Update README.md

README.md

@@ -34,11 +34,11 @@ Files generated from the Swiss [publication platform for federal law](https://ww
 
 Each article has the following type definition:
 
-## paraphrase-multilingual-mpnet-base-v2
+## With vector embeddings by [Xenova/paraphrase-multilingual-mpnet-base-v2](https://huggingface.co/Xenova/paraphrase-multilingual-mpnet-base-v2)
 - swiss-civil-code-de-paraphrase-multilingual-mpnet-base-v2.jsonl
 - swiss-code-of-obligations-en-paraphrase-multilingual-mpnet-base-v2.jsonl
 
-## gte-small
+## With vector embeddings by [Xenova/gte-small](https://huggingface.co/Xenova/gte-small)
 - swiss-code-of-obligations-en-gte-small.jsonl
 
 
@@ -56,12 +56,42 @@ You can also find the original HTML where the data was extracted from.
 
 - [html](https://huggingface.co/datasets/brunnolou/swiss-code-of-obligations/resolve/main/swiss-code-of-obligations.html)
 
-## [Qdrant Vector Database](https://qdrant.tech/?gad_source=1&gclid=Cj0KCQiAgK2qBhCHARIsAGACuzkk-MhJWFZdKbwre95q-otN_mlcz4xcYH1aqTm8fVP0TRRiFkKbJ1QaAp27EALw_wcB)
+# [Qdrant Vector Database](https://qdrant.tech/?gad_source=1&gclid=Cj0KCQiAgK2qBhCHARIsAGACuzkk-MhJWFZdKbwre95q-otN_mlcz4xcYH1aqTm8fVP0TRRiFkKbJ1QaAp27EALw_wcB)
 
-The embeddings for this snapshot were created with [Xenova/gte-small](https://huggingface.co/Xenova/gte-small)
+### With vector embeddings by [Xenova/paraphrase-multilingual-mpnet-base-v2](https://huggingface.co/Xenova/paraphrase-multilingual-mpnet-base-v2)
+- [swiss-civil-code-de-paraphrase-multilingual-mpnet-base-v2.snapshot.zip](https://huggingface.co/datasets/brunnolou/swiss-code-of-obligations/resolve/main/swiss-civil-code-de-paraphrase-multilingual-mpnet-base-v2.snapshot.zip)
+- [swiss-code-of-obligations-en-paraphrase-multilingual-mpnet-base-v2.snapshot.zip](https://huggingface.co/datasets/brunnolou/swiss-code-of-obligations/resolve/main/swiss-code-of-obligations-en-paraphrase-multilingual-mpnet-base-v2.snapshot.zip)
 
-Unzip before using.
+## With vector embeddings by [Xenova/gte-small](https://huggingface.co/Xenova/gte-small)
 
 - [Snapshot - Qdrant verstion v1.6.1 (zip)](https://huggingface.co/datasets/brunnolou/swiss-code-of-obligations/resolve/main/swiss-code-of-obligations-articles-gte-small-2023-10-18-12-13-25_qdrant-v1-6-1.snapshot.zip)
 
+
+### 💾 Setup Qdrant Vector Database
+
+1. Open the Qdrant dashboard console <http://localhost:6333/dashboard#/console>
+1. Create a new collection running this:
+   > Vector size for `gte-small` is **`384`**. For `paraphrase-multilingual-mpnet-base-v2` is **`768`**.
+   ```curl
+   PUT collections/COLLECTION_NAME
+   {
+     "vectors": {
+       "size": 384,
+       "distance": "Cosine"
+     }
+   }
+   ```
+   
+1. Download the [snapshot file](https://huggingface.co/datasets/brunnolou/swiss-code-of-obligations/resolve/main/swiss-code-of-obligations-articles-gte-small-2023-10-18-12-13-25_qdrant-v1-6-1.snapshot.zip)
+1. Unzip the file using the terminal (⚠️ **_not with Finder on Mac_** ⚠️) with `unzip <file_name>`
+1. Upload the file using the following command. Adapt the fields accordingly and run it from the same directory, as where your snapshot lies
+
+```shell
+curl -X POST 'http://localhost:6333/collections/swiss-or/snapshots/upload' \
+    -H 'Content-Type:multipart/form-data' \
+    -F 'snapshot=@swiss-code-of-obligations-articles-gte-small-2023-10-18-12-13-25.snapshot'
+```
+
+
+
 <img src="https://cdn-uploads.huggingface.co/production/uploads/65256343a9f5b404762da984/LgxeBf0Bu_IkFtM3niWfq.png" width=480 />