Update README.md

README.md

@@ -45,8 +45,20 @@ vectorstore.persist()
 
 ### How to use
 
-Download the files to a local directory, e.g., `db`
+Download the `hlm` directory to a local directory, e.g., `db`, for example
+```python
+from huggingface_hub import snapshot_download
+
+snapshot_download(
+  repo_id="mikeee/chroma-paraphrase-multilingual-mpnet-base-v2",
+  repo_type="dataset",
+  allow_patterns="hlm/*",
+  local_dir="db",
+  resume_download=True,
+)
+```
 
+Load the vectorestore:
 
 ```python
 from langchain.embeddings import SentenceTransformerEmbeddings
@@ -56,8 +68,11 @@ from chromadb.config import Settings
 model_name = 'paraphrase-multilingual-mpnet-base-v2'
 embedding = SentenceTransformerEmbeddings(model_name=model_name)
 
-path_to_db_parent = '...'
-client_settings = Settings(chroma_db_impl="duckdb+parquet", anonymized_telemetry=False, persist_directory=f'{path_to_db_parent}/db')
+client_settings = Settings(
+  chroma_db_impl="duckdb+parquet",
+  anonymized_telemetry=False,
+  persist_directory='db/hlm'
+)
 
 db = Chroma(
     # persist_directory='docs',