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https://github.com/constacts/milvus-clj
Clojure libraray for Milvus
https://github.com/constacts/milvus-clj
clojure llm milvus rag
Last synced: 4 months ago
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Clojure libraray for Milvus
- Host: GitHub
- URL: https://github.com/constacts/milvus-clj
- Owner: constacts
- License: epl-1.0
- Created: 2024-04-10T08:56:11.000Z (10 months ago)
- Default Branch: main
- Last Pushed: 2024-05-29T07:43:29.000Z (9 months ago)
- Last Synced: 2024-05-29T19:05:53.548Z (9 months ago)
- Topics: clojure, llm, milvus, rag
- Language: Clojure
- Homepage:
- Size: 38.1 KB
- Stars: 7
- Watchers: 1
- Forks: 0
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
- Changelog: CHANGELOG.md
- License: LICENSE
Awesome Lists containing this project
README
[](https://clojars.org/com.constacts/milvus-clj)
# milvus-clj
Clojure library for [Milvus](https://github.com/milvus-io/milvus).
## Clojure CLI/deps.edn
```
com.constacts/milvus-clj {:mvn/version "0.2.10"}
```
## Usage
```clojure
(require '[milvus-clj.core :as milvus])
```
#### Create Client
```clojure
(def client (milvus/client {:host "localhost" :port 19530 :database "mydb"}))
```
### Create Collection
```clojure
(milvus/create-collection client {:collection-name "mycoll"
:description "a collection for search"
:field-types [{:primary-key? true
:auto-id? false
:data-type :int64
:name "uid"
:description "unique id"}
{:data-type :float-vector
:name "embedding"
:description "embeddings"
:dimension 3}]})
```
### Create Index
```clojure
(milvus/create-index client {:collection-name "mycoll"
:field-name "embedding"
:index-type :flat
:index-name "embedding_index"
:metric-type :l2})
```
### Load Collection
```clojure
(milvus/load-collection client {:collection-name "mycoll"})
```
### Insert
```clojure
(milvus/insert client {:collection-name "mycoll"
:fields [{:name "uid" :values [1 2]}
{:name "embedding" :values [(map float [0.1 0.2 0.3])
(map float [0.4 0.5 0.6])]}]}
;; or
(milvus/insert client {:collection-name "mycoll"
:rows [{:uid 1
:embedding (map float [0.1 0.2 0.3])}
{:uid 2
:embedding (map float [0.4 0.5 0.6])}]})
;; for json type
(milvus/insert client {:collection-name "mycoll"
:rows [{:uid 1
:etc {:filename "README.md"}}]})
```
### Delete
```clojure
(milvus/delete client {:collection-name "mycoll"
:expr "uid == 1"})
```
### Search
```clojure
(milvus/search client {:collection-name "mycoll"
:metric-type :l2
:vectors [(map float [0.3 0.4 0.5])
(map float [0.1 0.2 0.3])]
:vector-field-name "embedding"
:out-fields ["uid" "embedding"]
:top-k 2})
```
### Hybrid Search
```clojure
(milvus/hybrid-search client {:collection-name "mycoll"
:search-requests [{:vector-field-name "dense_vector"
:metric-type :l2
:float-vectors [(gen-float-vector 10)]
:top-k 10}
{:vector-field-name "sparse_vector"
:metric-type :ip
:sparse-float-vectors [(gen-sparse)]
:top-k 10}]
:out-fields ["pk" "dense_vector" "sparse_vector"]
:ranker {:type :weighted
:weights [0.7 0.3]}
:top-k 5}))
```
### Query
```clojure
(milvus/query client {:collection-name "mycoll"
:expr "uid == 2"
:out-fields ["uid" "embedding"]})
```
### Drop Index
```clojure
(milvus/drop-index client {:collection-name "mycoll"
:index-name "embedding_index"})
```
### Drop Collection
```clojure
(milvus/drop-collection client "mycoll")
```
### Release Collection
```clojure
(milvus/release-collection client {:collection-name "mycoll"})
```