alpha version
This commit is contained in:
178
workers/gemini.go
Normal file
178
workers/gemini.go
Normal file
@ -0,0 +1,178 @@
|
||||
package workers
|
||||
|
||||
import (
|
||||
"context"
|
||||
"fmt"
|
||||
"log/slog"
|
||||
"regexp"
|
||||
"sync/atomic"
|
||||
|
||||
"github.com/alex-savin/go-receipt-tracker/bus"
|
||||
"github.com/alex-savin/go-receipt-tracker/config"
|
||||
"github.com/alex-savin/go-receipt-tracker/utils"
|
||||
"github.com/google/generative-ai-go/genai"
|
||||
"google.golang.org/api/option"
|
||||
)
|
||||
|
||||
type Gemini struct {
|
||||
id string
|
||||
model string
|
||||
opts *config.Parser
|
||||
client *genai.Client
|
||||
subscriptions map[string]chan bus.Event //
|
||||
bus *bus.Bus
|
||||
log *slog.Logger
|
||||
cancel context.CancelFunc //
|
||||
end uint32 // ensure the close methods are only called once
|
||||
}
|
||||
|
||||
func NewGemini(cfg *config.Parser, b *bus.Bus) *Gemini {
|
||||
ai := &Gemini{
|
||||
id: cfg.Type, // "gemini",
|
||||
model: cfg.Model, // "gemini-1.5-flash"
|
||||
opts: cfg,
|
||||
subscriptions: make(map[string]chan bus.Event),
|
||||
bus: b,
|
||||
}
|
||||
// model := client.GenerativeModel("gemini-1.5-flash")
|
||||
|
||||
return ai
|
||||
}
|
||||
|
||||
func (ai *Gemini) ID() string {
|
||||
return ai.id
|
||||
}
|
||||
|
||||
func (ai *Gemini) Type() string {
|
||||
return "parser"
|
||||
}
|
||||
|
||||
func (ai *Gemini) Init(log *slog.Logger) error {
|
||||
ai.log = log
|
||||
|
||||
ctx := context.Background()
|
||||
client, err := genai.NewClient(ctx, option.WithAPIKey(ai.opts.ApiKey))
|
||||
if err != nil {
|
||||
log.Error("cannot", "error", err)
|
||||
}
|
||||
ai.client = client
|
||||
|
||||
return nil
|
||||
}
|
||||
|
||||
func (ai *Gemini) Serve() {
|
||||
if atomic.LoadUint32(&ai.end) == 1 {
|
||||
return
|
||||
}
|
||||
|
||||
ai.subscribe("parser:" + ai.ID())
|
||||
// ai.subscribe("parser:*")
|
||||
|
||||
ctx, cancel := context.WithCancel(context.Background())
|
||||
ai.cancel = cancel
|
||||
|
||||
go ai.eventLoop(ctx)
|
||||
}
|
||||
|
||||
func (ai *Gemini) OneTime() error {
|
||||
return nil
|
||||
}
|
||||
|
||||
func (ai *Gemini) Stop() {
|
||||
ai.client.Close()
|
||||
}
|
||||
|
||||
func (ai *Gemini) Close() {
|
||||
}
|
||||
|
||||
func (ai *Gemini) subscribe(chn string) error {
|
||||
s, err := ai.bus.Subscribe(chn, ai.Type()+":"+ai.ID())
|
||||
if err != nil {
|
||||
ai.log.Error("couldn't subscribe to a channel", "channel", chn, "error", err.Error())
|
||||
return err
|
||||
}
|
||||
ai.subscriptions[chn] = s
|
||||
|
||||
return nil
|
||||
}
|
||||
|
||||
// eventLoop loops forever
|
||||
func (ai *Gemini) eventLoop(ctx context.Context) {
|
||||
ai.log.Debug(ai.ID() + " communication event loop started")
|
||||
defer ai.log.Debug(ai.ID() + " communication event loop halted")
|
||||
|
||||
for {
|
||||
for chn, ch := range ai.subscriptions {
|
||||
select {
|
||||
case event := <-ch:
|
||||
switch event.Payload.(type) {
|
||||
case *bus.Message:
|
||||
ai.log.Debug("got a new message to a channel", "channel", chn, "worker type", ai.Type(), "worker id", ai.ID())
|
||||
|
||||
msg := event.Payload.(*bus.Message)
|
||||
res, err := ai.recognize(event.Payload.(*bus.Message).Image.Filename)
|
||||
if err != nil {
|
||||
ai.log.Error("got an error from parser ("+ai.ID()+")", "error", err)
|
||||
}
|
||||
|
||||
msg.Image.Parsed[ai.ID()] = res
|
||||
err = ai.bus.Publish("processor:receipt_add", msg)
|
||||
if err != nil {
|
||||
ai.log.Error("couldn't publish to a channel", "channel", "processor:receipt_add", "error", err.Error())
|
||||
}
|
||||
}
|
||||
case <-ctx.Done():
|
||||
ai.log.Info("stopping " + ai.ID() + " communication event loop")
|
||||
return
|
||||
}
|
||||
}
|
||||
}
|
||||
}
|
||||
|
||||
func (ai *Gemini) recognize(img string) (res string, err error) {
|
||||
ctx := context.Background()
|
||||
|
||||
r := regexp.MustCompile(`^\x60{3}(?:json)\n([\s\S]*?)\n*\x60{3}\n*$`)
|
||||
|
||||
file, err := ai.client.UploadFileFromPath(ctx, img, nil)
|
||||
if err != nil {
|
||||
ai.log.Error("cannot upload a receipt file", "Messages error: %v\n", err)
|
||||
return "", err
|
||||
}
|
||||
defer ai.client.DeleteFile(ctx, file.Name)
|
||||
|
||||
gotFile, err := ai.client.GetFile(ctx, file.Name)
|
||||
if err != nil {
|
||||
ai.log.Error("cannot get uploaded file name", "error", err)
|
||||
}
|
||||
ai.log.Debug("successfully uploaded file", "filename", gotFile.Name)
|
||||
|
||||
model := ai.client.GenerativeModel("gemini-1.5-flash")
|
||||
resp, err := model.GenerateContent(ctx,
|
||||
genai.FileData{URI: file.URI},
|
||||
genai.Text(config.Request))
|
||||
if err != nil {
|
||||
ai.log.Error("cannot recognize a receipt", "Messages error: %v\n", err)
|
||||
}
|
||||
|
||||
for _, cand := range resp.Candidates {
|
||||
if cand.Content != nil {
|
||||
for _, part := range cand.Content.Parts {
|
||||
res += fmt.Sprint(part)
|
||||
}
|
||||
}
|
||||
}
|
||||
|
||||
if r.MatchString(res) {
|
||||
res = r.FindStringSubmatch(res)[1]
|
||||
}
|
||||
|
||||
if !utils.IsJSON(res) {
|
||||
ai.log.Error("Gemini returned not valid JSON", "%+v", res)
|
||||
return "", err
|
||||
}
|
||||
|
||||
ai.log.Debug("recognition result", "worker", ai.ID(), "output", res)
|
||||
|
||||
return res, nil
|
||||
}
|
Reference in New Issue
Block a user