quorate/services/vertex-batch/cloud.go

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package main
import (
"bytes"
"context"
"crypto/rand"
"encoding/hex"
"encoding/json"
"errors"
"fmt"
"io"
"net/http"
"net/url"
"strings"
"time"
)
type cloud struct {
client *http.Client
vertex string
storage string
project string
bucket string
poll time.Duration
}
type job struct {
Name string `json:"name"`
State string `json:"state"`
Completion struct {
Success json.Number `json:"successfulCount"`
} `json:"completionStats"`
}
func (j job) terminal() bool {
switch j.State {
case "JOB_STATE_SUCCEEDED", "JOB_STATE_FAILED", "JOB_STATE_CANCELLED", "JOB_STATE_EXPIRED", "JOB_STATE_PARTIALLY_SUCCEEDED":
return true
}
return false
}
func (c *cloud) exchange(ctx context.Context, method, endpoint string, body []byte, out any) error {
req, err := http.NewRequestWithContext(ctx, method, endpoint, bytes.NewReader(body))
if err != nil {
return err
}
if body != nil {
req.Header.Set("Content-Type", "application/json")
}
resp, err := c.client.Do(req)
if err != nil {
return fmt.Errorf("cloud request: %w", err)
}
defer func() { _ = resp.Body.Close() }()
if resp.StatusCode < 200 || resp.StatusCode >= 300 {
return fmt.Errorf("cloud %s returned HTTP %d", method, resp.StatusCode)
}
if out == nil {
_, err = io.Copy(io.Discard, resp.Body)
return err
}
return json.NewDecoder(resp.Body).Decode(out)
}
func (c *cloud) objects(ctx context.Context, prefix string) ([]string, error) {
var names []string
token := ""
for {
query := url.Values{"prefix": {prefix}}
if token != "" {
query.Set("pageToken", token)
}
var page struct {
Items []struct {
Name string `json:"name"`
} `json:"items"`
Next string `json:"nextPageToken"`
}
if err := c.exchange(ctx, http.MethodGet, c.storage+"/storage/v1/b/"+url.PathEscape(c.bucket)+"/o?"+query.Encode(), nil, &page); err != nil {
return nil, err
}
for _, item := range page.Items {
names = append(names, item.Name)
}
if page.Next == "" {
return names, nil
}
token = page.Next
}
}
func (c *cloud) objectURL(name string) string {
return c.storage + "/storage/v1/b/" + url.PathEscape(c.bucket) + "/o/" + url.PathEscape(name)
}
func (c *cloud) run(ctx context.Context, model string, native json.RawMessage) (result json.RawMessage, err error) {
var id [16]byte
if _, err := rand.Read(id[:]); err != nil {
return nil, err
}
prefix := hex.EncodeToString(id[:]) + "/"
var current job
defer func() {
cleanup, cancel := context.WithTimeout(context.WithoutCancel(ctx), 30*time.Second)
defer cancel()
if current.Name != "" && !current.terminal() {
if e := c.exchange(cleanup, http.MethodPost, c.vertex+"/v1/"+current.Name+":cancel", []byte("{}"), nil); e != nil && err == nil {
err = e
}
}
names, e := c.objects(cleanup, prefix)
if e != nil && err == nil {
err = e
}
for _, name := range names {
if e := c.exchange(cleanup, http.MethodDelete, c.objectURL(name), nil, nil); e != nil && err == nil {
err = e
}
}
}()
input := prefix + "input.jsonl"
row, err := json.Marshal(struct {
Request json.RawMessage `json:"request"`
}{native})
if err != nil {
return nil, err
}
upload := c.storage + "/upload/storage/v1/b/" + url.PathEscape(c.bucket) + "/o?" + url.Values{"name": {input}, "uploadType": {"media"}}.Encode()
if err = c.exchange(ctx, http.MethodPost, upload, append(row, '\n'), nil); err != nil {
return nil, err
}
body, _ := json.Marshal(map[string]any{
"displayName": strings.TrimSuffix(prefix, "/"), "model": "publishers/google/models/" + model,
"inputConfig": map[string]any{"instancesFormat": "jsonl", "gcsSource": map[string]any{"uris": []string{"gs://" + c.bucket + "/" + input}}},
"outputConfig": map[string]any{"predictionsFormat": "jsonl", "gcsDestination": map[string]any{"outputUriPrefix": "gs://" + c.bucket + "/" + prefix + "output/"}},
})
// A cancelled caller still needs the submitted job's name to cancel it.
submit, cancelSubmit := context.WithTimeout(context.WithoutCancel(ctx), 30*time.Second)
err = c.exchange(submit, http.MethodPost, c.vertex+"/v1/projects/"+url.PathEscape(c.project)+"/locations/global/batchPredictionJobs", body, &current)
cancelSubmit()
if err != nil {
return nil, err
}
if err = ctx.Err(); err != nil {
return nil, err
}
ticker := time.NewTicker(c.poll)
defer ticker.Stop()
for !current.terminal() {
select {
case <-ctx.Done():
return nil, ctx.Err()
case <-ticker.C:
if err = c.exchange(ctx, http.MethodGet, c.vertex+"/v1/"+current.Name, nil, &current); err != nil {
return nil, err
}
}
}
if current.State != "JOB_STATE_SUCCEEDED" || current.Completion.Success != "1" {
return nil, fmt.Errorf("batch did not produce one successful row (%s)", current.State)
}
names, err := c.objects(ctx, prefix+"output/")
if err != nil {
return nil, err
}
var rows []prediction
for _, name := range names {
if !strings.HasSuffix(name, ".jsonl") {
continue
}
output, err := c.readOutput(ctx, name)
if err != nil {
return nil, err
}
rows = append(rows, output...)
}
if len(rows) != 1 || (len(rows[0].Status) != 0 && string(rows[0].Status) != `""`) || len(rows[0].Response) == 0 {
return nil, errors.New("batch output is not one successful row")
}
return rows[0].Response, nil
}
type prediction struct {
Status json.RawMessage `json:"status"`
Response json.RawMessage `json:"response"`
}
func (c *cloud) readOutput(ctx context.Context, name string) ([]prediction, error) {
req, err := http.NewRequestWithContext(ctx, http.MethodGet, c.objectURL(name)+"?alt=media", nil)
if err != nil {
return nil, err
}
resp, err := c.client.Do(req)
if err != nil {
return nil, err
}
defer func() { _ = resp.Body.Close() }()
if resp.StatusCode != http.StatusOK {
return nil, fmt.Errorf("batch output returned HTTP %d", resp.StatusCode)
}
decoder := json.NewDecoder(resp.Body)
var rows []prediction
for {
var row prediction
if err := decoder.Decode(&row); errors.Is(err, io.EOF) {
return rows, nil
} else if err != nil {
return nil, err
}
rows = append(rows, row)
}
}