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d3164e8030
https://github.com/milvus-io/milvus/issues/45544 - Add batch_factor configuration parameter (default: 5) to control embedding provider batch sizes - Add disable_func_runtime_check property to bypass function validation during collection creation - Add database interceptor support for AddCollectionFunction, AlterCollectionFunction, and DropCollectionFunction requests Signed-off-by: junjie.jiang <junjie.jiang@zilliz.com>
105 lines
3.0 KiB
Go
105 lines
3.0 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 embedding
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import (
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"context"
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"strings"
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"github.com/milvus-io/milvus-proto/go-api/v2/schemapb"
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"github.com/milvus-io/milvus/internal/util/function/models"
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"github.com/milvus-io/milvus/internal/util/function/models/zilliz"
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"github.com/milvus-io/milvus/pkg/v2/util/typeutil"
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)
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type ZillizEmbeddingProvider struct {
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fieldDim int64
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client *zilliz.ZillizClient
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modelName string
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maxBatch int
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modelParams map[string]string
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extraInfo *models.ModelExtraInfo
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}
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func NewZillizEmbeddingProvider(fieldSchema *schemapb.FieldSchema, functionSchema *schemapb.FunctionSchema, params map[string]string, extraInfo *models.ModelExtraInfo) (*ZillizEmbeddingProvider, error) {
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fieldDim, err := typeutil.GetDim(fieldSchema)
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if err != nil {
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return nil, err
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}
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var modelDeploymentID string
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modelParams := map[string]string{}
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for _, param := range functionSchema.Params {
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switch strings.ToLower(param.Key) {
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case models.ModelDeploymentIDKey:
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modelDeploymentID = param.Value
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default:
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modelParams[param.Key] = param.Value
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}
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}
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c, err := zilliz.NewZilliClient(modelDeploymentID, extraInfo.ClusterID, extraInfo.DBName, params)
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if err != nil {
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return nil, err
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}
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maxBatch := 64
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provider := ZillizEmbeddingProvider{
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client: c,
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fieldDim: fieldDim,
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maxBatch: maxBatch,
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modelParams: modelParams,
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extraInfo: extraInfo,
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}
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return &provider, nil
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}
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func (provider *ZillizEmbeddingProvider) MaxBatch() int {
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return provider.extraInfo.BatchFactor * provider.maxBatch
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}
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func (provider *ZillizEmbeddingProvider) FieldDim() int64 {
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return provider.fieldDim
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}
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func (provider *ZillizEmbeddingProvider) CallEmbedding(ctx context.Context, texts []string, mode models.TextEmbeddingMode) (any, error) {
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numRows := len(texts)
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if mode == models.SearchMode {
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provider.modelParams["input_type"] = "query"
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} else {
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provider.modelParams["input_type"] = "document"
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}
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data := make([][]float32, 0, numRows)
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for i := 0; i < numRows; i += provider.maxBatch {
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end := i + provider.maxBatch
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if end > numRows {
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end = numRows
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}
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embds, err := provider.client.Embedding(ctx, texts[i:end], provider.modelParams)
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if err != nil {
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return nil, err
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}
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data = append(data, embds...)
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}
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return data, nil
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}
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