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query.go
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/
query.go
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package embed
import (
"github.com/tzapio/tzap/pkg/types"
"github.com/tzapio/tzap/pkg/tzap"
)
func NewQuery(t *tzap.Tzap, input string) (types.QueryRequest, error) {
embeddings, err := getEmbeddings(t, input)
if err != nil {
return types.QueryRequest{}, err
}
queryFilters := CreateQueryFilters(embeddings)
query := BuildQuery(queryFilters)
return query, nil
}
func getEmbeddings(t *tzap.Tzap, input string) ([][1536]float32, error) {
embeddings, err := t.TG.FetchEmbedding(t.C, input)
if err != nil {
return nil, err
}
return embeddings, nil
}
func CreateQueryFilters(embeddings [][1536]float32) []types.QueryFilter {
var queryFilters []types.QueryFilter
for _, embedding := range embeddings {
queryFilters = append(queryFilters, types.QueryFilter{
Filter: nil, // No filter is applied; adjust this according to your needs
Values: embedding,
})
}
return queryFilters
}
func BuildQuery(queryFilters []types.QueryFilter) types.QueryRequest {
return types.QueryRequest{
TopK: 10, // Adjust this value according to your needs
IncludeMetadata: true, // Include metadata in the response
Namespace: "", // Set the appropriate namespace
Queries: queryFilters,
}
}