parser.go 15 KB
Newer Older
1
package parser
2
3
4

import (
	"bufio"
5
	"bytes"
6
	"crypto/sha256"
7
	"errors"
8
	"fmt"
9
	"io"
10
11
12
13
	"net/http"
	"os"
	"os/user"
	"path/filepath"
Michael Yang's avatar
Michael Yang committed
14
	"runtime"
15
	"slices"
Michael Yang's avatar
Michael Yang committed
16
17
	"strconv"
	"strings"
Michael Yang's avatar
Michael Yang committed
18
	"sync"
Michael Yang's avatar
Michael Yang committed
19

20
	"golang.org/x/mod/semver"
Michael Yang's avatar
Michael Yang committed
21
	"golang.org/x/sync/errgroup"
Michael Yang's avatar
Michael Yang committed
22
23
	"golang.org/x/text/encoding/unicode"
	"golang.org/x/text/transform"
24
25

	"github.com/ollama/ollama/api"
26
27
)

28
29
30
var ErrModelNotFound = errors.New("no Modelfile or safetensors files found")

type Modelfile struct {
Michael Yang's avatar
Michael Yang committed
31
32
33
	Commands []Command
}

34
func (f Modelfile) String() string {
Michael Yang's avatar
Michael Yang committed
35
36
37
38
39
40
41
42
	var sb strings.Builder
	for _, cmd := range f.Commands {
		fmt.Fprintln(&sb, cmd.String())
	}

	return sb.String()
}

43
44
45
46
47
48
49
var deprecatedParameters = []string{
	"penalize_newline",
	"low_vram",
	"f16_kv",
	"logits_all",
	"vocab_only",
	"use_mlock",
50
51
52
	"mirostat",
	"mirostat_tau",
	"mirostat_eta",
53
}
54

55
// CreateRequest creates a new *api.CreateRequest from an existing Modelfile
56
func (f Modelfile) CreateRequest(relativeDir string) (*api.CreateRequest, error) {
57
58
59
60
61
62
63
64
65
	req := &api.CreateRequest{}

	var messages []api.Message
	var licenses []string
	params := make(map[string]any)

	for _, c := range f.Commands {
		switch c.Name {
		case "model":
66
			path, err := expandPath(c.Args, relativeDir)
67
68
69
70
71
72
73
74
75
76
77
78
			if err != nil {
				return nil, err
			}

			digestMap, err := fileDigestMap(path)
			if errors.Is(err, os.ErrNotExist) {
				req.From = c.Args
				continue
			} else if err != nil {
				return nil, err
			}

79
80
81
82
83
84
85
			if req.Files == nil {
				req.Files = digestMap
			} else {
				for k, v := range digestMap {
					req.Files[k] = v
				}
			}
86
		case "adapter":
87
			path, err := expandPath(c.Args, relativeDir)
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
			if err != nil {
				return nil, err
			}

			digestMap, err := fileDigestMap(path)
			if err != nil {
				return nil, err
			}

			req.Adapters = digestMap
		case "template":
			req.Template = c.Args
		case "system":
			req.System = c.Args
		case "license":
			licenses = append(licenses, c.Args)
Devon Rifkin's avatar
Devon Rifkin committed
104
105
106
107
		case "renderer":
			req.Renderer = c.Args
		case "parser":
			req.Parser = c.Args
108
109
110
111
112
113
114
115
116
117
		case "requires":
			// golang.org/x/mod/semver requires "v" prefix
			requires := c.Args
			if !strings.HasPrefix(requires, "v") {
				requires = "v" + requires
			}
			if !semver.IsValid(requires) {
				return nil, fmt.Errorf("requires must be a valid semver (e.g. 0.14.0)")
			}
			req.Requires = strings.TrimPrefix(requires, "v")
118
119
120
121
		case "message":
			role, msg, _ := strings.Cut(c.Args, ": ")
			messages = append(messages, api.Message{Role: role, Content: msg})
		default:
122
123
124
125
126
			if slices.Contains(deprecatedParameters, c.Name) {
				fmt.Printf("warning: parameter %s is deprecated\n", c.Name)
				break
			}

127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
			ps, err := api.FormatParams(map[string][]string{c.Name: {c.Args}})
			if err != nil {
				return nil, err
			}

			for k, v := range ps {
				if ks, ok := params[k].([]string); ok {
					params[k] = append(ks, v.([]string)...)
				} else if vs, ok := v.([]string); ok {
					params[k] = vs
				} else {
					params[k] = v
				}
			}
		}
	}

	if len(params) > 0 {
		req.Parameters = params
	}
	if len(messages) > 0 {
		req.Messages = messages
	}
	if len(licenses) > 0 {
		req.License = licenses
	}

	return req, nil
}

func fileDigestMap(path string) (map[string]string, error) {
	fl := make(map[string]string)

	fi, err := os.Stat(path)
	if err != nil {
		return nil, err
	}

	var files []string
	if fi.IsDir() {
167
		fs, err := filesForModel(path)
168
169
170
		if err != nil {
			return nil, err
		}
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188

		for _, f := range fs {
			f, err := filepath.EvalSymlinks(f)
			if err != nil {
				return nil, err
			}

			rel, err := filepath.Rel(path, f)
			if err != nil {
				return nil, err
			}

			if !filepath.IsLocal(rel) {
				return nil, fmt.Errorf("insecure path: %s", rel)
			}

			files = append(files, f)
		}
189
190
191
192
	} else {
		files = []string{path}
	}

Michael Yang's avatar
Michael Yang committed
193
194
195
	var mu sync.Mutex
	var g errgroup.Group
	g.SetLimit(max(runtime.GOMAXPROCS(0)-1, 1))
196
	for _, f := range files {
Michael Yang's avatar
Michael Yang committed
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
		g.Go(func() error {
			digest, err := digestForFile(f)
			if err != nil {
				return err
			}

			mu.Lock()
			defer mu.Unlock()
			fl[f] = digest
			return nil
		})
	}

	if err := g.Wait(); err != nil {
		return nil, err
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
	}

	return fl, nil
}

func digestForFile(filename string) (string, error) {
	filepath, err := filepath.EvalSymlinks(filename)
	if err != nil {
		return "", err
	}

	bin, err := os.Open(filepath)
	if err != nil {
		return "", err
	}
	defer bin.Close()

	hash := sha256.New()
	if _, err := io.Copy(hash, bin); err != nil {
		return "", err
	}
	return fmt.Sprintf("sha256:%x", hash.Sum(nil)), nil
}

func filesForModel(path string) ([]string, error) {
	detectContentType := func(path string) (string, error) {
		f, err := os.Open(path)
		if err != nil {
			return "", err
		}
		defer f.Close()

		var b bytes.Buffer
		b.Grow(512)

		if _, err := io.CopyN(&b, f, 512); err != nil && !errors.Is(err, io.EOF) {
			return "", err
		}

		contentType, _, _ := strings.Cut(http.DetectContentType(b.Bytes()), ";")
		return contentType, nil
	}

	glob := func(pattern, contentType string) ([]string, error) {
		matches, err := filepath.Glob(pattern)
		if err != nil {
			return nil, err
		}

261
262
		for _, match := range matches {
			if ct, err := detectContentType(match); err != nil {
263
				return nil, err
264
			} else if len(contentType) > 0 && ct != contentType {
265
				return nil, fmt.Errorf("invalid content type: expected %s for %s", ct, match)
266
267
268
269
270
271
272
			}
		}

		return matches, nil
	}

	var files []string
273
	// some safetensors files do not properly match "application/octet-stream", so skip checking their contentType
274
	if st, _ := glob(filepath.Join(path, "model*.safetensors"), ""); len(st) > 0 {
275
276
277
		// safetensors files might be unresolved git lfs references; skip if they are
		// covers model-x-of-y.safetensors, model.fp32-x-of-y.safetensors, model.safetensors
		files = append(files, st...)
278
279
280
	} else if st, _ := glob(filepath.Join(path, "consolidated*.safetensors"), ""); len(st) > 0 {
		// covers consolidated.safetensors
		files = append(files, st...)
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
	} else if pt, _ := glob(filepath.Join(path, "pytorch_model*.bin"), "application/zip"); len(pt) > 0 {
		// pytorch files might also be unresolved git lfs references; skip if they are
		// covers pytorch_model-x-of-y.bin, pytorch_model.fp32-x-of-y.bin, pytorch_model.bin
		files = append(files, pt...)
	} else if pt, _ := glob(filepath.Join(path, "consolidated*.pth"), "application/zip"); len(pt) > 0 {
		// pytorch files might also be unresolved git lfs references; skip if they are
		// covers consolidated.x.pth, consolidated.pth
		files = append(files, pt...)
	} else if gg, _ := glob(filepath.Join(path, "*.gguf"), "application/octet-stream"); len(gg) > 0 {
		// covers gguf files ending in .gguf
		files = append(files, gg...)
	} else if gg, _ := glob(filepath.Join(path, "*.bin"), "application/octet-stream"); len(gg) > 0 {
		// covers gguf files ending in .bin
		files = append(files, gg...)
	} else {
		return nil, ErrModelNotFound
	}

	// add configuration files, json files are detected as text/plain
	js, err := glob(filepath.Join(path, "*.json"), "text/plain")
	if err != nil {
		return nil, err
	}
	files = append(files, js...)

	// bert models require a nested config.json
	// TODO(mxyng): merge this with the glob above
	js, err = glob(filepath.Join(path, "**/*.json"), "text/plain")
	if err != nil {
		return nil, err
	}
	files = append(files, js...)

314
315
316
317
318
319
320
	// add tokenizer.model if it exists (tokenizer.json is automatically picked up by the previous glob)
	// tokenizer.model might be a unresolved git lfs reference; error if it is
	if tks, _ := glob(filepath.Join(path, "tokenizer.model"), "application/octet-stream"); len(tks) > 0 {
		files = append(files, tks...)
	} else if tks, _ := glob(filepath.Join(path, "**/tokenizer.model"), "text/plain"); len(tks) > 0 {
		// some times tokenizer.model is in a subdirectory (e.g. meta-llama/Meta-Llama-3-8B)
		files = append(files, tks...)
321
322
323
324
325
	}

	return files, nil
}

326
327
type Command struct {
	Name string
328
329
330
	Args string
}

Michael Yang's avatar
Michael Yang committed
331
func (c Command) String() string {
Michael Yang's avatar
Michael Yang committed
332
	var sb strings.Builder
Michael Yang's avatar
Michael Yang committed
333
334
	switch c.Name {
	case "model":
Michael Yang's avatar
Michael Yang committed
335
		fmt.Fprintf(&sb, "FROM %s", c.Args)
336
	case "license", "template", "system", "adapter", "renderer", "parser", "requires":
Michael Yang's avatar
Michael Yang committed
337
		fmt.Fprintf(&sb, "%s %s", strings.ToUpper(c.Name), quote(c.Args))
Michael Yang's avatar
Michael Yang committed
338
339
	case "message":
		role, message, _ := strings.Cut(c.Args, ": ")
Michael Yang's avatar
Michael Yang committed
340
		fmt.Fprintf(&sb, "MESSAGE %s %s", role, quote(message))
Michael Yang's avatar
Michael Yang committed
341
	default:
Michael Yang's avatar
Michael Yang committed
342
		fmt.Fprintf(&sb, "PARAMETER %s %s", c.Name, quote(c.Args))
Michael Yang's avatar
Michael Yang committed
343
344
	}

Michael Yang's avatar
Michael Yang committed
345
	return sb.String()
Michael Yang's avatar
Michael Yang committed
346
347
}

Michael Yang's avatar
Michael Yang committed
348
type state int
349

Michael Yang's avatar
Michael Yang committed
350
351
352
353
354
355
356
357
const (
	stateNil state = iota
	stateName
	stateValue
	stateParameter
	stateMessage
	stateComment
)
358

Michael Yang's avatar
tests  
Michael Yang committed
359
var (
360
361
	errMissingFrom        = errors.New("no FROM line")
	errInvalidMessageRole = errors.New("message role must be one of \"system\", \"user\", or \"assistant\"")
362
	errInvalidCommand     = errors.New("command must be one of \"from\", \"license\", \"template\", \"system\", \"adapter\", \"renderer\", \"parser\", \"parameter\", \"message\", or \"requires\"")
Michael Yang's avatar
tests  
Michael Yang committed
363
)
Michael Yang's avatar
Michael Yang committed
364

365
366
367
368
369
370
371
372
373
374
375
376
type ParserError struct {
	LineNumber int
	Msg        string
}

func (e *ParserError) Error() string {
	if e.LineNumber > 0 {
		return fmt.Sprintf("(line %d): %s", e.LineNumber, e.Msg)
	}
	return e.Msg
}

377
func ParseFile(r io.Reader) (*Modelfile, error) {
Michael Yang's avatar
Michael Yang committed
378
379
	var cmd Command
	var curr state
380
	var currLine int = 1
Michael Yang's avatar
Michael Yang committed
381
382
383
	var b bytes.Buffer
	var role string

384
	var f Modelfile
Michael Yang's avatar
Michael Yang committed
385

Michael Yang's avatar
Michael Yang committed
386
387
388
	tr := unicode.BOMOverride(unicode.UTF8.NewDecoder())
	br := bufio.NewReader(transform.NewReader(r, tr))

Michael Yang's avatar
Michael Yang committed
389
390
391
392
393
394
395
	for {
		r, _, err := br.ReadRune()
		if errors.Is(err, io.EOF) {
			break
		} else if err != nil {
			return nil, err
		}
396

397
398
399
400
		if isNewline(r) {
			currLine++
		}

Michael Yang's avatar
Michael Yang committed
401
402
403
404
		next, r, err := parseRuneForState(r, curr)
		if errors.Is(err, io.ErrUnexpectedEOF) {
			return nil, fmt.Errorf("%w: %s", err, b.String())
		} else if err != nil {
405
406
407
408
			return nil, &ParserError{
				LineNumber: currLine,
				Msg:        err.Error(),
			}
409
410
		}

Michael Yang's avatar
Michael Yang committed
411
		// process the state transition, some transitions need to be intercepted and redirected
Michael Yang's avatar
Michael Yang committed
412
413
		if next != curr {
			switch curr {
Michael Yang's avatar
Michael Yang committed
414
415
			case stateName:
				if !isValidCommand(b.String()) {
416
417
418
419
					return nil, &ParserError{
						LineNumber: currLine,
						Msg:        errInvalidCommand.Error(),
					}
Michael Yang's avatar
Michael Yang committed
420
421
				}

Michael Yang's avatar
Michael Yang committed
422
				// next state sometimes depends on the current buffer value
Michael Yang's avatar
Michael Yang committed
423
424
425
426
				switch s := strings.ToLower(b.String()); s {
				case "from":
					cmd.Name = "model"
				case "parameter":
Michael Yang's avatar
Michael Yang committed
427
					// transition to stateParameter which sets command name
Michael Yang's avatar
Michael Yang committed
428
429
					next = stateParameter
				case "message":
Michael Yang's avatar
Michael Yang committed
430
					// transition to stateMessage which validates the message role
Michael Yang's avatar
Michael Yang committed
431
432
433
434
435
					next = stateMessage
					fallthrough
				default:
					cmd.Name = s
				}
Michael Yang's avatar
Michael Yang committed
436
437
			case stateParameter:
				cmd.Name = b.String()
Michael Yang's avatar
Michael Yang committed
438
			case stateMessage:
439
440
441
442
443
				if !isValidMessageRole(b.String()) {
					return nil, &ParserError{
						LineNumber: currLine,
						Msg:        errInvalidMessageRole.Error(),
					}
444
				}
445
446

				role = b.String()
Michael Yang's avatar
Michael Yang committed
447
448
449
			case stateComment, stateNil:
				// pass
			case stateValue:
Josh Yan's avatar
Josh Yan committed
450
				s, ok := unquote(strings.TrimSpace(b.String()))
Michael Yang's avatar
Michael Yang committed
451
452
453
454
455
456
457
458
459
460
461
462
463
464
				if !ok || isSpace(r) {
					if _, err := b.WriteRune(r); err != nil {
						return nil, err
					}

					continue
				}

				if role != "" {
					s = role + ": " + s
					role = ""
				}

				cmd.Args = s
Michael Yang's avatar
Michael Yang committed
465
				f.Commands = append(f.Commands, cmd)
Michael Yang's avatar
Michael Yang committed
466
467
			}

Michael Yang's avatar
Michael Yang committed
468
469
470
471
472
473
474
			b.Reset()
			curr = next
		}

		if strconv.IsPrint(r) {
			if _, err := b.WriteRune(r); err != nil {
				return nil, err
Michael Yang's avatar
Michael Yang committed
475
			}
Michael Yang's avatar
Michael Yang committed
476
477
478
479
480
481
482
483
		}
	}

	// flush the buffer
	switch curr {
	case stateComment, stateNil:
		// pass; nothing to flush
	case stateValue:
Josh Yan's avatar
Josh Yan committed
484
		s, ok := unquote(strings.TrimSpace(b.String()))
Michael Yang's avatar
Michael Yang committed
485
		if !ok {
Michael Yang's avatar
Michael Yang committed
486
			return nil, io.ErrUnexpectedEOF
487
		}
488

Michael Yang's avatar
Michael Yang committed
489
490
491
492
493
		if role != "" {
			s = role + ": " + s
		}

		cmd.Args = s
Michael Yang's avatar
Michael Yang committed
494
		f.Commands = append(f.Commands, cmd)
Michael Yang's avatar
Michael Yang committed
495
496
	default:
		return nil, io.ErrUnexpectedEOF
497
498
	}

Michael Yang's avatar
Michael Yang committed
499
	for _, cmd := range f.Commands {
Michael Yang's avatar
Michael Yang committed
500
		if cmd.Name == "model" {
Michael Yang's avatar
Michael Yang committed
501
			return &f, nil
Michael Yang's avatar
Michael Yang committed
502
		}
503
504
	}

Michael Yang's avatar
tests  
Michael Yang committed
505
	return nil, errMissingFrom
506
}
507

Michael Yang's avatar
Michael Yang committed
508
509
510
511
512
513
514
515
516
517
518
519
520
521
522
523
524
525
func parseRuneForState(r rune, cs state) (state, rune, error) {
	switch cs {
	case stateNil:
		switch {
		case r == '#':
			return stateComment, 0, nil
		case isSpace(r), isNewline(r):
			return stateNil, 0, nil
		default:
			return stateName, r, nil
		}
	case stateName:
		switch {
		case isAlpha(r):
			return stateName, r, nil
		case isSpace(r):
			return stateValue, 0, nil
		default:
Michael Yang's avatar
Michael Yang committed
526
			return stateNil, 0, errInvalidCommand
Michael Yang's avatar
Michael Yang committed
527
528
529
530
531
532
533
534
535
536
537
538
539
540
541
542
543
544
545
546
547
548
549
550
551
552
553
554
555
556
557
558
559
560
561
562
563
		}
	case stateValue:
		switch {
		case isNewline(r):
			return stateNil, r, nil
		case isSpace(r):
			return stateNil, r, nil
		default:
			return stateValue, r, nil
		}
	case stateParameter:
		switch {
		case isAlpha(r), isNumber(r), r == '_':
			return stateParameter, r, nil
		case isSpace(r):
			return stateValue, 0, nil
		default:
			return stateNil, 0, io.ErrUnexpectedEOF
		}
	case stateMessage:
		switch {
		case isAlpha(r):
			return stateMessage, r, nil
		case isSpace(r):
			return stateValue, 0, nil
		default:
			return stateNil, 0, io.ErrUnexpectedEOF
		}
	case stateComment:
		switch {
		case isNewline(r):
			return stateNil, 0, nil
		default:
			return stateComment, 0, nil
		}
	default:
		return stateNil, 0, errors.New("")
564
	}
Michael Yang's avatar
Michael Yang committed
565
}
566

Michael Yang's avatar
Michael Yang committed
567
func quote(s string) string {
568
	if strings.Contains(s, "\n") || strings.HasPrefix(s, " ") || strings.HasSuffix(s, " ") {
Michael Yang's avatar
Michael Yang committed
569
570
571
572
		if strings.Contains(s, "\"") {
			return `"""` + s + `"""`
		}

573
		return `"` + s + `"`
Michael Yang's avatar
Michael Yang committed
574
575
576
577
578
	}

	return s
}

Michael Yang's avatar
Michael Yang committed
579
580
581
582
583
584
585
586
func unquote(s string) (string, bool) {
	// TODO: single quotes
	if len(s) >= 3 && s[:3] == `"""` {
		if len(s) >= 6 && s[len(s)-3:] == `"""` {
			return s[3 : len(s)-3], true
		}

		return "", false
587
588
	}

Michael Yang's avatar
Michael Yang committed
589
590
591
592
593
594
	if len(s) >= 1 && s[0] == '"' {
		if len(s) >= 2 && s[len(s)-1] == '"' {
			return s[1 : len(s)-1], true
		}

		return "", false
595
596
	}

Michael Yang's avatar
Michael Yang committed
597
	return s, true
598
599
}

Michael Yang's avatar
Michael Yang committed
600
601
602
func isAlpha(r rune) bool {
	return r >= 'a' && r <= 'z' || r >= 'A' && r <= 'Z'
}
603

Michael Yang's avatar
Michael Yang committed
604
605
606
func isNumber(r rune) bool {
	return r >= '0' && r <= '9'
}
607

Michael Yang's avatar
Michael Yang committed
608
609
610
func isSpace(r rune) bool {
	return r == ' ' || r == '\t'
}
Michael Yang's avatar
Michael Yang committed
611

Michael Yang's avatar
Michael Yang committed
612
613
614
func isNewline(r rune) bool {
	return r == '\r' || r == '\n'
}
615

616
func isValidMessageRole(role string) bool {
Michael Yang's avatar
Michael Yang committed
617
	return role == "system" || role == "user" || role == "assistant"
618
}
Michael Yang's avatar
Michael Yang committed
619
620
621

func isValidCommand(cmd string) bool {
	switch strings.ToLower(cmd) {
622
	case "from", "license", "template", "system", "adapter", "renderer", "parser", "parameter", "message", "requires":
Michael Yang's avatar
Michael Yang committed
623
624
625
626
627
		return true
	default:
		return false
	}
}
628

629
func expandPathImpl(path, relativeDir string, currentUserFunc func() (*user.User, error), lookupUserFunc func(string) (*user.User, error)) (string, error) {
630
631
632
	if filepath.IsAbs(path) || strings.HasPrefix(path, "\\") || strings.HasPrefix(path, "/") {
		return filepath.Abs(path)
	} else if strings.HasPrefix(path, "~") {
633
634
635
636
637
638
639
640
641
642
643
644
645
646
647
648
649
650
651
652
653
654
655
656
657
658
		var homeDir string

		if path == "~" || strings.HasPrefix(path, "~/") {
			// Current user's home directory
			currentUser, err := currentUserFunc()
			if err != nil {
				return "", fmt.Errorf("failed to get current user: %w", err)
			}
			homeDir = currentUser.HomeDir
			path = strings.TrimPrefix(path, "~")
		} else {
			// Specific user's home directory
			parts := strings.SplitN(path[1:], "/", 2)
			userInfo, err := lookupUserFunc(parts[0])
			if err != nil {
				return "", fmt.Errorf("failed to find user '%s': %w", parts[0], err)
			}
			homeDir = userInfo.HomeDir
			if len(parts) > 1 {
				path = "/" + parts[1]
			} else {
				path = ""
			}
		}

		path = filepath.Join(homeDir, path)
659
660
	} else {
		path = filepath.Join(relativeDir, path)
661
662
663
664
665
	}

	return filepath.Abs(path)
}

666
667
func expandPath(path, relativeDir string) (string, error) {
	return expandPathImpl(path, relativeDir, user.Current, user.Lookup)
668
}