Update README.md

README.md

@@ -28,4 +28,181 @@ configs:
   data_files:
   - split: train
     path: data/train-*
+pretty_name: PEFT Unit Test Generation Experiments
+size_categories:
+- n<1K
 ---
+# Dataset Card for Dataset Name
+
+<!-- Provide a quick summary of the dataset. -->
+
+This dataset card aims to be a base template for new datasets. It has been generated using [this raw template](https://github.com/huggingface/huggingface_hub/blob/main/src/huggingface_hub/templates/datasetcard_template.md?plain=1).
+
+## Dataset Details
+
+### Dataset Description
+
+<!-- Provide a longer summary of what this dataset is. -->
+
+### Training Hyperparameters
+
+#### Model-agnostic Hyperparameters
+<table>
+  <thead>
+    <tr>
+      <th>Hyperparameter</th>
+      <th>Method</th>
+      <th>Value</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr style="font-weight: bold;">
+      <td colspan="3">Common</td>
+    </tr>
+    <tr>
+      <td>Optimizer</td>
+      <td>-</td>
+      <td>AdamW</td>
+    </tr>
+    <tr>
+      <td>LR schedule</td>
+      <td>-</td>
+      <td>Linear</td>
+    </tr>
+    <tr>
+      <td>LR warmup ratio</td>
+      <td>-</td>
+      <td>0.1</td>
+    </tr>
+    <tr>
+      <td>Batch size</td>
+      <td>-</td>
+      <td>1</td>
+    </tr>
+    <tr>
+      <td>Gradient accumulation steps</td>
+      <td>-</td>
+      <td>8</td>
+    </tr>
+    <tr>
+      <td># Epochs</td>
+      <td>-</td>
+      <td>3</td>
+    </tr>
+    <tr>
+      <td>Precision</td>
+      <td>-</td>
+      <td>Mixed</td>
+    </tr>
+    <tr>
+      <td style="vertical-align: middle;" rowspan="4">Learning rate</td>
+      <td>Full fine-tuning</td>
+      <td>5E-5</td>
+    </tr>
+    <tr>
+      <td>LoRA</td>
+      <td>3E-4</td>
+    </tr>
+    <tr>
+      <td>(IA)<sup>3</sup></td>
+      <td>3E-4</td>
+    </tr>
+    <tr>
+      <td>Prompt tuning</td>
+      <td>3E-3</td>
+    </tr>
+    <tr style="font-weight: bold;">
+      <td colspan="3">Method specific</td>
+    </tr>
+    <tr>
+      <td>Alpha</td>
+      <td>LoRA</td>
+      <td>32</td>
+    </tr>
+    <tr>
+      <td>Dropout</td>
+      <td>LoRA</td>
+      <td>0.1</td>
+    </tr>
+    <tr>
+      <td>Rank</td>
+      <td>LoRA</td>
+      <td>16</td>
+    </tr>
+    <tr>
+      <td>Virtual tokens</td>
+      <td>Prompt tuning</td>
+      <td>20</td>
+    </tr>
+  </tbody>
+</table>
+
+#### Model-specific Hyperparameters
+<table >
+  <thead>
+    <tr>
+      <th>Hyperparameter</th>
+      <th>Method</th>
+      <th>Model</th>
+      <th>Value</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <td style="vertical-align: middle;">Targeted attention modules</td>
+      <td style="vertical-align: middle;">LoRA, (IA)<sup>3</sup></td>
+      <td>
+        codegen-350M-multi<br>
+        Salesforce/codegen2-1B_P<br>
+        Salesforce/codegen2-3_7B_P<br>
+        Salesforce/codegen2-7B_P<br>
+        Salesforce/codegen2-16B_P<br>
+        meta-llama/CodeLlama-7b-hf<br>
+        bigcode/starcoderbase<br>
+        bigcode/starcoder2-3b<br>
+        bigcode/starcoder2-7b<br>
+        bigcode/starcoder2-15b
+      </td>
+      <td>
+        qkv_proj<br>
+        qkv_proj<br>
+        qkv_proj<br>
+        qkv_proj<br>
+        qkv_proj<br>
+        q_proj, v_proj<br>
+        c_attn<br>
+        q_proj, v_proj<br>
+        q_proj, v_proj<br>
+        q_proj, v_proj
+      </td>
+    </tr>
+    <tr>
+      <td style="vertical-align: middle;">Targeted feedforward modules</td>
+      <td style="vertical-align: middle;">(IA)<sup>3</sup></td>
+      <td>
+        codegen-350M-multi<br>
+        Salesforce/codegen2-1B_P<br>
+        Salesforce/codegen2-3_7B_P<br>
+        Salesforce/codegen2-7B_P<br>
+        Salesforce/codegen2-16B_P<br>
+        meta-llama/CodeLlama-7b-hf<br>
+        bigcode/starcoderbase<br>
+        bigcode/starcoder2-3b<br>
+        bigcode/starcoder2-7b<br>
+        bigcode/starcoder2-15b
+      </td>
+      <td>
+        fc_out<br>
+        fc_out<br>
+        fc_out<br>
+        fc_out<br>
+        fc_out<br>
+        down_proj<br>
+        mlp.c_proj<br>
+        q_proj, c_proj<br>
+        q_proj, c_proj<br>
+        q_proj, c_proj
+      </td>
+    </tr>
+  </tbody>
+</table>