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docs: add documentation for Data Science configurable options (#1301)
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@@ -62,7 +62,7 @@ By leveraging the **Data Science** Agent, researchers and developers can acceler
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🔧 **Set up RD-Agent Environment**
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🔧 **Set up RD-Agent Environment**
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^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
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^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
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- Before you start, please make sure you have installed RD-Agent and configured the environment for RD-Agent correctly. If you want to know how to install and configure the RD-Agent, please refer to the `documentation <../installation_and_configuration.html>`_.
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- Before you start, please make sure you have installed RD-Agent and configured the environment for RD-Agent correctly. If you want to know how to install and configure the RD-Agent, please refer to the `documentation <../installation_and_configuration.html>`_.
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- 🔩 **Setting the Environment variables at .env file**
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- 🔩 **Setting the Environment variables at .env file**
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@@ -244,6 +244,16 @@ By leveraging the **Data Science** Agent, researchers and developers can acceler
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dotenv set DS_LOCAL_DATA_PATH <your local directory>/ds_data
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dotenv set DS_LOCAL_DATA_PATH <your local directory>/ds_data
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dotenv set DS_CODER_ON_WHOLE_PIPELINE True
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dotenv set DS_CODER_ON_WHOLE_PIPELINE True
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- 📘 More Environment Variables (Optional)
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- If you want to see all the available environment variables, you can refer to the configuration file for Data Science scenarios:
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.. literalinclude:: ../../rdagent/app/data_science/conf.py
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:language: python
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:linenos:
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- These variables allow you to have finer-grained control in Data Science scenarios.
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🚀 **Run the Application**
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🚀 **Run the Application**
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^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
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^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
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@@ -259,6 +269,12 @@ By leveraging the **Data Science** Agent, researchers and developers can acceler
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rdagent data_science --competition arf-12-hours-prediction-task
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rdagent data_science --competition arf-12-hours-prediction-task
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- More CLI Parameters for `rdagent data_science` command:
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.. automodule:: rdagent.app.data_science.loop
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:members:
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:no-index:
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- 📈 Visualize the R&D Process
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- 📈 Visualize the R&D Process
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- We provide a web UI to visualize the log. You just need to run:
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- We provide a web UI to visualize the log. You just need to run:
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@@ -318,6 +334,16 @@ By utilizing the **Kaggle Agent**, data scientists can craft innovative solution
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mkdir -p <your local directory>/ds_data
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mkdir -p <your local directory>/ds_data
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dotenv set KG_LOCAL_DATA_PATH <your local directory>/ds_data
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dotenv set KG_LOCAL_DATA_PATH <your local directory>/ds_data
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- 📘 More Environment Variables (Optional)
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- If you want to see all the available environment variables, you can refer to the configuration file for Data Science scenarios:
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.. literalinclude:: ../../rdagent/app/data_science/conf.py
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:language: python
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:linenos:
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- These variables allow you to have finer-grained control in Data Science scenarios.
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- 🗳️ **Join the competition**
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- 🗳️ **Join the competition**
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- If your Kaggle API account has not joined a competition, you will need to join the competition before running the program.
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- If your Kaggle API account has not joined a competition, you will need to join the competition before running the program.
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@@ -507,6 +533,12 @@ By utilizing the **Kaggle Agent**, data scientists can craft innovative solution
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rdagent data_science --competition playground-series-s4e9
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rdagent data_science --competition playground-series-s4e9
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- More CLI Parameters for `rdagent data_science` command:
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.. automodule:: rdagent.app.data_science.loop
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:members:
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:no-index:
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- 📈 Visualize the R&D Process
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- 📈 Visualize the R&D Process
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- We provide a web UI to visualize the log. You just need to run:
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- We provide a web UI to visualize the log. You just need to run:
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@@ -41,6 +41,9 @@ def main(
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Number of loops to run; if None, the process will run indefinitely until an error or KeyboardInterrupt occurs.
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Number of loops to run; if None, the process will run indefinitely until an error or KeyboardInterrupt occurs.
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- If the current loop is incomplete, it will be counted as the first loop for completion.
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- If the current loop is incomplete, it will be counted as the first loop for completion.
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- If both step_n and loop_n are provided, the process will stop as soon as either condition is met.
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- If both step_n and loop_n are provided, the process will stop as soon as either condition is met.
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timeout :
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Maximum duration to run the loop. Accepts a string format recognized by the internal timer.
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- If None, the loop will run until completion, error, or KeyboardInterrupt.
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competition :
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competition :
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Competition name.
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Competition name.
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replace_timer :
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replace_timer :
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@@ -51,7 +54,9 @@ def main(
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Auto R&D Evolving loop for models in a Kaggle scenario.
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Auto R&D Evolving loop for models in a Kaggle scenario.
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You can continue running a session by using the command:
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You can continue running a session by using the command:
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.. code-block:: bash
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.. code-block:: bash
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dotenv run -- python rdagent/app/data_science/loop.py [--competition titanic] $LOG_PATH/__session__/1/0_propose --step_n 1 # `step_n` is an optional parameter
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dotenv run -- python rdagent/app/data_science/loop.py [--competition titanic] $LOG_PATH/__session__/1/0_propose --step_n 1 # `step_n` is an optional parameter
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rdagent kaggle --competition playground-series-s4e8 # This command is recommended.
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rdagent kaggle --competition playground-series-s4e8 # This command is recommended.
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"""
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"""
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