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feat: implement exponential backoff and rate limiting for AI API calls
Major improvements to API reliability and performance: ## Rate Limiting & Retry Logic - Add RetryHandler module with exponential backoff algorithm - Implement configurable retry parameters (max_retries, base_delay, max_delay) - Add 10% jitter to prevent thundering herd problems - Support Retry-After header extraction for rate limit compliance - Handle different HTTP error codes appropriately (429, 5xx vs 4xx) ## Memory Management Improvements - Replace magic numbers with named constants (LARGE_DIFF_THRESHOLD, etc.) - Convert all diff processing from split('\n') to StringIO streaming - Add proper resource cleanup with ensure blocks - Prevent memory spikes on large diffs with consistent streaming approach ## API Provider Enhancements - HTTPClient: Smart retry logic for rate limits and server errors - DustProvider: Exponential backoff for conversation polling - AnthropicProvider: Benefits from HTTPClient retry improvements - Comprehensive error logging with retry attempt visibility ## Testing & Documentation - Update test expectations for new retry behavior - Mock sleep calls to maintain fast test execution (0.15s for 50 tests) - Rename documentation file to AI_TEST_RUNNER.md for consistency - Update all references to use proper 'AI Test Runner' naming ## Performance Benefits - Graceful handling of temporary API failures - Reduced failure rates through intelligent backoff - Optimal retry timing (1s → 2s → 4s → 8s → 16s, capped at 30s) - Fast recovery for transient issues All 50 tests pass. No breaking changes to existing functionality.
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.github/scripts/ai_test_runner.rb

Lines changed: 25 additions & 8 deletions
Original file line numberDiff line numberDiff line change
@@ -51,6 +51,11 @@ def pr_mode?
5151

5252
# Service to analyze git changes and extract relevant information
5353
class GitChangeAnalyzer
54+
# Constants for diff processing limits
55+
LARGE_DIFF_THRESHOLD = 10_000_000 # 10MB - threshold for switching to streaming mode
56+
MEMORY_DIFF_THRESHOLD = 1_000_000 # 1MB - threshold for memory-efficient processing
57+
MAX_STREAMING_LINES = 100 # Maximum lines to process in streaming mode to avoid memory bloat
58+
5459
attr_reader :logger
5560

5661
def initialize(logger)
@@ -117,8 +122,8 @@ def get_git_diff(base, head)
117122

118123
# Log diff size for monitoring
119124
diff_size = stdout.bytesize
120-
if diff_size > 10_000_000 # 10MB
121-
logger.warn "Large diff detected: #{diff_size / 1_000_000}MB - using streaming mode"
125+
if diff_size > LARGE_DIFF_THRESHOLD
126+
logger.warn "Large diff detected: #{diff_size / MEMORY_DIFF_THRESHOLD}MB - using streaming mode"
122127
else
123128
logger.debug "Diff size: #{diff_size} bytes"
124129
end
@@ -128,7 +133,7 @@ def get_git_diff(base, head)
128133

129134
def parse_diff_for_files(diff_output)
130135
# For very large diffs, use streaming to avoid loading everything into memory
131-
if diff_output.length > 1_000_000 # 1MB threshold
136+
if diff_output.length > MEMORY_DIFF_THRESHOLD
132137
parse_diff_streaming(diff_output)
133138
else
134139
parse_diff_in_memory(diff_output)
@@ -171,7 +176,12 @@ def parse_diff_in_memory(diff_output)
171176
changed_files = []
172177
current_file = nil
173178

174-
diff_output.split("\n").each do |line|
179+
# Use StringIO for memory-efficient line processing instead of split("\n")
180+
io = StringIO.new(diff_output)
181+
182+
io.each_line do |line|
183+
line = line.chomp # Remove newline without loading full diff
184+
175185
if line.start_with?('diff --git')
176186
# Extract filename from "diff --git a/path/to/file b/path/to/file"
177187
match = line.match(%r{diff --git a/(.*?) b/(.*)})
@@ -188,6 +198,8 @@ def parse_diff_in_memory(diff_output)
188198
end
189199

190200
changed_files.uniq { |f| f[:path] }
201+
ensure
202+
io&.close
191203
end
192204

193205
def determine_file_type(file_path)
@@ -209,13 +221,16 @@ def determine_file_type(file_path)
209221

210222
def extract_changes_for_file(diff_output, file_path)
211223
# For large diffs, limit change extraction to avoid memory issues
212-
return extract_changes_streaming(diff_output, file_path) if diff_output.length > 1_000_000 # 1MB threshold
224+
return extract_changes_streaming(diff_output, file_path) if diff_output.length > MEMORY_DIFF_THRESHOLD
213225

214-
lines = diff_output.split("\n")
226+
# Use StringIO for memory-efficient processing instead of split("\n")
227+
io = StringIO.new(diff_output)
215228
file_diff_started = false
216229
changes = { added: [], removed: [], context: [] }
217230

218-
lines.each do |line|
231+
io.each_line do |line|
232+
line = line.chomp # Remove newline without loading full diff
233+
219234
if line.include?("b/#{file_path}")
220235
file_diff_started = true
221236
next
@@ -235,6 +250,8 @@ def extract_changes_for_file(diff_output, file_path)
235250
end
236251

237252
changes
253+
ensure
254+
io&.close
238255
end
239256

240257
def extract_changes_streaming(diff_output, file_path)
@@ -244,7 +261,7 @@ def extract_changes_streaming(diff_output, file_path)
244261
file_diff_started = false
245262
changes = { added: [], removed: [], context: [] }
246263
line_count = 0
247-
max_lines = 100 # Limit to first 100 lines of changes to avoid memory bloat
264+
max_lines = MAX_STREAMING_LINES
248265

249266
io.each_line do |line|
250267
line = line.chomp

.github/scripts/shared/ai_services.rb

Lines changed: 106 additions & 34 deletions
Original file line numberDiff line numberDiff line change
@@ -4,8 +4,75 @@
44
require 'json'
55
require 'logger'
66

7+
# Retry handler with exponential backoff for API calls
8+
module RetryHandler
9+
# Constants for retry configuration
10+
DEFAULT_MAX_RETRIES = 3
11+
DEFAULT_BASE_DELAY = 1.0 # Initial delay in seconds
12+
DEFAULT_MAX_DELAY = 30.0 # Maximum delay in seconds
13+
DEFAULT_BACKOFF_FACTOR = 2.0 # Exponential backoff multiplier
14+
15+
# Retry with exponential backoff
16+
def retry_with_backoff(max_retries: DEFAULT_MAX_RETRIES, base_delay: DEFAULT_BASE_DELAY,
17+
max_delay: DEFAULT_MAX_DELAY, backoff_factor: DEFAULT_BACKOFF_FACTOR)
18+
retries = 0
19+
20+
loop do
21+
result = yield(retries)
22+
return result
23+
rescue StandardError => e
24+
retries += 1
25+
26+
if retries >= max_retries
27+
logger.error "❌ Max retries (#{max_retries}) exceeded. Last error: #{e.message}"
28+
raise e
29+
end
30+
31+
delay = calculate_delay(retries, base_delay, max_delay, backoff_factor)
32+
logger.warn "⚠️ Retry #{retries}/#{max_retries} after #{delay}s. Error: #{e.message}"
33+
34+
sleep(delay)
35+
end
36+
end
37+
38+
# Handle rate limiting response with exponential backoff
39+
def handle_rate_limit_error(response, retries, max_retries)
40+
return false if retries >= max_retries - 1
41+
42+
# Extract rate limit information if available
43+
retry_after = extract_retry_after(response)
44+
delay = retry_after || calculate_delay(retries + 1, DEFAULT_BASE_DELAY, DEFAULT_MAX_DELAY, DEFAULT_BACKOFF_FACTOR)
45+
46+
logger.warn "🚫 Rate limited. Waiting #{delay}s before retry (attempt #{retries + 1}/#{max_retries})"
47+
sleep(delay)
48+
true
49+
end
50+
51+
private
52+
53+
def calculate_delay(attempt, base_delay, max_delay, backoff_factor)
54+
# Exponential backoff with jitter
55+
delay = base_delay * (backoff_factor**(attempt - 1))
56+
delay = [delay, max_delay].min # Cap at max_delay
57+
delay += rand * 0.1 * delay # Add up to 10% jitter to avoid thundering herd
58+
delay.round(2)
59+
end
60+
61+
def extract_retry_after(response)
62+
return nil unless response.respond_to?(:headers) || response.respond_to?(:header)
63+
64+
# Try to extract Retry-After header
65+
retry_after = response.respond_to?(:headers) ? response.headers['Retry-After'] : response.header['Retry-After']
66+
return nil unless retry_after
67+
68+
retry_after.to_i if retry_after.to_i.positive?
69+
end
70+
end
71+
772
# Shared HTTP client helper
873
class HTTPClient
74+
include RetryHandler
75+
976
attr_reader :logger, :http_timeout, :read_timeout
1077

1178
def initialize(logger, timeouts = {})
@@ -19,38 +86,60 @@ def post(uri, headers, body)
1986
headers.each { |key, value| request[key] = value }
2087
request.body = body
2188

22-
make_request(uri, request)
89+
make_request_with_retry(uri, request)
2390
end
2491

2592
def get(uri, headers)
2693
request = Net::HTTP::Get.new(uri)
2794
headers.each { |key, value| request[key] = value }
2895

29-
make_request(uri, request)
96+
make_request_with_retry(uri, request)
3097
end
3198

3299
private
33100

34-
def make_request(uri, request)
101+
def make_request_with_retry(uri, request)
102+
retry_with_backoff do |retries|
103+
make_request(uri, request, retries)
104+
end
105+
end
106+
107+
def make_request(uri, request, retries = 0)
35108
response = Net::HTTP.start(uri.hostname, uri.port,
36109
use_ssl: true,
37110
open_timeout: @http_timeout,
38111
read_timeout: @read_timeout) do |http|
39112
http.request(request)
40113
end
41114

42-
handle_response(response)
115+
handle_response(response, retries)
43116
rescue Net::OpenTimeout, Net::ReadTimeout => e
44117
logger.error "HTTP request timed out: #{e.message}"
45118
raise StandardError, "HTTP request timed out after #{@read_timeout} seconds"
46119
end
47120

48-
def handle_response(response)
49-
unless response.code == '200'
121+
def handle_response(response, retries)
122+
case response.code
123+
when '200'
124+
parse_response_body(response)
125+
when '429' # Rate limited
126+
raise StandardError, 'Rate limited - will retry' if handle_rate_limit_error(response, retries, DEFAULT_MAX_RETRIES)
127+
128+
raise StandardError, 'Rate limited - max retries exceeded'
129+
130+
when '500', '502', '503', '504' # Server errors - retry
131+
error_msg = "Server error #{response.code}: #{response.body}"
132+
logger.warn error_msg
133+
raise StandardError, error_msg
134+
else
50135
error_msg = "HTTP request failed with status #{response.code}: #{response.body}"
51136
logger.error error_msg
52137
raise StandardError, error_msg
53138
end
139+
end
140+
141+
def parse_response_body(response)
142+
return response.body if response.body.nil? || response.body.empty?
54143

55144
JSON.parse(response.body)
56145
rescue JSON::ParserError => e
@@ -204,6 +293,7 @@ def extract_final_content(agent_messages)
204293

205294
# Dust AI provider
206295
class DustProvider < AIProvider
296+
include RetryHandler
207297
include DustResponseProcessor
208298
API_BASE_URL = 'https://dust.tt'
209299

@@ -238,7 +328,7 @@ def make_request(prompt)
238328
logger.info "⏳ Waiting #{initial_wait} seconds for agent to process..."
239329
sleep(initial_wait)
240330

241-
get_response_with_retries(conversation_id)
331+
get_response_with_exponential_backoff(conversation_id)
242332
end
243333

244334
def provider_name
@@ -283,39 +373,29 @@ def get_response(conversation_id)
283373
extract_content(response)
284374
end
285375

286-
def get_response_with_retries(conversation_id, max_retries = 5)
287-
retries = 0
376+
def get_response_with_exponential_backoff(conversation_id)
377+
logger.info "🔍 Fetching response for conversation: #{conversation_id}"
288378

289-
while retries < max_retries
290-
response = attempt_fetch_response(conversation_id, retries, max_retries)
379+
retry_with_backoff(max_retries: 5, base_delay: 2.0, max_delay: 30.0) do |retries|
380+
logger.info "🔄 Attempting to fetch response (attempt #{retries + 1}/5) for conversation: #{conversation_id}"
381+
382+
response = get_response(conversation_id)
291383

292384
if response_is_valid?(response)
293385
logger.info "✅ Response validated successfully for conversation: #{conversation_id}"
294386
return response
295387
end
296388

297389
logger.info "⏳ Response not valid, will retry. Response: '#{response.to_s[0..100]}...'"
298-
handle_retry_delay(retries, max_retries, conversation_id)
299-
retries += 1
390+
raise StandardError, 'Response not ready yet'
300391
end
301-
302-
logger.error "❌ Dust agent did not respond after #{max_retries} attempts (conversation: #{conversation_id})"
392+
rescue StandardError => e
393+
logger.error "❌ Failed to get response after maximum retries for conversation: #{conversation_id}. Error: #{e.message}"
303394
conversation_uri = "#{API_BASE_URL}/api/v1/w/#{workspace_id}/assistant/conversations/#{conversation_id}"
304395
logger.error "🔗 Check conversation status at: #{conversation_uri}"
305396
nil
306397
end
307398

308-
def attempt_fetch_response(conversation_id, retries, max_retries)
309-
logger.info "🔄 Attempting to fetch response (attempt #{retries + 1}/#{max_retries}) for conversation: #{conversation_id}"
310-
get_response(conversation_id)
311-
rescue StandardError => e
312-
logger.warn "⚠️ Error fetching response (attempt #{retries + 1}) for conversation #{conversation_id}: #{e.message}"
313-
raise e if retries >= max_retries - 1
314-
315-
sleep(3)
316-
'retry_needed'
317-
end
318-
319399
def response_is_valid?(response)
320400
return false if response.nil?
321401
return false if response == 'retry_needed'
@@ -324,14 +404,6 @@ def response_is_valid?(response)
324404
logger.debug "Response validated as valid: length=#{response.to_s.length}"
325405
true
326406
end
327-
328-
def handle_retry_delay(retries, max_retries, conversation_id)
329-
return unless retries < max_retries - 1
330-
331-
wait_time = (retries + 1) * 5 # 5s, 10s, 15s, 20s
332-
logger.info "⏳ Agent hasn't responded yet, waiting #{wait_time} seconds before retry (conversation: #{conversation_id})..."
333-
sleep(wait_time)
334-
end
335407
end
336408

337409
# AI provider factory

README.md

Lines changed: 1 addition & 1 deletion
Original file line numberDiff line numberDiff line change
@@ -25,7 +25,7 @@ This project includes an **AI-powered Test Runner** that intelligently selects a
2525

2626
The AI test runner automatically triggers on all pushes and pull requests, analyzing your changes and running only the necessary tests.
2727

28-
**📖 [Learn more about the AI Test Runner →](./doc/SMART_TEST_RUNNER.md)**
28+
**📖 [Learn more about the AI Test Runner →](./doc/AI_TEST_RUNNER.md)**
2929

3030
## Setup
3131

doc/SMART_TEST_RUNNER.md renamed to doc/AI_TEST_RUNNER.md

Lines changed: 9 additions & 9 deletions
Original file line numberDiff line numberDiff line change
@@ -1,11 +1,11 @@
1-
# 🤖 Smart Test Runner
1+
# 🤖 AI Test Runner
22

33
An AI-powered GitHub Action that intelligently selects and runs only the tests relevant to your code changes, reducing CI time while maintaining comprehensive coverage.
44

55
## Features
66

77
- **🧠 AI-Powered Analysis**: Uses Claude 3 Sonnet to analyze code changes and understand test dependencies
8-
- **🎯 Smart Test Selection**: Identifies both direct and indirect tests that may be affected by changes
8+
- **🎯 AI Test Selection**: Identifies both direct and indirect tests that may be affected by changes
99
- **⚡ Performance Optimization**: Runs only relevant tests instead of the entire test suite
1010
- **📊 Detailed Reporting**: Provides comprehensive analysis of why tests were selected
1111
- **🔄 Fallback Safety**: Falls back to running all tests if AI analysis fails
@@ -42,7 +42,7 @@ Set repository variables:
4242

4343
### 3. The Workflow is Ready!
4444

45-
The smart test runner is already configured in `.github/workflows/smart_tests.yml` and will automatically:
45+
The AI test runner is already configured in `.github/workflows/smart_tests.yml` and will automatically:
4646

4747
- Trigger on pushes to `main` and `develop` branches
4848
- Trigger on pull requests to `main` and `develop` branches
@@ -51,7 +51,7 @@ The smart test runner is already configured in `.github/workflows/smart_tests.ym
5151

5252
## Manual Usage
5353

54-
You can also run the smart test selector locally:
54+
You can also run the AI test selector locally:
5555

5656
```bash
5757
# Set required environment variables
@@ -112,7 +112,7 @@ The AI considers multiple factors when selecting tests:
112112

113113
## Output Files
114114

115-
The smart test runner generates several output files:
115+
The AI test runner generates several output files:
116116

117117
### `tmp/selected_tests.txt`
118118
Simple list of selected test files (one per line) used by the GitHub workflow.
@@ -206,7 +206,7 @@ Enable debug logging by setting the log level:
206206

207207
```ruby
208208
logger = Logger.new($stdout, level: Logger::DEBUG)
209-
runner = SmartTestRunner.new(config, logger)
209+
runner = AITestRunner.new(config, logger)
210210
```
211211

212212
## Contributing
@@ -250,13 +250,13 @@ The system automatically falls back to a built-in prompt if the external file is
250250
## Architecture
251251

252252
```
253-
SmartTestRunner
254-
├── SmartTestConfig # Configuration management
253+
AITestRunner
254+
├── AITestConfig # Configuration management
255255
├── GitChangeAnalyzer # Git diff analysis and parsing
256256
├── TestDiscoveryService # Test file discovery and mapping
257257
├── AITestSelector # AI-powered test selection
258258
│ └── ai_test_selection_prompt.md # External AI prompt template
259-
└── SmartTestRunner # Main orchestrator
259+
└── AITestRunner # Main orchestrator
260260
```
261261

262262
## Performance Benefits

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