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* feat: add usearch * style: format code with Gofumpt and Prettier This commit fixes the style issues introduced in 58baee9 according to the output from Gofumpt and Prettier. Details: #2608 * feat: impl usearch istallation cmd for ci/base container * style: format code with Gofumpt and Prettier This commit fixes the style issues introduced in 938cc12 according to the output from Gofumpt and Prettier. Details: #2608 * add: multiple vector test * fix: add ldconfg to Makefile * refactor: covert switch to map --------- Co-authored-by: deepsource-autofix[bot] <62050782+deepsource-autofix[bot]@users.noreply.github.com> Co-authored-by: Hiroto Funakoshi <[email protected]> Co-authored-by: Kiichiro YUKAWA <[email protected]> Co-authored-by: Yusuke Kato <[email protected]>
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// | ||
// Copyright (C) 2019-2024 vdaas.org vald team <[email protected]> | ||
// | ||
// Licensed under the Apache License, Version 2.0 (the "License"); | ||
// You may not use this file except in compliance with the License. | ||
// You may obtain a copy of the License at | ||
// | ||
// https://www.apache.org/licenses/LICENSE-2.0 | ||
// | ||
// Unless required by applicable law or agreed to in writing, software | ||
// distributed under the License is distributed on an "AS IS" BASIS, | ||
// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | ||
// See the License for the specific language governing permissions and | ||
// limitations under the License. | ||
// | ||
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// Package usearch provides implementation of Go API for https://github.com/unum-cloud/usearch | ||
package usearch | ||
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import ( | ||
"strconv" | ||
"strings" | ||
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"github.com/kpango/fastime" | ||
core "github.com/unum-cloud/usearch/golang" | ||
"github.com/vdaas/vald/internal/core/algorithm" | ||
"github.com/vdaas/vald/internal/errors" | ||
) | ||
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// Option represents the functional option for usearch. | ||
type Option func(*usearch) error | ||
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var defaultOptions = []Option{ | ||
WithIndexPath("/tmp/usearch-" + strconv.FormatInt(fastime.UnixNanoNow(), 10)), | ||
WithQuantizationType("F32"), | ||
WithMetricType("cosine"), | ||
WithDimension(64), | ||
WithConnectivity(0), | ||
WithExpansionAdd(0), | ||
WithExpansionSearch(0), | ||
WithMulti(false), | ||
} | ||
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// WithIndexPath represents the option to set the index path for usearch. | ||
func WithIndexPath(path string) Option { | ||
return func(u *usearch) error { | ||
if len(path) == 0 { | ||
return errors.NewErrIgnoredOption("indexPath") | ||
} | ||
u.idxPath = path | ||
return nil | ||
} | ||
} | ||
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// WithQuantizationType represents the option to set the quantizationType for usearch. | ||
func WithQuantizationType(quantizationType string) Option { | ||
return func(u *usearch) error { | ||
quantizationTypeMap := map[string]core.Quantization{ | ||
"BF16": core.BF16, | ||
"F16": core.F16, | ||
"F32": core.F32, | ||
"F64": core.F64, | ||
"I8": core.I8, | ||
"B1": core.B1, | ||
} | ||
if quantizationType, ok := quantizationTypeMap[quantizationType]; ok { | ||
u.quantizationType = quantizationType | ||
} else { | ||
err := errors.NewUsearchError("unsupported QuantizationType") | ||
return errors.NewErrCriticalOption("QuantizationType", quantizationType, err) | ||
} | ||
return nil | ||
} | ||
} | ||
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// WithMetricType represents the option to set the metricType for usearch. | ||
func WithMetricType(metricType string) Option { | ||
return func(u *usearch) error { | ||
metricTypeMap := map[string]core.Metric{ | ||
"l2sq": core.L2sq, | ||
"ip": core.InnerProduct, | ||
"cosine": core.Cosine, | ||
"haversine": core.Haversine, | ||
"divergence": core.Divergence, | ||
"pearson": core.Pearson, | ||
"hamming": core.Hamming, | ||
"tanimoto": core.Tanimoto, | ||
"sorensen": core.Sorensen, | ||
} | ||
normalizedMetricType := strings.NewReplacer("-", "", "_", "", " ", "").Replace(strings.ToLower(metricType)) | ||
if metricType, ok := metricTypeMap[normalizedMetricType]; ok { | ||
u.metricType = metricType | ||
} else { | ||
err := errors.NewUsearchError("unsupported MetricType") | ||
return errors.NewErrCriticalOption("MetricType", metricType, err) | ||
} | ||
return nil | ||
} | ||
} | ||
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// WithDimension represents the option to set the dimension for usearch. | ||
func WithDimension(dim int) Option { | ||
return func(u *usearch) error { | ||
if dim > algorithm.MaximumVectorDimensionSize || dim < algorithm.MinimumVectorDimensionSize { | ||
err := errors.ErrInvalidDimensionSize(dim, algorithm.MaximumVectorDimensionSize) | ||
return errors.NewErrCriticalOption("dimension", dim, err) | ||
} | ||
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u.dimension = uint(dim) | ||
return nil | ||
} | ||
} | ||
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// WithConnectivity represents the option to set the connectivity for usearch. | ||
func WithConnectivity(connectivity int) Option { | ||
return func(u *usearch) error { | ||
if connectivity < 0 { | ||
return errors.NewErrInvalidOption("Connectivity", connectivity) | ||
} | ||
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u.connectivity = uint(connectivity) | ||
return nil | ||
} | ||
} | ||
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// WithExpansionAdd represents the option to set the expansion add for usearch. | ||
func WithExpansionAdd(expansionAdd int) Option { | ||
return func(u *usearch) error { | ||
if expansionAdd < 0 { | ||
return errors.NewErrInvalidOption("Expansion Add", expansionAdd) | ||
} | ||
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u.expansionAdd = uint(expansionAdd) | ||
return nil | ||
} | ||
} | ||
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// WithExpansionSearch represents the option to set the expansion search for usearch. | ||
func WithExpansionSearch(expansionSearch int) Option { | ||
return func(u *usearch) error { | ||
if expansionSearch < 0 { | ||
return errors.NewErrInvalidOption("Expansion Search", expansionSearch) | ||
} | ||
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u.expansionSearch = uint(expansionSearch) | ||
return nil | ||
} | ||
} | ||
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// WithMulti represents the option to set the multi for usearch. | ||
func WithMulti(multi bool) Option { | ||
return func(u *usearch) error { | ||
u.multi = multi | ||
return nil | ||
} | ||
} |
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