docs/benchmarks/java/README.md - fory - Git at Google

 # Java Benchmarks

 ## System Environment

 - Operation System：4.9.151-015.x86_64
 - CPU：Intel(R) Xeon(R) Platinum 8163 CPU @ 2.50GHz
 - Byte Order：Little Endian
 - L1d cache： 32K
 - L1i cache：32K
 - L2 cache： 1024K
 - L3 cache： 33792K

 ## JMH params

 Don't skip **warm up**, otherwise the results aren't accurate.

 ```bash
  -f 1 -wi 3 -i 3 -t 1 -w 2s -r 2s -rf cs
 ```

 ## Benchmark Data

 ### Struct

 Struct is a class with 100 primitive fields:

 ```java
 public class Struct {
   public int f1;
   public long f2;
   public float f3;
   public double f4;
   // ...
   public double f99;
 }
 ```

 ### Struct2

 Struct2 is a class with 100 boxed fields:

 ```java
 public class Struct {
   public Integer f1;
   public Long f2;
   public Float f3;
   public Double f4;
   // ...
   public Double f99;
 }
 ```

 ### MediaContent

 MEDIA_CONTENT is a class from [jvm-serializers](https://github.com/eishay/jvm-serializers/blob/master/tpc/src/data/media/MediaContent.java).

 ### Sample

 SAMPLE is a class from [kryo benchmark](https://github.com/EsotericSoftware/kryo/blob/master/benchmarks/src/main/java/com/esotericsoftware/kryo/benchmarks/data/Sample.java)

 ## Benchmark Plots

 ### Serialize to heap buffer

 Serialize data java byte array.

 #### Java schema consistent serialization

 The deserialization peer must have same class definition with the serialization peer.
 No class forward/backward compatibility are supported in this mode.

 ![Java Heap Schema Consistent Serialization](java_heap_serialize_consistent.png)

 #### Java schema compatible serialization

 The deserialization peer can have different class definition with the serialization peer.
 Class forward/backward compatibility are supported in this mode.

 ![Java Heap Schema Compatible Serialization](java_heap_serialize_compatible.png)

 #### Java schema consistent deserialization

 The deserialization peer must have same class definition with the serialization peer.
 No class forward/backward compatibility are supported in this mode.

 ![Java Heap Schema Consistent Deserialization](java_heap_deserialize_consistent.png)

 #### Java schema compatible deserialization

 The deserialization peer can have different class definition with the serialization peer.
 Class forward/backward compatibility are supported in this mode.

 ![Java Heap Schema Compatible Deserialization](java_heap_deserialize_compatible.png)

 ### Off-heap serialization

 Serialize data off-heap memory.

 #### Java schema consistent serialization

 The deserialization peer must have same class definition with the serialization peer.
 No class forward/backward compatibility are supported in this mode.

 ![Java Off Heap Schema Consistent Serialization](java_offheap_serialize_consistent.png)

 #### Java schema compatible serialization

 The deserialization peer can have different class definition with the serialization peer.
 Class forward/backward compatibility are supported in this mode.

 ![Java Off Heap Schema Compatible Serialization](java_offheap_serialize_compatible.png)

 #### Java schema consistent deserialization

 The deserialization peer must have same class definition with the serialization peer.
 No class forward/backward compatibility are supported in this mode.

 ![Java Off Heap Schema Consistent Deserialization](java_offheap_deserialize_consistent.png)

 #### Java schema compatible deserialization

 The deserialization peer can have different class definition with the serialization peer.
 Class forward/backward compatibility are supported in this mode.

 ![Java Off Heap Schema Compatible Deserialization](java_offheap_deserialize_compatible.png)

 ### Zero-copy serialization

 Note that zero-copy serialization just avoid the copy in serialization, if you send data to other machine, there may be copies.

 But if you serialize data between processes on same node and use shared-memory, if the data are in off-heap before serialization, then other processes can read this buffer without any copies.

 #### Java zero-copy serialize to heap buffer

 ![Java Zero Copy Serialization](java_zero_copy_serialize.png)

 #### Java zero-copy serialize to direct buffer

 ![Java Zero Copy Deserialization](java_zero_copy_deserialize.png)

 ## Benchmark Data

 ### Java Serialization

 | Benchmark              | objectType    | bufferType   | references | Fory           | ForyMetaShared  | Kryo           | Fst           | Hession       | Jdk           | Protostuff    |
 | ---------------------- | ------------- | ------------ | ---------- | -------------- | --------------- | -------------- | ------------- | ------------- | ------------- | ------------- |
 | serialize              | STRUCT        | array        | False      | 7501415.567260 |                 | 558194.100861  | 882178.995727 | 258233.998931 | 155908.244240 | 330975.350403 |
 | serialize              | STRUCT        | array        | True       | 6264439.154428 |                 | 557542.628765  | 757753.756691 | 260845.209485 | 151258.539369 |               |
 | serialize              | STRUCT        | directBuffer | False      | 9834223.243204 |                 | 1078046.011115 | 807847.663261 | 266481.009225 | 154875.908438 | 340262.650047 |
 | serialize              | STRUCT        | directBuffer | True       | 7551780.823133 |                 | 853350.408656  | 762088.935404 | 261762.594966 | 156404.686214 |               |
 | serialize              | STRUCT2       | array        | False      | 3586126.623874 |                 | 325172.969175  | 371762.982661 | 56056.080075  | 36846.049162  | 322563.440433 |
 | serialize              | STRUCT2       | array        | True       | 3306474.506382 |                 | 259863.332448  | 380638.700267 | 60038.879790  | 38183.705811  |               |
 | serialize              | STRUCT2       | directBuffer | False      | 2643155.135327 |                 | 355688.882786  | 365317.705376 | 55924.319442  | 37444.967981  | 325093.716261 |
 | serialize              | STRUCT2       | directBuffer | True       | 2391110.083108 |                 | 338960.426033  | 370851.880711 | 56674.065604  | 35798.679246  |               |
 | serialize              | MEDIA_CONTENT | array        | False      | 3031642.924542 |                 | 730792.521676  | 751892.023189 | 367782.358049 | 137989.198821 | 780618.761219 |
 | serialize              | MEDIA_CONTENT | array        | True       | 2250384.600246 |                 | 445251.084327  | 583859.907758 | 329427.470680 | 140260.668888 |               |
 | serialize              | MEDIA_CONTENT | directBuffer | False      | 2479862.129632 |                 | 608972.517580  | 728001.080250 | 372477.138150 | 138567.623369 | 805941.345157 |
 | serialize              | MEDIA_CONTENT | directBuffer | True       | 1938527.588331 |                 | 359875.473951  | 595679.580108 | 353376.085025 | 140158.673910 |               |
 | serialize              | SAMPLE        | array        | False      | 3570966.469087 |                 | 1105365.931217 | 915907.574306 | 220386.502846 | 118374.836631 | 663272.710783 |
 | serialize              | SAMPLE        | array        | True       | 1767693.835090 |                 | 734215.482291  | 731869.156376 | 192414.014211 | 119858.140625 |               |
 | serialize              | SAMPLE        | directBuffer | False      | 3684487.760591 |                 | 1376560.302168 | 902302.261168 | 220981.308085 | 118273.584257 | 693641.589806 |
 | serialize              | SAMPLE        | directBuffer | True       | 1826456.709478 |                 | 932887.968348  | 723614.066770 | 211949.960255 | 108263.040839 |               |
 | serialize_compatible   | STRUCT        | array        | False      | 3530406.108869 | 9204444.777172  | 145964.199559  |               | 258650.663523 |               |               |
 | serialize_compatible   | STRUCT        | array        | True       | 3293059.098127 | 7064625.291374  | 136180.832879  |               | 263564.913879 |               |               |
 | serialize_compatible   | STRUCT        | directBuffer | False      | 2653169.568374 | 11650229.648715 | 106695.800225  |               | 249221.452137 |               |               |
 | serialize_compatible   | STRUCT        | directBuffer | True       | 2393817.762938 | 8702412.752357  | 106458.212005  |               | 263623.143601 |               |               |
 | serialize_compatible   | STRUCT2       | array        | False      | 2773368.997680 | 2575824.143864  | 125807.748004  |               | 58509.125342  |               |               |
 | serialize_compatible   | STRUCT2       | array        | True       | 2564174.550276 | 3543082.528217  | 114983.546343  |               | 55552.977735  |               |               |
 | serialize_compatible   | STRUCT2       | directBuffer | False      | 1912402.937879 | 2714748.572248  | 92130.672361   |               | 58908.567439  |               |               |
 | serialize_compatible   | STRUCT2       | directBuffer | True       | 1848338.968058 | 1866073.031851  | 88989.724768   |               | 55524.373547  |               |               |
 | serialize_compatible   | MEDIA_CONTENT | array        | False      | 1679272.036223 | 2992288.235281  | 188911.259146  |               | 377195.903772 |               |               |
 | serialize_compatible   | MEDIA_CONTENT | array        | True       | 1406736.538716 | 2058738.716953  | 145782.916427  |               | 351657.879556 |               |               |
 | serialize_compatible   | MEDIA_CONTENT | directBuffer | False      | 1710680.937387 | 2291443.556971  | 185363.714829  |               | 371729.727192 |               |               |
 | serialize_compatible   | MEDIA_CONTENT | directBuffer | True       | 1149999.473994 | 1804349.244125  | 142836.961878  |               | 343834.954942 |               |               |
 | serialize_compatible   | SAMPLE        | array        | False      | 3604596.465625 | 4409055.687063  | 378907.663184  |               | 234454.975158 |               |               |
 | serialize_compatible   | SAMPLE        | array        | True       | 1619648.337293 | 1840705.439334  | 320815.567701  |               | 206174.173039 |               |               |
 | serialize_compatible   | SAMPLE        | directBuffer | False      | 3484533.218305 | 5043538.364886  | 296102.615094  |               | 194761.224263 |               |               |
 | serialize_compatible   | SAMPLE        | directBuffer | True       | 1730822.630648 | 1859289.705838  | 276757.392449  |               | 212840.483308 |               |               |
 | deserialize            | STRUCT        | array        | False      | 4595230.434552 |                 | 607750.343557  | 357887.235311 | 84709.108821  | 29603.066599  | 517381.168594 |
 | deserialize            | STRUCT        | array        | True       | 4634753.596131 |                 | 552802.227807  | 353480.554035 | 91050.370224  | 29727.744196  |               |
 | deserialize            | STRUCT        | directBuffer | False      | 5012002.859236 |                 | 910534.169114  | 352441.597147 | 91151.633583  | 28717.004518  | 538922.947147 |
 | deserialize            | STRUCT        | directBuffer | True       | 4864329.316938 |                 | 914404.107564  | 334574.303484 | 91037.205901  | 29549.998286  |               |
 | deserialize            | STRUCT2       | array        | False      | 1126298.359550 |                 | 275984.042401  | 280131.091068 | 69758.767783  | 14888.805111  | 416212.973861 |
 | deserialize            | STRUCT2       | array        | True       | 1046649.083082 |                 | 222710.554833  | 260649.308016 | 68616.029248  | 14034.100664  |               |
 | deserialize            | STRUCT2       | directBuffer | False      | 1117586.457565 |                 | 319247.256793  | 262519.858810 | 66866.108653  | 14652.043788  | 425523.315814 |
 | deserialize            | STRUCT2       | directBuffer | True       | 1018277.848128 |                 | 249105.828416  | 234973.637096 | 65338.345185  | 14425.886048  |               |
 | deserialize            | MEDIA_CONTENT | array        | False      | 2054066.903469 |                 | 577631.234369  | 363455.785182 | 118156.072284 | 38536.250402  | 951662.019963 |
 | deserialize            | MEDIA_CONTENT | array        | True       | 1507767.206603 |                 | 365530.417232  | 304371.728638 | 120016.594171 | 38957.191090  |               |
 | deserialize            | MEDIA_CONTENT | directBuffer | False      | 1502746.028159 |                 | 389473.174523  | 311691.658687 | 111067.942626 | 40512.632076  | 964664.641598 |
 | deserialize            | MEDIA_CONTENT | directBuffer | True       | 1290593.975753 |                 | 306995.220799  | 251820.171513 | 121820.821260 | 37030.594632  |               |
 | deserialize            | SAMPLE        | array        | False      | 2069988.624415 |                 | 979173.981159  | 473409.796491 | 119471.518388 | 29309.573998  | 619338.385412 |
 | deserialize            | SAMPLE        | array        | True       | 1797942.442313 |                 | 716438.884369  | 428315.502365 | 121106.002978 | 27466.003923  |               |
 | deserialize            | SAMPLE        | directBuffer | False      | 2229791.078395 |                 | 983538.936801  | 441027.550809 | 117806.916589 | 28128.457935  | 624804.978534 |
 | deserialize            | SAMPLE        | directBuffer | True       | 1958815.397807 |                 | 762889.302732  | 420523.770904 | 121940.783597 | 28221.014735  |               |
 | deserialize_compatible | STRUCT        | array        | False      | 2110335.039275 | 4978833.206806  | 78771.635309   |               | 88617.486795  |               |               |
 | deserialize_compatible | STRUCT        | array        | True       | 2135681.982674 | 4807963.882520  | 72805.937649   |               | 90206.654212  |               |               |
 | deserialize_compatible | STRUCT        | directBuffer | False      | 1596464.248141 | 5149070.657830  | 58574.904225   |               | 89580.561575  |               |               |
 | deserialize_compatible | STRUCT        | directBuffer | True       | 1684681.074242 | 5137500.621288  | 60685.320299   |               | 84407.472531  |               |               |
 | deserialize_compatible | STRUCT2       | array        | False      | 849507.176263  | 1201998.142474  | 60602.285743   |               | 63703.763814  |               |               |
 | deserialize_compatible | STRUCT2       | array        | True       | 815120.319155  | 1058423.614156  | 62729.908347   |               | 69521.573119  |               |               |
 | deserialize_compatible | STRUCT2       | directBuffer | False      | 784036.589363  | 1131212.586953  | 54637.329134   |               | 69342.030965  |               |               |
 | deserialize_compatible | STRUCT2       | directBuffer | True       | 782679.662083  | 1089162.408165  | 51761.569591   |               | 68542.055543  |               |               |
 | deserialize_compatible | MEDIA_CONTENT | array        | False      | 1441671.706320 | 2279742.810882  | 180882.860363  |               | 121619.090797 |               |               |
 | deserialize_compatible | MEDIA_CONTENT | array        | True       | 1121136.039627 | 1623938.202345  | 154311.211540  |               | 119994.104050 |               |               |
 | deserialize_compatible | MEDIA_CONTENT | directBuffer | False      | 1256034.732514 | 1718098.363961  | 134485.160300  |               | 107594.474890 |               |               |
 | deserialize_compatible | MEDIA_CONTENT | directBuffer | True       | 1054942.751816 | 1333345.536684  | 119311.787329  |               | 116531.023438 |               |               |
 | deserialize_compatible | SAMPLE        | array        | False      | 2296046.895861 | 2485564.396196  | 255086.928308  |               | 121898.105768 |               |               |
 | deserialize_compatible | SAMPLE        | array        | True       | 1834139.395757 | 2002938.794909  | 238811.995510  |               | 121297.485903 |               |               |
 | deserialize_compatible | SAMPLE        | directBuffer | False      | 2308111.633661 | 2289261.533644  | 201993.787890  |               | 124044.417439 |               |               |
 | deserialize_compatible | SAMPLE        | directBuffer | True       | 1820490.585648 | 1927548.827586  | 174534.710870  |               | 120276.449497 |               |               |

 ### Java Zero-copy

 | Benchmark   | array_size | bufferType   | dataType        | Fory           | Kryo           | Fst            |
 | ----------- | ---------- | ------------ | --------------- | -------------- | -------------- | -------------- |
 | serialize   | 200        | array        | BUFFER          | 5123572.914045 | 1985187.977633 | 2400193.220466 |
 | serialize   | 200        | array        | PRIMITIVE_ARRAY | 8297232.942927 | 147342.606262  | 313986.053417  |
 | serialize   | 200        | directBuffer | BUFFER          | 5400346.890126 | 1739454.519770 | 2282550.111756 |
 | serialize   | 200        | directBuffer | PRIMITIVE_ARRAY | 8335248.350301 | 972683.763633  | 294132.218623  |
 | serialize   | 1000       | array        | BUFFER          | 4979590.929127 | 1616159.671230 | 1805557.477810 |
 | serialize   | 1000       | array        | PRIMITIVE_ARRAY | 8772856.921028 | 31395.721514   | 67209.107012   |
 | serialize   | 1000       | directBuffer | BUFFER          | 5376191.775007 | 1377272.568510 | 1644789.427010 |
 | serialize   | 1000       | directBuffer | PRIMITIVE_ARRAY | 8207563.785251 | 209183.090868  | 66108.014322   |
 | serialize   | 5000       | array        | BUFFER          | 5018916.322770 | 711287.533377  | 811029.402136  |
 | serialize   | 5000       | array        | PRIMITIVE_ARRAY | 8027439.580226 | 6248.006967    | 14997.400124   |
 | serialize   | 5000       | directBuffer | BUFFER          | 5330897.682960 | 707092.956534  | 477148.540850  |
 | serialize   | 5000       | directBuffer | PRIMITIVE_ARRAY | 7695981.988316 | 43565.678616   | 15000.378818   |
 | deserialize | 200        | array        | BUFFER          | 3302149.383135 | 1296284.787720 | 657754.887247  |
 | deserialize | 200        | array        | PRIMITIVE_ARRAY | 986136.067809  | 146675.360652  | 219333.990504  |
 | deserialize | 200        | directBuffer | BUFFER          | 3113115.471758 | 1004844.498712 | 598421.278941  |
 | deserialize | 200        | directBuffer | PRIMITIVE_ARRAY | 991807.969328  | 518713.299422  | 179604.045774  |
 | deserialize | 1000       | array        | BUFFER          | 2831942.848999 | 721266.541130  | 422147.154601  |
 | deserialize | 1000       | array        | PRIMITIVE_ARRAY | 205671.992736  | 30409.835023   | 53100.903684   |
 | deserialize | 1000       | directBuffer | BUFFER          | 3397690.327371 | 592972.713203  | 298929.116572  |
 | deserialize | 1000       | directBuffer | PRIMITIVE_ARRAY | 202275.242341  | 112132.004609  | 38572.001768   |
 | deserialize | 5000       | array        | BUFFER          | 3296658.120035 | 147251.846111  | 136934.604328  |
 | deserialize | 5000       | array        | PRIMITIVE_ARRAY | 40312.590172   | 6122.351228    | 10672.872798   |
 | deserialize | 5000       | directBuffer | BUFFER          | 3284441.570594 | 148614.476829  | 77950.612503   |
 | deserialize | 5000       | directBuffer | PRIMITIVE_ARRAY | 40413.743717   | 21826.040410   | 8561.694533    |
	# Java Benchmarks

	## System Environment

	- Operation System：4.9.151-015.x86_64
	- CPU：Intel(R) Xeon(R) Platinum 8163 CPU @ 2.50GHz
	- Byte Order：Little Endian
	- L1d cache： 32K
	- L1i cache：32K
	- L2 cache： 1024K
	- L3 cache： 33792K

	## JMH params

	Don't skip warm up, otherwise the results aren't accurate.

	```bash
	-f 1 -wi 3 -i 3 -t 1 -w 2s -r 2s -rf cs
	```

	## Benchmark Data

	### Struct

	Struct is a class with 100 primitive fields:

	```java
	public class Struct {
	public int f1;
	public long f2;
	public float f3;
	public double f4;
	// ...
	public double f99;
	}
	```

	### Struct2

	Struct2 is a class with 100 boxed fields:

	```java
	public class Struct {
	public Integer f1;
	public Long f2;
	public Float f3;
	public Double f4;
	// ...
	public Double f99;
	}
	```

	### MediaContent

	MEDIA_CONTENT is a class from [jvm-serializers](https://github.com/eishay/jvm-serializers/blob/master/tpc/src/data/media/MediaContent.java).

	### Sample

	SAMPLE is a class from [kryo benchmark](https://github.com/EsotericSoftware/kryo/blob/master/benchmarks/src/main/java/com/esotericsoftware/kryo/benchmarks/data/Sample.java)

	## Benchmark Plots

	### Serialize to heap buffer

	Serialize data java byte array.

	#### Java schema consistent serialization

	The deserialization peer must have same class definition with the serialization peer.
	No class forward/backward compatibility are supported in this mode.

	![Java Heap Schema Consistent Serialization](java_heap_serialize_consistent.png)

	#### Java schema compatible serialization

	The deserialization peer can have different class definition with the serialization peer.
	Class forward/backward compatibility are supported in this mode.

	![Java Heap Schema Compatible Serialization](java_heap_serialize_compatible.png)

	#### Java schema consistent deserialization

	The deserialization peer must have same class definition with the serialization peer.
	No class forward/backward compatibility are supported in this mode.

	![Java Heap Schema Consistent Deserialization](java_heap_deserialize_consistent.png)

	#### Java schema compatible deserialization

	The deserialization peer can have different class definition with the serialization peer.
	Class forward/backward compatibility are supported in this mode.

	![Java Heap Schema Compatible Deserialization](java_heap_deserialize_compatible.png)

	### Off-heap serialization

	Serialize data off-heap memory.

	#### Java schema consistent serialization

	The deserialization peer must have same class definition with the serialization peer.
	No class forward/backward compatibility are supported in this mode.

	![Java Off Heap Schema Consistent Serialization](java_offheap_serialize_consistent.png)

	#### Java schema compatible serialization

	The deserialization peer can have different class definition with the serialization peer.
	Class forward/backward compatibility are supported in this mode.

	![Java Off Heap Schema Compatible Serialization](java_offheap_serialize_compatible.png)

	#### Java schema consistent deserialization

	The deserialization peer must have same class definition with the serialization peer.
	No class forward/backward compatibility are supported in this mode.

	![Java Off Heap Schema Consistent Deserialization](java_offheap_deserialize_consistent.png)

	#### Java schema compatible deserialization

	The deserialization peer can have different class definition with the serialization peer.
	Class forward/backward compatibility are supported in this mode.

	![Java Off Heap Schema Compatible Deserialization](java_offheap_deserialize_compatible.png)

	### Zero-copy serialization

	Note that zero-copy serialization just avoid the copy in serialization, if you send data to other machine, there may be copies.

	But if you serialize data between processes on same node and use shared-memory, if the data are in off-heap before serialization, then other processes can read this buffer without any copies.

	#### Java zero-copy serialize to heap buffer

	![Java Zero Copy Serialization](java_zero_copy_serialize.png)

	#### Java zero-copy serialize to direct buffer

	![Java Zero Copy Deserialization](java_zero_copy_deserialize.png)

	## Benchmark Data

	### Java Serialization

	\| Benchmark \| objectType \| bufferType \| references \| Fory \| ForyMetaShared \| Kryo \| Fst \| Hession \| Jdk \| Protostuff \|
	\| ---------------------- \| ------------- \| ------------ \| ---------- \| -------------- \| --------------- \| -------------- \| ------------- \| ------------- \| ------------- \| ------------- \|
	\| serialize \| STRUCT \| array \| False \| 7501415.567260 \| \| 558194.100861 \| 882178.995727 \| 258233.998931 \| 155908.244240 \| 330975.350403 \|
	\| serialize \| STRUCT \| array \| True \| 6264439.154428 \| \| 557542.628765 \| 757753.756691 \| 260845.209485 \| 151258.539369 \| \|
	\| serialize \| STRUCT \| directBuffer \| False \| 9834223.243204 \| \| 1078046.011115 \| 807847.663261 \| 266481.009225 \| 154875.908438 \| 340262.650047 \|
	\| serialize \| STRUCT \| directBuffer \| True \| 7551780.823133 \| \| 853350.408656 \| 762088.935404 \| 261762.594966 \| 156404.686214 \| \|
	\| serialize \| STRUCT2 \| array \| False \| 3586126.623874 \| \| 325172.969175 \| 371762.982661 \| 56056.080075 \| 36846.049162 \| 322563.440433 \|
	\| serialize \| STRUCT2 \| array \| True \| 3306474.506382 \| \| 259863.332448 \| 380638.700267 \| 60038.879790 \| 38183.705811 \| \|
	\| serialize \| STRUCT2 \| directBuffer \| False \| 2643155.135327 \| \| 355688.882786 \| 365317.705376 \| 55924.319442 \| 37444.967981 \| 325093.716261 \|
	\| serialize \| STRUCT2 \| directBuffer \| True \| 2391110.083108 \| \| 338960.426033 \| 370851.880711 \| 56674.065604 \| 35798.679246 \| \|
	\| serialize \| MEDIA_CONTENT \| array \| False \| 3031642.924542 \| \| 730792.521676 \| 751892.023189 \| 367782.358049 \| 137989.198821 \| 780618.761219 \|
	\| serialize \| MEDIA_CONTENT \| array \| True \| 2250384.600246 \| \| 445251.084327 \| 583859.907758 \| 329427.470680 \| 140260.668888 \| \|
	\| serialize \| MEDIA_CONTENT \| directBuffer \| False \| 2479862.129632 \| \| 608972.517580 \| 728001.080250 \| 372477.138150 \| 138567.623369 \| 805941.345157 \|
	\| serialize \| MEDIA_CONTENT \| directBuffer \| True \| 1938527.588331 \| \| 359875.473951 \| 595679.580108 \| 353376.085025 \| 140158.673910 \| \|
	\| serialize \| SAMPLE \| array \| False \| 3570966.469087 \| \| 1105365.931217 \| 915907.574306 \| 220386.502846 \| 118374.836631 \| 663272.710783 \|
	\| serialize \| SAMPLE \| array \| True \| 1767693.835090 \| \| 734215.482291 \| 731869.156376 \| 192414.014211 \| 119858.140625 \| \|
	\| serialize \| SAMPLE \| directBuffer \| False \| 3684487.760591 \| \| 1376560.302168 \| 902302.261168 \| 220981.308085 \| 118273.584257 \| 693641.589806 \|
	\| serialize \| SAMPLE \| directBuffer \| True \| 1826456.709478 \| \| 932887.968348 \| 723614.066770 \| 211949.960255 \| 108263.040839 \| \|
	\| serialize_compatible \| STRUCT \| array \| False \| 3530406.108869 \| 9204444.777172 \| 145964.199559 \| \| 258650.663523 \| \| \|
	\| serialize_compatible \| STRUCT \| array \| True \| 3293059.098127 \| 7064625.291374 \| 136180.832879 \| \| 263564.913879 \| \| \|
	\| serialize_compatible \| STRUCT \| directBuffer \| False \| 2653169.568374 \| 11650229.648715 \| 106695.800225 \| \| 249221.452137 \| \| \|
	\| serialize_compatible \| STRUCT \| directBuffer \| True \| 2393817.762938 \| 8702412.752357 \| 106458.212005 \| \| 263623.143601 \| \| \|
	\| serialize_compatible \| STRUCT2 \| array \| False \| 2773368.997680 \| 2575824.143864 \| 125807.748004 \| \| 58509.125342 \| \| \|
	\| serialize_compatible \| STRUCT2 \| array \| True \| 2564174.550276 \| 3543082.528217 \| 114983.546343 \| \| 55552.977735 \| \| \|
	\| serialize_compatible \| STRUCT2 \| directBuffer \| False \| 1912402.937879 \| 2714748.572248 \| 92130.672361 \| \| 58908.567439 \| \| \|
	\| serialize_compatible \| STRUCT2 \| directBuffer \| True \| 1848338.968058 \| 1866073.031851 \| 88989.724768 \| \| 55524.373547 \| \| \|
	\| serialize_compatible \| MEDIA_CONTENT \| array \| False \| 1679272.036223 \| 2992288.235281 \| 188911.259146 \| \| 377195.903772 \| \| \|
	\| serialize_compatible \| MEDIA_CONTENT \| array \| True \| 1406736.538716 \| 2058738.716953 \| 145782.916427 \| \| 351657.879556 \| \| \|
	\| serialize_compatible \| MEDIA_CONTENT \| directBuffer \| False \| 1710680.937387 \| 2291443.556971 \| 185363.714829 \| \| 371729.727192 \| \| \|
	\| serialize_compatible \| MEDIA_CONTENT \| directBuffer \| True \| 1149999.473994 \| 1804349.244125 \| 142836.961878 \| \| 343834.954942 \| \| \|
	\| serialize_compatible \| SAMPLE \| array \| False \| 3604596.465625 \| 4409055.687063 \| 378907.663184 \| \| 234454.975158 \| \| \|
	\| serialize_compatible \| SAMPLE \| array \| True \| 1619648.337293 \| 1840705.439334 \| 320815.567701 \| \| 206174.173039 \| \| \|
	\| serialize_compatible \| SAMPLE \| directBuffer \| False \| 3484533.218305 \| 5043538.364886 \| 296102.615094 \| \| 194761.224263 \| \| \|
	\| serialize_compatible \| SAMPLE \| directBuffer \| True \| 1730822.630648 \| 1859289.705838 \| 276757.392449 \| \| 212840.483308 \| \| \|
	\| deserialize \| STRUCT \| array \| False \| 4595230.434552 \| \| 607750.343557 \| 357887.235311 \| 84709.108821 \| 29603.066599 \| 517381.168594 \|
	\| deserialize \| STRUCT \| array \| True \| 4634753.596131 \| \| 552802.227807 \| 353480.554035 \| 91050.370224 \| 29727.744196 \| \|
	\| deserialize \| STRUCT \| directBuffer \| False \| 5012002.859236 \| \| 910534.169114 \| 352441.597147 \| 91151.633583 \| 28717.004518 \| 538922.947147 \|
	\| deserialize \| STRUCT \| directBuffer \| True \| 4864329.316938 \| \| 914404.107564 \| 334574.303484 \| 91037.205901 \| 29549.998286 \| \|
	\| deserialize \| STRUCT2 \| array \| False \| 1126298.359550 \| \| 275984.042401 \| 280131.091068 \| 69758.767783 \| 14888.805111 \| 416212.973861 \|
	\| deserialize \| STRUCT2 \| array \| True \| 1046649.083082 \| \| 222710.554833 \| 260649.308016 \| 68616.029248 \| 14034.100664 \| \|
	\| deserialize \| STRUCT2 \| directBuffer \| False \| 1117586.457565 \| \| 319247.256793 \| 262519.858810 \| 66866.108653 \| 14652.043788 \| 425523.315814 \|
	\| deserialize \| STRUCT2 \| directBuffer \| True \| 1018277.848128 \| \| 249105.828416 \| 234973.637096 \| 65338.345185 \| 14425.886048 \| \|
	\| deserialize \| MEDIA_CONTENT \| array \| False \| 2054066.903469 \| \| 577631.234369 \| 363455.785182 \| 118156.072284 \| 38536.250402 \| 951662.019963 \|
	\| deserialize \| MEDIA_CONTENT \| array \| True \| 1507767.206603 \| \| 365530.417232 \| 304371.728638 \| 120016.594171 \| 38957.191090 \| \|
	\| deserialize \| MEDIA_CONTENT \| directBuffer \| False \| 1502746.028159 \| \| 389473.174523 \| 311691.658687 \| 111067.942626 \| 40512.632076 \| 964664.641598 \|
	\| deserialize \| MEDIA_CONTENT \| directBuffer \| True \| 1290593.975753 \| \| 306995.220799 \| 251820.171513 \| 121820.821260 \| 37030.594632 \| \|
	\| deserialize \| SAMPLE \| array \| False \| 2069988.624415 \| \| 979173.981159 \| 473409.796491 \| 119471.518388 \| 29309.573998 \| 619338.385412 \|
	\| deserialize \| SAMPLE \| array \| True \| 1797942.442313 \| \| 716438.884369 \| 428315.502365 \| 121106.002978 \| 27466.003923 \| \|
	\| deserialize \| SAMPLE \| directBuffer \| False \| 2229791.078395 \| \| 983538.936801 \| 441027.550809 \| 117806.916589 \| 28128.457935 \| 624804.978534 \|
	\| deserialize \| SAMPLE \| directBuffer \| True \| 1958815.397807 \| \| 762889.302732 \| 420523.770904 \| 121940.783597 \| 28221.014735 \| \|
	\| deserialize_compatible \| STRUCT \| array \| False \| 2110335.039275 \| 4978833.206806 \| 78771.635309 \| \| 88617.486795 \| \| \|
	\| deserialize_compatible \| STRUCT \| array \| True \| 2135681.982674 \| 4807963.882520 \| 72805.937649 \| \| 90206.654212 \| \| \|
	\| deserialize_compatible \| STRUCT \| directBuffer \| False \| 1596464.248141 \| 5149070.657830 \| 58574.904225 \| \| 89580.561575 \| \| \|
	\| deserialize_compatible \| STRUCT \| directBuffer \| True \| 1684681.074242 \| 5137500.621288 \| 60685.320299 \| \| 84407.472531 \| \| \|
	\| deserialize_compatible \| STRUCT2 \| array \| False \| 849507.176263 \| 1201998.142474 \| 60602.285743 \| \| 63703.763814 \| \| \|
	\| deserialize_compatible \| STRUCT2 \| array \| True \| 815120.319155 \| 1058423.614156 \| 62729.908347 \| \| 69521.573119 \| \| \|
	\| deserialize_compatible \| STRUCT2 \| directBuffer \| False \| 784036.589363 \| 1131212.586953 \| 54637.329134 \| \| 69342.030965 \| \| \|
	\| deserialize_compatible \| STRUCT2 \| directBuffer \| True \| 782679.662083 \| 1089162.408165 \| 51761.569591 \| \| 68542.055543 \| \| \|
	\| deserialize_compatible \| MEDIA_CONTENT \| array \| False \| 1441671.706320 \| 2279742.810882 \| 180882.860363 \| \| 121619.090797 \| \| \|
	\| deserialize_compatible \| MEDIA_CONTENT \| array \| True \| 1121136.039627 \| 1623938.202345 \| 154311.211540 \| \| 119994.104050 \| \| \|
	\| deserialize_compatible \| MEDIA_CONTENT \| directBuffer \| False \| 1256034.732514 \| 1718098.363961 \| 134485.160300 \| \| 107594.474890 \| \| \|
	\| deserialize_compatible \| MEDIA_CONTENT \| directBuffer \| True \| 1054942.751816 \| 1333345.536684 \| 119311.787329 \| \| 116531.023438 \| \| \|
	\| deserialize_compatible \| SAMPLE \| array \| False \| 2296046.895861 \| 2485564.396196 \| 255086.928308 \| \| 121898.105768 \| \| \|
	\| deserialize_compatible \| SAMPLE \| array \| True \| 1834139.395757 \| 2002938.794909 \| 238811.995510 \| \| 121297.485903 \| \| \|
	\| deserialize_compatible \| SAMPLE \| directBuffer \| False \| 2308111.633661 \| 2289261.533644 \| 201993.787890 \| \| 124044.417439 \| \| \|
	\| deserialize_compatible \| SAMPLE \| directBuffer \| True \| 1820490.585648 \| 1927548.827586 \| 174534.710870 \| \| 120276.449497 \| \| \|

	### Java Zero-copy

	\| Benchmark \| array_size \| bufferType \| dataType \| Fory \| Kryo \| Fst \|
	\| ----------- \| ---------- \| ------------ \| --------------- \| -------------- \| -------------- \| -------------- \|
	\| serialize \| 200 \| array \| BUFFER \| 5123572.914045 \| 1985187.977633 \| 2400193.220466 \|
	\| serialize \| 200 \| array \| PRIMITIVE_ARRAY \| 8297232.942927 \| 147342.606262 \| 313986.053417 \|
	\| serialize \| 200 \| directBuffer \| BUFFER \| 5400346.890126 \| 1739454.519770 \| 2282550.111756 \|
	\| serialize \| 200 \| directBuffer \| PRIMITIVE_ARRAY \| 8335248.350301 \| 972683.763633 \| 294132.218623 \|
	\| serialize \| 1000 \| array \| BUFFER \| 4979590.929127 \| 1616159.671230 \| 1805557.477810 \|
	\| serialize \| 1000 \| array \| PRIMITIVE_ARRAY \| 8772856.921028 \| 31395.721514 \| 67209.107012 \|
	\| serialize \| 1000 \| directBuffer \| BUFFER \| 5376191.775007 \| 1377272.568510 \| 1644789.427010 \|
	\| serialize \| 1000 \| directBuffer \| PRIMITIVE_ARRAY \| 8207563.785251 \| 209183.090868 \| 66108.014322 \|
	\| serialize \| 5000 \| array \| BUFFER \| 5018916.322770 \| 711287.533377 \| 811029.402136 \|
	\| serialize \| 5000 \| array \| PRIMITIVE_ARRAY \| 8027439.580226 \| 6248.006967 \| 14997.400124 \|
	\| serialize \| 5000 \| directBuffer \| BUFFER \| 5330897.682960 \| 707092.956534 \| 477148.540850 \|
	\| serialize \| 5000 \| directBuffer \| PRIMITIVE_ARRAY \| 7695981.988316 \| 43565.678616 \| 15000.378818 \|
	\| deserialize \| 200 \| array \| BUFFER \| 3302149.383135 \| 1296284.787720 \| 657754.887247 \|
	\| deserialize \| 200 \| array \| PRIMITIVE_ARRAY \| 986136.067809 \| 146675.360652 \| 219333.990504 \|
	\| deserialize \| 200 \| directBuffer \| BUFFER \| 3113115.471758 \| 1004844.498712 \| 598421.278941 \|
	\| deserialize \| 200 \| directBuffer \| PRIMITIVE_ARRAY \| 991807.969328 \| 518713.299422 \| 179604.045774 \|
	\| deserialize \| 1000 \| array \| BUFFER \| 2831942.848999 \| 721266.541130 \| 422147.154601 \|
	\| deserialize \| 1000 \| array \| PRIMITIVE_ARRAY \| 205671.992736 \| 30409.835023 \| 53100.903684 \|
	\| deserialize \| 1000 \| directBuffer \| BUFFER \| 3397690.327371 \| 592972.713203 \| 298929.116572 \|
	\| deserialize \| 1000 \| directBuffer \| PRIMITIVE_ARRAY \| 202275.242341 \| 112132.004609 \| 38572.001768 \|
	\| deserialize \| 5000 \| array \| BUFFER \| 3296658.120035 \| 147251.846111 \| 136934.604328 \|
	\| deserialize \| 5000 \| array \| PRIMITIVE_ARRAY \| 40312.590172 \| 6122.351228 \| 10672.872798 \|
	\| deserialize \| 5000 \| directBuffer \| BUFFER \| 3284441.570594 \| 148614.476829 \| 77950.612503 \|
	\| deserialize \| 5000 \| directBuffer \| PRIMITIVE_ARRAY \| 40413.743717 \| 21826.040410 \| 8561.694533 \|