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Create hf_uploader.py
Browse files- hf_uploader.py +351 -0
hf_uploader.py
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| 1 |
+
"""
|
| 2 |
+
Hugging Face uploader class with rate limiting
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| 3 |
+
"""
|
| 4 |
+
import os
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| 5 |
+
import asyncio
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| 6 |
+
from datetime import datetime, timedelta
|
| 7 |
+
from typing import Dict, List, Optional, Tuple
|
| 8 |
+
import aiohttp
|
| 9 |
+
import logging
|
| 10 |
+
from sqlalchemy.orm import Session
|
| 11 |
+
from models import (
|
| 12 |
+
RateLimitLog,
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| 13 |
+
UploadQueue,
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| 14 |
+
UploadStatusEnum,
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| 15 |
+
UploadErrorLog,
|
| 16 |
+
HFConfig,
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| 17 |
+
)
|
| 18 |
+
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| 19 |
+
logger = logging.getLogger(__name__)
|
| 20 |
+
|
| 21 |
+
|
| 22 |
+
class RateLimiter:
|
| 23 |
+
"""Rate limiter for Hugging Face uploads"""
|
| 24 |
+
|
| 25 |
+
def __init__(self, max_uploads_per_hour: int = 128):
|
| 26 |
+
"""
|
| 27 |
+
Initialize rate limiter
|
| 28 |
+
|
| 29 |
+
Args:
|
| 30 |
+
max_uploads_per_hour: Maximum uploads allowed per hour
|
| 31 |
+
"""
|
| 32 |
+
self.max_uploads_per_hour = max_uploads_per_hour
|
| 33 |
+
|
| 34 |
+
def get_current_hour_window(self) -> Tuple[datetime, datetime]:
|
| 35 |
+
"""Get current hour window (start and end times)"""
|
| 36 |
+
now = datetime.utcnow()
|
| 37 |
+
hour_start = now.replace(minute=0, second=0, microsecond=0)
|
| 38 |
+
hour_end = hour_start + timedelta(hours=1)
|
| 39 |
+
return hour_start, hour_end
|
| 40 |
+
|
| 41 |
+
async def check_rate_limit(self, db: Session) -> Dict:
|
| 42 |
+
"""
|
| 43 |
+
Check if we can upload in current hour
|
| 44 |
+
|
| 45 |
+
Args:
|
| 46 |
+
db: Database session
|
| 47 |
+
|
| 48 |
+
Returns:
|
| 49 |
+
Dictionary with canUpload, remainingUploads, and resumeTime
|
| 50 |
+
"""
|
| 51 |
+
hour_start, hour_end = self.get_current_hour_window()
|
| 52 |
+
|
| 53 |
+
# Find rate limit log for current hour
|
| 54 |
+
rate_log = (
|
| 55 |
+
db.query(RateLimitLog)
|
| 56 |
+
.filter(RateLimitLog.hour_start == hour_start)
|
| 57 |
+
.first()
|
| 58 |
+
)
|
| 59 |
+
|
| 60 |
+
if not rate_log:
|
| 61 |
+
return {
|
| 62 |
+
"can_upload": True,
|
| 63 |
+
"remaining_uploads": self.max_uploads_per_hour,
|
| 64 |
+
"resume_time": None,
|
| 65 |
+
}
|
| 66 |
+
|
| 67 |
+
if rate_log.limit_hit:
|
| 68 |
+
return {
|
| 69 |
+
"can_upload": False,
|
| 70 |
+
"remaining_uploads": 0,
|
| 71 |
+
"resume_time": rate_log.resume_time,
|
| 72 |
+
}
|
| 73 |
+
|
| 74 |
+
remaining = self.max_uploads_per_hour - rate_log.upload_count
|
| 75 |
+
return {
|
| 76 |
+
"can_upload": remaining > 0,
|
| 77 |
+
"remaining_uploads": max(0, remaining),
|
| 78 |
+
"resume_time": None,
|
| 79 |
+
}
|
| 80 |
+
|
| 81 |
+
async def increment_counter(self, db: Session) -> None:
|
| 82 |
+
"""
|
| 83 |
+
Increment upload counter for current hour
|
| 84 |
+
|
| 85 |
+
Args:
|
| 86 |
+
db: Database session
|
| 87 |
+
"""
|
| 88 |
+
hour_start, hour_end = self.get_current_hour_window()
|
| 89 |
+
|
| 90 |
+
rate_log = (
|
| 91 |
+
db.query(RateLimitLog)
|
| 92 |
+
.filter(RateLimitLog.hour_start == hour_start)
|
| 93 |
+
.first()
|
| 94 |
+
)
|
| 95 |
+
|
| 96 |
+
if rate_log:
|
| 97 |
+
rate_log.upload_count += 1
|
| 98 |
+
else:
|
| 99 |
+
rate_log = RateLimitLog(
|
| 100 |
+
upload_count=1,
|
| 101 |
+
hour_start=hour_start,
|
| 102 |
+
hour_end=hour_end,
|
| 103 |
+
limit_hit=False,
|
| 104 |
+
)
|
| 105 |
+
db.add(rate_log)
|
| 106 |
+
|
| 107 |
+
db.commit()
|
| 108 |
+
|
| 109 |
+
async def mark_limit_hit(self, db: Session) -> None:
|
| 110 |
+
"""
|
| 111 |
+
Mark rate limit as hit for current hour
|
| 112 |
+
|
| 113 |
+
Args:
|
| 114 |
+
db: Database session
|
| 115 |
+
"""
|
| 116 |
+
hour_start, hour_end = self.get_current_hour_window()
|
| 117 |
+
|
| 118 |
+
rate_log = (
|
| 119 |
+
db.query(RateLimitLog)
|
| 120 |
+
.filter(RateLimitLog.hour_start == hour_start)
|
| 121 |
+
.first()
|
| 122 |
+
)
|
| 123 |
+
|
| 124 |
+
if rate_log:
|
| 125 |
+
rate_log.limit_hit = True
|
| 126 |
+
rate_log.resume_time = hour_end + timedelta(seconds=1)
|
| 127 |
+
db.commit()
|
| 128 |
+
|
| 129 |
+
|
| 130 |
+
class HFUploader:
|
| 131 |
+
"""Object-oriented Hugging Face uploader"""
|
| 132 |
+
|
| 133 |
+
def __init__(self, hf_token: str, target_repo: str):
|
| 134 |
+
"""
|
| 135 |
+
Initialize uploader
|
| 136 |
+
|
| 137 |
+
Args:
|
| 138 |
+
hf_token: Hugging Face API token
|
| 139 |
+
target_repo: Target repository ID (e.g., "samfred2/ALL2")
|
| 140 |
+
"""
|
| 141 |
+
self.hf_token = hf_token
|
| 142 |
+
self.target_repo = target_repo
|
| 143 |
+
self.rate_limiter = RateLimiter(max_uploads_per_hour=128)
|
| 144 |
+
|
| 145 |
+
async def upload_file(
|
| 146 |
+
self, file_path: str, file_name: str, db: Session
|
| 147 |
+
) -> Dict:
|
| 148 |
+
"""
|
| 149 |
+
Upload a single file to Hugging Face
|
| 150 |
+
|
| 151 |
+
Args:
|
| 152 |
+
file_path: Path to file to upload
|
| 153 |
+
file_name: Name of file in repository
|
| 154 |
+
db: Database session
|
| 155 |
+
|
| 156 |
+
Returns:
|
| 157 |
+
Upload result dictionary
|
| 158 |
+
"""
|
| 159 |
+
try:
|
| 160 |
+
# Check if file exists
|
| 161 |
+
if not os.path.exists(file_path):
|
| 162 |
+
return {
|
| 163 |
+
"success": False,
|
| 164 |
+
"file_name": file_name,
|
| 165 |
+
"message": "File not found",
|
| 166 |
+
"retryable": False,
|
| 167 |
+
}
|
| 168 |
+
|
| 169 |
+
# Read file
|
| 170 |
+
with open(file_path, "rb") as f:
|
| 171 |
+
file_content = f.read()
|
| 172 |
+
|
| 173 |
+
# Create multipart upload
|
| 174 |
+
url = f"https://huggingface.co/api/datasets/{self.target_repo}/upload"
|
| 175 |
+
|
| 176 |
+
# Use aiohttp for async upload
|
| 177 |
+
async with aiohttp.ClientSession() as session:
|
| 178 |
+
# Create form data
|
| 179 |
+
data = aiohttp.FormData()
|
| 180 |
+
data.add_field(
|
| 181 |
+
"files",
|
| 182 |
+
file_content,
|
| 183 |
+
filename=file_name,
|
| 184 |
+
content_type="application/json",
|
| 185 |
+
)
|
| 186 |
+
|
| 187 |
+
headers = {"Authorization": f"Bearer {self.hf_token}"}
|
| 188 |
+
|
| 189 |
+
async with session.post(url, data=data, headers=headers) as response:
|
| 190 |
+
# Handle 429 rate limit
|
| 191 |
+
if response.status == 429:
|
| 192 |
+
logger.warning(f"Rate limit hit (429) for {file_name}")
|
| 193 |
+
await self.rate_limiter.mark_limit_hit(db)
|
| 194 |
+
return {
|
| 195 |
+
"success": False,
|
| 196 |
+
"file_name": file_name,
|
| 197 |
+
"message": "Rate limit hit (429). Will retry after 1 hour.",
|
| 198 |
+
"status_code": 429,
|
| 199 |
+
"retryable": True,
|
| 200 |
+
}
|
| 201 |
+
|
| 202 |
+
# Handle other errors
|
| 203 |
+
if response.status != 200:
|
| 204 |
+
error_text = await response.text()
|
| 205 |
+
retryable = (
|
| 206 |
+
response.status >= 500
|
| 207 |
+
or response.status == 408
|
| 208 |
+
or response.status == 429
|
| 209 |
+
)
|
| 210 |
+
|
| 211 |
+
logger.error(
|
| 212 |
+
f"Upload failed for {file_name}: HTTP {response.status}"
|
| 213 |
+
)
|
| 214 |
+
|
| 215 |
+
return {
|
| 216 |
+
"success": False,
|
| 217 |
+
"file_name": file_name,
|
| 218 |
+
"message": f"Upload failed: {response.reason}. {error_text}",
|
| 219 |
+
"status_code": response.status,
|
| 220 |
+
"retryable": retryable,
|
| 221 |
+
}
|
| 222 |
+
|
| 223 |
+
# Success
|
| 224 |
+
await self.rate_limiter.increment_counter(db)
|
| 225 |
+
logger.info(f"Successfully uploaded {file_name}")
|
| 226 |
+
|
| 227 |
+
return {
|
| 228 |
+
"success": True,
|
| 229 |
+
"file_name": file_name,
|
| 230 |
+
"message": "File uploaded successfully",
|
| 231 |
+
}
|
| 232 |
+
|
| 233 |
+
except Exception as e:
|
| 234 |
+
logger.error(f"Upload error for {file_name}: {e}")
|
| 235 |
+
return {
|
| 236 |
+
"success": False,
|
| 237 |
+
"file_name": file_name,
|
| 238 |
+
"message": f"Upload error: {str(e)}",
|
| 239 |
+
"retryable": True,
|
| 240 |
+
}
|
| 241 |
+
|
| 242 |
+
async def upload_files_batch(
|
| 243 |
+
self,
|
| 244 |
+
files: List[Dict],
|
| 245 |
+
db: Session,
|
| 246 |
+
batch_size: int = 10,
|
| 247 |
+
) -> Dict:
|
| 248 |
+
"""
|
| 249 |
+
Upload multiple files with rate limiting
|
| 250 |
+
|
| 251 |
+
Args:
|
| 252 |
+
files: List of dicts with 'id', 'file_name', 'file_path'
|
| 253 |
+
db: Database session
|
| 254 |
+
batch_size: Number of files to process before checking rate limit
|
| 255 |
+
|
| 256 |
+
Returns:
|
| 257 |
+
Upload batch result
|
| 258 |
+
"""
|
| 259 |
+
results = []
|
| 260 |
+
successful = 0
|
| 261 |
+
failed = 0
|
| 262 |
+
paused = False
|
| 263 |
+
|
| 264 |
+
for i, file_info in enumerate(files):
|
| 265 |
+
# Check rate limit before each upload
|
| 266 |
+
rate_check = await self.rate_limiter.check_rate_limit(db)
|
| 267 |
+
if not rate_check["can_upload"]:
|
| 268 |
+
logger.info(
|
| 269 |
+
f"Rate limit reached. Pausing uploads. Resume at: {rate_check['resume_time']}"
|
| 270 |
+
)
|
| 271 |
+
paused = True
|
| 272 |
+
break
|
| 273 |
+
|
| 274 |
+
# Upload file
|
| 275 |
+
result = await self.upload_file(
|
| 276 |
+
file_info["file_path"], file_info["file_name"], db
|
| 277 |
+
)
|
| 278 |
+
results.append(result)
|
| 279 |
+
|
| 280 |
+
if result["success"]:
|
| 281 |
+
successful += 1
|
| 282 |
+
# Update queue status
|
| 283 |
+
queue_item = (
|
| 284 |
+
db.query(UploadQueue)
|
| 285 |
+
.filter(UploadQueue.id == file_info["id"])
|
| 286 |
+
.first()
|
| 287 |
+
)
|
| 288 |
+
if queue_item:
|
| 289 |
+
queue_item.status = UploadStatusEnum.COMPLETED
|
| 290 |
+
queue_item.uploaded_at = datetime.utcnow()
|
| 291 |
+
db.commit()
|
| 292 |
+
else:
|
| 293 |
+
failed += 1
|
| 294 |
+
# Update queue status
|
| 295 |
+
queue_item = (
|
| 296 |
+
db.query(UploadQueue)
|
| 297 |
+
.filter(UploadQueue.id == file_info["id"])
|
| 298 |
+
.first()
|
| 299 |
+
)
|
| 300 |
+
if queue_item:
|
| 301 |
+
queue_item.status = UploadStatusEnum.FAILED
|
| 302 |
+
queue_item.failure_reason = result["message"]
|
| 303 |
+
queue_item.retry_count += 1
|
| 304 |
+
db.commit()
|
| 305 |
+
|
| 306 |
+
# Log error
|
| 307 |
+
error_log = UploadErrorLog(
|
| 308 |
+
file_name=file_info["file_name"],
|
| 309 |
+
error_code=str(result.get("status_code")),
|
| 310 |
+
error_message=result["message"],
|
| 311 |
+
status_code=result.get("status_code"),
|
| 312 |
+
retryable=result.get("retryable", True),
|
| 313 |
+
)
|
| 314 |
+
db.add(error_log)
|
| 315 |
+
db.commit()
|
| 316 |
+
|
| 317 |
+
# Rate limiting delay between uploads
|
| 318 |
+
await asyncio.sleep(0.5)
|
| 319 |
+
|
| 320 |
+
return {
|
| 321 |
+
"successful": successful,
|
| 322 |
+
"failed": failed,
|
| 323 |
+
"paused": paused,
|
| 324 |
+
"results": results,
|
| 325 |
+
}
|
| 326 |
+
|
| 327 |
+
async def get_upload_status(self, db: Session) -> Dict:
|
| 328 |
+
"""
|
| 329 |
+
Get current upload status
|
| 330 |
+
|
| 331 |
+
Args:
|
| 332 |
+
db: Database session
|
| 333 |
+
|
| 334 |
+
Returns:
|
| 335 |
+
Status dictionary
|
| 336 |
+
"""
|
| 337 |
+
rate_check = await self.rate_limiter.check_rate_limit(db)
|
| 338 |
+
config = db.query(HFConfig).first()
|
| 339 |
+
|
| 340 |
+
return {
|
| 341 |
+
"rate_limit": rate_check,
|
| 342 |
+
"config": {
|
| 343 |
+
"max_uploads_per_hour": config.max_uploads_per_hour
|
| 344 |
+
if config
|
| 345 |
+
else 128,
|
| 346 |
+
"upload_batch_size": config.upload_batch_size if config else 10,
|
| 347 |
+
"target_repo": config.target_repo if config else self.target_repo,
|
| 348 |
+
}
|
| 349 |
+
if config
|
| 350 |
+
else None,
|
| 351 |
+
}
|