iceberg文件详解

一、数据内容

t20

├── data

│   ├── 00000-0-9c7ff22e-a767-4b85-91ec-a2771e54c209-00001.parquet

│   └── 00000-0-ecd3f21c-1bc0-4cdc-8917-d9a1afe7ce55-00001.parquet

└── metadata

├── 00000-d864e750-e5e2-4afd-bddb-2fab1e627a21.metadata.json

├── 00001-aabfd9a8-7dcd-4aa0-99aa-f6695f39bf6b.metadata.json

├── 00002-b5b7725f-7e86-454b-8d16-0e142bc84266.metadata.json

├── 0254b8b6-4d76-473c-86c2-97acda68d587-m0.avro

├── f787e035-8f7c-43a3-b264-42057bad2710-m0.avro

├── snap-6190364701448945732-1-0254b8b6-4d76-473c-86c2-97acda68d587.avro

└── snap-6460256963744122971-1-f787e035-8f7c-43a3-b264-42057bad2710.avro

 

二、文件详解

data是数据，metadata是元数据

建表时会生成metadata/00000-xx.metadata.json

每做一次insert会生成元数据和数据，会生成新的00001-xx.metadata.json ..

1、数据

xxx.parquet

$ parquet head ~/t20/data/00000-0-ecd3f21c-1bc0-4cdc-8917-d9a1afe7ce55-00001.parquet                       

{"id": 20}

$ parquet head ~/t20/data/00000-0-9c7ff22e-a767-4b85-91ec-a2771e54c209-00001.parquet  

{"id": 10}

2、元数据

（1）xxx.metadata.json

从hive metastore的mysql库的TABLE_PARAMS可以查到表的metastore_location位置，即xxx.metadata.json，可以拿到当前表的快照 id（current-snapshot-id），以及这张表的所有快照信息，也就是 JSON 信息里面的 snapshots 数组对应的值

（2）清单列表（相当于snapshot）：snap--xxx.avro

每个快照包含的一系列清单文件，每行中存储了清单文件的路径、清单文件里面存储数据文件的分区范围、增加了几个数据文件、删除了几个数据文件等信息。这些信息可以用来在查询时提供过滤

manifest_path	manifest_length	partition_spec_id	added_snapshot_id	added_data_files_count	existing_data_files_count	deleted_data_files_count	partitions	added_rows_count	existing_rows_count	deleted_rows_count
hdfs://rick-82lb:9000/user/hive2/warehouse/test.db/t20/metadata/0254b8b6-4d76-473c-86c2-97acda68d587-m0.avro	5514	0	6190364701448940000	1	0	0	[]	1	0	0
hdfs://rick-82lb:9000/user/hive2/warehouse/test.db/t20/metadata/0254b8b6-4d76-473c-86c2-97acda68d587-m0.avro	5514	0	6190364701448940000	1	0	0	[]	1	0	0

 

（3）清单：xxx.avro

每行都是每个数据文件的详细描述，包括数据文件的状态、文件路径、分区信息、列级别的统计信息（比如每列的最大最小值、空值数等）、文件的大小以及文件里面数据的行数等信息。其中列级别的统计信息在 Scan 的时候可以为算子下推提供数据，以便可以过滤掉不必要的文件

{
  "status": 1,
  "snapshot_id": {"long": 6460256963744123000},
  "data_file": {
    "file_path": "hdfs://rick-82lb:9000/user/hive2/warehouse/test.db/t20/data/00000-0-ecd3f21c-1bc0-4cdc-8917-d9a1afe7ce55-00001.parquet",
    "file_format": "PARQUET",
    "partition": {},
    "record_count": 1,
    "file_size_in_bytes": 387,
    "block_size_in_bytes": 67108864,
    "column_sizes": {
      "array": [{ "key": 1, "value": 51}]
    },
    "value_counts": {
      "array": [{"key": 1,"value": 1}]
    },
    "null_value_counts": {
      "array": [{"key": 1,"value": 0}]
    },
    "nan_value_counts": {"array": []},
    "lower_bounds": {
      "array": [{"key": 1,"value": "\u0014\u0000\u0000\u0000"}]
    },
    "upper_bounds": {
      "array": [{"key": 1,"value": "\u0014\u0000\u0000\u0000"}]
    },
    "key_metadata": null,
    "split_offsets": {
      "array": [4]
    }
  }
}

 

 

以下是完整的metadata目录下的文件内容，有兴趣的可以再深究

 

metadata/00001-aabfd9a8-7dcd-4aa0-99aa-f6695f39bf6b.metadata.json

{
  "format-version" : 1,
  "table-uuid" : "900edf11-3434-408d-a789-a6a5acecdca3",
  "location" : "hdfs://rick-82lb:9000/user/hive2/warehouse/test.db/t20",
  "last-updated-ms" : 1619022202031,
  "last-column-id" : 1,
  "schema" : {
    "type" : "struct",
    "fields" : [ {
      "id" : 1,
      "name" : "id",
      "required" : false,
      "type" : "int"
    } ]
  },
  "partition-spec" : [ ],
  "default-spec-id" : 0,
  "partition-specs" : [ {
    "spec-id" : 0,
    "fields" : [ ]
  } ],
  "default-sort-order-id" : 0,
  "sort-orders" : [ {
    "order-id" : 0,
    "fields" : [ ]
  } ],
  "properties" : { },
  "current-snapshot-id" : 6190364701448945732,
  "snapshots" : [ {
    "snapshot-id" : 6190364701448945732,
    "timestamp-ms" : 1619022202031,
    "summary" : {
      "operation" : "append",
      "flink.job-id" : "93d92dedbddaf202ac2a2beb9d381084",
      "flink.max-committed-checkpoint-id" : "9223372036854775807",
      "added-data-files" : "1",
      "added-records" : "1",
      "added-files-size" : "387",
      "changed-partition-count" : "1",
      "total-records" : "1",
      "total-data-files" : "1",
      "total-delete-files" : "0",
      "total-position-deletes" : "0",
      "total-equality-deletes" : "0"
    },
    "manifest-list" : "hdfs://rick-82lb:9000/user/hive2/warehouse/test.db/t20/metadata/snap-6190364701448945732-1-0254b8b6-4d76-473c-86c2-97acda68d587.avro"
  } ],
  "snapshot-log" : [ {
    "timestamp-ms" : 1619022202031,
    "snapshot-id" : 6190364701448945732
  } ],
  "metadata-log" : [ {
    "timestamp-ms" : 1619020518215,
    "metadata-file" : "hdfs://rick-82lb:9000/user/hive2/warehouse/test.db/t20/metadata/00000-d864e750-e5e2-4afd-bddb-2fab1e627a21.metadata.json"
  } ]
}

metadata/00002-b5b7725f-7e86-454b-8d16-0e142bc84266.metadata.json

{
  "format-version" : 1,
  "table-uuid" : "900edf11-3434-408d-a789-a6a5acecdca3",
  "location" : "hdfs://rick-82lb:9000/user/hive2/warehouse/test.db/t20",
  "last-updated-ms" : 1619023435305,
  "last-column-id" : 1,
  "schema" : {
    "type" : "struct",
    "fields" : [ {
      "id" : 1,
      "name" : "id",
      "required" : false,
      "type" : "int"
    } ]
  },
  "partition-spec" : [ ],
  "default-spec-id" : 0,
  "partition-specs" : [ {
    "spec-id" : 0,
    "fields" : [ ]
  } ],
  "default-sort-order-id" : 0,
  "sort-orders" : [ {
    "order-id" : 0,
    "fields" : [ ]
  } ],
  "properties" : { },
  "current-snapshot-id" : 6460256963744122971,
  "snapshots" : [ {
    "snapshot-id" : 6190364701448945732,
    "timestamp-ms" : 1619022202031,
    "summary" : {
      "operation" : "append",
      "flink.job-id" : "93d92dedbddaf202ac2a2beb9d381084",
      "flink.max-committed-checkpoint-id" : "9223372036854775807",
      "added-data-files" : "1",
      "added-records" : "1",
      "added-files-size" : "387",
      "changed-partition-count" : "1",
      "total-records" : "1",
      "total-data-files" : "1",
      "total-delete-files" : "0",
      "total-position-deletes" : "0",
      "total-equality-deletes" : "0"
    },
    "manifest-list" : "hdfs://rick-82lb:9000/user/hive2/warehouse/test.db/t20/metadata/snap-6190364701448945732-1-0254b8b6-4d76-473c-86c2-97acda68d587.avro"
  }, {
    "snapshot-id" : 6460256963744122971,
    "parent-snapshot-id" : 6190364701448945732,
    "timestamp-ms" : 1619023435305,
    "summary" : {
      "operation" : "append",
      "flink.job-id" : "3be57424a6547f41f1df350f9667ae65",
      "flink.max-committed-checkpoint-id" : "9223372036854775807",
      "added-data-files" : "1",
      "added-records" : "1",
      "added-files-size" : "387",
      "changed-partition-count" : "1",
      "total-records" : "2",
      "total-data-files" : "2",
      "total-delete-files" : "0",
      "total-position-deletes" : "0",
      "total-equality-deletes" : "0"
    },
    "manifest-list" : "hdfs://rick-82lb:9000/user/hive2/warehouse/test.db/t20/metadata/snap-6460256963744122971-1-f787e035-8f7c-43a3-b264-42057bad2710.avro"
  } ],
  "snapshot-log" : [ {
    "timestamp-ms" : 1619022202031,
    "snapshot-id" : 6190364701448945732
  }, {
    "timestamp-ms" : 1619023435305,
    "snapshot-id" : 6460256963744122971
  } ],
  "metadata-log" : [ {
    "timestamp-ms" : 1619020518215,
    "metadata-file" : "hdfs://rick-82lb:9000/user/hive2/warehouse/test.db/t20/metadata/00000-d864e750-e5e2-4afd-bddb-2fab1e627a21.metadata.json"
  }, {
    "timestamp-ms" : 1619022202031,
    "metadata-file" : "hdfs://rick-82lb:9000/user/hive2/warehouse/test.db/t20/metadata/00001-aabfd9a8-7dcd-4aa0-99aa-f6695f39bf6b.metadata.json"
  } ]
}

metadata/00000-d864e750-e5e2-4afd-bddb-2fab1e627a21.metadata.json

{
  "format-version" : 1,
  "table-uuid" : "900edf11-3434-408d-a789-a6a5acecdca3",
  "location" : "hdfs://rick-82lb:9000/user/hive2/warehouse/test.db/t20",
  "last-updated-ms" : 1619020518215,
  "last-column-id" : 1,
  "schema" : {
    "type" : "struct",
    "schema-id" : 0,
    "fields" : [ {
      "id" : 1,
      "name" : "id",
      "required" : false,
      "type" : "int"
    } ]
  },
  "current-schema-id" : 0,
  "schemas" : [ {
    "type" : "struct",
    "schema-id" : 0,
    "fields" : [ {
      "id" : 1,
      "name" : "id",
      "required" : false,
      "type" : "int"
    } ]
  } ],
  "partition-spec" : [ ],
  "default-spec-id" : 0,
  "partition-specs" : [ {
    "spec-id" : 0,
    "fields" : [ ]
  } ],
  "last-partition-id" : 999,
  "default-sort-order-id" : 0,
  "sort-orders" : [ {
    "order-id" : 0,
    "fields" : [ ]
  } ],
  "properties" : { },
  "current-snapshot-id" : -1,
  "snapshots" : [ ],
  "snapshot-log" : [ ],
  "metadata-log" : [ ]
}

 metadata/0254b8b6-4d76-473c-86c2-97acda68d587-m0.avro

{
  "status": 1,
  "snapshot_id": {
    "long": 6190364701448946000
  },
  "data_file": {
    "file_path": "hdfs://rick-82lb:9000/user/hive2/warehouse/test.db/t20/data/00000-0-9c7ff22e-a767-4b85-91ec-a2771e54c209-00001.parquet",
    "file_format": "PARQUET",
    "partition": {},
    "record_count": 1,
    "file_size_in_bytes": 387,
    "block_size_in_bytes": 67108864,
    "column_sizes": {
      "array": [
        {
          "key": 1,
          "value": 51
        }
      ]
    },
    "value_counts": {
      "array": [
        {
          "key": 1,
          "value": 1
        }
      ]
    },
    "null_value_counts": {
      "array": [
        {
          "key": 1,
          "value": 0
        }
      ]
    },
    "nan_value_counts": {
      "array": []
    },
    "lower_bounds": {
      "array": [
        {
          "key": 1,
          "value": "\n\u0000\u0000\u0000"
        }
      ]
    },
    "upper_bounds": {
      "array": [
        {
          "key": 1,
          "value": "\n\u0000\u0000\u0000"
        }
      ]
    },
    "key_metadata": null,
    "split_offsets": {
      "array": [
        4
      ]
    }
  }
}

metadata/f787e035-8f7c-43a3-b264-42057bad2710-m0.avro

{
  "status": 1,
  "snapshot_id": {
    "long": 6460256963744123000
  },
  "data_file": {
    "file_path": "hdfs://rick-82lb:9000/user/hive2/warehouse/test.db/t20/data/00000-0-ecd3f21c-1bc0-4cdc-8917-d9a1afe7ce55-00001.parquet",
    "file_format": "PARQUET",
    "partition": {},
    "record_count": 1,
    "file_size_in_bytes": 387,
    "block_size_in_bytes": 67108864,
    "column_sizes": {
      "array": [
        {
          "key": 1,
          "value": 51
        }
      ]
    },
    "value_counts": {
      "array": [
        {
          "key": 1,
          "value": 1
        }
      ]
    },
    "null_value_counts": {
      "array": [
        {
          "key": 1,
          "value": 0
        }
      ]
    },
    "nan_value_counts": {
      "array": []
    },
    "lower_bounds": {
      "array": [
        {
          "key": 1,
          "value": "\u0014\u0000\u0000\u0000"
        }
      ]
    },
    "upper_bounds": {
      "array": [
        {
          "key": 1,
          "value": "\u0014\u0000\u0000\u0000"
        }
      ]
    },
    "key_metadata": null,
    "split_offsets": {
      "array": [
        4
      ]
    }
  }
}

metadata/snap-6190364701448945732-1-0254b8b6-4d76-473c-86c2-97acda68d587.avro

{
  "manifest_path": "hdfs://rick-82lb:9000/user/hive2/warehouse/test.db/t20/metadata/0254b8b6-4d76-473c-86c2-97acda68d587-m0.avro",
  "manifest_length": 5514,
  "partition_spec_id": 0,
  "added_snapshot_id": {
    "long": 6190364701448946000
  },
  "added_data_files_count": {
    "int": 1
  },
  "existing_data_files_count": {
    "int": 0
  },
  "deleted_data_files_count": {
    "int": 0
  },
  "partitions": {
    "array": []
  },
  "added_rows_count": {
    "long": 1
  },
  "existing_rows_count": {
    "long": 0
  },
  "deleted_rows_count": {
    "long": 0
  }
}

metadata/snap-6460256963744122971-1-f787e035-8f7c-43a3-b264-42057bad2710.avro

{
  "manifest_path": "hdfs://rick-82lb:9000/user/hive2/warehouse/test.db/t20/metadata/f787e035-8f7c-43a3-b264-42057bad2710-m0.avro",
  "manifest_length": 5514,
  "partition_spec_id": 0,
  "added_snapshot_id": {
    "long": 6460256963744123000
  },
  "added_data_files_count": {
    "int": 1
  },
  "existing_data_files_count": {
    "int": 0
  },
  "deleted_data_files_count": {
    "int": 0
  },
  "partitions": {
    "array": []
  },
  "added_rows_count": {
    "long": 1
  },
  "existing_rows_count": {
    "long": 0
  },
  "deleted_rows_count": {
    "long": 0
  }
}
{
  "manifest_path": "hdfs://rick-82lb:9000/user/hive2/warehouse/test.db/t20/metadata/0254b8b6-4d76-473c-86c2-97acda68d587-m0.avro",
  "manifest_length": 5514,
  "partition_spec_id": 0,
  "added_snapshot_id": {
    "long": 6190364701448946000
  },
  "added_data_files_count": {
    "int": 1
  },
  "existing_data_files_count": {
    "int": 0
  },
  "deleted_data_files_count": {
    "int": 0
  },
  "partitions": {
    "array": []
  },
  "added_rows_count": {
    "long": 1
  },
  "existing_rows_count": {
    "long": 0
  },
  "deleted_rows_count": {
    "long": 0
  }
}