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open_api_benthos_processor.go
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190 lines (153 loc) · 3.72 KB
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package open_api_benthos_processor
import (
"context"
"fmt"
"strconv"
"strings"
"github.com/benthosdev/benthos/v4/public/service"
)
var openAiProcessorConfigSpec = service.NewConfigSpec().
Summary("Creates a processor that sends requests to chat gpt").
Field(service.NewStringField("source_field")).
Field(service.NewStringField("target_field")).
Field(service.NewStringField("prompt")).
Field(service.NewStringField("api_key")).
Field(service.NewStringField("model")).
Field(service.NewStringField("api_endpoint").Default("none")).
Field(service.NewStringField("driver"))
type openAiProcessor struct {
sourceField string
targetField string
client AiProcessor
model string
prompt string
apiEndpoint string
// driver can be azure or openai
driver string
metricCounter *service.MetricCounter
}
func init() {
err := service.RegisterProcessor(
"open_ai",
openAiProcessorConfigSpec,
func(conf *service.ParsedConfig, mgr *service.Resources) (service.Processor, error) {
return newOpenAiProcessor(conf, mgr.Metrics())
},
)
if err != nil {
panic(err)
}
}
func newOpenAiProcessor(conf *service.ParsedConfig, metrics *service.Metrics) (*openAiProcessor, error) {
var (
sourceField string
targetField string
model string
apiKey string
prompt string
driver string
apiEndpoint string
)
sourceField, err := conf.FieldString("source_field")
if err != nil {
return nil, err
}
apiEndpoint, err = conf.FieldString("api_endpoint")
if err != nil {
return nil, err
}
targetField, err = conf.FieldString("target_field")
if err != nil {
return nil, err
}
driver, err = conf.FieldString("driver")
if err != nil {
return nil, err
}
apiKey, err = conf.FieldString("api_key")
if err != nil {
return nil, err
}
model, err = conf.FieldString("model")
if err != nil {
return nil, err
}
prompt, err = conf.FieldString("prompt")
if err != nil {
return nil, err
}
var aiDriver AiProcessor
switch driver {
case "azure":
aiDriver = NewAzureProcessor(apiKey, apiEndpoint)
case "openai":
aiDriver = NewOpenAIProcessor(apiKey, model)
}
return &openAiProcessor{
sourceField: sourceField,
targetField: targetField,
client: aiDriver,
model: model,
prompt: prompt,
driver: driver,
apiEndpoint: apiEndpoint,
metricCounter: metrics.NewCounter("open_ai_request"),
}, nil
}
func (o *openAiProcessor) Process(ctx context.Context, m *service.Message) (service.MessageBatch, error) {
content, err := m.AsStructuredMut()
if err != nil {
return nil, err
}
value, ok := getByKey(content, o.sourceField)
if !ok {
return []*service.Message{m}, nil
}
prompt := fmt.Sprintf("Take the data: '%s' and respond after doing following: '%s' .", value, o.prompt)
resp, err := o.client.Ask(prompt)
if err != nil {
fmt.Printf("ChatCompletion error: %v\n", err)
if err != nil {
return []*service.Message{m}, nil
}
}
payload := make(map[string]interface{})
payload[o.targetField] = resp
for k, v := range content.(map[string]interface{}) {
payload[k] = v
}
m.SetStructured(payload)
return []*service.Message{m}, nil
}
func getByKey(m interface{}, key string) (any, bool) {
L:
for _, k := range strings.Split(key, ".") {
var v interface{}
switch m := m.(type) {
case map[string]interface{}:
v = m[k]
case []interface{}:
idx, err := strconv.Atoi(k)
if err != nil || idx > len(m) {
break L
}
v = m[idx]
default:
break L
}
switch v := v.(type) {
case map[string]interface{}:
m = v
case []interface{}:
m = v
case string:
return v, true
default:
break L
}
}
return nil, false
}
func (o *openAiProcessor) Close(ctx context.Context) error {
return nil
}