Spaces:
Running
Running
File size: 17,066 Bytes
c60e0ef | 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 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288 289 290 291 292 293 294 295 296 297 298 299 300 301 302 303 304 305 306 307 308 309 310 311 312 313 314 315 316 317 318 319 320 321 322 323 324 325 326 327 328 329 330 331 332 333 334 335 336 337 338 339 340 341 342 343 344 345 346 347 348 349 350 351 352 353 354 355 356 357 358 359 360 361 362 363 364 365 366 367 368 369 370 371 372 373 374 375 376 377 378 379 380 381 382 383 384 385 386 387 388 389 390 391 392 393 394 395 396 397 398 399 400 401 402 403 404 405 406 407 408 409 410 411 412 413 414 415 416 417 418 419 420 421 422 423 424 425 426 427 428 429 430 431 432 433 434 435 436 437 438 439 440 441 442 443 444 445 446 447 448 449 450 451 452 453 454 455 456 457 458 | # image_moderation.py
# ==========================================
# 🔒 P0安全优化:图片内容审核模块
# ==========================================
# 支持腾讯云/阿里云图片审核API
# 环境变量配置:
# - IMAGE_MODERATION_PROVIDER: "tencent" 或 "aliyun" (默认: tencent)
# - TENCENT_SECRET_ID / TENCENT_SECRET_KEY
# - ALIYUN_ACCESS_KEY_ID / ALIYUN_ACCESS_KEY_SECRET
# ==========================================
import os
import base64
import json
import logging
import hmac
import hashlib
import time
import uuid
from datetime import datetime
from typing import Optional, Tuple
import httpx
logger = logging.getLogger("ComfyUI-Ranking.ImageModeration")
# ==========================================
# 🔧 配置
# ==========================================
MODERATION_ENABLED = os.environ.get("IMAGE_MODERATION_ENABLED", "false").lower() == "true"
# 腾讯云配置
TENCENT_SECRET_ID = os.environ.get("TENCENT_SECRET_ID", "")
TENCENT_SECRET_KEY = os.environ.get("TENCENT_SECRET_KEY", "")
TENCENT_REGION = os.environ.get("TENCENT_REGION", "ap-guangzhou")
# 阿里云配置
ALIYUN_ACCESS_KEY_ID = os.environ.get("ALIYUN_ACCESS_KEY_ID", "")
ALIYUN_ACCESS_KEY_SECRET = os.environ.get("ALIYUN_ACCESS_KEY_SECRET", "")
ALIYUN_REGION = os.environ.get("ALIYUN_REGION", "cn-shanghai")
# 💰 免费额度管理(每月重置)
ALIYUN_FREE_QUOTA = 3000 # 阿里云每月免费 3000 次
TENCENT_FREE_QUOTA = 10000 # 腾讯云每月免费 10000 次
# 额度记录文件
QUOTA_FILE = "/tmp/image_moderation_quota.json"
def _load_quota() -> dict:
"""加载当月额度使用记录"""
current_month = datetime.now().strftime("%Y-%m")
try:
if os.path.exists(QUOTA_FILE):
with open(QUOTA_FILE, "r") as f:
data = json.load(f)
# 检查是否是当月记录,否则重置
if data.get("month") != current_month:
return {"month": current_month, "aliyun": 0, "tencent": 0}
return data
except Exception as e:
logger.debug(f"加载额度记录失败: {e}")
return {"month": current_month, "aliyun": 0, "tencent": 0}
def _save_quota(quota: dict):
"""保存额度使用记录"""
try:
with open(QUOTA_FILE, "w") as f:
json.dump(quota, f)
except Exception as e:
logger.warning(f"保存额度记录失败: {e}")
def _increment_quota(provider: str):
"""增加使用次数"""
quota = _load_quota()
quota[provider] = quota.get(provider, 0) + 1
_save_quota(quota)
logger.info(f"审核额度: {provider}={quota[provider]}, 阿里云剩余{ALIYUN_FREE_QUOTA - quota.get('aliyun', 0)}, 腾讯云剩余{TENCENT_FREE_QUOTA - quota.get('tencent', 0)}")
def _get_available_provider() -> str:
"""
获取可用的审核服务商
策略:阿里云优先 → 腾讯云兆底 → 都用完则跳过
"""
quota = _load_quota()
# 1️⃣ 优先阿里云
if quota.get("aliyun", 0) < ALIYUN_FREE_QUOTA and ALIYUN_ACCESS_KEY_ID:
return "aliyun"
# 2️⃣ 阿里云用完,切换腾讯云
if quota.get("tencent", 0) < TENCENT_FREE_QUOTA and TENCENT_SECRET_ID:
return "tencent"
# 3️⃣ 两家都用完,返回 None
return None
# ==========================================
# 📊 审核结果类型
# ==========================================
class ModerationResult:
"""图片审核结果"""
def __init__(self, passed: bool, label: str = "", confidence: float = 0.0,
suggestion: str = "pass", details: dict = None):
self.passed = passed # 是否通过
self.label = label # 违规标签(如 Porn, Terror, Ad)
self.confidence = confidence # 置信度 0-100
self.suggestion = suggestion # pass/review/block
self.details = details or {} # 详细信息
def to_dict(self):
return {
"passed": self.passed,
"label": self.label,
"confidence": self.confidence,
"suggestion": self.suggestion,
"details": self.details
}
# ==========================================
# 🔵 腾讯云图片审核
# ==========================================
def _tencent_sign_v3(secret_id: str, secret_key: str, host: str,
payload: str, timestamp: int) -> dict:
"""腾讯云 TC3-HMAC-SHA256 签名"""
service = "ims"
date = datetime.utcfromtimestamp(timestamp).strftime("%Y-%m-%d")
# 规范请求
http_request_method = "POST"
canonical_uri = "/"
canonical_querystring = ""
ct = "application/json; charset=utf-8"
canonical_headers = f"content-type:{ct}\nhost:{host}\nx-tc-action:imagemoderationsync\n"
signed_headers = "content-type;host;x-tc-action"
hashed_request_payload = hashlib.sha256(payload.encode("utf-8")).hexdigest()
canonical_request = (f"{http_request_method}\n{canonical_uri}\n{canonical_querystring}\n"
f"{canonical_headers}\n{signed_headers}\n{hashed_request_payload}")
# 待签名字符串
algorithm = "TC3-HMAC-SHA256"
credential_scope = f"{date}/{service}/tc3_request"
hashed_canonical_request = hashlib.sha256(canonical_request.encode("utf-8")).hexdigest()
string_to_sign = f"{algorithm}\n{timestamp}\n{credential_scope}\n{hashed_canonical_request}"
# 计算签名
def sign(key, msg):
return hmac.new(key, msg.encode("utf-8"), hashlib.sha256).digest()
secret_date = sign(("TC3" + secret_key).encode("utf-8"), date)
secret_service = sign(secret_date, service)
secret_signing = sign(secret_service, "tc3_request")
signature = hmac.new(secret_signing, string_to_sign.encode("utf-8"), hashlib.sha256).hexdigest()
# 构建 Authorization
authorization = (f"{algorithm} Credential={secret_id}/{credential_scope}, "
f"SignedHeaders={signed_headers}, Signature={signature}")
return {
"Authorization": authorization,
"Content-Type": ct,
"Host": host,
"X-TC-Action": "ImageModerationSync",
"X-TC-Timestamp": str(timestamp),
"X-TC-Version": "2020-07-13",
"X-TC-Region": TENCENT_REGION
}
async def moderate_image_tencent(image_content: bytes) -> ModerationResult:
"""
腾讯云图片审核
API文档: https://cloud.tencent.com/document/product/1125/53273
"""
if not TENCENT_SECRET_ID or not TENCENT_SECRET_KEY:
logger.warning("腾讯云审核未配置,跳过审核")
return ModerationResult(passed=True, suggestion="pass")
host = "ims.tencentcloudapi.com"
timestamp = int(time.time())
# Base64 编码图片
file_content_base64 = base64.b64encode(image_content).decode("utf-8")
payload = json.dumps({
"BizType": "default", # 使用默认策略
"FileContent": file_content_base64,
"DataId": str(uuid.uuid4())
})
headers = _tencent_sign_v3(TENCENT_SECRET_ID, TENCENT_SECRET_KEY, host, payload, timestamp)
try:
async with httpx.AsyncClient(timeout=30.0) as client:
resp = await client.post(f"https://{host}", content=payload, headers=headers)
result = resp.json()
response = result.get("Response", {})
if "Error" in response:
logger.error(f"腾讯云审核API错误: {response['Error']}")
return ModerationResult(passed=True, suggestion="pass",
details={"error": response["Error"]})
# 解析审核结果
suggestion = response.get("Suggestion", "Pass").lower()
label = response.get("Label", "")
score = response.get("Score", 0)
passed = suggestion == "pass"
logger.info(f"腾讯云审核结果: suggestion={suggestion}, label={label}, score={score}")
return ModerationResult(
passed=passed,
label=label,
confidence=score,
suggestion=suggestion,
details=response
)
except Exception as e:
logger.error(f"腾讯云审核异常: {str(e)}")
# 审核服务异常时默认放行,避免影响正常业务
return ModerationResult(passed=True, suggestion="pass",
details={"error": str(e)})
# ==========================================
# 🟠 阿里云图片审核
# ==========================================
def _aliyun_sign(access_key_secret: str, string_to_sign: str) -> str:
"""阿里云 ROA 签名"""
signature = hmac.new(
(access_key_secret + "&").encode("utf-8"),
string_to_sign.encode("utf-8"),
hashlib.sha1
).digest()
return base64.b64encode(signature).decode("utf-8")
def _build_aliyun_signature(method: str, headers: dict, uri: str, access_key_secret: str) -> str:
"""
构建阿里云 ROA 风格签名
参考: https://help.aliyun.com/document_detail/315526.html
"""
# 1. 构建 CanonicalizedHeaders
acs_headers = {}
for key, value in headers.items():
lower_key = key.lower()
if lower_key.startswith("x-acs-"):
acs_headers[lower_key] = value
sorted_headers = sorted(acs_headers.items())
canonical_headers = "\n".join([f"{k}:{v}" for k, v in sorted_headers])
# 2. 构建 StringToSign
content_type = headers.get("Content-Type", "")
accept = headers.get("Accept", "")
string_to_sign = f"{method}\n{accept}\n\n{content_type}\n\n{canonical_headers}\n{uri}"
# 3. 计算签名
return _aliyun_sign(access_key_secret, string_to_sign)
async def moderate_image_aliyun(image_content: bytes) -> ModerationResult:
"""
阿里云图片审核
API文档: https://help.aliyun.com/document_detail/70292.html
"""
if not ALIYUN_ACCESS_KEY_ID or not ALIYUN_ACCESS_KEY_SECRET:
logger.warning("阿里云审核未配置,跳过审核")
return ModerationResult(passed=True, suggestion="pass")
# Base64 编码图片
file_content_base64 = base64.b64encode(image_content).decode("utf-8")
# 使用阿里云内容安全 API (绿网)
endpoint = f"https://green.{ALIYUN_REGION}.aliyuncs.com"
uri = "/green/image/scan"
# 构建请求体
payload = {
"scenes": ["porn", "terrorism", "ad"], # 鉴黄、暴恐、广告
"tasks": [{
"dataId": str(uuid.uuid4()),
"content": file_content_base64,
"type": "BASE64"
}]
}
payload_str = json.dumps(payload)
# 签名参数
timestamp = datetime.utcnow().strftime("%Y-%m-%dT%H:%M:%SZ")
nonce = str(uuid.uuid4())
# 🔒 正确构建头部(包含签名所需字段)
headers = {
"Accept": "application/json",
"Content-Type": "application/json",
"x-acs-version": "2018-05-09",
"x-acs-signature-method": "HMAC-SHA1",
"x-acs-signature-version": "1.0",
"x-acs-signature-nonce": nonce,
"Date": timestamp,
}
# 🔒 计算签名
signature = _build_aliyun_signature("POST", headers, uri, ALIYUN_ACCESS_KEY_SECRET)
# 添加 Authorization 头部
headers["Authorization"] = f"acs {ALIYUN_ACCESS_KEY_ID}:{signature}"
try:
async with httpx.AsyncClient(timeout=30.0) as client:
resp = await client.post(
f"{endpoint}{uri}",
content=payload_str,
headers=headers
)
result = resp.json()
# 解析审核结果
if result.get("code") != 200:
logger.error(f"阿里云审核API错误: {result}")
return ModerationResult(passed=True, suggestion="pass",
details={"error": result})
data = result.get("data", [])
if not data:
return ModerationResult(passed=True, suggestion="pass")
task_result = data[0].get("results", [])
# 检查所有场景的审核结果
max_rate = 0
block_label = ""
overall_suggestion = "pass"
for scene_result in task_result:
scene = scene_result.get("scene", "")
suggestion = scene_result.get("suggestion", "pass")
rate = scene_result.get("rate", 0)
label = scene_result.get("label", "")
if suggestion == "block":
overall_suggestion = "block"
if rate > max_rate:
max_rate = rate
block_label = f"{scene}:{label}"
elif suggestion == "review" and overall_suggestion != "block":
overall_suggestion = "review"
if rate > max_rate:
max_rate = rate
block_label = f"{scene}:{label}"
passed = overall_suggestion == "pass"
logger.info(f"阿里云审核结果: suggestion={overall_suggestion}, label={block_label}, rate={max_rate}")
return ModerationResult(
passed=passed,
label=block_label,
confidence=max_rate * 100,
suggestion=overall_suggestion,
details=result
)
except Exception as e:
logger.error(f"阿里云审核异常: {str(e)}")
# 审核服务异常时默认放行
return ModerationResult(passed=True, suggestion="pass",
details={"error": str(e)})
# ==========================================
# 🎯 统一审核入口(智能额度管理)
# ==========================================
# 🔒 动态配置检查
SYSTEM_CONFIG_FILE = "/tmp/system_config.json"
def _is_moderation_enabled() -> bool:
"""
检查图片审核是否启用
优先检查系统配置文件,其次检查环境变量
"""
# 1️⃣ 优先检查系统配置文件(管理员动态设置)
try:
if os.path.exists(SYSTEM_CONFIG_FILE):
with open(SYSTEM_CONFIG_FILE, "r") as f:
config = json.load(f)
if "image_moderation_enabled" in config:
return config["image_moderation_enabled"] == True
except Exception as e:
logger.debug(f"读取系统配置失败: {e}")
# 2️⃣ 回退到环境变量
return MODERATION_ENABLED
async def moderate_image(image_content: bytes, file_ext: str = "") -> ModerationResult:
"""
统一图片审核入口
策略:阿里云优先(3000次/月) → 腾讯云兆底(10000次/月) → 都用完则跳过
Args:
image_content: 图片二进制内容
file_ext: 文件扩展名(用于判断是否需要审核)
Returns:
ModerationResult: 审核结果
"""
# 跳过非图片文件
if file_ext.lower() in ["json", "mp4"]:
return ModerationResult(passed=True, suggestion="pass",
details={"skipped": True, "reason": "非图片文件"})
# 检查是否启用审核(支持动态配置)
if not _is_moderation_enabled():
logger.debug("图片审核未启用")
return ModerationResult(passed=True, suggestion="pass",
details={"skipped": True, "reason": "审核未启用"})
# 💰 智能选择服务商(基于免费额度)
provider = _get_available_provider()
if provider is None:
logger.warning("本月免费审核额度已用完,跳过审核")
return ModerationResult(passed=True, suggestion="pass",
details={"skipped": True, "reason": "免费额度已用完"})
# 执行审核
if provider == "aliyun":
result = await moderate_image_aliyun(image_content)
else:
result = await moderate_image_tencent(image_content)
# 记录使用次数(只有审核成功才计数)
if "error" not in result.details:
_increment_quota(provider)
result.details["provider"] = provider
return result
def moderate_image_sync(image_content: bytes, file_ext: str = "") -> ModerationResult:
"""
同步版本的图片审核(用于非异步上下文)
"""
import asyncio
try:
loop = asyncio.get_event_loop()
except RuntimeError:
loop = asyncio.new_event_loop()
asyncio.set_event_loop(loop)
return loop.run_until_complete(moderate_image(image_content, file_ext))
|