Spaces:
Sleeping
Sleeping
Update Astra Project Setup Instructions.md
Browse files
Astra Project Setup Instructions.md
CHANGED
@@ -112,5 +112,38 @@ python new_test_saved_finetuned_model.py \
|
|
112 |
-b 1000
|
113 |
```
|
114 |
Replace `<finetune_task>` with the actual fine-tuning task value.
|
|
|
115 |
|
116 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
112 |
-b 1000
|
113 |
```
|
114 |
Replace `<finetune_task>` with the actual fine-tuning task value.
|
115 |
+
### Arguments
|
116 |
|
117 |
+
**`-workspace_name`**
|
118 |
+
- Description: The folder/workspace name where the project, dataset, and model outputs are organized.
|
119 |
+
- Example: `"ratio_proportion_change3_2223/sch_largest_100-coded"`
|
120 |
+
|
121 |
+
**`-finetune_task`**
|
122 |
+
- Description: Specifies which fine-tuning strategy was applied to the model.
|
123 |
+
- Options:
|
124 |
+
- **ASTRA-FT-HGR** β Fine-tuned with 10% data from schools that have a **High Graduation Rate (HGR)**.
|
125 |
+
- **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)**.
|
126 |
+
- **ASTRA-FT-Temporal** β Fine-tuned with 10% of initial problems from both **HGR + LGR schools**, with **temporal features** measuring student engagement in MATHia.
|
127 |
+
- **ASTRA-FT-Unified** β Fine-tuned with 10% of initial problems from both **HGR + LGR schools**, combining **Prior Skills (BKT) + temporal features**.
|
128 |
+
|
129 |
+
**`-test_dataset_path`**
|
130 |
+
- Description: Path to the test dataset file that you want to use for evaluation.
|
131 |
+
- Example: `"../../../../fileHandler/selected_rows.txt"`
|
132 |
+
|
133 |
+
**`-finetuned_bert_classifier_checkpoint`**
|
134 |
+
- Description: The path to the saved fine-tuned BERT model checkpoint (specific `.model.epXX` file).
|
135 |
+
- Example:
|
136 |
+
`"ratio_proportion_change3_2223/sch_largest_100-coded/output/highGRschool10/bert_fine_tuned.model.ep42"`
|
137 |
+
- Note: `ep42` means the checkpoint from **epoch 42** during training.
|
138 |
+
|
139 |
+
**`-e`**
|
140 |
+
- Description: Number of epochs to run during testing (or evaluation).
|
141 |
+
- Example: `-e 1` β run evaluation once.
|
142 |
+
|
143 |
+
**`-b`**
|
144 |
+
- Description: Batch size for testing β determines how many test samples are processed together in each forward pass.
|
145 |
+
- Example: `-b 1000` β each batch will contain **1000 examples**.
|
146 |
+
|
147 |
+
---
|
148 |
+
|
149 |
+
β
Your Astra project should now be fully set up and ready to use!
|