Files
go-receipt-tracker/workers/gemini.go
2025-02-03 17:50:47 -05:00

179 lines
4.2 KiB
Go

package workers
import (
"context"
"fmt"
"log/slog"
"regexp"
"sync/atomic"
"git.savin.nyc/alex/go-receipt-tracker/bus"
"git.savin.nyc/alex/go-receipt-tracker/config"
"git.savin.nyc/alex/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
}