types.go 18.8 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"
6
	"log/slog"
Michael Yang's avatar
Michael Yang committed
7
	"math"
8
	"os"
9
	"reflect"
10
	"strconv"
11
	"strings"
12
13
	"time"
)
Michael Yang's avatar
Michael Yang committed
14

15
// StatusError is an error with and HTTP status code.
Patrick Devine's avatar
Patrick Devine committed
16
type StatusError struct {
17
18
19
	StatusCode   int
	Status       string
	ErrorMessage string `json:"error"`
Patrick Devine's avatar
Patrick Devine committed
20
21
22
}

func (e StatusError) Error() string {
23
24
25
26
27
28
29
30
31
32
	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
33
34
35
	}
}

36
// ImageData represents the raw binary data of an image file.
Patrick Devine's avatar
Patrick Devine committed
37
38
type ImageData []byte

39
40
41
// GenerateRequest describes a request sent by [Client.Generate]. While you
// have to specify the Model and Prompt fields, all the other fields have
// reasonable defaults for basic uses.
42
type GenerateRequest struct {
43
44
45
	// Model is the model name; it should be a name familiar to Ollama from
	// the library at https://ollama.com/library
	Model string `json:"model"`
46

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
	// Prompt is the textual prompt to send to the model.
	Prompt string `json:"prompt"`

	// System overrides the model's default system message/prompt.
	System string `json:"system"`

	// Template overrides the model's default prompt template.
	Template string `json:"template"`

	// Context is the context parameter returned from a previous call to
	// Generate call. It can be used to keep a short conversational memory.
	Context []int `json:"context,omitempty"`

	// Stream specifies whether the response is streaming; it is true by default.
	Stream *bool `json:"stream,omitempty"`

	// Raw set to true means that no formatting will be applied to the prompt.
	Raw bool `json:"raw,omitempty"`

	// Format specifies the format to return a response in.
	Format string `json:"format"`

	// KeepAlive controls how long the model will stay loaded in memory following
	// this request.
	KeepAlive *Duration `json:"keep_alive,omitempty"`

	// Images is an optional list of base64-encoded images accompanying this
	// request, for multimodal models.
	Images []ImageData `json:"images,omitempty"`

	// Options lists model-specific options. For example, temperature can be
	// set through this field, if the model supports it.
79
	Options map[string]interface{} `json:"options"`
80
81
}

82
// ChatRequest describes a request sent by [Client.Chat].
Bruce MacDonald's avatar
Bruce MacDonald committed
83
type ChatRequest struct {
84
85
86
87
88
89
90
91
92
93
94
95
96
97
	// Model is the model name, as in [GenerateRequest].
	Model string `json:"model"`

	// Messages is the messages of the chat - can be used to keep a chat memory.
	Messages []Message `json:"messages"`

	// Stream enable streaming of returned response; true by default.
	Stream *bool `json:"stream,omitempty"`

	// Format is the format to return the response in (e.g. "json").
	Format string `json:"format"`

	// KeepAlive controls how long the model will stay loaded into memory
	// followin the request.
98
	KeepAlive *Duration `json:"keep_alive,omitempty"`
Bruce MacDonald's avatar
Bruce MacDonald committed
99

100
	// Options lists model-specific options.
Bruce MacDonald's avatar
Bruce MacDonald committed
101
102
103
	Options map[string]interface{} `json:"options"`
}

104
105
106
// Message is a single message in a chat sequence. The message contains the
// role ("system", "user", or "assistant"), the content and an optional list
// of images.
Bruce MacDonald's avatar
Bruce MacDonald committed
107
type Message struct {
108
	Role    string      `json:"role"`
109
	Content string      `json:"content"`
110
	Images  []ImageData `json:"images,omitempty"`
Bruce MacDonald's avatar
Bruce MacDonald committed
111
112
}

113
114
// ChatResponse is the response returned by [Client.Chat]. Its fields are
// similar to [GenerateResponse].
Bruce MacDonald's avatar
Bruce MacDonald committed
115
type ChatResponse struct {
116
117
118
	Model      string    `json:"model"`
	CreatedAt  time.Time `json:"created_at"`
	Message    Message   `json:"message"`
Bruce MacDonald's avatar
Bruce MacDonald committed
119
	DoneReason string    `json:"done_reason,omitempty"`
Bruce MacDonald's avatar
Bruce MacDonald committed
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134

	Done bool `json:"done"`

	Metrics
}

type Metrics 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"`
}

135
136
// Options specified in [GenerateRequest], if you add a new option here add it
// to the API docs also.
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
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 {
162
163
164
165
166
167
168
169
170
171
172
173
	UseNUMA   bool  `json:"numa,omitempty"`
	NumCtx    int   `json:"num_ctx,omitempty"`
	NumBatch  int   `json:"num_batch,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"`
	NumThread int   `json:"num_thread,omitempty"`
174
175
}

176
// EmbeddingRequest is the request passed to [Client.Embeddings].
Bruce MacDonald's avatar
Bruce MacDonald committed
177
type EmbeddingRequest struct {
178
179
180
181
182
183
184
185
	// Model is the model name.
	Model string `json:"model"`

	// Prompt is the textual prompt to embed.
	Prompt string `json:"prompt"`

	// KeepAlive controls how long the model will stay loaded in memory following
	// this request.
186
	KeepAlive *Duration `json:"keep_alive,omitempty"`
Bruce MacDonald's avatar
Bruce MacDonald committed
187

188
	// Options lists model-specific options.
Bruce MacDonald's avatar
Bruce MacDonald committed
189
190
191
	Options map[string]interface{} `json:"options"`
}

192
// EmbeddingResponse is the response from [Client.Embeddings].
Bruce MacDonald's avatar
Bruce MacDonald committed
193
194
195
196
type EmbeddingResponse struct {
	Embedding []float64 `json:"embedding"`
}

197
// CreateRequest is the request passed to [Client.Create].
198
type CreateRequest struct {
199
200
201
202
203
	Model     string `json:"model"`
	Path      string `json:"path"`
	Modelfile string `json:"modelfile"`
	Stream    *bool  `json:"stream,omitempty"`
	Quantize  string `json:"quantize,omitempty"`
Michael Yang's avatar
Michael Yang committed
204
205
206

	// Name is deprecated, see Model
	Name string `json:"name"`
207
208
209

	// Quantization is deprecated, see Quantize
	Quantization string `json:"quantization,omitempty"`
210
211
}

212
// DeleteRequest is the request passed to [Client.Delete].
213
type DeleteRequest struct {
Michael Yang's avatar
Michael Yang committed
214
215
216
	Model string `json:"model"`

	// Name is deprecated, see Model
217
218
219
	Name string `json:"name"`
}

220
// ShowRequest is the request passed to [Client.Show].
Patrick Devine's avatar
Patrick Devine committed
221
type ShowRequest struct {
222
223
	Model    string `json:"model"`
	System   string `json:"system"`
Patrick Devine's avatar
Patrick Devine committed
224
225

	// Template is deprecated
226
	Template string `json:"template"`
227
	Verbose  bool   `json:"verbose"`
228
229

	Options map[string]interface{} `json:"options"`
Michael Yang's avatar
Michael Yang committed
230
231
232

	// Name is deprecated, see Model
	Name string `json:"name"`
Patrick Devine's avatar
Patrick Devine committed
233
234
}

235
// ShowResponse is the response returned from [Client.Show].
Patrick Devine's avatar
Patrick Devine committed
236
type ShowResponse struct {
237
238
239
240
241
242
243
244
245
246
	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"`
	Details       ModelDetails   `json:"details,omitempty"`
	Messages      []Message      `json:"messages,omitempty"`
	ModelInfo     map[string]any `json:"model_info,omitempty"`
	ProjectorInfo map[string]any `json:"projector_info,omitempty"`
	ModifiedAt    time.Time      `json:"modified_at,omitempty"`
Patrick Devine's avatar
Patrick Devine committed
247
248
}

249
// CopyRequest is the request passed to [Client.Copy].
Patrick Devine's avatar
Patrick Devine committed
250
251
252
253
254
type CopyRequest struct {
	Source      string `json:"source"`
	Destination string `json:"destination"`
}

255
// PullRequest is the request passed to [Client.Pull].
Bruce MacDonald's avatar
Bruce MacDonald committed
256
type PullRequest struct {
Michael Yang's avatar
Michael Yang committed
257
	Model    string `json:"model"`
258
	Insecure bool   `json:"insecure,omitempty"`
259
260
261
	Username string `json:"username"`
	Password string `json:"password"`
	Stream   *bool  `json:"stream,omitempty"`
Michael Yang's avatar
Michael Yang committed
262
263
264

	// Name is deprecated, see Model
	Name string `json:"name"`
Bruce MacDonald's avatar
Bruce MacDonald committed
265
266
}

267
268
// ProgressResponse is the response passed to progress functions like
// [PullProgressFunc] and [PushProgressFunc].
269
type ProgressResponse struct {
270
271
	Status    string `json:"status"`
	Digest    string `json:"digest,omitempty"`
Michael Yang's avatar
Michael Yang committed
272
273
	Total     int64  `json:"total,omitempty"`
	Completed int64  `json:"completed,omitempty"`
Bruce MacDonald's avatar
Bruce MacDonald committed
274
275
}

276
// PushRequest is the request passed to [Client.Push].
277
type PushRequest struct {
Michael Yang's avatar
Michael Yang committed
278
	Model    string `json:"model"`
279
	Insecure bool   `json:"insecure,omitempty"`
280
281
282
	Username string `json:"username"`
	Password string `json:"password"`
	Stream   *bool  `json:"stream,omitempty"`
Michael Yang's avatar
Michael Yang committed
283
284
285

	// Name is deprecated, see Model
	Name string `json:"name"`
286
}
287

288
// ListResponse is the response from [Client.List].
Patrick Devine's avatar
Patrick Devine committed
289
type ListResponse struct {
290
	Models []ListModelResponse `json:"models"`
Patrick Devine's avatar
Patrick Devine committed
291
292
}

293
294
295
296
297
298
299
// ProcessResponse is the response from [Client.Process].
type ProcessResponse struct {
	Models []ProcessModelResponse `json:"models"`
}

// ListModelResponse is a single model description in [ListResponse].
type ListModelResponse struct {
Patrick Devine's avatar
Patrick Devine committed
300
	Name       string       `json:"name"`
Michael Yang's avatar
Michael Yang committed
301
	Model      string       `json:"model"`
302
	ModifiedAt time.Time    `json:"modified_at"`
Patrick Devine's avatar
Patrick Devine committed
303
304
305
	Size       int64        `json:"size"`
	Digest     string       `json:"digest"`
	Details    ModelDetails `json:"details,omitempty"`
306
307
308
309
310
311
312
313
314
315
316
}

// ProcessModelResponse is a single model description in [ProcessResponse].
type ProcessModelResponse struct {
	Name      string       `json:"name"`
	Model     string       `json:"model"`
	Size      int64        `json:"size"`
	Digest    string       `json:"digest"`
	Details   ModelDetails `json:"details,omitempty"`
	ExpiresAt time.Time    `json:"expires_at"`
	SizeVRAM  int64        `json:"size_vram"`
Patrick Devine's avatar
Patrick Devine committed
317
318
}

319
320
321
322
323
324
325
type RetrieveModelResponse struct {
	Id      string `json:"id"`
	Object  string `json:"object"`
	Created int64  `json:"created"`
	OwnedBy string `json:"owned_by"`
}

Patrick Devine's avatar
Patrick Devine committed
326
327
328
329
type TokenResponse struct {
	Token string `json:"token"`
}

330
// GenerateResponse is the response passed into [GenerateResponseFunc].
Michael Yang's avatar
Michael Yang committed
331
type GenerateResponse struct {
332
333
334
	// Model is the model name that generated the response.
	Model string `json:"model"`

Michael Yang's avatar
Michael Yang committed
335
	// CreatedAt is the timestamp of the response.
336
337
	CreatedAt time.Time `json:"created_at"`

338
339
340
341
342
343
	// Response is the textual response itself.
	Response string `json:"response"`

	// Done specifies if the response is complete.
	Done bool `json:"done"`

344
	// DoneReason is the reason the model stopped generating text.
Bruce MacDonald's avatar
Bruce MacDonald committed
345
	DoneReason string `json:"done_reason,omitempty"`
346

347
348
	// Context is an encoding of the conversation used in this response; this
	// can be sent in the next request to keep a conversational memory.
Michael Yang's avatar
Michael Yang committed
349
	Context []int `json:"context,omitempty"`
350

Bruce MacDonald's avatar
Bruce MacDonald committed
351
	Metrics
352
353
}

354
// ModelDetails provides details about a model.
Patrick Devine's avatar
Patrick Devine committed
355
type ModelDetails struct {
356
	ParentModel       string   `json:"parent_model"`
Patrick Devine's avatar
Patrick Devine committed
357
358
359
360
361
362
363
	Format            string   `json:"format"`
	Family            string   `json:"family"`
	Families          []string `json:"families"`
	ParameterSize     string   `json:"parameter_size"`
	QuantizationLevel string   `json:"quantization_level"`
}

Bruce MacDonald's avatar
Bruce MacDonald committed
364
365
366
func (m *Metrics) Summary() {
	if m.TotalDuration > 0 {
		fmt.Fprintf(os.Stderr, "total duration:       %v\n", m.TotalDuration)
367
368
	}

Bruce MacDonald's avatar
Bruce MacDonald committed
369
370
	if m.LoadDuration > 0 {
		fmt.Fprintf(os.Stderr, "load duration:        %v\n", m.LoadDuration)
Michael Yang's avatar
Michael Yang committed
371
372
	}

Bruce MacDonald's avatar
Bruce MacDonald committed
373
374
	if m.PromptEvalCount > 0 {
		fmt.Fprintf(os.Stderr, "prompt eval count:    %d token(s)\n", m.PromptEvalCount)
375
376
	}

Bruce MacDonald's avatar
Bruce MacDonald committed
377
378
379
	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())
380
381
	}

Bruce MacDonald's avatar
Bruce MacDonald committed
382
383
	if m.EvalCount > 0 {
		fmt.Fprintf(os.Stderr, "eval count:           %d token(s)\n", m.EvalCount)
384
385
	}

Bruce MacDonald's avatar
Bruce MacDonald committed
386
387
388
	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())
389
	}
390
391
}

392
393
394
395
396
397
398
399
400
401
402
403
404
405
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
		}
	}

	for key, val := range m {
406
407
408
409
410
		opt, ok := jsonOpts[key]
		if !ok {
			slog.Warn("invalid option provided", "option", opt.Name)
			continue
		}
Michael Yang's avatar
Michael Yang committed
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
454
455
456
457
		field := valueOpts.FieldByName(opt.Name)
		if field.IsValid() && field.CanSet() {
			if val == nil {
				continue
			}

			switch field.Kind() {
			case reflect.Int:
				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:
					return fmt.Errorf("option %q must be of type integer", key)
				}
			case reflect.Bool:
				val, ok := val.(bool)
				if !ok {
					return fmt.Errorf("option %q must be of type boolean", key)
				}
				field.SetBool(val)
			case reflect.Float32:
				// JSON unmarshals to float64
				val, ok := val.(float64)
				if !ok {
					return fmt.Errorf("option %q must be of type float32", key)
				}
				field.SetFloat(val)
			case reflect.String:
				val, ok := val.(string)
				if !ok {
					return fmt.Errorf("option %q must be of type string", key)
				}
				field.SetString(val)
			case reflect.Slice:
				// JSON unmarshals to []interface{}, not []string
				val, ok := val.([]interface{})
				if !ok {
					return fmt.Errorf("option %q must be of type array", key)
				}
				// convert []interface{} to []string
				slice := make([]string, len(val))
				for i, item := range val {
					str, ok := item.(string)
458
					if !ok {
459
						return fmt.Errorf("option %q must be of an array of strings", key)
460
					}
461
					slice[i] = str
462
				}
463
				field.Set(reflect.ValueOf(slice))
464
465
466
467
468
469
470
471
472
473
474
			case reflect.Pointer:
				var b bool
				if field.Type() == reflect.TypeOf(&b) {
					val, ok := val.(bool)
					if !ok {
						return fmt.Errorf("option %q must be of type boolean", key)
					}
					field.Set(reflect.ValueOf(&val))
				} else {
					return fmt.Errorf("unknown type loading config params: %v %v", field.Kind(), field.Type())
				}
475
476
			default:
				return fmt.Errorf("unknown type loading config params: %v", field.Kind())
477
478
479
			}
		}
	}
480

481
482
483
	return nil
}

484
485
// DefaultOptions is the default set of options for [GenerateRequest]; these
// values are used unless the user specifies other values explicitly.
Michael Yang's avatar
Michael Yang committed
486
487
func DefaultOptions() Options {
	return Options{
488
		// options set on request to runner
489
490
491
492
		NumPredict: -1,

		// set a minimal num_keep to avoid issues on context shifts
		NumKeep:          4,
Michael Yang's avatar
Michael Yang committed
493
494
495
496
497
		Temperature:      0.8,
		TopK:             40,
		TopP:             0.9,
		TFSZ:             1.0,
		TypicalP:         1.0,
498
499
500
501
		RepeatLastN:      64,
		RepeatPenalty:    1.1,
		PresencePenalty:  0.0,
		FrequencyPenalty: 0.0,
Michael Yang's avatar
Michael Yang committed
502
503
504
		Mirostat:         0,
		MirostatTau:      5.0,
		MirostatEta:      0.1,
Michael Yang's avatar
Michael Yang committed
505
		PenalizeNewline:  true,
506
		Seed:             -1,
Michael Yang's avatar
Michael Yang committed
507

508
509
		Runner: Runner{
			// options set when the model is loaded
Michael Yang's avatar
Michael Yang committed
510
511
512
			NumCtx:    2048,
			NumBatch:  512,
			NumGPU:    -1, // -1 here indicates that NumGPU should be set dynamically
513
			NumThread: 0,  // let the runtime decide
Michael Yang's avatar
Michael Yang committed
514
515
516
			LowVRAM:   false,
			F16KV:     true,
			UseMLock:  false,
517
			UseMMap:   nil,
Michael Yang's avatar
Michael Yang committed
518
			UseNUMA:   false,
519
		},
Michael Yang's avatar
Michael Yang committed
520
	}
Jeffrey Morgan's avatar
Jeffrey Morgan committed
521
}
Michael Yang's avatar
Michael Yang committed
522
523
524
525
526

type Duration struct {
	time.Duration
}

527
528
529
530
531
532
533
func (d Duration) MarshalJSON() ([]byte, error) {
	if d.Duration < 0 {
		return []byte("-1"), nil
	}
	return []byte("\"" + d.Duration.String() + "\""), nil
}

Michael Yang's avatar
Michael Yang committed
534
535
536
537
538
539
540
541
542
543
544
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 {
bnorick's avatar
bnorick committed
545
			d.Duration = time.Duration(math.MaxInt64)
546
		} else {
547
			d.Duration = time.Duration(int(t) * int(time.Second))
Michael Yang's avatar
Michael Yang committed
548
549
550
551
552
553
		}
	case string:
		d.Duration, err = time.ParseDuration(t)
		if err != nil {
			return err
		}
554
		if d.Duration < 0 {
bnorick's avatar
bnorick committed
555
			d.Duration = time.Duration(math.MaxInt64)
556
		}
557
558
	default:
		return fmt.Errorf("Unsupported type: '%s'", reflect.TypeOf(v))
Michael Yang's avatar
Michael Yang committed
559
560
561
562
	}

	return nil
}
563
564
565
566
567
568
569
570
571
572
573
574
575
576
577
578
579
580
581
582
583
584
585
586
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
613

// 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
614
615
616
617
618
619
620
621
622
623
624
				case reflect.Pointer:
					var b bool
					if field.Type() == reflect.TypeOf(&b) {
						boolVal, err := strconv.ParseBool(vals[0])
						if err != nil {
							return nil, fmt.Errorf("invalid bool value %s", vals)
						}
						out[key] = &boolVal
					} else {
						return nil, fmt.Errorf("unknown type %s for %s", field.Kind(), key)
					}
625
626
627
628
629
630
631
632
633
				default:
					return nil, fmt.Errorf("unknown type %s for %s", field.Kind(), key)
				}
			}
		}
	}

	return out, nil
}