File size: 5,205 Bytes
b110593
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
//                           _       _
// __      _____  __ ___   ___  __ _| |_ ___
// \ \ /\ / / _ \/ _` \ \ / / |/ _` | __/ _ \
//  \ V  V /  __/ (_| |\ V /| | (_| | ||  __/
//   \_/\_/ \___|\__,_| \_/ |_|\__,_|\__\___|
//
//  Copyright © 2016 - 2024 Weaviate B.V. All rights reserved.
//
//  CONTACT: [email protected]
//

package modqna

import (
	"context"
	"net/http"
	"os"
	"time"

	"github.com/pkg/errors"
	"github.com/sirupsen/logrus"
	"github.com/weaviate/weaviate/entities/modulecapabilities"
	"github.com/weaviate/weaviate/entities/moduletools"
	qnaadditional "github.com/weaviate/weaviate/modules/qna-transformers/additional"
	qnaadditionalanswer "github.com/weaviate/weaviate/modules/qna-transformers/additional/answer"
	qnaask "github.com/weaviate/weaviate/modules/qna-transformers/ask"
	"github.com/weaviate/weaviate/modules/qna-transformers/clients"
	qnaadependency "github.com/weaviate/weaviate/modules/qna-transformers/dependency"
	"github.com/weaviate/weaviate/modules/qna-transformers/ent"
)

func New() *QnAModule {
	return &QnAModule{}
}

type QnAModule struct {
	qna                          qnaClient
	graphqlProvider              modulecapabilities.GraphQLArguments
	searcher                     modulecapabilities.DependencySearcher
	additionalPropertiesProvider modulecapabilities.AdditionalProperties
	nearTextDependencies         []modulecapabilities.Dependency
	askTextTransformer           modulecapabilities.TextTransform
}

type qnaClient interface {
	Answer(ctx context.Context,
		text, question string) (*ent.AnswerResult, error)
	MetaInfo() (map[string]interface{}, error)
}

func (m *QnAModule) Name() string {
	return "qna-transformers"
}

func (m *QnAModule) Type() modulecapabilities.ModuleType {
	return modulecapabilities.Text2TextQnA
}

func (m *QnAModule) Init(ctx context.Context,
	params moduletools.ModuleInitParams,
) error {
	if err := m.initAdditional(ctx, params.GetConfig().ModuleHttpClientTimeout, params.GetLogger()); err != nil {
		return errors.Wrap(err, "init vectorizer")
	}

	return nil
}

func (m *QnAModule) InitExtension(modules []modulecapabilities.Module) error {
	var textTransformer modulecapabilities.TextTransform
	for _, module := range modules {
		if module.Name() == m.Name() {
			continue
		}
		if arg, ok := module.(modulecapabilities.TextTransformers); ok {
			if arg != nil && arg.TextTransformers() != nil {
				textTransformer = arg.TextTransformers()["ask"]
			}
		}
	}

	m.askTextTransformer = textTransformer

	if err := m.initAskProvider(); err != nil {
		return errors.Wrap(err, "init ask provider")
	}

	return nil
}

func (m *QnAModule) InitDependency(modules []modulecapabilities.Module) error {
	nearTextDependencies := []modulecapabilities.Dependency{}
	for _, module := range modules {
		if module.Name() == m.Name() {
			continue
		}
		var argument modulecapabilities.GraphQLArgument
		var searcher modulecapabilities.VectorForParams
		if arg, ok := module.(modulecapabilities.GraphQLArguments); ok {
			if arg != nil && arg.Arguments() != nil {
				if nearTextArg, ok := arg.Arguments()["nearText"]; ok {
					argument = nearTextArg
				}
			}
		}
		if arg, ok := module.(modulecapabilities.Searcher); ok {
			if arg != nil && arg.VectorSearches() != nil {
				if nearTextSearcher, ok := arg.VectorSearches()["nearText"]; ok {
					searcher = nearTextSearcher
				}
			}
		}

		if argument.ExtractFunction != nil && searcher != nil {
			nearTextDependency := qnaadependency.New(module.Name(), argument, searcher)
			nearTextDependencies = append(nearTextDependencies, nearTextDependency)
		}
	}
	if len(nearTextDependencies) == 0 {
		return errors.New("nearText dependecy not present")
	}

	m.nearTextDependencies = nearTextDependencies

	if err := m.initAskSearcher(); err != nil {
		return errors.Wrap(err, "init ask searcher")
	}

	return nil
}

func (m *QnAModule) initAdditional(ctx context.Context, timeout time.Duration,
	logger logrus.FieldLogger,
) error {
	// TODO: proper config management
	uri := os.Getenv("QNA_INFERENCE_API")
	if uri == "" {
		return errors.Errorf("required variable QNA_INFERENCE_API is not set")
	}

	client := clients.New(uri, timeout, logger)
	if err := client.WaitForStartup(ctx, 1*time.Second); err != nil {
		return errors.Wrap(err, "init remote vectorizer")
	}

	m.qna = client

	answerProvider := qnaadditionalanswer.New(m.qna, qnaask.NewParamsHelper())
	m.additionalPropertiesProvider = qnaadditional.New(answerProvider)

	return nil
}

func (m *QnAModule) RootHandler() http.Handler {
	// TODO: remove once this is a capability interface
	return nil
}

func (m *QnAModule) MetaInfo() (map[string]interface{}, error) {
	return m.qna.MetaInfo()
}

func (m *QnAModule) AdditionalProperties() map[string]modulecapabilities.AdditionalProperty {
	return m.additionalPropertiesProvider.AdditionalProperties()
}

// verify we implement the modules.Module interface
var (
	_ = modulecapabilities.Module(New())
	_ = modulecapabilities.AdditionalProperties(New())
	_ = modulecapabilities.MetaProvider(New())
)