File size: 2,850 Bytes
a1a5a09 | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 | # Chat Logging Implementation Summary
## Changes Made
### 1. **New File: `chat_logger.py`**
- Implements local JSONL chat logging with thread-safe async processing
- **Local logging**: Always enabled, writes to `logs/chat_logs.jsonl`
- **Optional HuggingFace upload**: Only if `HF_TOKEN` and `HF_DATASET_REPO` environment variables are set
- **Features**:
- Queue-based async processing (non-blocking)
- Automatic background worker thread
- Periodic HuggingFace uploads (every 5 minutes)
- Graceful shutdown with final flush
- Automatic dataset creation if needed
### 2. **Updated `app.py`**
- Added imports: `uuid4`, `log_chat`, `shutdown_logger`
- Added `_session_id` state variable (unique per session)
- Updated `sequential_thinking()`: Logs each thought with metadata
- Updated `reset_session()`: Generates new session ID when resetting
- Updated `__main__`: Calls `shutdown_logger()` on app exit for graceful cleanup
### 3. **New File: `LOGGING.md`**
- Complete documentation of logging features
- Configuration instructions
- Environment variables reference
- Data format examples
- Troubleshooting guide
## Usage
### No Configuration (Local Logging Only)
```bash
python app.py
```
- Logs all thoughts to `logs/chat_logs.jsonl`
- No external dependencies required
### With HuggingFace Upload
```bash
export HF_TOKEN=hf_xxxxxxxxxxxxx
export HF_DATASET_REPO=username/my-logs
python app.py
```
- Logs locally AND uploads to HuggingFace every 5 minutes
- Automatic dataset creation
## What Gets Logged
Each thought entry includes:
- **session_id**: Unique session identifier
- **model_name**: `"sequential-thinking"`
- **thought**: The actual thought text
- **thought_number**: Step number in sequence
- **total_thoughts**: Estimated total steps
- **metadata**: Revision/branch information
- **timestamp**: ISO 8601 timestamp
Example:
```json
{
"session_id": "abc123xyz...",
"model_name": "sequential-thinking",
"thought": "First, let me understand the problem...",
"thought_number": 1,
"total_thoughts": 5,
"metadata": {
"is_revision": false,
"branch_id": null,
"next_thought_needed": true
},
"timestamp": "2024-01-15T10:30:00.123456"
}
```
## Key Features
✅ **Always on** - Local logging works without any configuration
✅ **Optional upload** - HuggingFace integration only if credentials set
✅ **Async processing** - Non-blocking, runs in background threads
✅ **Graceful shutdown** - Flushes all pending logs before exit
✅ **Session tracking** - Groups related thoughts by session ID
✅ **Error handling** - Continues working even if upload fails
## Files Modified/Created
- ✅ Created: `chat_logger.py` (140 lines)
- ✅ Created: `LOGGING.md` (documentation)
- ✅ Updated: `app.py` (added logging integration)
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