SimpleAPI

Signed-off-by: Filip Haltmayer <filip.haltmayer@zilliz.com>

Author: Filip Haltmayer

Diff for: pymilvus/__init__.py

@@ -74,6 +74,7 @@
 from .orm.role import Role
 
 from .milvus_client.milvus_client import MilvusClient
+from .simple_api.simple_api import SimpleAPI
 
 __all__ = [
     'Collection', 'Index', 'Partition',
@@ -95,5 +96,6 @@
     'MilvusException',
     '__version__',
 
-    'MilvusClient'
+    'MilvusClient',
+    'SimpleAPI',
 ]

Diff for: pymilvus/client/grpc_handler.py

@@ -481,10 +481,10 @@ def batch_insert(self, collection_name, entities, partition_name=None, timeout=N
             raise err
 
     @retry_on_rpc_failure()
-    def delete(self, collection_name, expression, partition_name=None, timeout=None, **kwargs):
+    def delete(self, collection_name, expr, partition_name=None, timeout=None, **kwargs):
         check_pass_param(collection_name=collection_name)
         try:
-            req = Prepare.delete_request(collection_name, partition_name, expression)
+            req = Prepare.delete_request(collection_name, partition_name, expr)
             future = self._stub.Delete.future(req, timeout=timeout)
 
             if kwargs.get("_async", False):
@@ -580,7 +580,7 @@ def _execute_search_requests(self, requests, timeout=None, **kwargs):
 
     @retry_on_rpc_failure(retry_on_deadline=False)
     def search(self, collection_name, data, anns_field, param, limit,
-               expression=None, partition_names=None, output_fields=None,
+               expr=None, partition_names=None, output_fields=None,
                round_decimal=-1, timeout=None, **kwargs):
         check_pass_param(
             limit=limit,
@@ -594,7 +594,7 @@ def search(self, collection_name, data, anns_field, param, limit,
         )
 
         requests = Prepare.search_requests_with_expr(collection_name, data, anns_field, param, limit,
-                                                     expression, partition_names, output_fields, round_decimal,
+                                                     expr, partition_names, output_fields, round_decimal,
                                                      **kwargs)
         return self._execute_search_requests(requests, timeout, round_decimal=round_decimal, **kwargs)
 

Diff for: pymilvus/simple_api/__init__.py

@@ -0,0 +1,84 @@
+from pprint import pprint
+from pymilvus import (
+    SimpleAPI,
+)
+
+fmt = "\n=== {:30} ===\n"
+dim = 3
+collection_name = "hello_milvus"
+vector_field_name = "vector"
+primary_key_name = "id"
+api = SimpleAPI()
+api.drop_collection(collection_name)
+
+api.create_collection(
+    collection_name=collection_name,
+    dimension=dim,
+    vector_field=vector_field_name,
+    primary_key_name=primary_key_name,
+    metric_type="L2",
+    partition_field={"name": "a", "type": "int"},
+    overwrite=True,
+)
+
+print("collections:", api.list_collections())
+
+# print(f"{collection_name} :", api.describe_collection(collection_name))
+
+test_data = [
+    {"vector": [1, 2, 3], "a": 1, "b": 3},
+    {"vector": [2, 3, 4], "a": 2, "b": 2.1},
+    {"vector": [3, 4, 5], "a": 3, "c": -1},
+    {"vector": [4, 5, 6], "a": 4, "d": {"m": 3}},
+    {"vector": [7, 8, 9], "a": 5, "f": [3, 2, 1]},
+    {"vector": [8, 9, 10], "a": 6, "g": "laq"},
+    {"vector": [7, 10, 11], "a": 7, "z": -1},
+]
+
+print(fmt.format("Start inserting entities"))
+pks = api.insert(collection_name, test_data, progress_bar=True)
+print(fmt.format("Start searching based on vector similarity"))
+
+print("len of pks:", len(pks), "first pk is :", pks[0])
+
+print(f"get rows with `a` values that are 3 or 4 from {collection_name}")
+
+values = api.fetch(collection_name, field_name="a", values=[3, 4], include_vectors=True)
+
+print("values are:")
+pprint(values)
+print()
+
+print(
+    f"get rows where `b` < 3 from partiton `a` in [1,2,3] from {collection_name} but only the vector."
+)
+
+values = api.query(
+    collection_name,
+    filter_expression="b < 3",
+    partition_keys=[1, 2, 3],
+    output_fields=["vector"],
+)
+
+print("values are:")
+pprint(values)
+print()
+
+print(f"search for [3,3,3] in {collection_name} and include the vector result.")
+
+values = api.search(
+    collection_name=collection_name, data=[3, 3, 3], include_vectors=True, top_k=1
+)
+
+print("values are:")
+pprint(values)
+print()
+
+print(f"Delete vectors where b = 3 in partitions a in [1, 2, 3] from {collection_name}")
+
+api.delete(
+    collection_name=collection_name,
+    field_name="a",
+    values=[3],
+    partition_keys=[1, 2, 3],
+)