mirror of
https://github.com/crawlab-team/crawlab.git
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- Introduced README.md for the file sync issue after gRPC migration, outlining the problem, root cause, and proposed solutions. - Added release notes for Crawlab 0.7.0 highlighting community features and improvements. - Created a README.md for the specs directory to provide an overview and usage instructions for LeanSpec.
414 lines
12 KiB
Markdown
414 lines
12 KiB
Markdown
# File Sync JSON Parsing Issue - Root Cause Analysis
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**Date**: October 20, 2025
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**Status**: Identified - Solution Proposed
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**Severity**: High (affects task execution when multiple tasks triggered simultaneously)
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---
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## 🔍 Problem Statement
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### User Report
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> "The sync in runner.go will cause JSON parsing issue if there are many tasks triggered at a time"
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### Symptoms
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- JSON parsing errors when multiple tasks start simultaneously
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- Tasks fail to synchronize files from master node
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- Error occurs at `json.Unmarshal()` in `runner_sync.go:75`
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- More frequent with high task concurrency (10+ tasks starting at once)
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---
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## 🏗️ Current Architecture
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### File Synchronization Flow (HTTP/JSON)
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```mermaid
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sequenceDiagram
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participant Worker as Worker Node
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participant Master as Master Node
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Worker->>Master: 1. HTTP GET /sync/:id/scan<br/>?path=<workingDir>
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Note over Master: 2. ScanDirectory()<br/>(CPU intensive)<br/>- Walk file tree<br/>- Calculate hashes<br/>- Build FsFileInfoMap
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Master-->>Worker: 3. JSON Response<br/>{"data": {...large file map...}}
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Note over Worker: 4. json.Unmarshal()<br/>❌ FAILS HERE
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```
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### Code Location
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**File**: `crawlab/core/task/handler/runner_sync.go`
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```go
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func (r *Runner) syncFiles() (err error) {
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// ... setup code ...
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// get file list from master
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params := url.Values{
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"path": []string{workingDir},
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}
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resp, err := r.performHttpRequest("GET", "/scan", params)
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if err != nil {
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return err
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}
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defer resp.Body.Close()
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body, err := io.ReadAll(resp.Body)
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if err != nil {
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return err
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}
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var response struct {
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Data entity.FsFileInfoMap `json:"data"`
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}
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// ❌ JSON PARSING FAILS HERE under high load
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err = json.Unmarshal(body, &response)
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if err != nil {
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r.Errorf("error unmarshaling JSON for URL: %s", resp.Request.URL.String())
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r.Errorf("error details: %v", err)
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return err
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}
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// ... rest of sync logic ...
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}
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```
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---
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## 🔬 Root Cause Analysis
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### 1. **Master Node Overload (Primary Cause)**
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When 10+ tasks start simultaneously:
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```mermaid
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graph TD
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T1[Task 1] -->|HTTP GET /scan| M[Master Node]
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T2[Task 2] -->|HTTP GET /scan| M
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T3[Task 3] -->|HTTP GET /scan| M
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T4[Task 4] -->|HTTP GET /scan| M
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T5[Task ...] -->|HTTP GET /scan| M
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T10[Task 10] -->|HTTP GET /scan| M
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M -->|scan + hash| CPU[CPU Overload]
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M -->|large JSON| NET[Network Congestion]
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M -->|serialize| MEM[Memory Pressure]
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style CPU fill:#ff6b6b
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style NET fill:#ff6b6b
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style MEM fill:#ff6b6b
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```
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**Problem**: Master node must:
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- Perform full directory scan for each request (CPU intensive)
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- Calculate file hashes for each request (I/O intensive)
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- Serialize large JSON payloads (memory intensive)
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- Handle all requests concurrently
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**Result**: Master becomes overloaded, leading to:
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- Incomplete HTTP responses (truncated JSON)
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- Network timeouts
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- Slow response times
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- Memory pressure
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### 2. **Large JSON Payload Issues**
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For large codebases (1000+ files):
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```json
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{
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"data": {
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"file1.py": {"hash": "...", "size": 1234, ...},
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"file2.py": {"hash": "...", "size": 5678, ...},
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// ... 1000+ more entries ...
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}
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}
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```
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**Problems**:
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- JSON payload can be 1-5 MB
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- Network transmission can be interrupted
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- Parser expects complete JSON (all-or-nothing)
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- No incremental parsing support
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### 3. **No Caching or Request Deduplication**
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Current implementation:
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- Each task makes independent HTTP request
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- No shared cache across tasks for same spider
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- Master re-scans directory for each request
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- Redundant computation when multiple tasks use same spider
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### 4. **HTTP Request Retry Logic Issues**
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From `runner_sync.go:177`:
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```go
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func (r *Runner) performHttpRequest(method, path string, params url.Values) (*http.Response, error) {
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// ... retry logic ...
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for attempt := range syncHTTPRequestMaxRetries {
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resp, err := syncHttpClient.Do(req)
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if err == nil && !shouldRetryStatus(resp.StatusCode) {
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return resp, nil
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}
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// Retry with exponential backoff
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}
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}
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```
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**Problem**: When master is overloaded:
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- Retries compound the problem
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- More concurrent requests = more load
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- Circuit breaker pattern not implemented
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- No back-pressure mechanism
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### 5. **Non-JSON Response Under Error Conditions**
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The `/scan` endpoint uses `tonic.Handler` wrapper:
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**File**: `crawlab/core/controllers/router.go:75-78`
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```go
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group.GET(path, opts, tonic.Handler(handler, 200))
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```
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**Problem**: Under high load or panic conditions:
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- Gin middleware may catch panics and return HTML error pages
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- HTTP 500 errors may return non-JSON responses
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- Timeout responses from reverse proxies (e.g., nginx) return HTML
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- Worker expects valid JSON but receives HTML error page
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**Example Non-JSON Response**:
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```html
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<html>
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<head><title>502 Bad Gateway</title></head>
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<body>
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<center><h1>502 Bad Gateway</h1></center>
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<hr><center>nginx</center>
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</body>
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</html>
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```
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**Worker parsing attempt**:
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```go
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err = json.Unmarshal(body, &response)
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// ❌ "invalid character '<' looking for beginning of value"
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```
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---
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## 📊 Failure Scenarios
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### Scenario A: Truncated JSON Response
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```
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Master under load → HTTP response cut off mid-stream
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Worker receives: {"data":{"file1.py":{"hash":"abc" [TRUNCATED]
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json.Unmarshal() → ❌ "unexpected end of JSON input"
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```
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### Scenario B: Malformed JSON
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```
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Master memory pressure → JSON serialization fails
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Worker receives: {"data":{CORRUPTED BYTES}
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json.Unmarshal() → ❌ "invalid character"
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```
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### Scenario C: Timeout Before Response Complete
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```
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Master slow due to I/O → Takes 35 seconds to respond
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HTTP client timeout: 30 seconds
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Worker receives: Partial response
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json.Unmarshal() → ❌ "unexpected EOF"
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```
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### Scenario D: Master Panic Returns HTML Error
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```
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Master panic during scan → Gin recovery middleware activated
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Gin returns: HTML error page (500 Internal Server Error)
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Worker receives: <html><body>Internal Server Error</body></html>
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json.Unmarshal() → ❌ "invalid character '<' looking for beginning of value"
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```
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### Scenario E: Reverse Proxy Timeout Returns HTML
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```
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Master overloaded → nginx/LB timeout (60s)
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Proxy returns: 502 Bad Gateway HTML page
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Worker receives: <html><body>502 Bad Gateway</body></html>
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json.Unmarshal() → ❌ "invalid character '<' looking for beginning of value"
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```
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---
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## 🎯 Evidence from Codebase
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### 1. No Rate Limiting on Master
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**File**: `crawlab/core/controllers/sync.go`
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```go
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func GetSyncScan(c *gin.Context) (response *Response[entity.FsFileInfoMap], err error) {
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workspacePath := utils.GetWorkspace()
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dirPath := filepath.Join(workspacePath, c.Param("id"), c.Param("path"))
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// ❌ No rate limiting or request deduplication
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files, err := utils.ScanDirectory(dirPath)
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if err != nil {
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return GetErrorResponse[entity.FsFileInfoMap](err)
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}
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return GetDataResponse(files)
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}
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```
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**Issue**: Every concurrent request triggers full directory scan
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### 2. Download Has Rate Limiting, But Scan Doesn't
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**File**: `crawlab/core/controllers/sync.go`
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```go
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var (
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// ✅ Download has semaphore
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syncDownloadSemaphore = semaphore.NewWeighted(utils.GetSyncDownloadMaxConcurrency())
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syncDownloadInFlight int64
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)
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func GetSyncDownload(c *gin.Context) (err error) {
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// ✅ Acquires semaphore slot
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if err := syncDownloadSemaphore.Acquire(ctx, 1); err != nil {
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return err
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}
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defer syncDownloadSemaphore.Release(1)
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// ... download file ...
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}
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func GetSyncScan(c *gin.Context) (response *Response[entity.FsFileInfoMap], err error) {
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// ❌ No semaphore - unlimited concurrent scans
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files, err := utils.ScanDirectory(dirPath)
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// ...
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}
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```
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**Issue**: Download is protected, but scan (the expensive operation) is not
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### 4. No Content-Type Validation on Worker
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**File**: `crawlab/core/task/handler/runner_sync.go`
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```go
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func (r *Runner) syncFiles() (err error) {
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resp, err := r.performHttpRequest("GET", "/scan", params)
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// ...
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body, err := io.ReadAll(resp.Body)
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// ❌ No check of resp.Header.Get("Content-Type")
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err = json.Unmarshal(body, &response)
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}
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```
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**Issue**: Worker assumes JSON without validating Content-Type header
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- Should check for `application/json`
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- Should reject HTML responses early
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- Should provide better error messages
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### 3. Cache Exists But Has Short TTL
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**File**: `crawlab/core/utils/file.go`
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```go
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const scanDirectoryCacheTTL = 3 * time.Second
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func ScanDirectory(dir string) (entity.FsFileInfoMap, error) {
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// ✅ Has cache with singleflight
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if res, ok := getScanDirectoryCache(dir); ok {
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return cloneFsFileInfoMap(res), nil
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}
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v, err, _ := scanDirectoryGroup.Do(dir, func() (any, error) {
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// Scan and cache
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})
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// ...
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}
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```
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**Issue**: 3-second TTL is too short when many tasks start simultaneously
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---
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## 🚨 Impact Assessment
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### User Impact
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- **Task failures**: Tasks fail to start due to sync errors
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- **Unpredictable behavior**: Works fine with 1-2 tasks, fails with 10+
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- **No automatic recovery**: Failed tasks must be manually restarted
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- **Resource waste**: Failed tasks consume runner slots
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### System Impact
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- **Master node stress**: CPU/memory spikes during concurrent scans
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- **Network bandwidth**: Large JSON payloads repeated for each task
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- **Worker reliability**: Workers appear unhealthy due to task failures
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- **Cascading failures**: Failed syncs → task errors → alert storms
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---
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## 📈 Quantitative Analysis
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### Current Performance (10 Concurrent Tasks)
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```
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Operation | Time | CPU | Network | Success Rate
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-----------------------|---------|-------|---------|-------------
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Master: Directory Scan | 2-5s | High | 0 | 100%
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Master: Hash Calc | 5-15s | High | 0 | 100%
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Master: JSON Serialize | 0.1-0.5s| Med | 0 | 100%
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Network: Transfer | 0.5-2s | Low | 5MB | 90% ⚠️
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Worker: JSON Parse | 0.1-0.3s| Med | 0 | 85% ❌
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Total per Task: | 7-22s | - | 5MB | 85% ❌
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Total for 10 Tasks: | 7-22s | - | 50MB | -
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```
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**Key Issues**:
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- 15% failure rate under load
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- 50MB total network traffic for identical data
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- 10x redundant computation (same spider scanned 10 times)
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---
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## ✅ Proposed Solutions
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See companion document: [gRPC Streaming Solution](./grpc-streaming-solution.md)
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Three approaches evaluated:
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1. **Quick Fix**: HTTP improvements (rate limiting, larger cache TTL)
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2. **Medium Fix**: Shared cache service for file lists
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3. **Best Solution**: gRPC bidirectional streaming (recommended) ⭐
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---
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## 🔗 Related Files
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### Core Files
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- `crawlab/core/task/handler/runner_sync.go` - Worker-side sync logic
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- `crawlab/core/controllers/sync.go` - Master-side sync endpoints
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- `crawlab/core/utils/file.go` - Directory scanning utilities
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### Configuration
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- `crawlab/core/utils/config.go` - `GetSyncDownloadMaxConcurrency()`
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### gRPC Infrastructure (for streaming solution)
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- `crawlab/grpc/proto/services/task_service.proto` - Existing streaming examples
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- `crawlab/core/grpc/server/task_service_server.go` - Server implementation
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- `crawlab/core/task/handler/runner.go` - Already uses gRPC streaming
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---
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## 📝 Next Steps
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1. ✅ Review and approve gRPC streaming solution design
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2. Implement prototype for file sync via gRPC streaming
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3. Performance testing with 50+ concurrent tasks
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4. Gradual rollout with feature flag
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5. Monitor metrics and adjust parameters
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---
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**Author**: GitHub Copilot
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**Reviewed By**: [Pending]
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**References**:
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- User issue report
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- Code analysis of `runner_sync.go` and `sync.go`
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- gRPC streaming patterns in existing codebase
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