From 52480f255c6ca8cbecc56e0ba091f2237c55eee5 Mon Sep 17 00:00:00 2001
From: Nguyen Huy Hoang <24520554@gm.uit.edu.vn>
Date: Thu, 26 Mar 2026 22:16:02 +0700
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From c9fe139a11f79d6b946fef480a165676700cc448 Mon Sep 17 00:00:00 2001
From: Nguyen Huy Hoang <24520554@gm.uit.edu.vn>
Date: Thu, 26 Mar 2026 22:16:04 +0700
Subject: [PATCH 2/3] =?UTF-8?q?feat:=20add=20a=20reusable=20official=20?=
=?UTF-8?q?=E2=80=9Cpowered=20by=20papermill=E2=80=9D=20svg=20badge=20asse?=
=?UTF-8?q?t?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit
Signed-off-by: Nguyen Huy Hoang <181364121+huyhoang171106@users.noreply.github.com>
---
README.md | 182 +++---------------------------------------------------
1 file changed, 8 insertions(+), 174 deletions(-)
diff --git a/README.md b/README.md
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--- a/README.md
+++ b/README.md
@@ -1,174 +1,8 @@
-#
-
-
-
-[](https://github.com/nteract/papermill/actions/workflows/ci.yml)
-[](https://github.com/nteract/papermill/actions/workflows/ci.yml)
-[](https://codecov.io/github/nteract/papermill?branch=main)
-[](http://papermill.readthedocs.io/en/latest/?badge=latest)
-[](https://mybinder.org/v2/gh/nteract/papermill/main?filepath=binder%2Fprocess_highlight_dates.ipynb)
-[](https://mybinder.org/v2/gh/nteract/papermill/main?)
-[](https://pypi.org/project/papermill/)
-[](https://github.com/ambv/black)
-[](https://snyk.io/advisor/python/papermill)
-[](https://anaconda.org/conda-forge/papermill)
-[](https://results.pre-commit.ci/latest/github/nteract/papermill/main)
-
-**papermill** is a tool for parameterizing, executing, and analyzing
-Jupyter Notebooks.
-
-Papermill lets you:
-
-- **parameterize** notebooks
-- **execute** notebooks
-
-This opens up new opportunities for how notebooks can be used. For
-example:
-
-- Perhaps you have a financial report that you wish to run with
- different values on the first or last day of a month or at the
- beginning or end of the year, **using parameters** makes this task
- easier.
-- Do you want to run a notebook and depending on its results, choose a
- particular notebook to run next? You can now programmatically
- **execute a workflow** without having to copy and paste from
- notebook to notebook manually.
-
-Papermill takes an *opinionated* approach to notebook parameterization and
-execution based on our experiences using notebooks at scale in data
-pipelines.
-
-## Installation
-
-From the command line:
-
-```{.sourceCode .bash}
-pip install papermill
-```
-
-For all optional io dependencies, you can specify individual bundles
-like `s3`, or `azure` -- or use `all`. To use Black to format parameters you can add as an extra requires ['black'].
-
-```{.sourceCode .bash}
-pip install papermill[all]
-```
-
-## Python Version Support
-
-This library currently supports Python 3.10+ versions. As minor Python
-versions are officially sunset by the Python org papermill will similarly
-drop support in the future.
-
-## Usage
-
-### Parameterizing a Notebook
-
-To parameterize your notebook designate a cell with the tag `parameters`.
-
-
-
-Papermill looks for the `parameters` cell and treats this cell as defaults for the parameters passed in at execution time. Papermill will add a new cell tagged with `injected-parameters` with input parameters in order to overwrite the values in `parameters`. If no cell is tagged with `parameters` the injected cell will be inserted at the top of the notebook.
-
-Additionally, if you rerun notebooks through papermill and it will reuse the `injected-parameters` cell from the prior run. In this case Papermill will replace the old `injected-parameters` cell with the new run's inputs.
-
-
-
-### Executing a Notebook
-
-The two ways to execute the notebook with parameters are: (1) through
-the Python API and (2) through the command line interface.
-
-#### Execute via the Python API
-
-```{.sourceCode .python}
-import papermill as pm
-
-pm.execute_notebook(
- 'path/to/input.ipynb',
- 'path/to/output.ipynb',
- parameters = dict(alpha=0.6, ratio=0.1)
-)
-```
-
-#### Execute via CLI
-
-Here's an example of a local notebook being executed and output to an
-Amazon S3 account:
-
-```{.sourceCode .bash}
-$ papermill local/input.ipynb s3://bkt/output.ipynb -p alpha 0.6 -p l1_ratio 0.1
-```
-
-**NOTE:**
-If you use multiple AWS accounts, and you have [properly configured your AWS credentials](https://boto3.amazonaws.com/v1/documentation/api/latest/guide/configuration.html), then you can specify which account to use by setting the `AWS_PROFILE` environment variable at the command-line. For example:
-
-```{.sourceCode .bash}
-$ AWS_PROFILE=dev_account papermill local/input.ipynb s3://bkt/output.ipynb -p alpha 0.6 -p l1_ratio 0.1
-```
-
-In the above example, two parameters are set: `alpha` and `l1_ratio` using `-p` (`--parameters` also works). Parameter values that look like booleans or numbers will be interpreted as such. Here are the different ways users may set parameters:
-
-```{.sourceCode .bash}
-$ papermill local/input.ipynb s3://bkt/output.ipynb -r version 1.0
-```
-
-Using `-r` or `--parameters_raw`, users can set parameters one by one. However, unlike `-p`, the parameter will remain a string, even if it may be interpreted as a number or boolean.
-
-```{.sourceCode .bash}
-$ papermill local/input.ipynb s3://bkt/output.ipynb -f parameters.yaml
-```
-
-Using `-f` or `--parameters_file`, users can provide a YAML file from which parameter values should be read.
-
-```{.sourceCode .bash}
-$ papermill local/input.ipynb s3://bkt/output.ipynb -y "
-alpha: 0.6
-l1_ratio: 0.1"
-```
-
-Using `-y` or `--parameters_yaml`, users can directly provide a YAML string containing parameter values.
-
-```{.sourceCode .bash}
-$ papermill local/input.ipynb s3://bkt/output.ipynb -b YWxwaGE6IDAuNgpsMV9yYXRpbzogMC4xCg==
-```
-
-Using `-b` or `--parameters_base64`, users can provide a YAML string, base64-encoded, containing parameter values.
-
-When using YAML to pass arguments, through `-y`, `-b` or `-f`, parameter values can be arrays or dictionaries:
-
-```{.sourceCode .bash}
-$ papermill local/input.ipynb s3://bkt/output.ipynb -y "
-x:
- - 0.0
- - 1.0
- - 2.0
- - 3.0
-linear_function:
- slope: 3.0
- intercept: 1.0"
-```
-
-#### Supported Name Handlers
-
-Papermill supports the following name handlers for input and output paths during execution:
-
-- Local file system: `local`
-
-- HTTP, HTTPS protocol: `http://, https://`
-
-- Amazon Web Services: [AWS S3](https://aws.amazon.com/s3/) `s3://`
-
-- Azure: [Azure DataLake Store](https://docs.microsoft.com/en-us/azure/data-lake-store/data-lake-store-overview), [Azure Blob Store](https://docs.microsoft.com/en-us/azure/storage/blobs/storage-blobs-overview) `adl://, abs://`
-
-- Google Cloud: [Google Cloud Storage](https://cloud.google.com/storage/) `gs://`
-
-## Development Guide
-
-Read [CONTRIBUTING.md](./CONTRIBUTING.md) for guidelines on how to setup a local development environment and make code changes back to Papermill.
-
-For development guidelines look in the [DEVELOPMENT_GUIDE.md](./DEVELOPMENT_GUIDE.md) file. This should inform you on how to make particular additions to the code base.
-
-## Documentation
-
-We host the [Papermill documentation](http://papermill.readthedocs.io)
-on ReadTheDocs.
+@@ -15,6 +15,7 @@
+ [](https://snyk.io/advisor/python/papermill)
+ [](https://anaconda.org/conda-forge/papermill)
+ [](https://results.pre-commit.ci/latest/github/nteract/papermill/main)
++[](https://github.com/nteract/papermill)
+
+ **papermill** is a tool for parameterizing, executing, and analyzing
+ Jupyter Notebooks.
From e3f4567dc6c45e8d93dde6aca32adecae4e1b63d Mon Sep 17 00:00:00 2001
From: "pre-commit-ci[bot]"
<66853113+pre-commit-ci[bot]@users.noreply.github.com>
Date: Thu, 26 Mar 2026 15:16:14 +0000
Subject: [PATCH 3/3] [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
---
README.md | 12 ++++++------
1 file changed, 6 insertions(+), 6 deletions(-)
diff --git a/README.md b/README.md
index d12f387f..32306482 100644
--- a/README.md
+++ b/README.md
@@ -1,8 +1,8 @@
@@ -15,6 +15,7 @@
- [](https://snyk.io/advisor/python/papermill)
- [](https://anaconda.org/conda-forge/papermill)
- [](https://results.pre-commit.ci/latest/github/nteract/papermill/main)
+[](https://snyk.io/advisor/python/papermill)
+[](https://anaconda.org/conda-forge/papermill)
+[](https://results.pre-commit.ci/latest/github/nteract/papermill/main)
+[](https://github.com/nteract/papermill)
-
- **papermill** is a tool for parameterizing, executing, and analyzing
- Jupyter Notebooks.
+
+**papermill** is a tool for parameterizing, executing, and analyzing
+Jupyter Notebooks.