Update README.md

README.md

@@ -13,8 +13,6 @@ We follow an extremely simple format to organize and manage our models aand data
 
 # Model
 
-### Format
-
 Repo should be named as `midreal/{model_function}_{train_method}_{train_technique}_{base_model}_{date}`
 
 Model card should include ([example](https://huggingface.co/midreal/passage_sft_qlora_llama3_70b_0704)):
@@ -45,27 +43,8 @@ Tracking of the training procedure
 Person in charge
 ```
 
-### Usage
-
-Models could be uploaded with:
-```
-upload
-```
-
-and downloaded with:
-```
-download
-```
-
-and updated with:
-```
-update
-```
-
 # Dataset
 
-### Format
-
 Repo should be named as `midreal/{model_function}_{train_method}_{status}_{date}`
 
 Dataset card should include ([example](https://huggingface.co/datasets/midreal/passage_sft_lmflow_0704)):
@@ -80,9 +59,7 @@ The schema that the data elements should follow
 Person in charge
 ```
 
-Other information about the dataset is also welcome. 
-
-### Status
+Other information about the dataset could also be commented on dataset cards. 
 
 The production of dataset should somehow follow a pipeline from `raw_data` to `story_data` to `openai` or `lmflow` format. 
 
@@ -94,19 +71,25 @@ The production of dataset should somehow follow a pipeline from `raw_data` to `s
 
 `lmflow` refers to [LMFlow data format](https://optimalscale.github.io/LMFlow/examples/DATASETS.html#data-format).
 
-### Usage
+# Usage
+
+We suggest using Huggingface CLI ([docs](https://huggingface.co/docs/huggingface_hub/main/en/guides/cli)).
 
-Datasets could be uploaded with:
+Once you have installed huggingface-cli and login, models/datasets could be uploaded with:
 ```
-upload
+huggingface-cli upload [midreal/repo_id] [local_path] ([path_in_repo]) (--repo-type=dataset)
 ```
 
-and downloaded with:
+e.g.
 ```
-download
+huggingface-cli upload midreal/model ./path/to/curated/data /data/train
+huggingface-cli upload midreal/dataset . . --repo-type=dataset
 ```
 
-and updated with:
+and downloaded with:
 ```
-update
-```
+huggingface-cli download midreal/model
+huggingface-cli download midreal/dataset --repo-type dataset
+```
+
+If the repo doesn’t exist yet, it will be created automatically.