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Update Astra Project Setup Instructions.md

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@@ -112,5 +112,38 @@ python new_test_saved_finetuned_model.py \
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  -b 1000
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  ```
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  Replace `<finetune_task>` with the actual fine-tuning task value.
 
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- Your Astra project should now be fully set up and ready to use!
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  -b 1000
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  ```
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  Replace `<finetune_task>` with the actual fine-tuning task value.
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+ ### Arguments
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+ **`-workspace_name`**
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+ - Description: The folder/workspace name where the project, dataset, and model outputs are organized.
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+ - Example: `"ratio_proportion_change3_2223/sch_largest_100-coded"`
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+
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+ **`-finetune_task`**
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+ - Description: Specifies which fine-tuning strategy was applied to the model.
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+ - Options:
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+ - **ASTRA-FT-HGR** β†’ Fine-tuned with 10% data from schools that have a **High Graduation Rate (HGR)**.
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+ - **ASTRA-FT-Skills** β†’ Fine-tuned with 10% of initial problems from both **HGR + LGR schools**, with **Prior Skills encoded** using **Bayesian Knowledge Tracing (BKT)**.
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+ - **ASTRA-FT-Temporal** β†’ Fine-tuned with 10% of initial problems from both **HGR + LGR schools**, with **temporal features** measuring student engagement in MATHia.
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+ - **ASTRA-FT-Unified** β†’ Fine-tuned with 10% of initial problems from both **HGR + LGR schools**, combining **Prior Skills (BKT) + temporal features**.
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+
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+ **`-test_dataset_path`**
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+ - Description: Path to the test dataset file that you want to use for evaluation.
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+ - Example: `"../../../../fileHandler/selected_rows.txt"`
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+
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+ **`-finetuned_bert_classifier_checkpoint`**
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+ - Description: The path to the saved fine-tuned BERT model checkpoint (specific `.model.epXX` file).
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+ - Example:
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+ `"ratio_proportion_change3_2223/sch_largest_100-coded/output/highGRschool10/bert_fine_tuned.model.ep42"`
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+ - Note: `ep42` means the checkpoint from **epoch 42** during training.
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+
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+ **`-e`**
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+ - Description: Number of epochs to run during testing (or evaluation).
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+ - Example: `-e 1` β†’ run evaluation once.
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+
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+ **`-b`**
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+ - Description: Batch size for testing β€” determines how many test samples are processed together in each forward pass.
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+ - Example: `-b 1000` β†’ each batch will contain **1000 examples**.
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+
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+ ---
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+
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+ βœ… Your Astra project should now be fully set up and ready to use!