logo
Browse Source

Add osschat-milvus

main
shiyu22 11 months ago
parent
commit
b19b53e7f5
  1. 93
      README.md
  2. 4
      __init__.py
  3. 58
      milvus_client.py
  4. 1
      requirements.txt

93
README.md

@ -1,2 +1,93 @@
# osschat-milvus
# ANN Insert Operator: MilvusClient
<br />
## Desription
Insert data into Milvus collections. **Please make sure you have [created Milvus Collection](https://milvus.io/docs/v2.0.x/create_collection.md) before loading the data.**
<br />
## Code Example
### Example
```python
import towhee
from towhee import ops
p = (
towhee.pipe.input('collection_name', 'vec')
.map(('collection_name', 'vec'), (), ops.ann_insert.milvus_client(host='127.0.0.1', port='19530'))
.output()
)
p(vec)
```
### Load Collection
> Please load the Collection after inserted data.
```python
collection.load()
```
<br />
## Factory Constructor
Create the operator via the following factory method:
***ann_insert.milvus_client(host, port, user= None, password=None, collection_schema=None, index_params=None)***
**Parameters:**
***host:*** *str*
The host for Milvus.
***port:*** *str*
The port for Milvus.
***user:*** *str*
The user for Zilliz Cloud, defaults to None.
***password:*** *str*
The password for Zilliz Cloud, defaults to None.
<br />
## Interface
Insert Milvus data.
**Parameters:**
***collection_name:*** *str*
The collection name for Milvus.
***data:*** *list*
The data to insert into milvus.
**Returns:** MutationResult
A MutationResult object contains `insert_count` represents how many and a `primary_keys` of primary keys.

4
__init__.py

@ -0,0 +1,4 @@
from .milvus_client import MilvusClient
def osschat_milvus(*args, **kwargs):
return MilvusClient(*args, **kwargs)

58
milvus_client.py

@ -0,0 +1,58 @@
import uuid
import logging
from towhee.operator import PyOperator, SharedType
from pymilvus import connections, Collection
logger = logging.getLogger()
class MilvusClient(PyOperator):
"""
Milvus ANN index class.
"""
def __init__(self, host: str, port: int, user: str = None, password: str = None):
self._host = host
self._port = port
self._connect_name = uuid.uuid4().hex
if None in [user, password]:
connections.connect(alias=self._connect_name, host=self._host, port=self._port)
else:
connections.connect(alias=self._connect_name, host=self._host, port=self._port,
user=user, password=password, secure=True)
def __call__(self, collection_name: str, *data):
"""
Insert one row to Milvus.
Args:
data (`list`):
The data to insert into milvus.
Returns:
A MutationResult object contains `insert_count` represents how many and a `primary_keys` of primary keys.
"""
self._collection = Collection(collection_name, using=self._connect_name)
row = []
for item in data:
if isinstance(item, list):
row.extend([[i] for i in item])
else:
row.append([item])
mr = self._collection.insert(row)
if mr.insert_count != len(row[0]):
raise RuntimeError("Insert to milvus failed")
return mr
@property
def shared_type(self):
return SharedType.NotShareable
# def __del__(self):
# if connections.has_connection(self._connect_name):
# try:
# connections.disconnect(self._connect_name)
# except:
# pass

1
requirements.txt

@ -0,0 +1 @@
pymilvus
Loading…
Cancel
Save