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https://github.com/milvus-io/milvus/issues/35856 Signed-off-by: junjie.jiang <junjie.jiang@zilliz.com>
516 lines
14 KiB
Go
516 lines
14 KiB
Go
/*
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* # Licensed to the LF AI & Data foundation under one
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* # or more contributor license agreements. See the NOTICE file
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* # distributed with this work for additional information
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* # regarding copyright ownership. The ASF licenses this file
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* # to you under the Apache License, Version 2.0 (the
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* # "License"); you may not use this file except in compliance
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* # with the License. You may obtain a copy of the License at
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* #
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* # http://www.apache.org/licenses/LICENSE-2.0
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* #
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* # Unless required by applicable law or agreed to in writing, software
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* # distributed under the License is distributed on an "AS IS" BASIS,
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* # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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* # See the License for the specific language governing permissions and
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* # limitations under the License.
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*/
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package rerank
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import (
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"context"
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"testing"
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"github.com/cockroachdb/errors"
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"github.com/stretchr/testify/assert"
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"github.com/stretchr/testify/mock"
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"github.com/stretchr/testify/suite"
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"github.com/milvus-io/milvus-proto/go-api/v2/commonpb"
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"github.com/milvus-io/milvus/internal/util/function/models"
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)
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// RerankClient interface for testing
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type RerankClient interface {
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Rerank(ctx context.Context, query string, texts []string, params map[string]string, timeoutSec int64) ([]float32, error)
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}
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// MockZillizClient is a mock implementation of RerankClient for testing
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type MockZillizClient struct {
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mock.Mock
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}
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func (m *MockZillizClient) Rerank(ctx context.Context, query string, texts []string, params map[string]string, timeoutSec int64) ([]float32, error) {
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args := m.Called(ctx, query, texts, params, timeoutSec)
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return args.Get(0).([]float32), args.Error(1)
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}
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// testBaseProvider mimics the baseProvider for testing
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type testBaseProvider struct {
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batchSize int
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}
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func (provider *testBaseProvider) maxBatch() int {
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return provider.batchSize
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}
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// testZillzProvider is a test version of zillzProvider that accepts our mock client
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type testZillzProvider struct {
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testBaseProvider
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client RerankClient
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params map[string]string
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}
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func (provider *testZillzProvider) rerank(ctx context.Context, query string, docs []string) ([]float32, error) {
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return provider.client.Rerank(ctx, query, docs, provider.params, 30)
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}
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func TestZillizRerankProvider(t *testing.T) {
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suite.Run(t, new(ZillizRerankProviderSuite))
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}
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type ZillizRerankProviderSuite struct {
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suite.Suite
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}
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func (s *ZillizRerankProviderSuite) TestNewZillizProvider_Success() {
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tests := []struct {
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name string
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params []*commonpb.KeyValuePair
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conf map[string]string
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extraInfo *models.ModelExtraInfo
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expectedBatch int
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expectedParams map[string]string
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}{
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{
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name: "basic configuration",
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params: []*commonpb.KeyValuePair{
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{Key: models.ModelDeploymentIDKey, Value: "test-deployment"},
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},
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conf: map[string]string{
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"endpoint": "localhost:8080",
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},
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extraInfo: &models.ModelExtraInfo{
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ClusterID: "test-cluster",
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DBName: "test-db",
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},
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expectedBatch: 64, // default batch size
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expectedParams: map[string]string{},
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},
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{
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name: "with custom batch size",
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params: []*commonpb.KeyValuePair{
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{Key: models.ModelDeploymentIDKey, Value: "test-deployment"},
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{Key: models.MaxClientBatchSizeParamKey, Value: "32"},
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},
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conf: map[string]string{
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"endpoint": "localhost:8080",
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},
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extraInfo: &models.ModelExtraInfo{
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ClusterID: "test-cluster",
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DBName: "test-db",
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},
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expectedBatch: 32,
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expectedParams: map[string]string{},
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},
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{
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name: "with additional model parameters",
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params: []*commonpb.KeyValuePair{
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{Key: models.ModelDeploymentIDKey, Value: "test-deployment"},
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{Key: models.MaxClientBatchSizeParamKey, Value: "16"},
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{Key: "custom_param1", Value: "value1"},
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{Key: "custom_param2", Value: "value2"},
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},
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conf: map[string]string{
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"endpoint": "localhost:8080",
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},
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extraInfo: &models.ModelExtraInfo{
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ClusterID: "test-cluster",
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DBName: "test-db",
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},
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expectedBatch: 16,
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expectedParams: map[string]string{
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"custom_param1": "value1",
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"custom_param2": "value2",
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},
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},
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{
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name: "case insensitive parameter keys",
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params: []*commonpb.KeyValuePair{
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{Key: "MODEL_DEPLOYMENT_ID", Value: "test-deployment"},
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{Key: "MAX_CLIENT_BATCH_SIZE", Value: "8"},
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{Key: "Custom_Param", Value: "custom_value"},
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},
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conf: map[string]string{
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"endpoint": "localhost:8080",
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},
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extraInfo: &models.ModelExtraInfo{
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ClusterID: "test-cluster",
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DBName: "test-db",
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},
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expectedBatch: 8,
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expectedParams: map[string]string{
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"Custom_Param": "custom_value",
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},
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},
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}
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for _, tt := range tests {
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s.Run(tt.name, func() {
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// Note: This test will fail with actual connection since we can't easily mock the global client manager
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// But we can test the parameter parsing logic by checking the error message
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provider, err := newZillizProvider(tt.params, tt.conf, tt.extraInfo)
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// Since we can't easily mock the zilliz client creation, we expect a connection error
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// but we can verify that the parameters were parsed correctly by checking the error doesn't relate to parameter parsing
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if err != nil {
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// Connection errors are expected in unit tests
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s.Contains(err.Error(), "Connect model serving failed", "Expected connection error, got: %v", err)
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} else {
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// If somehow the connection succeeds, verify the provider was created correctly
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s.NotNil(provider)
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zillizProvider, ok := provider.(*zillzProvider)
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s.True(ok)
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s.Equal(tt.expectedBatch, zillizProvider.maxBatch())
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s.Equal(tt.expectedParams, zillizProvider.params)
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}
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})
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}
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}
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func (s *ZillizRerankProviderSuite) TestNewZillizProvider_InvalidBatchSize() {
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tests := []struct {
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name string
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batchValue string
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expectedErr string
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}{
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{
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name: "negative batch size",
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batchValue: "-1",
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expectedErr: "must be greater than 0",
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},
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{
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name: "zero batch size",
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batchValue: "0",
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expectedErr: "must be greater than 0",
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},
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{
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name: "invalid number format",
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batchValue: "not_a_number",
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expectedErr: "is not a valid number",
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},
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{
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name: "empty batch size",
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batchValue: "",
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expectedErr: "is not a valid number",
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},
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}
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for _, tt := range tests {
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s.Run(tt.name, func() {
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params := []*commonpb.KeyValuePair{
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{Key: models.ModelDeploymentIDKey, Value: "test-deployment"},
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{Key: models.MaxClientBatchSizeParamKey, Value: tt.batchValue},
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}
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conf := map[string]string{
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"endpoint": "localhost:8080",
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}
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extraInfo := &models.ModelExtraInfo{
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ClusterID: "test-cluster",
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DBName: "test-db",
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}
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provider, err := newZillizProvider(params, conf, extraInfo)
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s.Error(err)
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s.Nil(provider)
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s.Contains(err.Error(), tt.expectedErr)
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})
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}
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}
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func (s *ZillizRerankProviderSuite) TestNewZillizProvider_MissingConfig() {
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tests := []struct {
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name string
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conf map[string]string
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expectedErr string
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}{
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{
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name: "missing endpoint",
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conf: map[string]string{},
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expectedErr: "lost endpoint config",
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},
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{
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name: "empty endpoint",
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conf: map[string]string{
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"endpoint": "",
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},
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expectedErr: "lost endpoint config",
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},
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}
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for _, tt := range tests {
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s.Run(tt.name, func() {
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params := []*commonpb.KeyValuePair{
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{Key: models.ModelDeploymentIDKey, Value: "test-deployment"},
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}
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extraInfo := &models.ModelExtraInfo{
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ClusterID: "test-cluster",
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}
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provider, err := newZillizProvider(params, tt.conf, extraInfo)
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s.Error(err)
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s.Nil(provider)
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s.Contains(err.Error(), tt.expectedErr)
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})
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}
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}
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func (s *ZillizRerankProviderSuite) TestZillzProvider_Rerank_Success() {
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// Create a mock client
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mockClient := &MockZillizClient{}
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// Set up expected behavior
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ctx := context.Background()
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query := "test query"
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docs := []string{"doc1", "doc2", "doc3"}
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params := map[string]string{"param1": "value1"}
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expectedScores := []float32{0.9, 0.7, 0.5}
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mockClient.On("Rerank", ctx, query, docs, params, int64(30)).Return(expectedScores, nil)
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// Create test provider with mock client
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provider := &testZillzProvider{
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testBaseProvider: testBaseProvider{batchSize: 64},
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client: mockClient,
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params: params,
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}
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// Test the rerank method
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scores, err := provider.rerank(ctx, query, docs)
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s.NoError(err)
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s.Equal(expectedScores, scores)
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mockClient.AssertExpectations(s.T())
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}
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func (s *ZillizRerankProviderSuite) TestZillzProvider_Rerank_Error() {
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// Create a mock client
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mockClient := &MockZillizClient{}
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// Set up expected behavior with error
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ctx := context.Background()
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query := "test query"
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docs := []string{"doc1", "doc2", "doc3"}
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params := map[string]string{"param1": "value1"}
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expectedError := errors.New("rerank service error")
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mockClient.On("Rerank", ctx, query, docs, params, int64(30)).Return([]float32(nil), expectedError)
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// Create test provider with mock client
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provider := &testZillzProvider{
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testBaseProvider: testBaseProvider{batchSize: 64},
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client: mockClient,
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params: params,
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}
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// Test the rerank method
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scores, err := provider.rerank(ctx, query, docs)
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s.Error(err)
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s.Nil(scores)
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s.Equal(expectedError, err)
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mockClient.AssertExpectations(s.T())
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}
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func (s *ZillizRerankProviderSuite) TestZillzProvider_MaxBatch() {
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tests := []struct {
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name string
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batchSize int
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expectedBatch int
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}{
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{
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name: "default batch size",
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batchSize: 64,
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expectedBatch: 64,
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},
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{
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name: "custom batch size",
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batchSize: 32,
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expectedBatch: 32,
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},
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{
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name: "small batch size",
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batchSize: 1,
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expectedBatch: 1,
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},
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}
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for _, tt := range tests {
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s.Run(tt.name, func() {
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provider := &testZillzProvider{
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testBaseProvider: testBaseProvider{batchSize: tt.batchSize},
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}
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s.Equal(tt.expectedBatch, provider.maxBatch())
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})
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}
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}
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func (s *ZillizRerankProviderSuite) TestZillzProvider_Rerank_WithDifferentParams() {
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// Create a mock client
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mockClient := &MockZillizClient{}
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// Test with empty parameters
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ctx := context.Background()
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query := "test query"
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docs := []string{"doc1", "doc2"}
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emptyParams := map[string]string{}
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expectedScores := []float32{0.8, 0.6}
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mockClient.On("Rerank", ctx, query, docs, emptyParams, int64(30)).Return(expectedScores, nil)
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// Create test provider with empty params
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provider := &testZillzProvider{
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testBaseProvider: testBaseProvider{batchSize: 64},
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client: mockClient,
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params: emptyParams,
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}
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// Test the rerank method
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scores, err := provider.rerank(ctx, query, docs)
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s.NoError(err)
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s.Equal(expectedScores, scores)
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mockClient.AssertExpectations(s.T())
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}
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func (s *ZillizRerankProviderSuite) TestZillzProvider_Rerank_EmptyDocs() {
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// Create a mock client
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mockClient := &MockZillizClient{}
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// Test with empty documents
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ctx := context.Background()
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query := "test query"
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docs := []string{}
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params := map[string]string{}
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expectedScores := []float32{}
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mockClient.On("Rerank", ctx, query, docs, params, int64(30)).Return(expectedScores, nil)
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// Create test provider
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provider := &testZillzProvider{
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testBaseProvider: testBaseProvider{batchSize: 64},
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client: mockClient,
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params: params,
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}
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// Test the rerank method
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scores, err := provider.rerank(ctx, query, docs)
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s.NoError(err)
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s.Equal(expectedScores, scores)
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mockClient.AssertExpectations(s.T())
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}
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// Test parameter parsing edge cases
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func (s *ZillizRerankProviderSuite) TestParameterParsing() {
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s.Run("no model deployment id", func() {
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params := []*commonpb.KeyValuePair{
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{Key: models.MaxClientBatchSizeParamKey, Value: "32"},
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}
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conf := map[string]string{
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"endpoint": "localhost:8080",
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}
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extraInfo := &models.ModelExtraInfo{
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ClusterID: "test-cluster",
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}
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// This should still work as model deployment ID is extracted but not validated in the provider
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provider, err := newZillizProvider(params, conf, extraInfo)
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if err != nil {
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// Connection error is expected in unit tests
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s.Contains(err.Error(), "Connect model serving failed")
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} else {
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s.NotNil(provider)
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}
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})
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s.Run("duplicate parameters", func() {
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params := []*commonpb.KeyValuePair{
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{Key: models.ModelDeploymentIDKey, Value: "deployment1"},
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{Key: models.ModelDeploymentIDKey, Value: "deployment2"}, // duplicate, should use last one
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{Key: models.MaxClientBatchSizeParamKey, Value: "16"},
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{Key: "custom_param", Value: "value1"},
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{Key: "custom_param", Value: "value2"}, // duplicate, should use last one
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}
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conf := map[string]string{
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"endpoint": "localhost:8080",
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}
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extraInfo := &models.ModelExtraInfo{
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ClusterID: "test-cluster",
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}
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provider, err := newZillizProvider(params, conf, extraInfo)
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if err != nil {
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// Connection error is expected in unit tests
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s.Contains(err.Error(), "Connect model serving failed")
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} else {
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s.NotNil(provider)
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zillizProvider, ok := provider.(*zillzProvider)
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s.True(ok)
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s.Equal("value2", zillizProvider.params["custom_param"])
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}
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})
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}
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// Benchmark tests
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func BenchmarkZillzProvider_Rerank(b *testing.B) {
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// Create a mock client
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mockClient := &MockZillizClient{}
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// Set up expected behavior
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ctx := context.Background()
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query := "benchmark query"
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docs := []string{"doc1", "doc2", "doc3", "doc4", "doc5"}
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params := map[string]string{}
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expectedScores := []float32{0.9, 0.8, 0.7, 0.6, 0.5}
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// Set up the mock to be called many times
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mockClient.On("Rerank", ctx, query, docs, params, int64(30)).Return(expectedScores, nil)
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// Create test provider with mock client
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provider := &testZillzProvider{
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testBaseProvider: testBaseProvider{batchSize: 64},
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client: mockClient,
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params: params,
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}
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b.ResetTimer()
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for i := 0; i < b.N; i++ {
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_, err := provider.rerank(ctx, query, docs)
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if err != nil {
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b.Fatal(err)
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}
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}
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}
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// Test integration with actual provider creation (will fail due to connection, but tests parameter flow)
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func TestZillizProviderIntegration(t *testing.T) {
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params := []*commonpb.KeyValuePair{
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{Key: providerParamName, Value: zillizProviderName},
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{Key: models.ModelDeploymentIDKey, Value: "test-deployment"},
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{Key: models.MaxClientBatchSizeParamKey, Value: "32"},
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}
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extraInfo := &models.ModelExtraInfo{
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ClusterID: "test-cluster",
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DBName: "test-db",
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}
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// This will test the integration through the main newProvider function
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_, err := newProvider(params, extraInfo)
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assert.Error(t, err)
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assert.Contains(t, err.Error(), "Zilliz client config error")
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}
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