v0.2.88 24f1547

gemini.go RawHistoryFolder

1package provider
2
3import (
4	"bytes"
5	"context"
6	"encoding/base64"
7	"encoding/json"
8	"fmt"
9	"io"
10	"net/http"
11	"os"
12	"path/filepath"
13	"strings"
14	"time"
15
16	"github.com/google/uuid"
17)
18
19// Google Gemini provider, talking directly to the Generative Language
20// REST API at generativelanguage.googleapis.com. We hand-roll the wire
21// format instead of pulling in @google/genai (the SDK is large and we
22// only need streamGenerateContent + the models list).
23//
24// Auth model: API key only. Google does NOT issue OAuth tokens for
25// consumer Gemini Advanced / Google One AI subscriptions; programmatic
26// access requires either an AI Studio API key (this client) or Vertex
27// AI / GCP service-account credentials (separate provider, not yet
28// implemented in zot).
29
30const geminiDefaultBaseURL = "https://generativelanguage.googleapis.com"
31
32// geminiClient implements Client against the Gemini Generative Language API.
33type geminiClient struct {
34	apiKey  string
35	baseURL string
36	http    *http.Client
37}
38
39// NewGemini creates a Gemini client using an AI Studio API key.
40// baseURL may be empty; defaults to https://generativelanguage.googleapis.com.
41func NewGemini(apiKey, baseURL string) Client {
42	if baseURL == "" {
43		baseURL = geminiDefaultBaseURL
44	}
45	return &geminiClient{
46		apiKey:  apiKey,
47		baseURL: strings.TrimRight(baseURL, "/"),
48		http:    &http.Client{Timeout: 0},
49	}
50}
51
52func (c *geminiClient) Name() string { return "google" }
53
54// ---- wire types ----
55//
56// Subset of Gemini's Content / Part / GenerateContentRequest schema.
57// Only the fields zot actually emits or consumes are declared here.
58
59type gemInlineData struct {
60	MimeType string `json:"mimeType"`
61	Data     string `json:"data"` // base64
62}
63
64type gemFunctionCall struct {
65	Name string          `json:"name"`
66	Args json.RawMessage `json:"args,omitempty"`
67}
68
69type gemFunctionResponse struct {
70	Name     string          `json:"name"`
71	Response json.RawMessage `json:"response"`
72}
73
74// gemPart is one element of a Content. Exactly one of the optional
75// fields is populated per part. We use pointers so empty values are
76// omitted from the wire, which matters for tool responses (Gemini
77// rejects parts with both `text` and `functionResponse` set).
78type gemPart struct {
79	Text             string               `json:"text,omitempty"`
80	InlineData       *gemInlineData       `json:"inlineData,omitempty"`
81	FunctionCall     *gemFunctionCall     `json:"functionCall,omitempty"`
82	FunctionResponse *gemFunctionResponse `json:"functionResponse,omitempty"`
83	// Thought marks a thought-summary part. ThoughtSignature is opaque
84	// provider state that must be replayed on the same part.
85	Thought          bool   `json:"thought,omitempty"`
86	ThoughtSignature string `json:"thoughtSignature,omitempty"`
87}
88
89type gemContent struct {
90	Role  string    `json:"role"` // "user" | "model"
91	Parts []gemPart `json:"parts"`
92}
93
94type gemFunctionDecl struct {
95	Name        string          `json:"name"`
96	Description string          `json:"description,omitempty"`
97	Parameters  json.RawMessage `json:"parameters,omitempty"`
98}
99
100type gemTool struct {
101	FunctionDeclarations []gemFunctionDecl `json:"functionDeclarations,omitempty"`
102}
103
104type gemThinkingConfig struct {
105	IncludeThoughts bool   `json:"includeThoughts,omitempty"`
106	ThinkingBudget  *int   `json:"thinkingBudget,omitempty"`
107	ThinkingLevel   string `json:"thinkingLevel,omitempty"`
108}
109
110type gemGenerationConfig struct {
111	Temperature     *float32           `json:"temperature,omitempty"`
112	MaxOutputTokens *int               `json:"maxOutputTokens,omitempty"`
113	ThinkingConfig  *gemThinkingConfig `json:"thinkingConfig,omitempty"`
114}
115
116type gemSystemInstruction struct {
117	Parts []gemPart `json:"parts"`
118}
119
120type gemRequest struct {
121	Contents          []gemContent          `json:"contents"`
122	SystemInstruction *gemSystemInstruction `json:"systemInstruction,omitempty"`
123	Tools             []gemTool             `json:"tools,omitempty"`
124	GenerationConfig  *gemGenerationConfig  `json:"generationConfig,omitempty"`
125}
126
127// ---- request building ----
128
129func (c *geminiClient) buildRequest(req Request) (*gemRequest, string, error) {
130	m, err := FindModel("google", req.Model)
131	if err != nil {
132		// Not in the catalog — still allow custom ids by falling back
133		// to defaults so users can point at unreleased models or
134		// alternate base URLs.
135		m = Model{
136			Provider:      "google",
137			ID:            req.Model,
138			ContextWindow: 1_000_000,
139			MaxOutput:     8192,
140			Reasoning:     strings.Contains(req.Model, "2.5") || strings.Contains(req.Model, "3"),
141		}
142	}
143
144	out := &gemRequest{}
145
146	// System prompt → systemInstruction.parts[0].text.
147	if strings.TrimSpace(req.System) != "" {
148		out.SystemInstruction = &gemSystemInstruction{
149			Parts: []gemPart{{Text: req.System}},
150		}
151	}
152
153	functionsEnabled := geminiSupportsFunctionCalling(m.ID)
154
155	// Convert tool defs. Gemini image-generation models reject function
156	// declarations with "Function calling is not enabled for this model";
157	// for those models, send a direct multimodal prompt instead.
158	if functionsEnabled && len(req.Tools) > 0 {
159		decls := make([]gemFunctionDecl, 0, len(req.Tools))
160		for _, t := range req.Tools {
161			schema := sanitizeGeminiToolSchema(t.Schema)
162			decls = append(decls, gemFunctionDecl{
163				Name:        t.Name,
164				Description: t.Description,
165				Parameters:  schema,
166			})
167		}
168		out.Tools = []gemTool{{FunctionDeclarations: decls}}
169	}
170
171	// Generation config.
172	maxTok := req.MaxTokens
173	if maxTok <= 0 {
174		maxTok = m.MaxOutput
175	}
176	gc := &gemGenerationConfig{Temperature: req.Temperature}
177	if maxTok > 0 {
178		gc.MaxOutputTokens = &maxTok
179	}
180	if req.Reasoning != "" && m.Reasoning {
181		tc := geminiThinkingConfig(m.ID, req.Reasoning)
182		if tc != nil {
183			gc.ThinkingConfig = tc
184		}
185	}
186	out.GenerationConfig = gc
187
188	// Convert messages. When function calling is disabled for the target
189	// model, also remove historical functionCall/functionResponse parts;
190	// image models should receive only text/image content.
191	msgs := req.Messages
192	if functionsEnabled {
193		msgs = RepairOrphanedToolResults(req.Messages)
194	}
195	for _, msg := range msgs {
196		switch msg.Role {
197		case RoleUser:
198			parts := convertGemUserParts(msg.Content)
199			if len(parts) == 0 {
200				continue
201			}
202			out.Contents = append(out.Contents, gemContent{Role: "user", Parts: parts})
203		case RoleAssistant:
204			parts := convertGemAssistantParts(msg.Content, functionsEnabled)
205			if len(parts) == 0 {
206				continue
207			}
208			out.Contents = append(out.Contents, gemContent{Role: "model", Parts: parts})
209		case RoleTool:
210			if !functionsEnabled {
211				continue
212			}
213			// Each tool_result becomes a user-role message with a
214			// functionResponse part. Gemini's protocol uses
215			// "user" role for tool replies.
216			parts := convertGemToolResultParts(msg.Content)
217			if len(parts) == 0 {
218				continue
219			}
220			out.Contents = append(out.Contents, gemContent{Role: "user", Parts: parts})
221		}
222	}
223
224	return out, m.ID, nil
225}
226
227func sanitizeGeminiToolSchema(schema json.RawMessage) json.RawMessage {
228	if len(schema) == 0 || !json.Valid(schema) {
229		return json.RawMessage(`{"type":"object","properties":{}}`)
230	}
231	var v any
232	if err := json.Unmarshal(schema, &v); err != nil {
233		return json.RawMessage(`{"type":"object","properties":{}}`)
234	}
235	v = stripGeminiUnsupportedSchemaFields(v)
236	out, err := json.Marshal(v)
237	if err != nil || len(out) == 0 || !json.Valid(out) {
238		return json.RawMessage(`{"type":"object","properties":{}}`)
239	}
240	return out
241}
242
243func stripGeminiUnsupportedSchemaFields(v any) any {
244	switch x := v.(type) {
245	case map[string]any:
246		out := make(map[string]any, len(x))
247		for k, val := range x {
248			switch k {
249			case "additionalProperties", "$schema":
250				continue
251			default:
252				out[k] = stripGeminiUnsupportedSchemaFields(val)
253			}
254		}
255		return out
256	case []any:
257		out := make([]any, len(x))
258		for i, val := range x {
259			out[i] = stripGeminiUnsupportedSchemaFields(val)
260		}
261		return out
262	default:
263		return v
264	}
265}
266
267func convertGemUserParts(blocks []Content) []gemPart {
268	var parts []gemPart
269	for _, b := range blocks {
270		switch v := b.(type) {
271		case TextBlock:
272			if v.Text == "" {
273				continue
274			}
275			parts = append(parts, gemPart{Text: v.Text})
276		case ImageBlock:
277			parts = append(parts, gemPart{
278				InlineData: &gemInlineData{
279					MimeType: v.MimeType,
280					Data:     base64.StdEncoding.EncodeToString(v.Data),
281				},
282			})
283		}
284	}
285	return parts
286}
287
288func convertGemAssistantParts(blocks []Content, functionsEnabled bool) []gemPart {
289	var parts []gemPart
290	for _, b := range blocks {
291		switch v := b.(type) {
292		case ReasoningBlock:
293			if v.Encrypted != "" || v.Summary != "" {
294				parts = append(parts, gemPart{
295					Text:             v.Summary,
296					Thought:          true,
297					ThoughtSignature: v.Encrypted,
298				})
299			}
300		case TextBlock:
301			if strings.TrimSpace(v.Text) == "" {
302				continue
303			}
304			parts = append(parts, gemPart{Text: v.Text, ThoughtSignature: v.ThoughtSignature})
305		case ImageBlock:
306			parts = append(parts, gemPart{
307				InlineData: &gemInlineData{
308					MimeType: v.MimeType,
309					Data:     base64.StdEncoding.EncodeToString(v.Data),
310				},
311				ThoughtSignature: v.ThoughtSignature,
312			})
313		case ToolCallBlock:
314			if !functionsEnabled {
315				continue
316			}
317			args := v.Arguments
318			if len(args) == 0 || !json.Valid(args) {
319				args = json.RawMessage("{}")
320			}
321			parts = append(parts, gemPart{
322				FunctionCall: &gemFunctionCall{
323					Name: v.Name,
324					Args: args,
325				},
326				ThoughtSignature: v.ThoughtSignature,
327			})
328		}
329	}
330	return parts
331}
332
333func geminiSupportsFunctionCalling(modelID string) bool {
334	id := strings.ToLower(modelID)
335	// Gemini image generation/editing models accept direct multimodal
336	// prompts but reject tools/function declarations.
337	if strings.Contains(id, "flash-image") || strings.Contains(id, "image-generation") {
338		return false
339	}
340	return true
341}
342
343func saveGeminiImageToWorkingDir(mimeType string, data []byte) (string, error) {
344	ext := ".png"
345	switch strings.ToLower(mimeType) {
346	case "image/jpeg", "image/jpg":
347		ext = ".jpg"
348	case "image/webp":
349		ext = ".webp"
350	case "image/gif":
351		ext = ".gif"
352	}
353	name := "zot-gemini-image-" + uuid.NewString() + ext
354	path := filepath.Join(".", name)
355	if err := os.WriteFile(path, data, 0o644); err != nil {
356		return "", err
357	}
358	return path, nil
359}
360
361func convertGemToolResultParts(blocks []Content) []gemPart {
362	var parts []gemPart
363	for _, b := range blocks {
364		tr, ok := b.(ToolResultBlock)
365		if !ok {
366			continue
367		}
368		// Flatten text content. Image content in tool results is dropped
369		// for Gemini < 3 (multimodal function responses are 3+); for the
370		// common path (text output) we wrap as {"output": "..."} or
371		// {"error": "..."} per the SDK's convention.
372		var sb strings.Builder
373		for _, c := range tr.Content {
374			if tb, ok := c.(TextBlock); ok {
375				if sb.Len() > 0 {
376					sb.WriteString("\n")
377				}
378				sb.WriteString(tb.Text)
379			}
380		}
381		key := "output"
382		if tr.IsError {
383			key = "error"
384		}
385		// Gemini wants response to be an object, not a string.
386		respObj := map[string]string{key: sb.String()}
387		respBytes, err := json.Marshal(respObj)
388		if err != nil {
389			respBytes = []byte(`{"output":""}`)
390		}
391		// Tool name is required on functionResponse; the original
392		// ToolCallBlock has it but ToolResultBlock only carries the
393		// call id. We thread the name back via the call id by using
394		// the id as the name fallback — Gemini ignores the name on
395		// the response side as long as it's non-empty.
396		name := tr.CallID
397		parts = append(parts, gemPart{
398			FunctionResponse: &gemFunctionResponse{
399				Name:     name,
400				Response: respBytes,
401			},
402		})
403	}
404	return parts
405}
406
407// geminiThinkingConfig maps zot's reasoning level ("low"/"medium"/"high")
408// to Gemini's thinkingConfig. The right knob depends on the model
409// generation: 2.5 family uses thinkingBudget (tokens), 3.x uses
410// thinkingLevel (enum). Returns nil when the level is unrecognised.
411func geminiThinkingConfig(modelID, level string) *gemThinkingConfig {
412	level = NormalizeReasoning(level)
413	id := strings.ToLower(modelID)
414
415	// Gemini 3.x: enum-based thinkingLevel. Pro can't go below LOW.
416	if strings.Contains(id, "gemini-3") {
417		isPro := strings.Contains(id, "-pro")
418		var lvl string
419		switch level {
420		case "minimum":
421			if isPro {
422				lvl = "LOW"
423			} else {
424				lvl = "MINIMAL"
425			}
426		case "low":
427			lvl = "LOW"
428		case "medium":
429			if isPro {
430				lvl = "HIGH"
431			} else {
432				lvl = "MEDIUM"
433			}
434		case "high", "xhigh", "max":
435			lvl = "HIGH"
436		default:
437			return nil
438		}
439		return &gemThinkingConfig{IncludeThoughts: true, ThinkingLevel: lvl}
440	}
441
442	// Gemini 2.5 family: token-budget per-model.
443	budget := ReasoningBudget(level)
444	switch {
445	case strings.Contains(id, "2.5-pro"):
446		if budget > 32768 {
447			budget = 32768
448		}
449	case strings.Contains(id, "2.5-flash-lite"):
450		if budget > 24576 {
451			budget = 24576
452		}
453	case strings.Contains(id, "2.5-flash"):
454		if budget > 24576 {
455			budget = 24576
456		}
457	default:
458		return nil
459	}
460	if budget <= 0 {
461		return nil
462	}
463	return &gemThinkingConfig{IncludeThoughts: true, ThinkingBudget: &budget}
464}
465
466// ---- streaming ----
467
468func (c *geminiClient) Stream(ctx context.Context, req Request) (<-chan Event, error) {
469	wire, modelID, err := c.buildRequest(req)
470	if err != nil {
471		return nil, err
472	}
473	body, err := json.Marshal(wire)
474	if err != nil {
475		return nil, err
476	}
477
478	// Gemini's streaming endpoint is a POST with ?alt=sse to get
479	// an EventSource-compatible response. Without alt=sse the
480	// server returns a JSON array (one element per chunk), which
481	// we'd need a different parser for.
482	apiPath := fmt.Sprintf("/v1beta/models/%s:streamGenerateContent", modelID)
483	url := c.baseURL + apiPath + "?alt=sse"
484
485	newReq := func() (*http.Request, error) {
486		httpReq, err := http.NewRequestWithContext(ctx, "POST", url, bytes.NewReader(body))
487		if err != nil {
488			return nil, err
489		}
490		httpReq.Header.Set("content-type", "application/json")
491		httpReq.Header.Set("accept", "text/event-stream")
492		// Two ways to authenticate against the Generative Language
493		// API: x-goog-api-key header or ?key= query param. We use
494		// the header so the key never lands in proxy access logs.
495		httpReq.Header.Set("x-goog-api-key", c.apiKey)
496		return httpReq, nil
497	}
498
499	resp, err := doStreamWithRetry(ctx, c.http, newReq)
500	if err != nil {
501		return nil, fmt.Errorf("google: %w", err)
502	}
503	if resp.StatusCode != http.StatusOK {
504		b, _ := io.ReadAll(resp.Body)
505		resp.Body.Close()
506		return nil, fmt.Errorf("google: http %d: %s", resp.StatusCode, strings.TrimSpace(string(b)))
507	}
508
509	out := make(chan Event, 16)
510	go c.runStream(ctx, resp, req, out)
511	return out, nil
512}
513
514func (c *geminiClient) runStream(ctx context.Context, resp *http.Response, req Request, out chan<- Event) {
515	defer close(out)
516	defer resp.Body.Close()
517
518	model, _ := FindModel("google", req.Model)
519	out <- EventStart{Model: req.Model, Provider: "google"}
520
521	raw := make(chan sseEvent, 16)
522	go readSSE(resp.Body, raw)
523
524	// Gemini's SSE stream is a sequence of complete JSON
525	// GenerateContentResponse objects, one per data: line. Each
526	// candidate carries a list of parts (text or functionCall),
527	// possibly accumulating across chunks.
528	type blockEntry struct {
529		kind             string // "text" | "image" | "tool_use" | "reasoning"
530		textBuf          strings.Builder
531		thoughtSignature string
532		image            *ImageBlock
533		imagePath        string
534		toolID           string
535		toolName         string
536		toolArgs         strings.Builder
537	}
538	var (
539		blocks           []*blockEntry
540		currentText      *blockEntry
541		currentReasoning *blockEntry
542		usage            Usage
543		stop             StopReason = StopEnd
544		finalErr         error
545		toolCounter      int
546	)
547
548	appendPartText := func(kind, delta, signature string) {
549		current := &currentText
550		if kind == "reasoning" {
551			current = &currentReasoning
552		}
553		if *current == nil {
554			*current = &blockEntry{kind: kind}
555			blocks = append(blocks, *current)
556		}
557		(*current).textBuf.WriteString(delta)
558		if signature != "" {
559			(*current).thoughtSignature = signature
560			// A signature terminates this wire part. A later delta of the
561			// same kind belongs to a new part and must not be merged into it.
562			*current = nil
563		}
564	}
565
566	appendImage := func(mimeType, dataB64, signature string) {
567		data, err := base64.StdEncoding.DecodeString(dataB64)
568		if err != nil || len(data) == 0 {
569			return
570		}
571		img := ImageBlock{MimeType: mimeType, Data: data, ThoughtSignature: signature}
572		path, _ := saveGeminiImageToWorkingDir(mimeType, data)
573		blocks = append(blocks, &blockEntry{kind: "image", image: &img, imagePath: path})
574		// Non-text parts break both streamed text runs.
575		currentText = nil
576		currentReasoning = nil
577	}
578
579	startTool := func(name string, providedID string, args json.RawMessage) *blockEntry {
580		toolCounter++
581		id := providedID
582		if id == "" {
583			id = fmt.Sprintf("%s_%d_%d", name, time.Now().UnixNano(), toolCounter)
584		}
585		t := &blockEntry{
586			kind:     "tool_use",
587			toolID:   id,
588			toolName: name,
589		}
590		if len(args) > 0 && json.Valid(args) {
591			t.toolArgs.Write(args)
592		}
593		blocks = append(blocks, t)
594		// New tool blocks break both streamed text runs.
595		currentText = nil
596		currentReasoning = nil
597		return t
598	}
599
600	assembleMsg := func() Message {
601		content := []Content{}
602		for _, b := range blocks {
603			switch b.kind {
604			case "text":
605				if b.textBuf.Len() > 0 {
606					content = append(content, TextBlock{
607						Text:             b.textBuf.String(),
608						ThoughtSignature: b.thoughtSignature,
609					})
610				}
611			case "reasoning":
612				if b.textBuf.Len() > 0 || b.thoughtSignature != "" {
613					content = append(content, ReasoningBlock{
614						Summary:   b.textBuf.String(),
615						Encrypted: b.thoughtSignature,
616					})
617				}
618			case "image":
619				if b.image != nil && len(b.image.Data) > 0 {
620					content = append(content, *b.image)
621					if b.imagePath != "" {
622						content = append(content, TextBlock{Text: fmt.Sprintf("Saved image: `%s`", b.imagePath)})
623					}
624				}
625			case "tool_use":
626				args := b.toolArgs.String()
627				if args == "" || !json.Valid([]byte(args)) {
628					args = "{}"
629				}
630				content = append(content, ToolCallBlock{
631					ID:               b.toolID,
632					Name:             b.toolName,
633					Arguments:        json.RawMessage(args),
634					ThoughtSignature: b.thoughtSignature,
635				})
636			}
637		}
638		return Message{Role: RoleAssistant, Content: content, Time: time.Now()}
639	}
640
641	sendDone := func() {
642		usage.CostUSD = ComputeCost(model, usage)
643		out <- EventUsage{Usage: usage}
644		out <- EventDone{Stop: stop, Err: finalErr, Message: assembleMsg()}
645	}
646
647	for {
648		select {
649		case <-ctx.Done():
650			stop = StopAborted
651			finalErr = ctx.Err()
652			sendDone()
653			return
654		case ev, ok := <-raw:
655			if !ok {
656				sendDone()
657				return
658			}
659			if strings.TrimSpace(ev.Data) == "" {
660				continue
661			}
662			var chunk struct {
663				Candidates []struct {
664					Content struct {
665						Role  string `json:"role"`
666						Parts []struct {
667							Text             string           `json:"text"`
668							InlineData       *gemInlineData   `json:"inlineData"`
669							Thought          bool             `json:"thought"`
670							ThoughtSignature string           `json:"thoughtSignature"`
671							FunctionCall     *gemFunctionCall `json:"functionCall"`
672							FunctionCallID   string           `json:"id"`
673							FunctionCallName string           `json:"name"`
674						} `json:"parts"`
675					} `json:"content"`
676					FinishReason string `json:"finishReason"`
677				} `json:"candidates"`
678				UsageMetadata *struct {
679					PromptTokenCount        int `json:"promptTokenCount"`
680					CandidatesTokenCount    int `json:"candidatesTokenCount"`
681					ThoughtsTokenCount      int `json:"thoughtsTokenCount"`
682					CachedContentTokenCount int `json:"cachedContentTokenCount"`
683					TotalTokenCount         int `json:"totalTokenCount"`
684				} `json:"usageMetadata"`
685				Error *struct {
686					Code    int    `json:"code"`
687					Message string `json:"message"`
688					Status  string `json:"status"`
689				} `json:"error"`
690			}
691			if err := json.Unmarshal([]byte(ev.Data), &chunk); err != nil {
692				continue
693			}
694			if chunk.Error != nil {
695				stop = StopError
696				finalErr = fmt.Errorf("google: %s", chunk.Error.Message)
697				sendDone()
698				return
699			}
700			for _, cand := range chunk.Candidates {
701				for _, part := range cand.Content.Parts {
702					if part.InlineData != nil {
703						appendImage(part.InlineData.MimeType, part.InlineData.Data, part.ThoughtSignature)
704						continue
705					}
706					if part.FunctionCall != nil {
707						var args json.RawMessage
708						if len(part.FunctionCall.Args) > 0 {
709							args = part.FunctionCall.Args
710						} else {
711							args = json.RawMessage("{}")
712						}
713						t := startTool(part.FunctionCall.Name, part.FunctionCallID, args)
714						t.thoughtSignature = part.ThoughtSignature
715						out <- EventToolStart{ID: t.toolID, Name: t.toolName}
716						out <- EventToolArgs{ID: t.toolID, Delta: t.toolArgs.String()}
717						out <- EventToolEnd{ID: t.toolID}
718						continue
719					}
720					if part.Thought {
721						appendPartText("reasoning", part.Text, part.ThoughtSignature)
722						currentText = nil
723						continue
724					}
725					if part.Text == "" {
726						continue
727					}
728					appendPartText("text", part.Text, part.ThoughtSignature)
729					currentReasoning = nil
730					out <- EventTextDelta{Delta: part.Text}
731				}
732				switch cand.FinishReason {
733				case "STOP", "":
734					// "" arrives on intermediate chunks; only
735					// promote the explicit terminal value.
736					if cand.FinishReason == "STOP" {
737						stop = StopEnd
738					}
739				case "MAX_TOKENS":
740					stop = StopLength
741				case "SAFETY", "RECITATION", "BLOCKLIST", "PROHIBITED_CONTENT", "SPII", "IMAGE_SAFETY":
742					stop = StopError
743					finalErr = fmt.Errorf("google: response blocked (%s)", cand.FinishReason)
744				}
745			}
746			if chunk.UsageMetadata != nil {
747				// Gemini reports cumulative totals on every chunk
748				// (or close to it), so assign rather than sum.
749				um := chunk.UsageMetadata
750				input := um.PromptTokenCount - um.CachedContentTokenCount
751				if input < 0 {
752					input = um.PromptTokenCount
753				}
754				usage.InputTokens = input
755				usage.OutputTokens = um.CandidatesTokenCount + um.ThoughtsTokenCount
756				usage.CacheReadTokens = um.CachedContentTokenCount
757			}
758			// Promote ToolUse stop when tool calls are present and
759			// the candidate finished cleanly.
760			if stop == StopEnd {
761				for _, b := range blocks {
762					if b.kind == "tool_use" {
763						stop = StopToolUse
764						break
765					}
766				}
767			}
768		}
769	}
770}

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