本文主要研究一下jvm的direct buffer统计

spring boot metrics

jvm.memory.used

{
    "name": "jvm.memory.used",
    "description": "The amount of used memory",
    "baseUnit": "bytes",
    "measurements": [
        {
            "statistic": "VALUE",
            "value": 137868592
        }
    ],
    "availableTags": [
        {
            "tag": "area",
            "values": [
                "heap",
                "nonheap"
            ]
        },
        {
            "tag": "id",
            "values": [
                "Compressed Class Space",
                "PS Survivor Space",
                "PS Old Gen",
                "Metaspace",
                "PS Eden Space",
                "Code Cache"
            ]
        }
    ]
}
jvm.memory.used包括heap和nonheap两大类

heap

http://localhost:8080/actuator/metrics/jvm.memory.used?tag=ar...

{
    "name": "jvm.memory.used",
    "description": "The amount of used memory",
    "baseUnit": "bytes",
    "measurements": [
        {
            "statistic": "VALUE",
            "value": 84724536
        }
    ],
    "availableTags": [
        {
            "tag": "id",
            "values": [
                "PS Eden Space",
                "PS Survivor Space",
                "PS Old Gen"
            ]
        }
    ]
}
heap的话根据具体的垃圾收集器类型有不同的区分

nonheap

http://localhost:8080/actuator/metrics/jvm.memory.used?tag=ar...

{
    "name": "jvm.memory.used",
    "description": "The amount of used memory",
    "baseUnit": "bytes",
    "measurements": [
        {
            "statistic": "VALUE",
            "value": 54874872
        }
    ],
    "availableTags": [
        {
            "tag": "id",
            "values": [
                "Metaspace",
                "Compressed Class Space",
                "Code Cache"
            ]
        }
    ]
}
nonheap这里包括3个,分别是Metaspace、Compressed Class Space、Code Cache

jvm.buffer.memory.used

http://localhost:8080/actuator/metrics/jvm.buffer.memory.used...

{
    "name": "jvm.buffer.memory.used",
    "description": "An estimate of the memory that the Java virtual machine is using for this buffer pool",
    "baseUnit": "bytes",
    "measurements": [
        {
            "statistic": "VALUE",
            "value": 81920
        }
    ],
    "availableTags": [
        {
            "tag": "id",
            "values": [
                "direct",
                "mapped"
            ]
        }
    ]
}
jvm.buffer.memory.used包含了direct、mapped两大类

direct

http://localhost:8080/actuator/metrics/jvm.buffer.memory.used...

{
    "name": "jvm.buffer.memory.used",
    "description": "An estimate of the memory that the Java virtual machine is using for this buffer pool",
    "baseUnit": "bytes",
    "measurements": [
        {
            "statistic": "VALUE",
            "value": 81920
        }
    ],
    "availableTags": []
}

mapped

http://localhost:8080/actuator/metrics/jvm.buffer.memory.used...

{
    "name": "jvm.buffer.memory.used",
    "description": "An estimate of the memory that the Java virtual machine is using for this buffer pool",
    "baseUnit": "bytes",
    "measurements": [
        {
            "statistic": "VALUE",
            "value": 0
        }
    ],
    "availableTags": []
}

jvm.buffer.count

http://localhost:8080/actuator/metrics/jvm.buffer.count

{
    "name": "jvm.buffer.count",
    "description": "An estimate of the number of buffers in the pool",
    "baseUnit": "buffers",
    "measurements": [
        {
            "statistic": "VALUE",
            "value": 10
        }
    ],
    "availableTags": [
        {
            "tag": "id",
            "values": [
                "direct",
                "mapped"
            ]
        }
    ]
}
jvm.buffer.count分direct和mapped两大类

direct

http://localhost:8080/actuator/metrics/jvm.buffer.count?tag=i...

{
    "name": "jvm.buffer.count",
    "description": "An estimate of the number of buffers in the pool",
    "baseUnit": "buffers",
    "measurements": [
        {
            "statistic": "VALUE",
            "value": 10
        }
    ],
    "availableTags": []
}

mapped

http://localhost:8080/actuator/metrics/jvm.buffer.count?tag=i...

{
    "name": "jvm.buffer.count",
    "description": "An estimate of the number of buffers in the pool",
    "baseUnit": "buffers",
    "measurements": [
        {
            "statistic": "VALUE",
            "value": 0
        }
    ],
    "availableTags": []
}

jvm.buffer.total.capacity

http://localhost:8080/actuator/metrics/jvm.buffer.total.capacity

{
    "name": "jvm.buffer.total.capacity",
    "description": "An estimate of the total capacity of the buffers in this pool",
    "baseUnit": "bytes",
    "measurements": [
        {
            "statistic": "VALUE",
            "value": 81920
        }
    ],
    "availableTags": [
        {
            "tag": "id",
            "values": [
                "direct",
                "mapped"
            ]
        }
    ]
}
jvm.buffer.total.capacity分direct和mapped两大类

direct

http://localhost:8080/actuator/metrics/jvm.buffer.total.capac...

{
    "name": "jvm.buffer.total.capacity",
    "description": "An estimate of the total capacity of the buffers in this pool",
    "baseUnit": "bytes",
    "measurements": [
        {
            "statistic": "VALUE",
            "value": 81920
        }
    ],
    "availableTags": []
}

mapped

http://localhost:8080/actuator/metrics/jvm.buffer.total.capac...

{
    "name": "jvm.buffer.total.capacity",
    "description": "An estimate of the total capacity of the buffers in this pool",
    "baseUnit": "bytes",
    "measurements": [
        {
            "statistic": "VALUE",
            "value": 0
        }
    ],
    "availableTags": []
}

Native Memory Tracking

summary

jcmd 6878 VM.native_memory summary scale=MB
6878:

Native Memory Tracking:

Total: reserved=5625MB, committed=844MB
-                 Java Heap (reserved=4096MB, committed=577MB)
                            (mmap: reserved=4096MB, committed=577MB)

-                     Class (reserved=1066MB, committed=46MB)
                            (classes #7027)
                            (malloc=10MB #10535)
                            (mmap: reserved=1056MB, committed=37MB)

-                    Thread (reserved=36MB, committed=36MB)
                            (thread #37)
                            (stack: reserved=36MB, committed=36MB)

-                      Code (reserved=246MB, committed=15MB)
                            (malloc=2MB #3834)
                            (mmap: reserved=244MB, committed=12MB)

-                        GC (reserved=160MB, committed=148MB)
                            (malloc=10MB #220)
                            (mmap: reserved=150MB, committed=138MB)

-                  Internal (reserved=10MB, committed=10MB)
                            (malloc=10MB #10055)

-                    Symbol (reserved=9MB, committed=9MB)
                            (malloc=8MB #74319)
                            (arena=2MB #1)

-    Native Memory Tracking (reserved=2MB, committed=2MB)
                            (tracking overhead=2MB)
其中Internal部分包含了jvm中使用的directBuffer的大小

示例

    public void run(String... args) throws Exception {
        // 分配一个256MB的直接缓冲区
        ByteBuffer buffer = ByteBuffer.allocateDirect(256 * 1024 * 1024);

        // 填充数据
        Random random = new Random();
        while (buffer.remaining() >= 4) {
            buffer.putInt(random.nextInt());
        }

        System.out.println("Allocated direct buffer with capacity " + buffer.capacity());
    }

VM.native_memory

jcmd 8077 VM.native_memory summary scale=MB
8077:

Native Memory Tracking:

Total: reserved=5881MB, committed=1099MB
-                 Java Heap (reserved=4096MB, committed=576MB)
                            (mmap: reserved=4096MB, committed=576MB)

-                     Class (reserved=1066MB, committed=46MB)
                            (classes #7028)
                            (malloc=10MB #10794)
                            (mmap: reserved=1056MB, committed=37MB)

-                    Thread (reserved=36MB, committed=36MB)
                            (thread #37)
                            (stack: reserved=36MB, committed=36MB)

-                      Code (reserved=246MB, committed=16MB)
                            (malloc=2MB #3889)
                            (mmap: reserved=244MB, committed=13MB)

-                        GC (reserved=160MB, committed=148MB)
                            (malloc=10MB #220)
                            (mmap: reserved=150MB, committed=138MB)

-                  Internal (reserved=266MB, committed=266MB)
                            (malloc=266MB #10055)

-                    Symbol (reserved=9MB, committed=9MB)
                            (malloc=8MB #74324)
                            (arena=2MB #1)

-    Native Memory Tracking (reserved=2MB, committed=2MB)
                            (tracking overhead=2MB)
可以看到Internal部分由之前的10MB增大到了266MB

jvm.buffer.memory.used

http://localhost:8080/actuator/metrics/jvm.buffer.memory.used...

{
    "name": "jvm.buffer.memory.used",
    "description": "An estimate of the memory that the Java virtual machine is using for this buffer pool",
    "baseUnit": "bytes",
    "measurements": [
        {
            "statistic": "VALUE",
            "value": 268476416
        }
    ],
    "availableTags": []
}
可以看到jvm.buffer.memory.used的direct部分也变大了

小结

jvm的direct buffer可以通过springboot的jvm.buffer.memory.used?tag=id:direct来统计,也可以通过MNT的internal部分反应出来。

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