brainstorming
Structured design dialogue that validates ideas before implementation begins.
gemini-file-api
Work with Gemini File API for document caching and efficient multi-query workflows. Use when discussing file uploads, caching strategies, token optimization, or comparing File API vs inline document approaches.
Full skill instructions
Understand and work with Gemini's File API for efficient document processing.
┌─────────────────────────────────────────────┐
│ Document Upload │
│ UploadFile() -> Gemini File API │
│ Returns: URI with 48hr TTL │
└─────────────────┬───────────────────────────┘
│
▼
┌─────────────────────────────────────────────┐
│ FileCache (in-memory) │
│ Prevents re-uploads within session │
│ Key: file path, Value: FileReference │
└─────────────────┬───────────────────────────┘
│
▼
┌─────────────────────────────────────────────┐
│ GenerateContent() │
│ References files by URI (not bytes) │
│ Reuse same URI for multiple queries │
└─────────────────────────────────────────────┘
// Reads GEMINI_API_KEY from environment
client, err := gemini.NewClient(ctx)
if err != nil {
return err
}
defer client.Close()
Single file:
ref, err := client.UploadFile(ctx, "/path/to/doc.pdf", "application/pdf")
// ref.URI is reusable for 48 hours
Multiple files (parallel upload):
paths := []string{"/path/to/w2.pdf", "/path/to/paystub.pdf"}
mimeTypes := map[string]string{
"/path/to/w2.pdf": "application/pdf",
"/path/to/paystub.pdf": "application/pdf",
}
refs, err := client.UploadFiles(ctx, paths, mimeTypes)
// refs is map[string]*FileReference
With File API (recommended for multiple queries):
resp, err := client.GenerateContent(ctx, &gemini.GenerateRequest{
Model: gemini.ModelFlash,
Prompt: "Analyze this W2 for annual income",
SystemPrompt: "You are a mortgage underwriter...",
FileURIs: []string{ref.URI},
FileMIMEs: map[string]string{ref.URI: "application/pdf"},
})
With Inline bytes (simpler for single queries):
resp, err := client.GenerateContent(ctx, &gemini.GenerateRequest{
Model: gemini.ModelFlash,
Prompt: "Analyze this document",
InlineFiles: []gemini.InlineFile{{
Data: fileBytes,
MimeType: "application/pdf",
}},
})
type FileReference struct {
Name string // Gemini-assigned name
URI string // Reusable URI for requests
MimeType string
State string // Processing state
CreatedAt time.Time
ExpiresAt time.Time // 48 hours from creation
SizeBytes int64
}
type GenerateRequest struct {
Model string // ModelFlash or ModelPro
Prompt string // User prompt
SystemPrompt string // System instructions
FileURIs []string // Gemini file URIs
FileMIMEs map[string]string // URI -> MIME type
InlineFiles []InlineFile // Direct bytes (alternative)
Temperature *float32
MaxTokens *int32
}
type GenerateResponse struct {
Text string
FinishReason string
TokensUsed int64
ModelUsed string
ProcessingTime time.Duration
}
| Model | Constant | Use Case |
|---|---|---|
| Gemini Flash | gemini.ModelFlash | Fast, cheaper, most tasks |
| Gemini Pro | gemini.ModelPro | Complex reasoning, escalation |
| Aspect | File API | Inline |
|---|---|---|
| Upload | Once (cached 48hr) | Every request |
| Best for | Multiple queries, same docs | Single query |
| Token cost | Lower per query | Higher per query |
| Latency | Higher first query | Consistent |
| Break-even | ~7 queries | N/A |
Located in internal/gemini/cache.go:
export GEMINI_API_KEY="your-key"
Add delays between requests:
time.Sleep(500 * time.Millisecond)
internal/gemini/client.go - Main client implementationinternal/gemini/cache.go - FileCache implementationcmd/benchmark/main.go - Performance comparison toolStructured design dialogue that validates ideas before implementation begins.
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