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llm_client_test.go
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365 lines (305 loc) · 10.2 KB
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package main
import (
"context"
"errors"
"testing"
"time"
"github.com/stretchr/testify/assert"
"github.com/tmc/langchaingo/llms"
)
// rateLimitMockLLM implements the llms.Model interface for testing rate limiting functionality
type rateLimitMockLLM struct {
callResponses []string
callErrors []error
callIndex int
generateResponses []*llms.ContentResponse
generateErrors []error
generateIndex int
callDelay time.Duration
}
// Call implements the llms.Model interface for testing
func (m *rateLimitMockLLM) Call(ctx context.Context, prompt string, options ...llms.CallOption) (string, error) {
// Simulate processing delay if specified
if m.callDelay > 0 {
time.Sleep(m.callDelay)
}
// Check for context cancellation
select {
case <-ctx.Done():
return "", ctx.Err()
default:
}
// If we've run out of responses, return empty string and nil error
if m.callIndex >= len(m.callResponses) {
return "", errors.New("no more mock responses")
}
response := m.callResponses[m.callIndex]
var err error
if m.callIndex < len(m.callErrors) {
err = m.callErrors[m.callIndex]
}
m.callIndex++
return response, err
}
// CreateEmbedding is not used in these tests but required by the interface
func (m *rateLimitMockLLM) CreateEmbedding(_ context.Context, _ []string) ([][]float32, error) {
return nil, errors.New("not implemented")
}
// GenerateContent implements the llms.Model interface for testing
func (m *rateLimitMockLLM) GenerateContent(ctx context.Context, messages []llms.MessageContent, options ...llms.CallOption) (*llms.ContentResponse, error) {
// Simulate processing delay if specified
if m.callDelay > 0 {
time.Sleep(m.callDelay)
}
// Check for context cancellation
select {
case <-ctx.Done():
return nil, ctx.Err()
default:
}
// If we've run out of responses, return nil and error
if m.generateIndex >= len(m.generateResponses) {
return nil, errors.New("no more mock responses")
}
response := m.generateResponses[m.generateIndex]
var err error
if m.generateIndex < len(m.generateErrors) {
err = m.generateErrors[m.generateIndex]
}
m.generateIndex++
return response, err
}
// newSuccessfulRateLimitMock creates a mock LLM that always returns successful responses
func newSuccessfulRateLimitMock() *rateLimitMockLLM {
return &rateLimitMockLLM{
callResponses: []string{"mock response", "mock response", "mock response", "mock response", "mock response"},
callErrors: []error{nil, nil, nil, nil, nil},
generateResponses: []*llms.ContentResponse{
{
Choices: []*llms.ContentChoice{
{
Content: "mock content response",
},
},
},
{
Choices: []*llms.ContentChoice{
{
Content: "mock content response",
},
},
},
{
Choices: []*llms.ContentChoice{
{
Content: "mock content response",
},
},
},
{
Choices: []*llms.ContentChoice{
{
Content: "mock content response",
},
},
},
{
Choices: []*llms.ContentChoice{
{
Content: "mock content response",
},
},
},
},
generateErrors: []error{nil, nil, nil, nil, nil},
}
}
// newFailingRateLimitMock creates a mock LLM that always returns errors
func newFailingRateLimitMock() *rateLimitMockLLM {
// Create arrays with multiple error responses to allow for retry counting
callResponses := make([]string, 4) // 1 initial + 3 retries
callErrors := make([]error, 4)
generateResponses := make([]*llms.ContentResponse, 4)
generateErrors := make([]error, 4)
// Fill arrays with error responses
for i := 0; i < 4; i++ {
callResponses[i] = ""
callErrors[i] = errors.New("mock error")
generateResponses[i] = nil
generateErrors[i] = errors.New("mock error")
}
return &rateLimitMockLLM{
callResponses: callResponses,
callErrors: callErrors,
generateResponses: generateResponses,
generateErrors: generateErrors,
}
}
// newEventuallySuccessfulRateLimitMock creates a mock LLM that fails a specified number of times before succeeding
func newEventuallySuccessfulRateLimitMock(failCount int) *rateLimitMockLLM {
callResponses := make([]string, failCount+1)
callErrors := make([]error, failCount+1)
generateResponses := make([]*llms.ContentResponse, failCount+1)
generateErrors := make([]error, failCount+1)
// Set up failures for the specified count
for i := 0; i < failCount; i++ {
callResponses[i] = ""
callErrors[i] = errors.New("mock error")
generateResponses[i] = nil
generateErrors[i] = errors.New("mock error")
}
// Set up success for the last item
callResponses[failCount] = "successful response after retries"
callErrors[failCount] = nil
generateResponses[failCount] = &llms.ContentResponse{
Choices: []*llms.ContentChoice{
{
Content: "successful content after retries",
},
},
}
generateErrors[failCount] = nil
return &rateLimitMockLLM{
callResponses: callResponses,
callErrors: callErrors,
generateResponses: generateResponses,
generateErrors: generateErrors,
}
}
func TestRateLimitedLLM_Call_Success(t *testing.T) {
mockLLM := newSuccessfulRateLimitMock()
config := RateLimitConfig{
RequestsPerMinute: 60, // 1 per second
MaxRetries: 3,
BackoffMaxWait: 5 * time.Second,
}
rateLimitedLLM := NewRateLimitedLLM(mockLLM, config)
response, err := rateLimitedLLM.Call(context.Background(), "test prompt")
assert.NoError(t, err)
assert.Equal(t, "mock response", response)
assert.Equal(t, 1, mockLLM.callIndex, "Should have made exactly one call")
}
func TestRateLimitedLLM_Call_Error(t *testing.T) {
mockLLM := newFailingRateLimitMock()
config := RateLimitConfig{
RequestsPerMinute: 60, // 1 per second
MaxRetries: 3,
BackoffMaxWait: 1 * time.Second, // Short backoff for tests
}
rateLimitedLLM := NewRateLimitedLLM(mockLLM, config)
response, err := rateLimitedLLM.Call(context.Background(), "test prompt")
assert.Error(t, err)
assert.Contains(t, err.Error(), "all retry attempts failed")
assert.Equal(t, "", response)
assert.Equal(t, 4, mockLLM.callIndex, "Should have made 1 initial + 3 retry calls")
}
func TestRateLimitedLLM_Call_EventualSuccess(t *testing.T) {
mockLLM := newEventuallySuccessfulRateLimitMock(2) // Fail twice, succeed on third try
config := RateLimitConfig{
RequestsPerMinute: 60, // 1 per second
MaxRetries: 3,
BackoffMaxWait: 1 * time.Second, // Short backoff for tests
}
rateLimitedLLM := NewRateLimitedLLM(mockLLM, config)
response, err := rateLimitedLLM.Call(context.Background(), "test prompt")
assert.NoError(t, err)
assert.Equal(t, "successful response after retries", response)
assert.Equal(t, 3, mockLLM.callIndex, "Should have made 3 calls total (2 failures + 1 success)")
}
func TestRateLimitedLLM_GenerateContent_Success(t *testing.T) {
mockLLM := newSuccessfulRateLimitMock()
config := RateLimitConfig{
RequestsPerMinute: 60, // 1 per second
MaxRetries: 3,
BackoffMaxWait: 5 * time.Second,
}
rateLimitedLLM := NewRateLimitedLLM(mockLLM, config)
message := llms.MessageContent{
Role: "user",
Parts: []llms.ContentPart{
llms.TextContent{Text: "test message"},
},
}
response, err := rateLimitedLLM.GenerateContent(context.Background(), []llms.MessageContent{message})
assert.NoError(t, err)
assert.NotNil(t, response)
assert.Equal(t, "mock content response", response.Choices[0].Content)
assert.Equal(t, 1, mockLLM.generateIndex, "Should have made exactly one call")
}
func TestRateLimitedLLM_GenerateContent_Error(t *testing.T) {
mockLLM := newFailingRateLimitMock()
config := RateLimitConfig{
RequestsPerMinute: 60, // 1 per second
MaxRetries: 3,
BackoffMaxWait: 1 * time.Second, // Short backoff for tests
}
rateLimitedLLM := NewRateLimitedLLM(mockLLM, config)
message := llms.MessageContent{
Role: "user",
Parts: []llms.ContentPart{
llms.TextContent{Text: "test message"},
},
}
response, err := rateLimitedLLM.GenerateContent(context.Background(), []llms.MessageContent{message})
assert.Error(t, err)
assert.Contains(t, err.Error(), "all retry attempts failed")
assert.Nil(t, response)
assert.Equal(t, 4, mockLLM.generateIndex, "Should have made 1 initial + 3 retry calls")
}
func TestRateLimitedLLM_GenerateContent_EventualSuccess(t *testing.T) {
mockLLM := newEventuallySuccessfulRateLimitMock(2) // Fail twice, succeed on third try
config := RateLimitConfig{
RequestsPerMinute: 60, // 1 per second
MaxRetries: 3,
BackoffMaxWait: 1 * time.Second, // Short backoff for tests
}
rateLimitedLLM := NewRateLimitedLLM(mockLLM, config)
message := llms.MessageContent{
Role: "user",
Parts: []llms.ContentPart{
llms.TextContent{Text: "test message"},
},
}
response, err := rateLimitedLLM.GenerateContent(context.Background(), []llms.MessageContent{message})
assert.NoError(t, err)
assert.NotNil(t, response)
assert.Equal(t, "successful content after retries", response.Choices[0].Content)
assert.Equal(t, 3, mockLLM.generateIndex, "Should have made 3 calls total (2 failures + 1 success)")
}
func TestRateLimitedLLM_ContextCancellation(t *testing.T) {
mockLLM := &rateLimitMockLLM{
callDelay: 500 * time.Millisecond,
}
config := RateLimitConfig{
RequestsPerMinute: 60,
MaxRetries: 3,
BackoffMaxWait: 5 * time.Second,
}
rateLimitedLLM := NewRateLimitedLLM(mockLLM, config)
// Create a context that cancels after a short time
ctx, cancel := context.WithTimeout(context.Background(), 100*time.Millisecond)
defer cancel()
_, err := rateLimitedLLM.Call(ctx, "test prompt")
assert.Error(t, err)
assert.Contains(t, err.Error(), "context")
}
func TestRateLimitedLLM_RateLimiting(t *testing.T) {
mockLLM := newSuccessfulRateLimitMock()
config := RateLimitConfig{
RequestsPerMinute: 60, // 1 per second
MaxRetries: 0, // No retries for this test
}
rateLimitedLLM := NewRateLimitedLLM(mockLLM, config)
// Make multiple calls and measure time
start := time.Now()
// Make 3 calls
for i := 0; i < 3; i++ {
_, err := rateLimitedLLM.Call(context.Background(), "test prompt")
assert.NoError(t, err)
}
elapsed := time.Since(start)
// With rate limit of 1 per second, 3 calls should take at least 2 seconds
// (first call immediate, then wait 1s, second call, wait 1s, third call)
assert.GreaterOrEqual(t, elapsed.Seconds(), 2.0,
"Rate limiting should space requests by at least 1 second")
}