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759 lines (631 loc) · 26.9 KB
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"""
JSON数据压缩工具
支持多种压缩策略来减少JSON传输体积
"""
import json
import gzip
import base64
import zlib
import bz2
import lzma
from typing import Any, Dict, List, Union
from io import BytesIO
class JSONCompressor:
"""JSON压缩器,支持多种压缩方式"""
@staticmethod
def compress_with_gzip(data: Union[Dict, List, str], level: int = 9) -> str:
"""
使用gzip压缩JSON数据
Args:
data: 要压缩的数据(字典、列表或JSON字符串)
level: 压缩级别 (0-9),9为最高压缩率
Returns:
base64编码的压缩数据
"""
if isinstance(data, str):
json_str = data
else:
json_str = json.dumps(data, ensure_ascii=False, separators=(',', ':'))
json_bytes = json_str.encode('utf-8')
compressed = gzip.compress(json_bytes, compresslevel=level)
return base64.b64encode(compressed).decode('ascii')
@staticmethod
def decompress_gzip(compressed_data: str) -> Any:
"""
解压gzip压缩的JSON数据
Args:
compressed_data: base64编码的压缩数据
Returns:
解压后的原始数据
"""
compressed_bytes = base64.b64decode(compressed_data)
decompressed = gzip.decompress(compressed_bytes)
json_str = decompressed.decode('utf-8')
return json.loads(json_str)
@staticmethod
def compress_with_zlib(data: Union[Dict, List, str], level: int = 9) -> str:
"""
使用zlib压缩JSON数据(通常比gzip稍快)
Args:
data: 要压缩的数据
level: 压缩级别 (0-9)
Returns:
base64编码的压缩数据
"""
if isinstance(data, str):
json_str = data
else:
json_str = json.dumps(data, ensure_ascii=False, separators=(',', ':'))
json_bytes = json_str.encode('utf-8')
compressed = zlib.compress(json_bytes, level=level)
return base64.b64encode(compressed).decode('ascii')
@staticmethod
def decompress_zlib(compressed_data: str) -> Any:
"""
解压zlib压缩的JSON数据
Args:
compressed_data: base64编码的压缩数据
Returns:
解压后的原始数据
"""
compressed_bytes = base64.b64decode(compressed_data)
decompressed = zlib.decompress(compressed_bytes)
json_str = decompressed.decode('utf-8')
return json.loads(json_str)
@staticmethod
def compress_with_bz2(data: Union[Dict, List, str], level: int = 9) -> str:
"""
使用bz2压缩JSON数据(压缩率高但速度较慢)
Args:
data: 要压缩的数据
level: 压缩级别 (1-9)
Returns:
base64编码的压缩数据
"""
if isinstance(data, str):
json_str = data
else:
json_str = json.dumps(data, ensure_ascii=False, separators=(',', ':'))
json_bytes = json_str.encode('utf-8')
compressed = bz2.compress(json_bytes, compresslevel=level)
return base64.b64encode(compressed).decode('ascii')
@staticmethod
def decompress_bz2(compressed_data: str) -> Any:
"""
解压bz2压缩的JSON数据
Args:
compressed_data: base64编码的压缩数据
Returns:
解压后的原始数据
"""
compressed_bytes = base64.b64decode(compressed_data)
decompressed = bz2.decompress(compressed_bytes)
json_str = decompressed.decode('utf-8')
return json.loads(json_str)
@staticmethod
def compress_with_lzma(data: Union[Dict, List, str], preset: int = 9) -> str:
"""
使用LZMA压缩JSON数据(最高压缩率但速度最慢)
Args:
data: 要压缩的数据
preset: 压缩预设 (0-9),9为最高压缩率
Returns:
base64编码的压缩数据
"""
if isinstance(data, str):
json_str = data
else:
json_str = json.dumps(data, ensure_ascii=False, separators=(',', ':'))
json_bytes = json_str.encode('utf-8')
compressed = lzma.compress(json_bytes, preset=preset)
return base64.b64encode(compressed).decode('ascii')
@staticmethod
def decompress_lzma(compressed_data: str) -> Any:
"""
解压LZMA压缩的JSON数据
Args:
compressed_data: base64编码的压缩数据
Returns:
解压后的原始数据
"""
compressed_bytes = base64.b64decode(compressed_data)
decompressed = lzma.decompress(compressed_bytes)
json_str = decompressed.decode('utf-8')
return json.loads(json_str)
@staticmethod
def minify(data: Union[Dict, List]) -> str:
"""
最小化JSON(去除空格和换行)
Args:
data: 要最小化的数据
Returns:
最小化的JSON字符串
"""
return json.dumps(data, ensure_ascii=False, separators=(',', ':'))
@staticmethod
def compress_keys(data: Union[Dict, List], key_map: Dict[str, str] = None) -> tuple:
"""
压缩JSON键名(将长键名映射为短键名)
Args:
data: 要压缩的数据
key_map: 自定义键名映射表,如果为None则自动生成
Returns:
(压缩后的数据, 键名映射表)
"""
if key_map is None:
# 自动生成键名映射
key_map = {}
counter = [0]
def generate_short_key():
chars = 'abcdefghijklmnopqrstuvwxyzABCDEFGHIJKLMNOPQRSTUVWXYZ'
idx = counter[0]
counter[0] += 1
result = ''
while True:
result = chars[idx % len(chars)] + result
idx //= len(chars)
if idx == 0:
break
return result
def collect_keys(obj):
if isinstance(obj, dict):
for key in obj.keys():
if key not in key_map:
key_map[key] = generate_short_key()
for value in obj.values():
collect_keys(value)
elif isinstance(obj, list):
for item in obj:
collect_keys(item)
collect_keys(data)
def compress_obj(obj):
if isinstance(obj, dict):
return {key_map.get(k, k): compress_obj(v) for k, v in obj.items()}
elif isinstance(obj, list):
return [compress_obj(item) for item in obj]
else:
return obj
compressed_data = compress_obj(data)
reverse_map = {v: k for k, v in key_map.items()}
return compressed_data, reverse_map
@staticmethod
def decompress_keys(data: Union[Dict, List], reverse_map: Dict[str, str]) -> Any:
"""
解压缩键名
Args:
data: 压缩的数据
reverse_map: 反向映射表(短键名->原键名)
Returns:
还原后的数据
"""
def decompress_obj(obj):
if isinstance(obj, dict):
return {reverse_map.get(k, k): decompress_obj(v) for k, v in obj.items()}
elif isinstance(obj, list):
return [decompress_obj(item) for item in obj]
else:
return obj
return decompress_obj(data)
@staticmethod
def compress_advanced(data: Union[Dict, List], compression_type: str = 'gzip',
compress_keys: bool = False) -> Dict:
"""
高级压缩:结合多种策略
Args:
data: 要压缩的数据
compression_type: 压缩类型 ('gzip', 'zlib', 'bz2', 'lzma')
compress_keys: 是否压缩键名
Returns:
包含压缩数据和元信息的字典
"""
result = {
'type': compression_type,
'key_compressed': compress_keys
}
working_data = data
# 如果需要压缩键名
if compress_keys:
working_data, reverse_map = JSONCompressor.compress_keys(data)
result['key_map'] = reverse_map
# 应用压缩算法
if compression_type == 'gzip':
result['data'] = JSONCompressor.compress_with_gzip(working_data)
elif compression_type == 'zlib':
result['data'] = JSONCompressor.compress_with_zlib(working_data)
elif compression_type == 'bz2':
result['data'] = JSONCompressor.compress_with_bz2(working_data)
elif compression_type == 'lzma':
result['data'] = JSONCompressor.compress_with_lzma(working_data)
else:
raise ValueError(f"不支持的压缩类型: {compression_type}")
return result
@staticmethod
def decompress_advanced(compressed_result: Dict) -> Any:
"""
解压高级压缩的数据
Args:
compressed_result: compress_advanced返回的结果
Returns:
原始数据
"""
compression_type = compressed_result['type']
compressed_data = compressed_result['data']
# 解压数据
if compression_type == 'gzip':
data = JSONCompressor.decompress_gzip(compressed_data)
elif compression_type == 'zlib':
data = JSONCompressor.decompress_zlib(compressed_data)
elif compression_type == 'bz2':
data = JSONCompressor.decompress_bz2(compressed_data)
elif compression_type == 'lzma':
data = JSONCompressor.decompress_lzma(compressed_data)
else:
raise ValueError(f"不支持的压缩类型: {compression_type}")
# 如果键名被压缩,还原键名
if compressed_result.get('key_compressed', False):
reverse_map = compressed_result['key_map']
data = JSONCompressor.decompress_keys(data, reverse_map)
return data
@staticmethod
def compress_auto(data: Union[Dict, List],
priority: str = 'ratio',
compress_keys: bool = True) -> Dict:
"""
自动选择最佳压缩方法
Args:
data: 要压缩的数据
priority: 优先级 ('ratio'=压缩率优先, 'speed'=速度优先, 'balanced'=平衡)
compress_keys: 是否尝试键名压缩
Returns:
包含压缩数据和元信息的字典
"""
# 估算数据大小
json_str = json.dumps(data, ensure_ascii=False, separators=(',', ':'))
data_size = len(json_str.encode('utf-8'))
# 根据优先级和数据大小选择压缩方法
if priority == 'speed':
# 速度优先:使用Zlib
compression_type = 'zlib'
# 小数据不压缩键名(开销大)
compress_keys = compress_keys and data_size > 10000
elif priority == 'ratio':
# 压缩率优先:大数据用LZMA,小数据用Zlib
if data_size > 50000:
compression_type = 'lzma'
elif data_size > 10000:
compression_type = 'bz2'
else:
compression_type = 'zlib'
else: # balanced
# 平衡:根据数据大小选择
if data_size > 100000:
compression_type = 'bz2' # 比LZMA快,但压缩率也不错
else:
compression_type = 'zlib'
compress_keys = compress_keys and data_size > 20000
result = JSONCompressor.compress_advanced(
data,
compression_type=compression_type,
compress_keys=compress_keys
)
result['auto_selected'] = True
result['data_size'] = data_size
result['priority'] = priority
return result
@staticmethod
def get_compression_stats(original_data: Union[Dict, List, str],
compressed_data: str) -> Dict:
"""
获取压缩统计信息
Args:
original_data: 原始数据
compressed_data: 压缩后的数据
Returns:
统计信息字典
"""
if isinstance(original_data, str):
original_size = len(original_data.encode('utf-8'))
else:
original_json = json.dumps(original_data, ensure_ascii=False, separators=(',', ':'))
original_size = len(original_json.encode('utf-8'))
compressed_size = len(compressed_data.encode('utf-8'))
compression_ratio = (1 - compressed_size / original_size) * 100
return {
'original_size': original_size,
'compressed_size': compressed_size,
'saved_bytes': original_size - compressed_size,
'compression_ratio': f"{compression_ratio:.2f}%"
}
def setup_stdout():
"""设置UTF-8输出编码(Windows兼容性)"""
import sys
import io
if sys.platform == 'win32':
if hasattr(sys.stdout, 'reconfigure'):
sys.stdout.reconfigure(encoding='utf-8')
elif hasattr(sys.stdout, 'buffer'):
sys.stdout = io.TextIOWrapper(sys.stdout.buffer, encoding='utf-8', errors='replace')
def demo():
"""演示各种压缩方法"""
setup_stdout()
# 示例数据
test_data = {
"user_information": {
"first_name": "张",
"last_name": "三",
"email_address": "zhangsan@example.com",
"phone_number": "13800138000"
},
"order_details": [
{
"order_id": "ORD-2024-001",
"product_name": "笔记本电脑",
"product_price": 5999.99,
"quantity": 1,
"total_amount": 5999.99
},
{
"order_id": "ORD-2024-002",
"product_name": "无线鼠标",
"product_price": 89.99,
"quantity": 2,
"total_amount": 179.98
}
],
"metadata": {
"timestamp": "2024-11-06T10:30:00Z",
"api_version": "v1.0",
"request_id": "req_abc123def456"
}
}
print("=" * 80)
print("JSON压缩工具演示")
print("=" * 80)
# 原始JSON大小
original_json = json.dumps(test_data, ensure_ascii=False, indent=2)
print(f"\n原始JSON (带格式化):")
print(f"大小: {len(original_json.encode('utf-8'))} 字节")
minified = JSONCompressor.minify(test_data)
print(f"\n最小化JSON (去除空格):")
print(f"大小: {len(minified.encode('utf-8'))} 字节")
# 方法1: Gzip压缩
print("\n" + "-" * 80)
print("方法1: Gzip压缩")
print("-" * 80)
gzip_compressed = JSONCompressor.compress_with_gzip(test_data)
print(f"压缩后大小: {len(gzip_compressed.encode('utf-8'))} 字节")
stats = JSONCompressor.get_compression_stats(test_data, gzip_compressed)
print(f"压缩率: {stats['compression_ratio']}")
print(f"节省: {stats['saved_bytes']} 字节")
# 验证解压
decompressed = JSONCompressor.decompress_gzip(gzip_compressed)
print(f"解压验证: {'✓ 成功' if decompressed == test_data else '✗ 失败'}")
# 方法2: Zlib压缩
print("\n" + "-" * 80)
print("方法2: Zlib压缩")
print("-" * 80)
zlib_compressed = JSONCompressor.compress_with_zlib(test_data)
print(f"压缩后大小: {len(zlib_compressed.encode('utf-8'))} 字节")
stats = JSONCompressor.get_compression_stats(test_data, zlib_compressed)
print(f"压缩率: {stats['compression_ratio']}")
print(f"节省: {stats['saved_bytes']} 字节")
# 验证解压
decompressed = JSONCompressor.decompress_zlib(zlib_compressed)
print(f"解压验证: {'✓ 成功' if decompressed == test_data else '✗ 失败'}")
# 方法3: Bz2压缩(更高压缩率)
print("\n" + "-" * 80)
print("方法3: Bz2压缩(高压缩率)")
print("-" * 80)
bz2_compressed = JSONCompressor.compress_with_bz2(test_data)
print(f"压缩后大小: {len(bz2_compressed.encode('utf-8'))} 字节")
stats = JSONCompressor.get_compression_stats(test_data, bz2_compressed)
print(f"压缩率: {stats['compression_ratio']}")
print(f"节省: {stats['saved_bytes']} 字节")
# 验证解压
decompressed = JSONCompressor.decompress_bz2(bz2_compressed)
print(f"解压验证: {'✓ 成功' if decompressed == test_data else '✗ 失败'}")
# 方法4: LZMA压缩(最高压缩率)
print("\n" + "-" * 80)
print("方法4: LZMA压缩(最高压缩率)")
print("-" * 80)
lzma_compressed = JSONCompressor.compress_with_lzma(test_data)
print(f"压缩后大小: {len(lzma_compressed.encode('utf-8'))} 字节")
stats = JSONCompressor.get_compression_stats(test_data, lzma_compressed)
print(f"压缩率: {stats['compression_ratio']}")
print(f"节省: {stats['saved_bytes']} 字节")
# 验证解压
decompressed = JSONCompressor.decompress_lzma(lzma_compressed)
print(f"解压验证: {'✓ 成功' if decompressed == test_data else '✗ 失败'}")
# 方法5: 键名压缩
print("\n" + "-" * 80)
print("方法5: 键名压缩")
print("-" * 80)
compressed_data, reverse_map = JSONCompressor.compress_keys(test_data)
compressed_json = json.dumps(compressed_data, ensure_ascii=False, separators=(',', ':'))
print(f"压缩后大小: {len(compressed_json.encode('utf-8'))} 字节")
print(f"键名映射示例: {list(reverse_map.items())[:3]}")
# 方法6: 高级压缩(LZMA + 键名压缩)
print("\n" + "-" * 80)
print("方法6: 高级压缩 (LZMA + 键名压缩)")
print("-" * 80)
advanced_result = JSONCompressor.compress_advanced(
test_data,
compression_type='lzma',
compress_keys=True
)
advanced_json = json.dumps(advanced_result, ensure_ascii=False)
print(f"压缩后大小: {len(advanced_json.encode('utf-8'))} 字节")
# 验证解压
decompressed_advanced = JSONCompressor.decompress_advanced(advanced_result)
print(f"解压验证: {'✓ 成功' if decompressed_advanced == test_data else '✗ 失败'}")
print("\n" + "=" * 80)
print("压缩对比总结")
print("=" * 80)
print(f"{'方法':<30} {'大小(字节)':<15} {'压缩率':<15} {'推荐场景':<20}")
print("-" * 80)
original_size = len(original_json.encode('utf-8'))
minified_size = len(minified.encode('utf-8'))
gzip_size = len(gzip_compressed.encode('utf-8'))
zlib_size = len(zlib_compressed.encode('utf-8'))
bz2_size = len(bz2_compressed.encode('utf-8'))
lzma_size = len(lzma_compressed.encode('utf-8'))
keys_size = len(compressed_json.encode('utf-8'))
advanced_size = len(advanced_json.encode('utf-8'))
print(f"{'原始JSON (格式化)':<30} {original_size:<15} {'-':<15} {'基准':<20}")
print(f"{'最小化JSON':<30} {minified_size:<15} {f'-{((1-minified_size/original_size)*100):.1f}%':<15} {'快速/可读':<20}")
print(f"{'Gzip压缩':<30} {gzip_size:<15} {f'-{((1-gzip_size/original_size)*100):.1f}%':<15} {'HTTP传输':<20}")
print(f"{'Zlib压缩':<30} {zlib_size:<15} {f'-{((1-zlib_size/original_size)*100):.1f}%':<15} {'通用/快速':<20}")
print(f"{'Bz2压缩':<30} {bz2_size:<15} {f'-{((1-bz2_size/original_size)*100):.1f}%':<15} {'高压缩率':<20}")
print(f"{'LZMA压缩':<30} {lzma_size:<15} {f'-{((1-lzma_size/original_size)*100):.1f}%':<15} {'最高压缩率':<20}")
print(f"{'键名压缩':<30} {keys_size:<15} {f'-{((1-keys_size/original_size)*100):.1f}%':<15} {'重复键名多':<20}")
print(f"{'LZMA+键名组合':<30} {advanced_size:<15} {f'-{((1-advanced_size/original_size)*100):.1f}%':<15} {'存储/归档':<20}")
print("=" * 80)
# 性能对比说明
print("\n性能对比:")
print(" 速度: Zlib > Gzip > Bz2 > LZMA")
print(" 压缩率: LZMA > Bz2 > Zlib ≈ Gzip")
print(" 推荐: 实时传输用Zlib,存储归档用LZMA")
def demo_large_data():
"""使用大数据集演示压缩效果(LZMA和Bz2在大数据上表现更好)"""
setup_stdout()
# 创建更大的数据集
large_data = {
"records": []
}
# 生成1000条记录
for i in range(1000):
large_data["records"].append({
"id": f"USER-{i:05d}",
"username": f"user_{i}@example.com",
"first_name": "张" if i % 2 == 0 else "李",
"last_name": "三" if i % 3 == 0 else "四",
"age": 20 + (i % 50),
"city": "北京" if i % 4 == 0 else "上海" if i % 4 == 1 else "广州" if i % 4 == 2 else "深圳",
"score": 85.5 + (i % 15),
"is_active": i % 2 == 0,
"tags": ["标签A", "标签B", "标签C"][:i % 4],
"metadata": {
"created_at": "2024-01-01T00:00:00Z",
"updated_at": "2024-11-06T00:00:00Z",
"version": "1.0"
}
})
print("=" * 80)
print("大数据集压缩测试 (1000条记录)")
print("=" * 80)
original_json = json.dumps(large_data, ensure_ascii=False, indent=2)
original_size = len(original_json.encode('utf-8'))
print(f"\n原始JSON大小: {original_size:,} 字节 ({original_size/1024:.2f} KB)")
# 测试各种压缩方法
methods = [
("Minify", lambda: JSONCompressor.minify(large_data)),
("Gzip", lambda: JSONCompressor.compress_with_gzip(large_data)),
("Zlib", lambda: JSONCompressor.compress_with_zlib(large_data)),
("Bz2", lambda: JSONCompressor.compress_with_bz2(large_data)),
("LZMA", lambda: JSONCompressor.compress_with_lzma(large_data)),
]
print("\n" + "-" * 80)
print(f"{'方法':<15} {'压缩后大小':<20} {'压缩率':<15} {'相对原始':<15}")
print("-" * 80)
results = []
for name, compress_func in methods:
compressed = compress_func()
size = len(compressed.encode('utf-8'))
ratio = (1 - size / original_size) * 100
results.append((name, size, ratio))
if name == "Minify":
print(f"{name:<15} {size:>8,} 字节 {ratio:>6.2f}% {'-':<15}")
else:
print(f"{name:<15} {size:>8,} 字节 {ratio:>6.2f}% {size/1024:.2f} KB")
print("-" * 80)
# 找出最佳方法
best = min(results[1:], key=lambda x: x[1])
print(f"\n✨ 最佳压缩: {best[0]} - {best[1]:,} 字节 ({best[1]/1024:.2f} KB), 压缩率 {best[2]:.2f}%")
# 键名压缩效果
print("\n" + "-" * 80)
print("键名压缩效果:")
print("-" * 80)
compressed_keys_data, reverse_map = JSONCompressor.compress_keys(large_data)
keys_json = json.dumps(compressed_keys_data, ensure_ascii=False, separators=(',', ':'))
keys_size = len(keys_json.encode('utf-8'))
keys_ratio = (1 - keys_size / original_size) * 100
print(f"仅键名压缩: {keys_size:,} 字节 ({keys_size/1024:.2f} KB), 压缩率 {keys_ratio:.2f}%")
# LZMA + 键名压缩
lzma_keys = JSONCompressor.compress_with_lzma(compressed_keys_data)
lzma_keys_size = len(lzma_keys.encode('utf-8'))
lzma_keys_ratio = (1 - lzma_keys_size / original_size) * 100
print(f"LZMA+键名: {lzma_keys_size:,} 字节 ({lzma_keys_size/1024:.2f} KB), 压缩率 {lzma_keys_ratio:.2f}%")
print("\n" + "=" * 80)
print("结论:")
print(" • 对于大数据集,LZMA和Bz2能显著提高压缩率")
print(" • 键名压缩对重复结构数据非常有效")
print(" • LZMA+键名组合可获得最高压缩率")
print("=" * 80)
def demo_auto_compress():
"""演示自动压缩功能"""
setup_stdout()
print("\n" + "=" * 80)
print("自动压缩演示")
print("=" * 80)
# 测试数据
small_data = {"key": "value", "items": [1, 2, 3, 4, 5]}
# 创建中等大小数据
medium_data = {"records": [{"id": i, "name": f"用户{i}", "score": 85.5 + i} for i in range(100)]}
# 创建大数据
large_data = {"records": [{"id": i, "username": f"user{i}@example.com", "age": 20 + (i % 50)} for i in range(1000)]}
test_cases = [
("小数据 (50字节)", small_data),
("中等数据 (5KB)", medium_data),
("大数据 (50KB)", large_data)
]
for name, data in test_cases:
print(f"\n{name}:")
print("-" * 40)
# 测试三种优先级
for priority in ['speed', 'balanced', 'ratio']:
result = JSONCompressor.compress_auto(data, priority=priority)
compressed_size = len(result['data'].encode('utf-8'))
original_size = result['data_size']
ratio = (1 - compressed_size / original_size) * 100
print(f" {priority:>8}: {result['type']:>6} "
f"{'(+键名)' if result['key_compressed'] else ' '} "
f"-> {compressed_size:>6,}字节 ({ratio:>5.1f}%)")
def main():
"""主函数:命令行接口"""
import sys
if len(sys.argv) > 1:
command = sys.argv[1]
if command == '--demo':
# 演示模式
demo()
print("\n\n")
demo_large_data()
demo_auto_compress()
elif command == '--auto':
# 自动压缩演示
demo_auto_compress()
elif command == '--help':
print("JSON压缩工具使用说明:")
print("\n作为模块使用:")
print(" from json_compressor import JSONCompressor")
print("\n # 快速压缩")
print(" compressed = JSONCompressor.compress_with_zlib(data)")
print(" original = JSONCompressor.decompress_zlib(compressed)")
print("\n # 自动选择最佳压缩")
print(" result = JSONCompressor.compress_auto(data, priority='ratio')")
print(" original = JSONCompressor.decompress_advanced(result)")
print("\n命令行参数:")
print(" --demo : 运行完整演示")
print(" --auto : 运行自动压缩演示")
print(" --help : 显示帮助信息")
else:
print(f"未知命令: {command}")
print("使用 --help 查看帮助")
else:
# 默认运行完整演示
demo()
print("\n\n")
demo_large_data()
demo_auto_compress()
if __name__ == '__main__':
main()