types.go 12.6 KB
Newer Older
Jeffrey Morgan's avatar
Jeffrey Morgan committed
1
2
package api

3
import (
Michael Yang's avatar
Michael Yang committed
4
	"encoding/json"
5
	"fmt"
Michael Yang's avatar
Michael Yang committed
6
	"math"
7
	"os"
8
	"reflect"
9
	"strconv"
10
	"strings"
11
12
	"time"
)
Michael Yang's avatar
Michael Yang committed
13

Patrick Devine's avatar
Patrick Devine committed
14
type StatusError struct {
15
16
17
	StatusCode   int
	Status       string
	ErrorMessage string `json:"error"`
Patrick Devine's avatar
Patrick Devine committed
18
19
20
}

func (e StatusError) Error() string {
21
22
23
24
25
26
27
28
29
30
	switch {
	case e.Status != "" && e.ErrorMessage != "":
		return fmt.Sprintf("%s: %s", e.Status, e.ErrorMessage)
	case e.Status != "":
		return e.Status
	case e.ErrorMessage != "":
		return e.ErrorMessage
	default:
		// this should not happen
		return "something went wrong, please see the ollama server logs for details"
Patrick Devine's avatar
Patrick Devine committed
31
32
33
	}
}

34
type GenerateRequest struct {
35
36
37
38
	Model    string `json:"model"`
	Prompt   string `json:"prompt"`
	System   string `json:"system"`
	Template string `json:"template"`
Bruce MacDonald's avatar
Bruce MacDonald committed
39
	Context  []int  `json:"context,omitempty"` // DEPRECATED: context is deprecated, use the /chat endpoint instead for chat history
40
	Stream   *bool  `json:"stream,omitempty"`
41
	Raw      bool   `json:"raw,omitempty"`
42
	Format   string `json:"format"`
43

44
	Options map[string]interface{} `json:"options"`
45
46
}

Bruce MacDonald's avatar
Bruce MacDonald committed
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
type ChatRequest struct {
	Model    string    `json:"model"`
	Messages []Message `json:"messages"`
	Template string    `json:"template"`
	Stream   *bool     `json:"stream,omitempty"`
	Format   string    `json:"format"`

	Options map[string]interface{} `json:"options"`
}

type Message struct {
	Role    string `json:"role"` // one of ["system", "user", "assistant"]
	Content string `json:"content"`
}

type ChatResponse struct {
	Model     string    `json:"model"`
	CreatedAt time.Time `json:"created_at"`
	Message   *Message  `json:"message,omitempty"`

	Done    bool  `json:"done"`
	Context []int `json:"context,omitempty"`

	EvalMetrics
}

type EvalMetrics struct {
	TotalDuration      time.Duration `json:"total_duration,omitempty"`
	LoadDuration       time.Duration `json:"load_duration,omitempty"`
	PromptEvalCount    int           `json:"prompt_eval_count,omitempty"`
	PromptEvalDuration time.Duration `json:"prompt_eval_duration,omitempty"`
	EvalCount          int           `json:"eval_count,omitempty"`
	EvalDuration       time.Duration `json:"eval_duration,omitempty"`
}

82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
// Options specfied in GenerateRequest, if you add a new option here add it to the API docs also
type Options struct {
	Runner

	// Predict options used at runtime
	NumKeep          int      `json:"num_keep,omitempty"`
	Seed             int      `json:"seed,omitempty"`
	NumPredict       int      `json:"num_predict,omitempty"`
	TopK             int      `json:"top_k,omitempty"`
	TopP             float32  `json:"top_p,omitempty"`
	TFSZ             float32  `json:"tfs_z,omitempty"`
	TypicalP         float32  `json:"typical_p,omitempty"`
	RepeatLastN      int      `json:"repeat_last_n,omitempty"`
	Temperature      float32  `json:"temperature,omitempty"`
	RepeatPenalty    float32  `json:"repeat_penalty,omitempty"`
	PresencePenalty  float32  `json:"presence_penalty,omitempty"`
	FrequencyPenalty float32  `json:"frequency_penalty,omitempty"`
	Mirostat         int      `json:"mirostat,omitempty"`
	MirostatTau      float32  `json:"mirostat_tau,omitempty"`
	MirostatEta      float32  `json:"mirostat_eta,omitempty"`
	PenalizeNewline  bool     `json:"penalize_newline,omitempty"`
	Stop             []string `json:"stop,omitempty"`
}

// Runner options which must be set when the model is loaded into memory
type Runner struct {
	UseNUMA            bool    `json:"numa,omitempty"`
	NumCtx             int     `json:"num_ctx,omitempty"`
	NumBatch           int     `json:"num_batch,omitempty"`
	NumGQA             int     `json:"num_gqa,omitempty"`
	NumGPU             int     `json:"num_gpu,omitempty"`
	MainGPU            int     `json:"main_gpu,omitempty"`
	LowVRAM            bool    `json:"low_vram,omitempty"`
	F16KV              bool    `json:"f16_kv,omitempty"`
	LogitsAll          bool    `json:"logits_all,omitempty"`
	VocabOnly          bool    `json:"vocab_only,omitempty"`
	UseMMap            bool    `json:"use_mmap,omitempty"`
	UseMLock           bool    `json:"use_mlock,omitempty"`
	EmbeddingOnly      bool    `json:"embedding_only,omitempty"`
	RopeFrequencyBase  float32 `json:"rope_frequency_base,omitempty"`
	RopeFrequencyScale float32 `json:"rope_frequency_scale,omitempty"`
	NumThread          int     `json:"num_thread,omitempty"`
}

Bruce MacDonald's avatar
Bruce MacDonald committed
126
127
128
129
130
131
132
133
134
135
136
type EmbeddingRequest struct {
	Model  string `json:"model"`
	Prompt string `json:"prompt"`

	Options map[string]interface{} `json:"options"`
}

type EmbeddingResponse struct {
	Embedding []float64 `json:"embedding"`
}

137
type CreateRequest struct {
Michael Yang's avatar
Michael Yang committed
138
139
140
141
	Name      string `json:"name"`
	Path      string `json:"path"`
	Modelfile string `json:"modelfile"`
	Stream    *bool  `json:"stream,omitempty"`
142
143
}

144
145
146
147
type DeleteRequest struct {
	Name string `json:"name"`
}

Patrick Devine's avatar
Patrick Devine committed
148
149
150
151
152
153
154
155
156
157
158
159
type ShowRequest struct {
	Name string `json:"name"`
}

type ShowResponse struct {
	License    string `json:"license,omitempty"`
	Modelfile  string `json:"modelfile,omitempty"`
	Parameters string `json:"parameters,omitempty"`
	Template   string `json:"template,omitempty"`
	System     string `json:"system,omitempty"`
}

Patrick Devine's avatar
Patrick Devine committed
160
161
162
163
164
type CopyRequest struct {
	Source      string `json:"source"`
	Destination string `json:"destination"`
}

Bruce MacDonald's avatar
Bruce MacDonald committed
165
type PullRequest struct {
166
	Name     string `json:"name"`
167
	Insecure bool   `json:"insecure,omitempty"`
168
169
170
	Username string `json:"username"`
	Password string `json:"password"`
	Stream   *bool  `json:"stream,omitempty"`
Bruce MacDonald's avatar
Bruce MacDonald committed
171
172
}

173
type ProgressResponse struct {
174
175
	Status    string `json:"status"`
	Digest    string `json:"digest,omitempty"`
Michael Yang's avatar
Michael Yang committed
176
177
	Total     int64  `json:"total,omitempty"`
	Completed int64  `json:"completed,omitempty"`
Bruce MacDonald's avatar
Bruce MacDonald committed
178
179
}

180
181
type PushRequest struct {
	Name     string `json:"name"`
182
	Insecure bool   `json:"insecure,omitempty"`
183
184
185
	Username string `json:"username"`
	Password string `json:"password"`
	Stream   *bool  `json:"stream,omitempty"`
186
}
187

Patrick Devine's avatar
Patrick Devine committed
188
type ListResponse struct {
189
	Models []ModelResponse `json:"models"`
Patrick Devine's avatar
Patrick Devine committed
190
191
}

192
type ModelResponse struct {
Patrick Devine's avatar
Patrick Devine committed
193
194
	Name       string    `json:"name"`
	ModifiedAt time.Time `json:"modified_at"`
Michael Yang's avatar
Michael Yang committed
195
	Size       int64     `json:"size"`
Patrick Devine's avatar
Patrick Devine committed
196
	Digest     string    `json:"digest"`
Patrick Devine's avatar
Patrick Devine committed
197
198
}

Patrick Devine's avatar
Patrick Devine committed
199
200
201
202
type TokenResponse struct {
	Token string `json:"token"`
}

Michael Yang's avatar
Michael Yang committed
203
type GenerateResponse struct {
204
205
	Model     string    `json:"model"`
	CreatedAt time.Time `json:"created_at"`
206
	Response  string    `json:"response"`
207

Michael Yang's avatar
Michael Yang committed
208
209
	Done    bool  `json:"done"`
	Context []int `json:"context,omitempty"`
210

Bruce MacDonald's avatar
Bruce MacDonald committed
211
	EvalMetrics
212
213
}

Bruce MacDonald's avatar
Bruce MacDonald committed
214
215
216
func (m *EvalMetrics) Summary() {
	if m.TotalDuration > 0 {
		fmt.Fprintf(os.Stderr, "total duration:       %v\n", m.TotalDuration)
217
218
	}

Bruce MacDonald's avatar
Bruce MacDonald committed
219
220
	if m.LoadDuration > 0 {
		fmt.Fprintf(os.Stderr, "load duration:        %v\n", m.LoadDuration)
Michael Yang's avatar
Michael Yang committed
221
222
	}

Bruce MacDonald's avatar
Bruce MacDonald committed
223
224
	if m.PromptEvalCount > 0 {
		fmt.Fprintf(os.Stderr, "prompt eval count:    %d token(s)\n", m.PromptEvalCount)
225
226
	}

Bruce MacDonald's avatar
Bruce MacDonald committed
227
228
229
	if m.PromptEvalDuration > 0 {
		fmt.Fprintf(os.Stderr, "prompt eval duration: %s\n", m.PromptEvalDuration)
		fmt.Fprintf(os.Stderr, "prompt eval rate:     %.2f tokens/s\n", float64(m.PromptEvalCount)/m.PromptEvalDuration.Seconds())
230
231
	}

Bruce MacDonald's avatar
Bruce MacDonald committed
232
233
	if m.EvalCount > 0 {
		fmt.Fprintf(os.Stderr, "eval count:           %d token(s)\n", m.EvalCount)
234
235
	}

Bruce MacDonald's avatar
Bruce MacDonald committed
236
237
238
	if m.EvalDuration > 0 {
		fmt.Fprintf(os.Stderr, "eval duration:        %s\n", m.EvalDuration)
		fmt.Fprintf(os.Stderr, "eval rate:            %.2f tokens/s\n", float64(m.EvalCount)/m.EvalDuration.Seconds())
239
	}
240
241
}

242
243
var ErrInvalidOpts = fmt.Errorf("invalid options")

244
245
246
247
248
249
250
251
252
253
254
255
256
func (opts *Options) FromMap(m map[string]interface{}) error {
	valueOpts := reflect.ValueOf(opts).Elem() // names of the fields in the options struct
	typeOpts := reflect.TypeOf(opts).Elem()   // types of the fields in the options struct

	// build map of json struct tags to their types
	jsonOpts := make(map[string]reflect.StructField)
	for _, field := range reflect.VisibleFields(typeOpts) {
		jsonTag := strings.Split(field.Tag.Get("json"), ",")[0]
		if jsonTag != "" {
			jsonOpts[jsonTag] = field
		}
	}

257
	invalidOpts := []string{}
258
259
260
261
	for key, val := range m {
		if opt, ok := jsonOpts[key]; ok {
			field := valueOpts.FieldByName(opt.Name)
			if field.IsValid() && field.CanSet() {
Michael Yang's avatar
Michael Yang committed
262
263
264
265
				if val == nil {
					continue
				}

266
267
				switch field.Kind() {
				case reflect.Int:
Michael Yang's avatar
Michael Yang committed
268
269
270
271
272
273
274
					switch t := val.(type) {
					case int64:
						field.SetInt(t)
					case float64:
						// when JSON unmarshals numbers, it uses float64, not int
						field.SetInt(int64(t))
					default:
275
						return fmt.Errorf("option %q must be of type integer", key)
276
277
278
279
					}
				case reflect.Bool:
					val, ok := val.(bool)
					if !ok {
280
						return fmt.Errorf("option %q must be of type boolean", key)
281
282
283
284
285
286
					}
					field.SetBool(val)
				case reflect.Float32:
					// JSON unmarshals to float64
					val, ok := val.(float64)
					if !ok {
287
						return fmt.Errorf("option %q must be of type float32", key)
288
289
290
291
292
					}
					field.SetFloat(val)
				case reflect.String:
					val, ok := val.(string)
					if !ok {
293
						return fmt.Errorf("option %q must be of type string", key)
294
295
296
297
298
299
					}
					field.SetString(val)
				case reflect.Slice:
					// JSON unmarshals to []interface{}, not []string
					val, ok := val.([]interface{})
					if !ok {
300
						return fmt.Errorf("option %q must be of type array", key)
301
302
303
304
305
306
					}
					// convert []interface{} to []string
					slice := make([]string, len(val))
					for i, item := range val {
						str, ok := item.(string)
						if !ok {
307
							return fmt.Errorf("option %q must be of an array of strings", key)
308
309
310
311
312
313
314
315
						}
						slice[i] = str
					}
					field.Set(reflect.ValueOf(slice))
				default:
					return fmt.Errorf("unknown type loading config params: %v", field.Kind())
				}
			}
316
317
		} else {
			invalidOpts = append(invalidOpts, key)
318
319
		}
	}
320
321
322
323

	if len(invalidOpts) > 0 {
		return fmt.Errorf("%w: %v", ErrInvalidOpts, strings.Join(invalidOpts, ", "))
	}
324
325
326
	return nil
}

Michael Yang's avatar
Michael Yang committed
327
328
func DefaultOptions() Options {
	return Options{
329
330
		// options set on request to runner
		NumPredict:       -1,
331
		NumKeep:          0,
Michael Yang's avatar
Michael Yang committed
332
333
334
335
336
		Temperature:      0.8,
		TopK:             40,
		TopP:             0.9,
		TFSZ:             1.0,
		TypicalP:         1.0,
337
338
339
340
		RepeatLastN:      64,
		RepeatPenalty:    1.1,
		PresencePenalty:  0.0,
		FrequencyPenalty: 0.0,
Michael Yang's avatar
Michael Yang committed
341
342
343
		Mirostat:         0,
		MirostatTau:      5.0,
		MirostatEta:      0.1,
Michael Yang's avatar
Michael Yang committed
344
		PenalizeNewline:  true,
345
		Seed:             -1,
Michael Yang's avatar
Michael Yang committed
346

347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
		Runner: Runner{
			// options set when the model is loaded
			NumCtx:             2048,
			RopeFrequencyBase:  10000.0,
			RopeFrequencyScale: 1.0,
			NumBatch:           512,
			NumGPU:             -1, // -1 here indicates that NumGPU should be set dynamically
			NumGQA:             1,
			NumThread:          0, // let the runtime decide
			LowVRAM:            false,
			F16KV:              true,
			UseMLock:           false,
			UseMMap:            true,
			UseNUMA:            false,
			EmbeddingOnly:      true,
		},
Michael Yang's avatar
Michael Yang committed
363
	}
Jeffrey Morgan's avatar
Jeffrey Morgan committed
364
}
Michael Yang's avatar
Michael Yang committed
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393

type Duration struct {
	time.Duration
}

func (d *Duration) UnmarshalJSON(b []byte) (err error) {
	var v any
	if err := json.Unmarshal(b, &v); err != nil {
		return err
	}

	d.Duration = 5 * time.Minute

	switch t := v.(type) {
	case float64:
		if t < 0 {
			t = math.MaxFloat64
		}

		d.Duration = time.Duration(t)
	case string:
		d.Duration, err = time.ParseDuration(t)
		if err != nil {
			return err
		}
	}

	return nil
}
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453

// FormatParams converts specified parameter options to their correct types
func FormatParams(params map[string][]string) (map[string]interface{}, error) {
	opts := Options{}
	valueOpts := reflect.ValueOf(&opts).Elem() // names of the fields in the options struct
	typeOpts := reflect.TypeOf(opts)           // types of the fields in the options struct

	// build map of json struct tags to their types
	jsonOpts := make(map[string]reflect.StructField)
	for _, field := range reflect.VisibleFields(typeOpts) {
		jsonTag := strings.Split(field.Tag.Get("json"), ",")[0]
		if jsonTag != "" {
			jsonOpts[jsonTag] = field
		}
	}

	out := make(map[string]interface{})
	// iterate params and set values based on json struct tags
	for key, vals := range params {
		if opt, ok := jsonOpts[key]; !ok {
			return nil, fmt.Errorf("unknown parameter '%s'", key)
		} else {
			field := valueOpts.FieldByName(opt.Name)
			if field.IsValid() && field.CanSet() {
				switch field.Kind() {
				case reflect.Float32:
					floatVal, err := strconv.ParseFloat(vals[0], 32)
					if err != nil {
						return nil, fmt.Errorf("invalid float value %s", vals)
					}

					out[key] = float32(floatVal)
				case reflect.Int:
					intVal, err := strconv.ParseInt(vals[0], 10, 64)
					if err != nil {
						return nil, fmt.Errorf("invalid int value %s", vals)
					}

					out[key] = intVal
				case reflect.Bool:
					boolVal, err := strconv.ParseBool(vals[0])
					if err != nil {
						return nil, fmt.Errorf("invalid bool value %s", vals)
					}

					out[key] = boolVal
				case reflect.String:
					out[key] = vals[0]
				case reflect.Slice:
					// TODO: only string slices are supported right now
					out[key] = vals
				default:
					return nil, fmt.Errorf("unknown type %s for %s", field.Kind(), key)
				}
			}
		}
	}

	return out, nil
}