fix huggingface api usage

README.md

@@ -38,7 +38,10 @@ task_ids:
     - [Index and Parquet files for `MobileViews_Screenshots_ViewHierarchies`](#index-and-parquet-files-for-mobileviews_screenshots_viewhierarchies)
     - [Index files for `MobileViews_Apps_CompeleteTraces`](#index-files-for-mobileviews_apps_compeletetraces)
   - [🌏 How to Download](#-how-to-download)
-    - [Download via Hugging Face Python Library](#download-via-hugging-face-python-library)
+    - [Download via Hugging Face Python Library or CLI](#download-via-hugging-face-python-library-or-cli)
+      - [**Option 1: Download via Python Script**](#option-1-download-via-python-script)
+      - [**Option 2: Download via Hugging Face CLI**](#option-2-download-via-hugging-face-cli)
+    - [References](#references)
   - [📋 Usage Guidelines](#-usage-guidelines)
     - [Using `zip` and `parquet` Files in `MobileViews_Screenshots_ViewHierarchies`](#using-zip-and-parquet-files-in-mobileviews_screenshots_viewhierarchies)
     - [Mapping Screenshots and States in `MobileViews_Apps_CompleteTraces`](#mapping-screenshots-and-states-in-mobileviews_apps_completetraces)
@@ -162,47 +165,96 @@ Each index CSV in `MobileViews_Apps_CompleteTraces/Index_CSV.zip` lists the app
 | com.sportzentral.app        | 25           |
 | com.boostedproductivity.app | 23           |
 
+Here’s how you can integrate the `huggingface-cli` resumable download feature into the Python-based instructions to make it concise and useful:
+
+---
+
 ## 🌏 How to Download
 
-### Download via Hugging Face Python Library
+### Download via Hugging Face Python Library or CLI
 
-**Install the library:**
+**Step 1: Install the library:**
 
 ```bash
 pip install huggingface_hub
 ```
 
-Before downloading, please ensure you are logged in with your Hugging Face token. If you don't have a token, you can create your own `Access Tokens` at Hugging Face.
+Before downloading, ensure you are logged in with your Hugging Face token. If you don't have a token, create an `Access Token` on [Hugging Face](https://huggingface.co/settings/tokens).
 
-**Login with your token:**
+**Step 2: Login with your token:**
 
-```python
+```bash
 huggingface-cli login
 ```
+
 Follow the prompts to input your token.
 
+---
+
+#### **Option 1: Download via Python Script**
+
 **Download specific files:**
 
+Use the `hf_hub_download` method to download individual files:
+
 ```python
 from huggingface_hub import hf_hub_download
 
-# Download specific files
-hf_hub_download(repo_id="mllmTeam/MobileViews", filename="MobileViews_Screenshots_ViewHierarchies/Parquets/MobileViews_0-150000.parquet", repo_type="dataset")
-hf_hub_download(repo_id="mllmTeam/MobileViews", filename="MobileViews_Screenshots_ViewHierarchies/Zip_Files/MobileViews_0-150000.zip", repo_type="dataset")
-hf_hub_download(repo_id="mllmTeam/MobileViews", filename="AppMetadata.csv", repo_type="dataset")
+# Download a single file
+hf_hub_download(repo_id="mllmTeam/MobileViews", filename="MobileViews_Screenshots_ViewHierarchies/Zip_Files/MobileViews_0-150000.zip", repo_type="dataset", local_dir="/path/to/your_local_dir")
 ```
 
 **Download the entire repository:**
 
-```python
-from huggingface_hub
+Use the `snapshot_download` method to download the entire dataset:
 
-import snapshot_download
+```python
+from huggingface_hub import snapshot_download
 
 # Download the entire repository
-snapshot_download(repo_id="mllmTeam/MobileViews", repo_type="dataset")
+snapshot_download(repo_id="mllmTeam/MobileViews", repo_type="dataset", local_dir="/path/to/your_local_dir")
+```
+
+---
+
+#### **Option 2: Download via Hugging Face CLI**
+
+**Download specific files:**
+
+```bash
+huggingface-cli download --repo-type dataset --resume-download mllmTeam/MobileViews/[FILE_PATH] --local-dir [LOCAL_DIRECTORY] --local-dir-use-symlinks False
 ```
 
+Example:
+
+```bash
+huggingface-cli download --repo-type dataset --resume-download mllmTeam/MobileViews/MobileViews_Screenshots_ViewHierarchies/Parquets/MobileViews_0-150000.parquet --local-dir ./mobileviews_dataset --local-dir-use-symlinks False
+```
+
+**Download the entire repository:**
+
+```bash
+huggingface-cli download --repo-type dataset --resume-download mllmTeam/MobileViews --local-dir [LOCAL_DIRECTORY] --local-dir-use-symlinks False
+```
+
+Example:
+
+```bash
+huggingface-cli download --repo-type dataset --resume-download mllmTeam/MobileViews --local-dir ./local_dataset --local-dir-use-symlinks False
+```
+
+If the download is interrupted, run the command again, and it will resume from the last completed point.
+
+---
+### References
+For more parameters and advanced usage, refer to the official documentation:
+
+- [`hf_hub_download` Documentation](https://huggingface.co/docs/huggingface_hub/v0.27.0.rc0/en/package_reference/file_download#huggingface_hub.hf_hub_download)
+
+- [`snapshot_download` Documentation](https://huggingface.co/docs/huggingface_hub/v0.27.0.rc0/en/package_reference/file_download#huggingface_hub.snapshot_download)
+
+- [`Hugging Face CLI` Documentation](https://huggingface.co/docs/huggingface_hub/guides/cli#huggingface-cli-download)
+
 ## 📋 Usage Guidelines
 
 ### Using `zip` and `parquet` Files in `MobileViews_Screenshots_ViewHierarchies`