interactive.go 19.3 KB
Newer Older
1
2
3
4
5
6
7
8
package cmd

import (
	"errors"
	"fmt"
	"io"
	"net/http"
	"os"
9
	"path/filepath"
10
	"regexp"
11
	"sort"
12
13
14
15
16
	"strings"

	"github.com/spf13/cobra"
	"golang.org/x/exp/slices"

17
18
19
	"github.com/ollama/ollama/api"
	"github.com/ollama/ollama/progress"
	"github.com/ollama/ollama/readline"
20
	"github.com/ollama/ollama/types/errtypes"
21
22
23
24
25
26
27
28
29
30
31
)

type MultilineState int

const (
	MultilineNone MultilineState = iota
	MultilinePrompt
	MultilineSystem
	MultilineTemplate
)

32
func loadModel(cmd *cobra.Command, opts *runOptions) error {
33
34
	client, err := api.ClientFromEnvironment()
	if err != nil {
35
		return err
36
37
	}

38
39
40
41
42
43
44
45
	p := progress.NewProgress(os.Stderr)
	defer p.StopAndClear()

	spinner := progress.NewSpinner("")
	p.Add("", spinner)

	showReq := api.ShowRequest{Name: opts.Model}
	showResp, err := client.Show(cmd.Context(), &showReq)
46
	if err != nil {
47
		return err
48
	}
49
50
	opts.MultiModal = slices.Contains(showResp.Details.Families, "clip")
	opts.ParentModel = showResp.Details.ParentModel
51

52
53
54
	if len(showResp.Messages) > 0 {
		opts.Messages = append(opts.Messages, showResp.Messages...)
	}
55

56
	chatReq := &api.ChatRequest{
57
58
		Model:    opts.Model,
		Messages: []api.Message{},
59
	}
60
61
62
63
64

	if opts.KeepAlive != nil {
		chatReq.KeepAlive = opts.KeepAlive
	}

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
	err = client.Chat(cmd.Context(), chatReq, func(resp api.ChatResponse) error {
		p.StopAndClear()
		if len(opts.Messages) > 0 {
			for _, msg := range opts.Messages {
				switch msg.Role {
				case "user":
					fmt.Printf(">>> %s\n", msg.Content)
				case "assistant":
					state := &displayResponseState{}
					displayResponse(msg.Content, opts.WordWrap, state)
					fmt.Println()
					fmt.Println()
				}
			}
		}
		return nil
	})
	if err != nil {
		return err
	}

	return nil
}

func generateInteractive(cmd *cobra.Command, opts runOptions) error {
	opts.Messages = make([]api.Message, 0)

	err := loadModel(cmd, &opts)
	if err != nil {
94
95
96
97
98
		return err
	}

	usage := func() {
		fmt.Fprintln(os.Stderr, "Available Commands:")
99
100
101
102
		fmt.Fprintln(os.Stderr, "  /set            Set session variables")
		fmt.Fprintln(os.Stderr, "  /show           Show model information")
		fmt.Fprintln(os.Stderr, "  /load <model>   Load a session or model")
		fmt.Fprintln(os.Stderr, "  /save <model>   Save your current session")
Bryce Reitano's avatar
Bryce Reitano committed
103
		fmt.Fprintln(os.Stderr, "  /clear          Clear session context")
104
105
106
		fmt.Fprintln(os.Stderr, "  /bye            Exit")
		fmt.Fprintln(os.Stderr, "  /?, /help       Help for a command")
		fmt.Fprintln(os.Stderr, "  /? shortcuts    Help for keyboard shortcuts")
107
108
		fmt.Fprintln(os.Stderr, "")
		fmt.Fprintln(os.Stderr, "Use \"\"\" to begin a multi-line message.")
109
110
111
112
113

		if opts.MultiModal {
			fmt.Fprintf(os.Stderr, "Use %s to include .jpg or .png images.\n", filepath.FromSlash("/path/to/file"))
		}

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
		fmt.Fprintln(os.Stderr, "")
	}

	usageSet := func() {
		fmt.Fprintln(os.Stderr, "Available Commands:")
		fmt.Fprintln(os.Stderr, "  /set parameter ...     Set a parameter")
		fmt.Fprintln(os.Stderr, "  /set system <string>   Set system message")
		fmt.Fprintln(os.Stderr, "  /set template <string> Set prompt template")
		fmt.Fprintln(os.Stderr, "  /set history           Enable history")
		fmt.Fprintln(os.Stderr, "  /set nohistory         Disable history")
		fmt.Fprintln(os.Stderr, "  /set wordwrap          Enable wordwrap")
		fmt.Fprintln(os.Stderr, "  /set nowordwrap        Disable wordwrap")
		fmt.Fprintln(os.Stderr, "  /set format json       Enable JSON mode")
		fmt.Fprintln(os.Stderr, "  /set noformat          Disable formatting")
		fmt.Fprintln(os.Stderr, "  /set verbose           Show LLM stats")
		fmt.Fprintln(os.Stderr, "  /set quiet             Disable LLM stats")
		fmt.Fprintln(os.Stderr, "")
	}

	usageShortcuts := func() {
		fmt.Fprintln(os.Stderr, "Available keyboard shortcuts:")
		fmt.Fprintln(os.Stderr, "  Ctrl + a            Move to the beginning of the line (Home)")
		fmt.Fprintln(os.Stderr, "  Ctrl + e            Move to the end of the line (End)")
		fmt.Fprintln(os.Stderr, "   Alt + b            Move back (left) one word")
		fmt.Fprintln(os.Stderr, "   Alt + f            Move forward (right) one word")
		fmt.Fprintln(os.Stderr, "  Ctrl + k            Delete the sentence after the cursor")
		fmt.Fprintln(os.Stderr, "  Ctrl + u            Delete the sentence before the cursor")
		fmt.Fprintln(os.Stderr, "")
		fmt.Fprintln(os.Stderr, "  Ctrl + l            Clear the screen")
		fmt.Fprintln(os.Stderr, "  Ctrl + c            Stop the model from responding")
		fmt.Fprintln(os.Stderr, "  Ctrl + d            Exit ollama (/bye)")
		fmt.Fprintln(os.Stderr, "")
	}

	usageShow := func() {
		fmt.Fprintln(os.Stderr, "Available Commands:")
150
		fmt.Fprintln(os.Stderr, "  /show info         Show details for this model")
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
		fmt.Fprintln(os.Stderr, "  /show license      Show model license")
		fmt.Fprintln(os.Stderr, "  /show modelfile    Show Modelfile for this model")
		fmt.Fprintln(os.Stderr, "  /show parameters   Show parameters for this model")
		fmt.Fprintln(os.Stderr, "  /show system       Show system message")
		fmt.Fprintln(os.Stderr, "  /show template     Show prompt template")
		fmt.Fprintln(os.Stderr, "")
	}

	// only list out the most common parameters
	usageParameters := func() {
		fmt.Fprintln(os.Stderr, "Available Parameters:")
		fmt.Fprintln(os.Stderr, "  /set parameter seed <int>             Random number seed")
		fmt.Fprintln(os.Stderr, "  /set parameter num_predict <int>      Max number of tokens to predict")
		fmt.Fprintln(os.Stderr, "  /set parameter top_k <int>            Pick from top k num of tokens")
		fmt.Fprintln(os.Stderr, "  /set parameter top_p <float>          Pick token based on sum of probabilities")
		fmt.Fprintln(os.Stderr, "  /set parameter num_ctx <int>          Set the context size")
		fmt.Fprintln(os.Stderr, "  /set parameter temperature <float>    Set creativity level")
		fmt.Fprintln(os.Stderr, "  /set parameter repeat_penalty <float> How strongly to penalize repetitions")
		fmt.Fprintln(os.Stderr, "  /set parameter repeat_last_n <int>    Set how far back to look for repetitions")
		fmt.Fprintln(os.Stderr, "  /set parameter num_gpu <int>          The number of layers to send to the GPU")
171
		fmt.Fprintln(os.Stderr, "  /set parameter stop <string> <string> ...   Set the stop parameters")
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
		fmt.Fprintln(os.Stderr, "")
	}

	scanner, err := readline.New(readline.Prompt{
		Prompt:         ">>> ",
		AltPrompt:      "... ",
		Placeholder:    "Send a message (/? for help)",
		AltPlaceholder: `Use """ to end multi-line input`,
	})
	if err != nil {
		return err
	}

	fmt.Print(readline.StartBracketedPaste)
	defer fmt.Printf(readline.EndBracketedPaste)

188
	var sb strings.Builder
189
190
191
192
193
194
195
196
197
198
199
200
201
202
	var multiline MultilineState

	for {
		line, err := scanner.Readline()
		switch {
		case errors.Is(err, io.EOF):
			fmt.Println()
			return nil
		case errors.Is(err, readline.ErrInterrupt):
			if line == "" {
				fmt.Println("\nUse Ctrl + d or /bye to exit.")
			}

			scanner.Prompt.UseAlt = false
203
			sb.Reset()
204
205
206
207
208
209
210

			continue
		case err != nil:
			return err
		}

		switch {
211
212
213
214
215
216
		case multiline != MultilineNone:
			// check if there's a multiline terminating string
			before, ok := strings.CutSuffix(line, `"""`)
			sb.WriteString(before)
			if !ok {
				fmt.Fprintln(&sb)
217
218
219
220
221
				continue
			}

			switch multiline {
			case MultilineSystem:
222
				opts.System = sb.String()
223
				opts.Messages = append(opts.Messages, api.Message{Role: "system", Content: opts.System})
224
				fmt.Println("Set system message.")
225
				sb.Reset()
226
			case MultilineTemplate:
227
				opts.Template = sb.String()
228
				fmt.Println("Set prompt template.")
229
				sb.Reset()
230
			}
231

232
			multiline = MultilineNone
233
234
235
236
237
238
239
240
241
242
243
			scanner.Prompt.UseAlt = false
		case strings.HasPrefix(line, `"""`):
			line := strings.TrimPrefix(line, `"""`)
			line, ok := strings.CutSuffix(line, `"""`)
			sb.WriteString(line)
			if !ok {
				// no multiline terminating string; need more input
				fmt.Fprintln(&sb)
				multiline = MultilinePrompt
				scanner.Prompt.UseAlt = true
			}
244
		case scanner.Pasting:
245
			fmt.Fprintln(&sb, line)
246
247
248
249
250
251
			continue
		case strings.HasPrefix(line, "/list"):
			args := strings.Fields(line)
			if err := ListHandler(cmd, args[1:]); err != nil {
				return err
			}
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
		case strings.HasPrefix(line, "/load"):
			args := strings.Fields(line)
			if len(args) != 2 {
				fmt.Println("Usage:\n  /load <modelname>")
				continue
			}
			opts.Model = args[1]
			opts.Messages = []api.Message{}
			fmt.Printf("Loading model '%s'\n", opts.Model)
			if err := loadModel(cmd, &opts); err != nil {
				return err
			}
			continue
		case strings.HasPrefix(line, "/save"):
			args := strings.Fields(line)
			if len(args) != 2 {
				fmt.Println("Usage:\n  /save <modelname>")
				continue
			}

			client, err := api.ClientFromEnvironment()
			if err != nil {
				fmt.Println("error: couldn't connect to ollama server")
				return err
			}

			req := &api.CreateRequest{
				Name:      args[1],
				Modelfile: buildModelfile(opts),
			}
			fn := func(resp api.ProgressResponse) error { return nil }
			err = client.Create(cmd.Context(), req, fn)
			if err != nil {
285
286
287
288
				if strings.Contains(err.Error(), errtypes.InvalidModelNameErrMsg) {
					fmt.Printf("error: The model name '%s' is invalid\n", args[1])
					continue
				}
289
290
291
292
				return err
			}
			fmt.Printf("Created new model '%s'\n", args[1])
			continue
Bryce Reitano's avatar
Bryce Reitano committed
293
294
		case strings.HasPrefix(line, "/clear"):
			opts.Messages = []api.Message{}
Patrick Devine's avatar
Patrick Devine committed
295
296
297
298
			if opts.System != "" {
				newMessage := api.Message{Role: "system", Content: opts.System}
				opts.Messages = append(opts.Messages, newMessage)
			}
Bryce Reitano's avatar
Bryce Reitano committed
299
300
			fmt.Println("Cleared session context")
			continue
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
		case strings.HasPrefix(line, "/set"):
			args := strings.Fields(line)
			if len(args) > 1 {
				switch args[1] {
				case "history":
					scanner.HistoryEnable()
				case "nohistory":
					scanner.HistoryDisable()
				case "wordwrap":
					opts.WordWrap = true
					fmt.Println("Set 'wordwrap' mode.")
				case "nowordwrap":
					opts.WordWrap = false
					fmt.Println("Set 'nowordwrap' mode.")
				case "verbose":
316
317
318
					if err := cmd.Flags().Set("verbose", "true"); err != nil {
						return err
					}
319
320
					fmt.Println("Set 'verbose' mode.")
				case "quiet":
321
322
323
					if err := cmd.Flags().Set("verbose", "false"); err != nil {
						return err
					}
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
					fmt.Println("Set 'quiet' mode.")
				case "format":
					if len(args) < 3 || args[2] != "json" {
						fmt.Println("Invalid or missing format. For 'json' mode use '/set format json'")
					} else {
						opts.Format = args[2]
						fmt.Printf("Set format to '%s' mode.\n", args[2])
					}
				case "noformat":
					opts.Format = ""
					fmt.Println("Disabled format.")
				case "parameter":
					if len(args) < 4 {
						usageParameters()
						continue
					}
Michael Yang's avatar
Michael Yang committed
340
					params := args[3:]
341
342
					fp, err := api.FormatParams(map[string][]string{args[2]: params})
					if err != nil {
343
						fmt.Printf("Couldn't set parameter: %q\n", err)
344
345
						continue
					}
346
					fmt.Printf("Set parameter '%s' to '%s'\n", args[2], strings.Join(params, ", "))
347
348
349
350
351
352
					opts.Options[args[2]] = fp[args[2]]
				case "system", "template":
					if len(args) < 3 {
						usageSet()
						continue
					}
353
354
355
356
357
358
359

					if args[1] == "system" {
						multiline = MultilineSystem
					} else if args[1] == "template" {
						multiline = MultilineTemplate
					}

360
					line := strings.Join(args[2:], " ")
361
362
363
					line, ok := strings.CutPrefix(line, `"""`)
					if !ok {
						multiline = MultilineNone
364
					} else {
365
366
367
368
369
370
371
372
373
374
375
376
377
378
						// only cut suffix if the line is multiline
						line, ok = strings.CutSuffix(line, `"""`)
						if ok {
							multiline = MultilineNone
						}
					}

					sb.WriteString(line)
					if multiline != MultilineNone {
						scanner.Prompt.UseAlt = true
						continue
					}

					if args[1] == "system" {
379
380
381
382
383
384
385
386
387
						opts.System = sb.String() // for display in modelfile
						newMessage := api.Message{Role: "system", Content: sb.String()}
						// Check if the slice is not empty and the last message is from 'system'
						if len(opts.Messages) > 0 && opts.Messages[len(opts.Messages)-1].Role == "system" {
							// Replace the last message
							opts.Messages[len(opts.Messages)-1] = newMessage
						} else {
							opts.Messages = append(opts.Messages, newMessage)
						}
388
						fmt.Println("Set system message.")
389
						sb.Reset()
390
391
392
					} else if args[1] == "template" {
						opts.Template = sb.String()
						fmt.Println("Set prompt template.")
393
						sb.Reset()
394
					}
395
396
397

					sb.Reset()
					continue
398
399
400
401
402
403
404
405
406
407
408
409
410
411
				default:
					fmt.Printf("Unknown command '/set %s'. Type /? for help\n", args[1])
				}
			} else {
				usageSet()
			}
		case strings.HasPrefix(line, "/show"):
			args := strings.Fields(line)
			if len(args) > 1 {
				client, err := api.ClientFromEnvironment()
				if err != nil {
					fmt.Println("error: couldn't connect to ollama server")
					return err
				}
412
				req := &api.ShowRequest{
413
					Name:     opts.Model,
414
415
416
417
418
					System:   opts.System,
					Template: opts.Template,
					Options:  opts.Options,
				}
				resp, err := client.Show(cmd.Context(), req)
419
420
421
422
423
424
				if err != nil {
					fmt.Println("error: couldn't get model")
					return err
				}

				switch args[1] {
425
426
427
428
429
430
431
432
433
434
				case "info":
					fmt.Println("Model details:")
					if len(resp.Details.Families) > 0 {
						fmt.Printf("Family              %s\n", strings.Join(resp.Details.Families, ", "))
					} else if resp.Details.Family != "" {
						fmt.Printf("Family              %s\n", resp.Details.Family)
					}
					fmt.Printf("Parameter Size      %s\n", resp.Details.ParameterSize)
					fmt.Printf("Quantization Level  %s\n", resp.Details.QuantizationLevel)
					fmt.Println("")
435
436
				case "license":
					if resp.License == "" {
437
						fmt.Println("No license was specified for this model.")
438
439
440
441
442
443
444
					} else {
						fmt.Println(resp.License)
					}
				case "modelfile":
					fmt.Println(resp.Modelfile)
				case "parameters":
					if resp.Parameters == "" {
445
						fmt.Println("No parameters were specified for this model.")
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
463
					} else {
						if len(opts.Options) > 0 {
							fmt.Println("User defined parameters:")
							for k, v := range opts.Options {
								fmt.Printf("%-*s %v\n", 30, k, v)
							}
							fmt.Println()
						}
						fmt.Println("Model defined parameters:")
						fmt.Println(resp.Parameters)
					}
				case "system":
					switch {
					case opts.System != "":
						fmt.Println(opts.System + "\n")
					case resp.System != "":
						fmt.Println(resp.System + "\n")
					default:
464
						fmt.Println("No system message was specified for this model.")
465
466
467
468
469
470
471
472
					}
				case "template":
					switch {
					case opts.Template != "":
						fmt.Println(opts.Template + "\n")
					case resp.Template != "":
						fmt.Println(resp.Template)
					default:
473
						fmt.Println("No prompt template was specified for this model.")
474
475
476
477
478
479
480
481
482
483
484
485
486
487
488
489
490
491
492
493
494
					}
				default:
					fmt.Printf("Unknown command '/show %s'. Type /? for help\n", args[1])
				}
			} else {
				usageShow()
			}
		case strings.HasPrefix(line, "/help"), strings.HasPrefix(line, "/?"):
			args := strings.Fields(line)
			if len(args) > 1 {
				switch args[1] {
				case "set", "/set":
					usageSet()
				case "show", "/show":
					usageShow()
				case "shortcut", "shortcuts":
					usageShortcuts()
				}
			} else {
				usage()
			}
495
		case strings.HasPrefix(line, "/exit"), strings.HasPrefix(line, "/bye"):
496
497
498
499
500
			return nil
		case strings.HasPrefix(line, "/"):
			args := strings.Fields(line)
			isFile := false

501
			if opts.MultiModal {
502
503
504
505
506
507
508
509
				for _, f := range extractFileNames(line) {
					if strings.HasPrefix(f, args[0]) {
						isFile = true
						break
					}
				}
			}

510
			if !isFile {
511
512
513
				fmt.Printf("Unknown command '%s'. Type /? for help\n", args[0])
				continue
			}
514
515

			sb.WriteString(line)
516
		default:
517
			sb.WriteString(line)
518
519
		}

520
		if sb.Len() > 0 && multiline == MultilineNone {
521
522
			newMessage := api.Message{Role: "user", Content: sb.String()}

523
			if opts.MultiModal {
524
				msg, images, err := extractFileData(sb.String())
525
526
527
				if err != nil {
					return err
				}
528
529
530
531
532
533
534
535

				// clear all previous images for better responses
				if len(images) > 0 {
					for i := range opts.Messages {
						opts.Messages[i].Images = nil
					}
				}

536
				newMessage.Content = msg
537
				newMessage.Images = images
538
			}
539

540
541
542
543
			opts.Messages = append(opts.Messages, newMessage)

			assistant, err := chat(cmd, opts)
			if err != nil {
544
545
				return err
			}
546
547
548
			if assistant != nil {
				opts.Messages = append(opts.Messages, *assistant)
			}
549

550
			sb.Reset()
551
552
553
554
		}
	}
}

555
556
557
558
559
560
561
562
563
564
565
566
567
568
569
570
571
572
573
574
575
576
577
578
579
580
581
582
583
584
585
586
func buildModelfile(opts runOptions) string {
	var mf strings.Builder
	model := opts.ParentModel
	if model == "" {
		model = opts.Model
	}
	fmt.Fprintf(&mf, "FROM %s\n", model)
	if opts.System != "" {
		fmt.Fprintf(&mf, "SYSTEM \"\"\"%s\"\"\"\n", opts.System)
	}

	if opts.Template != "" {
		fmt.Fprintf(&mf, "TEMPLATE \"\"\"%s\"\"\"\n", opts.Template)
	}

	keys := make([]string, 0)
	for k := range opts.Options {
		keys = append(keys, k)
	}
	sort.Strings(keys)
	for _, k := range keys {
		fmt.Fprintf(&mf, "PARAMETER %s %v\n", k, opts.Options[k])
	}
	fmt.Fprintln(&mf)

	for _, msg := range opts.Messages {
		fmt.Fprintf(&mf, "MESSAGE %s \"\"\"%s\"\"\"\n", msg.Role, msg.Content)
	}

	return mf.String()
}

587
588
589
590
591
592
593
594
595
596
597
598
599
600
601
602
603
604
605
606
607
608
609
610
611
612
func normalizeFilePath(fp string) string {
	// Define a map of escaped characters and their replacements
	replacements := map[string]string{
		"\\ ":  " ",  // Escaped space
		"\\(":  "(",  // Escaped left parenthesis
		"\\)":  ")",  // Escaped right parenthesis
		"\\[":  "[",  // Escaped left square bracket
		"\\]":  "]",  // Escaped right square bracket
		"\\{":  "{",  // Escaped left curly brace
		"\\}":  "}",  // Escaped right curly brace
		"\\$":  "$",  // Escaped dollar sign
		"\\&":  "&",  // Escaped ampersand
		"\\;":  ";",  // Escaped semicolon
		"\\'":  "'",  // Escaped single quote
		"\\\\": "\\", // Escaped backslash
		"\\*":  "*",  // Escaped asterisk
		"\\?":  "?",  // Escaped question mark
	}

	for escaped, actual := range replacements {
		fp = strings.ReplaceAll(fp, escaped, actual)
	}
	return fp
}

func extractFileNames(input string) []string {
613
	// Regex to match file paths starting with optional drive letter, / ./ \ or .\ and include escaped or unescaped spaces (\ or %20)
614
	// and followed by more characters and a file extension
615
616
	// This will capture non filename strings, but we'll check for file existence to remove mismatches
	regexPattern := `(?:[a-zA-Z]:)?(?:\./|/|\\)[\S\\ ]+?\.(?i:jpg|jpeg|png|svg)\b`
617
618
619
620
621
	re := regexp.MustCompile(regexPattern)

	return re.FindAllString(input, -1)
}

622
func extractFileData(input string) (string, []api.ImageData, error) {
623
	filePaths := extractFileNames(input)
624
	var imgs []api.ImageData
625
626
627
628
629
630
631
632

	for _, fp := range filePaths {
		nfp := normalizeFilePath(fp)
		data, err := getImageData(nfp)
		if err != nil {
			if os.IsNotExist(err) {
				continue
			}
633
			fmt.Fprintf(os.Stderr, "Couldn't process image: %q\n", err)
634
635
			return "", imgs, err
		}
636
		fmt.Fprintf(os.Stderr, "Added image '%s'\n", nfp)
637
638
639
640
641
642
643
644
645
646
647
648
649
650
651
652
653
654
655
656
		input = strings.ReplaceAll(input, fp, "")
		imgs = append(imgs, data)
	}
	return input, imgs, nil
}

func getImageData(filePath string) ([]byte, error) {
	file, err := os.Open(filePath)
	if err != nil {
		return nil, err
	}
	defer file.Close()

	buf := make([]byte, 512)
	_, err = file.Read(buf)
	if err != nil {
		return nil, err
	}

	contentType := http.DetectContentType(buf)
657
	allowedTypes := []string{"image/jpeg", "image/jpg", "image/png"}
658
659
660
661
662
663
664
665
666
667
668
669
670
671
672
673
674
675
676
677
678
679
680
681
682
683
684
685
	if !slices.Contains(allowedTypes, contentType) {
		return nil, fmt.Errorf("invalid image type: %s", contentType)
	}

	info, err := file.Stat()
	if err != nil {
		return nil, err
	}

	// Check if the file size exceeds 100MB
	var maxSize int64 = 100 * 1024 * 1024 // 100MB in bytes
	if info.Size() > maxSize {
		return nil, fmt.Errorf("file size exceeds maximum limit (100MB)")
	}

	buf = make([]byte, info.Size())
	_, err = file.Seek(0, 0)
	if err != nil {
		return nil, err
	}

	_, err = io.ReadFull(file, buf)
	if err != nil {
		return nil, err
	}

	return buf, nil
}