-by: Ahdra Merali <90615669+AhdraMeraliQB@users.noreply.github.com> Signed-off-by: L. R. Couto <57910428+lrcouto@users.noreply.github.com> * Changes to the wording, remove unnecessary section Signed-off-by: lrcouto * Update docs/source/notebooks_and_ipython/kedro_and_notebooks.md Co-authored-by: Jo Stichbury Signed-off-by: L. R. Couto <57910428+lrcouto@users.noreply.github.com> * Update docs/source/notebooks_and_ipython/kedro_and_notebooks.md Co-authored-by: Jo Stichbury Signed-off-by: L. R. Couto <57910428+lrcouto@users.noreply.github.com> * Update docs/source/notebooks_and_ipython/kedro_and_notebooks.md Co-authored-by: Jo Stichbury Signed-off-by: L. R. Couto <57910428+lrcouto@users.noreply.github.com> * Update docs/source/notebooks_and_ipython/kedro_and_notebooks.md Co-authored-by: Jo Stichbury Signed-off-by: L. R. Couto <57910428+lrcouto@users.noreply.github.com> * Update docs/source/notebooks_and_ipython/kedro_and_notebooks.md Co-authored-by: Jo Stichbury Signed-off-by: L. R. Couto <57910428+lrcouto@users.noreply.github.com> * Change passive tense on debugging section Signed-off-by: lrcouto --------- Signed-off-by: lrcouto Signed-off-by: Ahdra Merali <90615669+AhdraMeraliQB@users.noreply.github.com> Signed-off-by: Ahdra Merali Signed-off-by: L. R. Couto Signed-off-by: L. R. Couto <57910428+lrcouto@users.noreply.github.com> Co-authored-by: Ahdra Merali <90615669+AhdraMeraliQB@users.noreply.github.com> Co-authored-by: Ahdra Merali Co-authored-by: Jo Stichbury --- docs/source/faq/faq.md | 2 +- .../images/jupyter_ipython_debug_command.gif | Bin 0 -> 1373752 bytes .../images/jupyter_ipython_pdb_command.gif | Bin 0 -> 1344105 bytes .../kedro_and_notebooks.md | 63 +++++++++++++----- 4 files changed, 47 insertions(+), 18 deletions(-) create mode 100644 docs/source/meta/images/jupyter_ipython_debug_command.gif create mode 100644 docs/source/meta/images/jupyter_ipython_pdb_command.gif diff --git a/docs/source/faq/faq.md b/docs/source/faq/faq.md index bc1fd1f017..e995444fb7 100644 --- a/docs/source/faq/faq.md +++ b/docs/source/faq/faq.md @@ -14,7 +14,7 @@ This is a growing set of technical FAQs. The [product FAQs on the Kedro website] ## Working with Jupyter -* [How can I convert functions from Jupyter Notebooks into Kedro nodes](../notebooks_and_ipython/kedro_and_notebooks.md#how-to-use-tags-to-convert-functions-from-jupyter-notebooks-into-kedro-nodes)? +* [How can I debug a Kedro project in a Jupyter notebook](../notebooks_and_ipython/kedro_and_notebooks.md#debugging-with-debug-and-pdb)? * [How do I connect a Kedro project kernel to other Jupyter clients like JupyterLab](../notebooks_and_ipython/kedro_and_notebooks.md#ipython-jupyterlab-and-other-jupyter-clients)? ## Kedro project development diff --git a/docs/source/meta/images/jupyter_ipython_debug_command.gif b/docs/source/meta/images/jupyter_ipython_debug_command.gif new file mode 100644 index 0000000000000000000000000000000000000000..cdfbc6dcca3f070f98fe2b0cd447a210d2b74243 GIT binary patch literal 1373752 zcmeEv1zgl=*Y<#jbP56@-6bGMNOy;zqyZu+N=ZpKLw9#~Hz?gD4T^*`igY`C|6yF$ 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know (for advanced users) +Each Kedro project has its own Jupyter kernel so you can switch between Kedro projects from a single Jupyter instance by selecting the appropriate kernel. -You can use the notebook to write experimental code for your Kedro project. If you later want to convert functions you've written to Kedro nodes, you can do this using `node` tags to export them to a Python file. Say you have the following code in your notebook: +To ensure that a Jupyter kernel always points to the correct Python executable, if one already exists with the same name `kedro_`, then it is replaced. -```ipython -def some_action(): - print("This function came from `notebooks/my_notebook.ipynb`") -``` +You can use the `jupyter kernelspec` set of commands to manage your Jupyter kernels. For example, to remove a kernel, run `jupyter kernelspec remove `. -1. Enable tags toolbar: `View` menu -> `Cell Toolbar` -> `Tags` -![Enable the tags toolbar graphic](../meta/images/jupyter_notebook_workflow_activating_tags.png) +### Debugging with %debug and %pdb -2. Add the `node` tag to the cell containing your function -![Add the node tag graphic](../meta/images/jupyter_notebook_workflow_tagging_nodes.png) + You can use the `%debug` [line magic](https://ipython.readthedocs.io/en/stable/interactive/magics.html#magic-debug) to launch an interactive debugger in your Jupyter notebook. Declare it before a single-line statement to step through the execution in debug mode. You can use the argument `--breakpoint` or `-b` to provide a breakpoint. +The follow sequence occurs when `%debug` runs immediately after an error occurs: + - The stack trace of the last unhandled exception loads. + - The program stops at the point where the exception occurred. + - An interactive shell where the user can navigate through the stack trace opens. + You can then inspect the value of expressions and arguments, or add breakpoints to the code. -3. Save your Jupyter notebook to `notebooks/my_notebook.ipynb` -4. From your terminal, run `kedro jupyter convert notebooks/my_notebook.ipynb` from the Kedro project directory. The output is a Python file `src//nodes/my_notebook.py` containing the `some_action` function definition -5. The `some_action` function can now be used in your Kedro pipelines +
+Click to see an example. -## Useful to know (for advanced users) -Each Kedro project has its own Jupyter kernel so you can switch between Kedro projects from a single Jupyter instance by selecting the appropriate kernel. +![jupyter_ipython_debug_command](../meta/images/jupyter_ipython_debug_command.gif) -If a Jupyter kernel with the name `kedro_` already exists then it is replaced. This ensures that the kernel always points to the correct Python executable. For example, if you change conda environment in a Kedro project then you should re-run `kedro jupyter notebook` to replace the kernel specification with one that points to the new environment. +
+ +--- + +You can set up the debugger to run automatically when an exception occurs by using the `%pdb` [line magic](https://ipython.readthedocs.io/en/stable/interactive/magics.html#magic-pdb). This automatic behaviour can be enabled with `%pdb 1` or `%pdb on` before executing a program, and disabled with `%pdb 0` or `%pdb off`. + +
+Click to see an example. + + ![jupyter_ipython_pdb_command](../meta/images/jupyter_ipython_pdb_command.gif) + +
+ +--- + +Some examples of the possible commands that can be used to interact with the ipdb shell are as follows: + +| Command | Description | +| ----------------- | ----------------------------------------------------- | +| `list` | Show the current location in the file | +| `h(elp)` | Show a list of commands, or find help on a specific command | +| `q(uit)` | Quit the debugger and the program | +| `c(ontinue)` | Quit the debugger, continue in the program | +| `n(ext)` | Go to the next step of the program | +| `` | Repeat the previous command | +| `p(rint)` | Print variables | +| `s(tep)` | Step into a subroutine | +| `r(eturn)` | Return out of a subroutine | +| `b(reak)` | Insert a breakpoint | +| `a(rgs)` | Print the argument list of the current function | + +For more information, use the `help` command in the debugger, or take at the [ipdb repository](https://github.com/gotcha/ipdb) for guidance. -You can use the `jupyter kernelspec` set of commands to manage your Jupyter kernels. For example, to remove a kernel, run `jupyter kernelspec remove `. ### Managed services

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