Upload telemetry.py with huggingface_hub
Browse files- telemetry.py +373 -0
telemetry.py
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| 1 |
+
"""
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| 2 |
+
Telemetry System for Semantic Scalpel
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| 3 |
+
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| 4 |
+
Tracks usage metrics for analytics and monitoring:
|
| 5 |
+
- Query counts and latency
|
| 6 |
+
- Example click rates
|
| 7 |
+
- Error rates and types
|
| 8 |
+
- BSV anchor statistics
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| 9 |
+
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| 10 |
+
Data is privacy-preserving (no raw text stored).
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| 11 |
+
|
| 12 |
+
Created by Bryan Daugherty
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| 13 |
+
SmartLedger Blockchain Solutions Inc
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| 14 |
+
"""
|
| 15 |
+
|
| 16 |
+
import json
|
| 17 |
+
import time
|
| 18 |
+
import threading
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| 19 |
+
from collections import defaultdict
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| 20 |
+
from dataclasses import dataclass, field
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| 21 |
+
from datetime import datetime, timedelta
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| 22 |
+
from typing import Any, Dict, List, Optional
|
| 23 |
+
from enum import Enum
|
| 24 |
+
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| 25 |
+
try:
|
| 26 |
+
import httpx
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| 27 |
+
HAS_HTTPX = True
|
| 28 |
+
except ImportError:
|
| 29 |
+
HAS_HTTPX = False
|
| 30 |
+
|
| 31 |
+
from config import get_config
|
| 32 |
+
|
| 33 |
+
|
| 34 |
+
class EventType(str, Enum):
|
| 35 |
+
"""Types of telemetry events."""
|
| 36 |
+
QUERY = "query"
|
| 37 |
+
EXAMPLE_CLICK = "example_click"
|
| 38 |
+
TAB_VIEW = "tab_view"
|
| 39 |
+
ERROR = "error"
|
| 40 |
+
BSV_ANCHOR = "bsv_anchor"
|
| 41 |
+
SHARE_CLICK = "share_click"
|
| 42 |
+
COST_CALC = "cost_calc"
|
| 43 |
+
|
| 44 |
+
|
| 45 |
+
@dataclass
|
| 46 |
+
class TelemetryEvent:
|
| 47 |
+
"""A single telemetry event."""
|
| 48 |
+
event_type: EventType
|
| 49 |
+
timestamp: str = field(default_factory=lambda: datetime.utcnow().isoformat() + "Z")
|
| 50 |
+
properties: Dict[str, Any] = field(default_factory=dict)
|
| 51 |
+
session_id: Optional[str] = None
|
| 52 |
+
|
| 53 |
+
|
| 54 |
+
@dataclass
|
| 55 |
+
class TelemetryStats:
|
| 56 |
+
"""Aggregated telemetry statistics."""
|
| 57 |
+
total_queries: int = 0
|
| 58 |
+
total_examples_clicked: int = 0
|
| 59 |
+
total_errors: int = 0
|
| 60 |
+
total_bsv_anchors: int = 0
|
| 61 |
+
total_shares: int = 0
|
| 62 |
+
|
| 63 |
+
# By category
|
| 64 |
+
queries_by_confidence: Dict[str, int] = field(default_factory=lambda: defaultdict(int))
|
| 65 |
+
examples_by_name: Dict[str, int] = field(default_factory=lambda: defaultdict(int))
|
| 66 |
+
errors_by_type: Dict[str, int] = field(default_factory=lambda: defaultdict(int))
|
| 67 |
+
bsv_by_mode: Dict[str, int] = field(default_factory=lambda: defaultdict(int))
|
| 68 |
+
|
| 69 |
+
# Performance
|
| 70 |
+
avg_latency_ms: float = 0.0
|
| 71 |
+
p95_latency_ms: float = 0.0
|
| 72 |
+
latency_samples: List[float] = field(default_factory=list)
|
| 73 |
+
|
| 74 |
+
# Time tracking
|
| 75 |
+
first_event: Optional[str] = None
|
| 76 |
+
last_event: Optional[str] = None
|
| 77 |
+
|
| 78 |
+
def to_dict(self) -> Dict[str, Any]:
|
| 79 |
+
return {
|
| 80 |
+
"total_queries": self.total_queries,
|
| 81 |
+
"total_examples_clicked": self.total_examples_clicked,
|
| 82 |
+
"total_errors": self.total_errors,
|
| 83 |
+
"total_bsv_anchors": self.total_bsv_anchors,
|
| 84 |
+
"total_shares": self.total_shares,
|
| 85 |
+
"queries_by_confidence": dict(self.queries_by_confidence),
|
| 86 |
+
"examples_by_name": dict(self.examples_by_name),
|
| 87 |
+
"errors_by_type": dict(self.errors_by_type),
|
| 88 |
+
"bsv_by_mode": dict(self.bsv_by_mode),
|
| 89 |
+
"avg_latency_ms": self.avg_latency_ms,
|
| 90 |
+
"p95_latency_ms": self.p95_latency_ms,
|
| 91 |
+
"first_event": self.first_event,
|
| 92 |
+
"last_event": self.last_event,
|
| 93 |
+
}
|
| 94 |
+
|
| 95 |
+
|
| 96 |
+
class TelemetryCollector:
|
| 97 |
+
"""
|
| 98 |
+
Collects and aggregates telemetry data.
|
| 99 |
+
|
| 100 |
+
Usage:
|
| 101 |
+
telemetry = TelemetryCollector()
|
| 102 |
+
|
| 103 |
+
# Track a query
|
| 104 |
+
telemetry.track_query(confidence=0.95, latency_ms=5.2, bsv_mode="async")
|
| 105 |
+
|
| 106 |
+
# Track example click
|
| 107 |
+
telemetry.track_example_click("garden_path_classic")
|
| 108 |
+
|
| 109 |
+
# Get stats
|
| 110 |
+
stats = telemetry.get_stats()
|
| 111 |
+
print(f"Total queries: {stats.total_queries}")
|
| 112 |
+
"""
|
| 113 |
+
|
| 114 |
+
def __init__(self, max_events: int = 10000, flush_interval_seconds: int = 300):
|
| 115 |
+
self.config = get_config()
|
| 116 |
+
self.max_events = max_events
|
| 117 |
+
self.flush_interval = flush_interval_seconds
|
| 118 |
+
|
| 119 |
+
# Event storage
|
| 120 |
+
self._events: List[TelemetryEvent] = []
|
| 121 |
+
self._stats = TelemetryStats()
|
| 122 |
+
self._lock = threading.Lock()
|
| 123 |
+
|
| 124 |
+
# Background flush thread
|
| 125 |
+
self._flush_thread: Optional[threading.Thread] = None
|
| 126 |
+
self._stop_flush = threading.Event()
|
| 127 |
+
|
| 128 |
+
if self.config.telemetry_enabled and self.config.telemetry_endpoint:
|
| 129 |
+
self._start_flush_thread()
|
| 130 |
+
|
| 131 |
+
def _start_flush_thread(self):
|
| 132 |
+
"""Start background thread to periodically flush events."""
|
| 133 |
+
def flush_loop():
|
| 134 |
+
while not self._stop_flush.wait(self.flush_interval):
|
| 135 |
+
self._flush_to_endpoint()
|
| 136 |
+
|
| 137 |
+
self._flush_thread = threading.Thread(target=flush_loop, daemon=True)
|
| 138 |
+
self._flush_thread.start()
|
| 139 |
+
|
| 140 |
+
def _flush_to_endpoint(self):
|
| 141 |
+
"""Flush events to remote endpoint."""
|
| 142 |
+
if not self.config.telemetry_endpoint or not HAS_HTTPX:
|
| 143 |
+
return
|
| 144 |
+
|
| 145 |
+
with self._lock:
|
| 146 |
+
if not self._events:
|
| 147 |
+
return
|
| 148 |
+
|
| 149 |
+
events_to_send = self._events.copy()
|
| 150 |
+
self._events = []
|
| 151 |
+
|
| 152 |
+
try:
|
| 153 |
+
with httpx.Client(timeout=10.0) as client:
|
| 154 |
+
client.post(
|
| 155 |
+
self.config.telemetry_endpoint,
|
| 156 |
+
json={
|
| 157 |
+
"events": [
|
| 158 |
+
{
|
| 159 |
+
"type": e.event_type.value,
|
| 160 |
+
"timestamp": e.timestamp,
|
| 161 |
+
"properties": e.properties,
|
| 162 |
+
}
|
| 163 |
+
for e in events_to_send
|
| 164 |
+
],
|
| 165 |
+
"stats": self._stats.to_dict(),
|
| 166 |
+
}
|
| 167 |
+
)
|
| 168 |
+
except Exception:
|
| 169 |
+
# Re-add events on failure (up to max)
|
| 170 |
+
with self._lock:
|
| 171 |
+
remaining_capacity = self.max_events - len(self._events)
|
| 172 |
+
self._events = events_to_send[:remaining_capacity] + self._events
|
| 173 |
+
|
| 174 |
+
def _record_event(self, event: TelemetryEvent):
|
| 175 |
+
"""Record an event with stats update."""
|
| 176 |
+
if not self.config.telemetry_enabled:
|
| 177 |
+
return
|
| 178 |
+
|
| 179 |
+
with self._lock:
|
| 180 |
+
# Add to event list (with size limit)
|
| 181 |
+
if len(self._events) < self.max_events:
|
| 182 |
+
self._events.append(event)
|
| 183 |
+
|
| 184 |
+
# Update time tracking
|
| 185 |
+
if self._stats.first_event is None:
|
| 186 |
+
self._stats.first_event = event.timestamp
|
| 187 |
+
self._stats.last_event = event.timestamp
|
| 188 |
+
|
| 189 |
+
# -------------------------------------------------------------------------
|
| 190 |
+
# Public Tracking Methods
|
| 191 |
+
# -------------------------------------------------------------------------
|
| 192 |
+
|
| 193 |
+
def track_query(
|
| 194 |
+
self,
|
| 195 |
+
confidence: float,
|
| 196 |
+
latency_ms: float,
|
| 197 |
+
bsv_mode: str = "async",
|
| 198 |
+
bsv_success: bool = True,
|
| 199 |
+
is_example: bool = False,
|
| 200 |
+
):
|
| 201 |
+
"""Track a prediction query."""
|
| 202 |
+
# Determine confidence bucket
|
| 203 |
+
if confidence >= 0.85:
|
| 204 |
+
bucket = "high"
|
| 205 |
+
elif confidence >= 0.70:
|
| 206 |
+
bucket = "medium"
|
| 207 |
+
else:
|
| 208 |
+
bucket = "low"
|
| 209 |
+
|
| 210 |
+
event = TelemetryEvent(
|
| 211 |
+
event_type=EventType.QUERY,
|
| 212 |
+
properties={
|
| 213 |
+
"confidence_bucket": bucket,
|
| 214 |
+
"latency_ms": round(latency_ms, 1),
|
| 215 |
+
"bsv_mode": bsv_mode,
|
| 216 |
+
"bsv_success": bsv_success,
|
| 217 |
+
"is_example": is_example,
|
| 218 |
+
}
|
| 219 |
+
)
|
| 220 |
+
self._record_event(event)
|
| 221 |
+
|
| 222 |
+
# Update stats
|
| 223 |
+
with self._lock:
|
| 224 |
+
self._stats.total_queries += 1
|
| 225 |
+
self._stats.queries_by_confidence[bucket] += 1
|
| 226 |
+
|
| 227 |
+
# Update latency stats
|
| 228 |
+
self._stats.latency_samples.append(latency_ms)
|
| 229 |
+
if len(self._stats.latency_samples) > 1000:
|
| 230 |
+
self._stats.latency_samples = self._stats.latency_samples[-1000:]
|
| 231 |
+
|
| 232 |
+
samples = self._stats.latency_samples
|
| 233 |
+
self._stats.avg_latency_ms = sum(samples) / len(samples)
|
| 234 |
+
sorted_samples = sorted(samples)
|
| 235 |
+
p95_idx = int(len(sorted_samples) * 0.95)
|
| 236 |
+
self._stats.p95_latency_ms = sorted_samples[p95_idx] if sorted_samples else 0
|
| 237 |
+
|
| 238 |
+
def track_example_click(self, example_name: str):
|
| 239 |
+
"""Track when a user clicks an example."""
|
| 240 |
+
event = TelemetryEvent(
|
| 241 |
+
event_type=EventType.EXAMPLE_CLICK,
|
| 242 |
+
properties={"example_name": example_name}
|
| 243 |
+
)
|
| 244 |
+
self._record_event(event)
|
| 245 |
+
|
| 246 |
+
with self._lock:
|
| 247 |
+
self._stats.total_examples_clicked += 1
|
| 248 |
+
self._stats.examples_by_name[example_name] += 1
|
| 249 |
+
|
| 250 |
+
def track_tab_view(self, tab_name: str):
|
| 251 |
+
"""Track when a user views a tab."""
|
| 252 |
+
event = TelemetryEvent(
|
| 253 |
+
event_type=EventType.TAB_VIEW,
|
| 254 |
+
properties={"tab_name": tab_name}
|
| 255 |
+
)
|
| 256 |
+
self._record_event(event)
|
| 257 |
+
|
| 258 |
+
def track_error(self, error_type: str, error_message: str = ""):
|
| 259 |
+
"""Track an error."""
|
| 260 |
+
event = TelemetryEvent(
|
| 261 |
+
event_type=EventType.ERROR,
|
| 262 |
+
properties={
|
| 263 |
+
"error_type": error_type,
|
| 264 |
+
"error_message": error_message[:100], # Truncate
|
| 265 |
+
}
|
| 266 |
+
)
|
| 267 |
+
self._record_event(event)
|
| 268 |
+
|
| 269 |
+
with self._lock:
|
| 270 |
+
self._stats.total_errors += 1
|
| 271 |
+
self._stats.errors_by_type[error_type] += 1
|
| 272 |
+
|
| 273 |
+
def track_bsv_anchor(self, mode: str, success: bool, is_simulated: bool):
|
| 274 |
+
"""Track a BSV anchor operation."""
|
| 275 |
+
event = TelemetryEvent(
|
| 276 |
+
event_type=EventType.BSV_ANCHOR,
|
| 277 |
+
properties={
|
| 278 |
+
"mode": mode,
|
| 279 |
+
"success": success,
|
| 280 |
+
"is_simulated": is_simulated,
|
| 281 |
+
}
|
| 282 |
+
)
|
| 283 |
+
self._record_event(event)
|
| 284 |
+
|
| 285 |
+
with self._lock:
|
| 286 |
+
self._stats.total_bsv_anchors += 1
|
| 287 |
+
mode_key = f"{mode}_{'simulated' if is_simulated else 'live'}"
|
| 288 |
+
self._stats.bsv_by_mode[mode_key] += 1
|
| 289 |
+
|
| 290 |
+
def track_share_click(self, platform: str):
|
| 291 |
+
"""Track when a user clicks share."""
|
| 292 |
+
event = TelemetryEvent(
|
| 293 |
+
event_type=EventType.SHARE_CLICK,
|
| 294 |
+
properties={"platform": platform}
|
| 295 |
+
)
|
| 296 |
+
self._record_event(event)
|
| 297 |
+
|
| 298 |
+
with self._lock:
|
| 299 |
+
self._stats.total_shares += 1
|
| 300 |
+
|
| 301 |
+
def track_cost_calculation(self, queries_per_month: int):
|
| 302 |
+
"""Track cost calculator usage."""
|
| 303 |
+
event = TelemetryEvent(
|
| 304 |
+
event_type=EventType.COST_CALC,
|
| 305 |
+
properties={"queries_per_month": queries_per_month}
|
| 306 |
+
)
|
| 307 |
+
self._record_event(event)
|
| 308 |
+
|
| 309 |
+
# -------------------------------------------------------------------------
|
| 310 |
+
# Stats Retrieval
|
| 311 |
+
# -------------------------------------------------------------------------
|
| 312 |
+
|
| 313 |
+
def get_stats(self) -> TelemetryStats:
|
| 314 |
+
"""Get current telemetry statistics."""
|
| 315 |
+
with self._lock:
|
| 316 |
+
return TelemetryStats(
|
| 317 |
+
total_queries=self._stats.total_queries,
|
| 318 |
+
total_examples_clicked=self._stats.total_examples_clicked,
|
| 319 |
+
total_errors=self._stats.total_errors,
|
| 320 |
+
total_bsv_anchors=self._stats.total_bsv_anchors,
|
| 321 |
+
total_shares=self._stats.total_shares,
|
| 322 |
+
queries_by_confidence=dict(self._stats.queries_by_confidence),
|
| 323 |
+
examples_by_name=dict(self._stats.examples_by_name),
|
| 324 |
+
errors_by_type=dict(self._stats.errors_by_type),
|
| 325 |
+
bsv_by_mode=dict(self._stats.bsv_by_mode),
|
| 326 |
+
avg_latency_ms=self._stats.avg_latency_ms,
|
| 327 |
+
p95_latency_ms=self._stats.p95_latency_ms,
|
| 328 |
+
first_event=self._stats.first_event,
|
| 329 |
+
last_event=self._stats.last_event,
|
| 330 |
+
)
|
| 331 |
+
|
| 332 |
+
def get_stats_summary(self) -> str:
|
| 333 |
+
"""Get a formatted stats summary."""
|
| 334 |
+
stats = self.get_stats()
|
| 335 |
+
return f"""
|
| 336 |
+
Telemetry Summary
|
| 337 |
+
-----------------
|
| 338 |
+
Total Queries: {stats.total_queries}
|
| 339 |
+
Examples Clicked: {stats.total_examples_clicked}
|
| 340 |
+
BSV Anchors: {stats.total_bsv_anchors}
|
| 341 |
+
Errors: {stats.total_errors}
|
| 342 |
+
Shares: {stats.total_shares}
|
| 343 |
+
|
| 344 |
+
Performance:
|
| 345 |
+
Avg Latency: {stats.avg_latency_ms:.1f}ms
|
| 346 |
+
P95 Latency: {stats.p95_latency_ms:.1f}ms
|
| 347 |
+
|
| 348 |
+
Confidence Distribution:
|
| 349 |
+
High (>=85%): {stats.queries_by_confidence.get('high', 0)}
|
| 350 |
+
Medium (70-85%): {stats.queries_by_confidence.get('medium', 0)}
|
| 351 |
+
Low (<70%): {stats.queries_by_confidence.get('low', 0)}
|
| 352 |
+
|
| 353 |
+
Top Examples:
|
| 354 |
+
{chr(10).join(f' {k}: {v}' for k, v in sorted(stats.examples_by_name.items(), key=lambda x: -x[1])[:5])}
|
| 355 |
+
"""
|
| 356 |
+
|
| 357 |
+
def shutdown(self):
|
| 358 |
+
"""Shutdown telemetry collector."""
|
| 359 |
+
if self._flush_thread:
|
| 360 |
+
self._stop_flush.set()
|
| 361 |
+
self._flush_to_endpoint()
|
| 362 |
+
|
| 363 |
+
|
| 364 |
+
# Global telemetry instance
|
| 365 |
+
_telemetry: Optional[TelemetryCollector] = None
|
| 366 |
+
|
| 367 |
+
|
| 368 |
+
def get_telemetry() -> TelemetryCollector:
|
| 369 |
+
"""Get or create the global telemetry instance."""
|
| 370 |
+
global _telemetry
|
| 371 |
+
if _telemetry is None:
|
| 372 |
+
_telemetry = TelemetryCollector()
|
| 373 |
+
return _telemetry
|