Add ZipNN text

README.md

@@ -46,6 +46,20 @@ zipnn_hf()
 tokenizer = AutoTokenizer.from_pretrained("royleibov/granite-7b-instruct-ZipNN-Compressed")
 model = AutoModelForCausalLM.from_pretrained("royleibov/granite-7b-instruct-ZipNN-Compressed")
 ```
+### ZipNN
+ZipNN also allows you to seemlessly save local disk space in your cache after the model is downloaded.
+
+To compress the cached model, simply run:
+```bash
+python zipnn_compress_path.py safetensors --model royleibov/granite-7b-instruct-ZipNN-Compressed --hf_cache
+```
+
+The model will be decompressed automatically and safely as long as `zipnn_hf()` is added at the top of the file like in the [example above](#use-this-model).
+
+To decompress manualy, simply run:
+```bash
+python zipnn_decompress_path.py --model royleibov/granite-7b-instruct-ZipNN-Compressed --hf_cache
+```
 
 # Model Card for Granite-7b-lab [Paper](https://arxiv.org/abs/2403.01081)