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Fix example #23

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merged 2 commits into from
Sep 23, 2024
Merged

Fix example #23

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36fbe76
Fix example
schustmi Sep 23, 2024
50a0b2c
Update zenml ref
schustmi Sep 23, 2024
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8 changes: 4 additions & 4 deletions template/README.md
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Expand Up @@ -24,7 +24,7 @@ Along the way we will also show you how to:

You can use Google Colab to see ZenML in action, no signup / installation required!

<a href="https://colab.research.google.com/github/zenml-io/zenml/blob/main/examples/quickstart/quickstart.ipynb" target="_parent"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"/></a>
<a href="https://colab.research.google.com/github/zenml-io/zenml/blob/main/examples/mlops_starter/quickstart.ipynb" target="_parent"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"/></a>

## :computer: Run Locally

Expand All @@ -36,7 +36,7 @@ pip install "zenml[server]"

# clone the ZenML repository
git clone https://github.com/zenml-io/zenml.git
cd zenml/examples/quickstart
cd zenml/examples/mlops_starter
```

Now we're ready to start. You have two options for running the quickstart locally:
Expand All @@ -45,13 +45,13 @@ Now we're ready to start. You have two options for running the quickstart locall
```bash
pip install notebook
jupyter notebook
# open notebooks/quickstart.ipynb
# open quickstart.ipynb
```

#### Option 2 - Execute the whole ML pipeline from a Python script:
```bash
# Install required zenml integrations
zenml integration install sklearn -y
zenml integration install sklearn pandas -y

# Initialize ZenML
zenml init
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1 change: 1 addition & 0 deletions template/configs/feature_engineering.yaml
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Expand Up @@ -3,6 +3,7 @@ settings:
docker:
required_integrations:
- sklearn
- pandas
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Tip

Codebase Verification

Inconsistent Inclusion of pandas in required_integrations

The pandas library is already included in multiple configuration files (training_sgd.yaml, training_rf.yaml, inference.yaml). To maintain consistency, consider adding pandas to the required_integrations list in these files as well.

Analysis chain

LGTM: Addition of pandas to required_integrations.

The inclusion of pandas as a required integration is a good addition, as it's commonly used alongside sklearn for data manipulation in feature engineering tasks.

To ensure consistency across the project, let's verify the usage of pandas in other files:

Scripts executed

The following scripts were executed for the analysis:

Script:

#!/bin/bash
# Description: Check for pandas usage in Python files and other YAML configs

echo "Checking for pandas imports in Python files:"
rg --type python 'import\s+pandas'

echo "\nChecking for pandas in other YAML config files:"
rg --type yaml 'pandas' --glob '!template/configs/feature_engineering.yaml'

Length of output: 497

Script:

#!/bin/bash
# Description: Check for pandas imports in Python files by explicitly searching .py files

echo "Checking for pandas imports in Python files:"
rg 'import\s+pandas' --glob '*.py'

echo "\nChecking for pandas in other YAML config files:"
rg 'pandas' --type yaml --glob '!template/configs/feature_engineering.yaml'

Length of output: 896

requirements:
- pyarrow

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1 change: 1 addition & 0 deletions template/configs/inference.yaml
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Expand Up @@ -3,6 +3,7 @@ settings:
docker:
required_integrations:
- sklearn
- pandas
requirements:
- pyarrow

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1 change: 1 addition & 0 deletions template/configs/training_rf.yaml
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Expand Up @@ -3,6 +3,7 @@ settings:
docker:
required_integrations:
- sklearn
- pandas
requirements:
- pyarrow

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1 change: 1 addition & 0 deletions template/configs/training_sgd.yaml
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Expand Up @@ -3,6 +3,7 @@ settings:
docker:
required_integrations:
- sklearn
- pandas
requirements:
- pyarrow

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2 changes: 1 addition & 1 deletion template/quickstart.ipynb
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Expand Up @@ -31,7 +31,7 @@
"required!\n",
"\n",
"[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](\n",
"https://colab.research.google.com/github/zenml-io/zenml/blob/main/examples/quickstart/quickstart.ipynb)"
"https://colab.research.google.com/github/zenml-io/zenml/blob/main/examples/mlops_starter/quickstart.ipynb)"
]
},
{
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1 change: 1 addition & 0 deletions template/requirements.txt
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Expand Up @@ -2,3 +2,4 @@ zenml[server]>=0.50.0
notebook
scikit-learn
pyarrow
pandas
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Approve pandas addition, but consider version constraint

The addition of pandas is a good choice for data manipulation tasks and aligns well with the existing data-related packages. However, to ensure long-term stability and reproducibility, consider adding a version constraint.

Consider updating the line to include a version constraint:

-pandas
+pandas>=1.3.0

Replace 1.3.0 with the minimum version that works for your project.

Committable suggestion

‼️ IMPORTANT
Carefully review the code before committing. Ensure that it accurately replaces the highlighted code, contains no missing lines, and has no issues with indentation. Thoroughly test & benchmark the code to ensure it meets the requirements.

Suggested change
pandas
pandas>=1.3.0

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