Documentação do Oracle Cloud Infrastructure

Exportando o Conjunto de Dados

Você pode exportar conjuntos de dados no serviço Data Labeling em vários formatos de texto e imagem e arquivos JSONL de snapshot.

Você pode exportar conjuntos de dados no serviço Data Labeling para qualquer local do serviço Object Storage na tenancy. Assim, você pode manter versões ou usar o conjunto de dados em outro lugar, por exemplo, como uma entrada para o desenvolvimento do modelo de aprendizado de máquina. O local do arquivo de saída é incluído no painel de exportação. Após a exportação, o destino fica disponível na solicitação de serviço associada. O destino também é exibido na página Detalhes do Conjunto de Dados, mas apenas enquanto a solicitação de serviço existe.

Para documentos, você pode exportar para arquivos JSONL.

Para imagens, você tem a opção de exportar para os seguintes formatos de arquivo:
  • JSONL
  • ANO V5
  • COCO
  • PASCAL VOC
Para texto, você tem a opção de exportar para os seguintes formatos de arquivo:
  • JSONL
  • JSONL Compact Plus Content
  • spaCy
  • CoNLL V2003
    Observação

    Se você exportar texto no formato CoNLL, as entidades recursivas e sobrepostas serão ignoradas.
Observação

Para CSV, a única opção é exportar para JSONL.
    1. Na página de detalhes do conjunto de dados, clique em Exportar para exibir o painel Exportar Conjunto de Dados.
    2. O Namespace é somente para leitura e mostra onde os arquivos JSON são armazenados.
    3. Escolha o formato do arquivo de exportação.
    4. (Opcional) Para alterar o compartimento no qual o bucket do serviço Object Storage reside, clique em Alterar Compartimento.
    5. Selecione o Bucket na lista.
    6. (Opcional) Insira um Prefixo.
      Os arquivos do conjunto de dados exportados são armazenados, começando com esse prefixo de caminho.
    7. (Opcional) Para exportar todos os registros, inclusive os que ainda não foram identificados, clique em Incluir registros não identificados a serem exportados.
    8. (Opcional) Para exportar o conjunto de dados e os registros como um único arquivo, clique em Consolidar o conjunto de dados e gravar o arquivo em um único arquivo.
      Observação

      Esta opção só está disponível para arquivos JSONL e está desativada para outros formatos de exportação.
    9. Clique em Exportar conjunto de dados.

  • Esta tarefa não está disponível na CLI.

  • Esta tarefa não está disponível na API.

Exemplos de Conjuntos de Dados de Documento, Imagem e Texto Exportados

Exemplos dos arquivos JSON criados quando um conjunto de dados é exportado no serviço Data Labeling.

Exemplo de um Arquivo JSON Consolidado Exportado

Um exemplo de arquivo JSON consolidado exportado.

{
	"id": "ocid1.datalabelingdatasetdev.oc1.iad.amaaaaaazaehrjyag7jcbu3xnpw4dcn3tmniarzorpxbtegnipsw5oleeauq",
	"compartmentId": "ocid1.compartment.oc1..aaaaaaaaihdqc5z4zq4sqt7t4c7vbwc6lbf5dr6mky2phcpvdlh7c3p5mtuq",
	"displayName": "test-check",
	"description": "test  check",
	"labelsSet": [{
		"name": "location"
	}, {
		"name": "university"
	}],
	"annotationFormat": "ENTITY_EXTRACTION",
	"datasetSourceDetails": {
		"namespace": "idrcdhfxwqwa",
		"bucket": "test-sachin-cucket"
	},
	"datasetFormatDetails": {
		"formatType": "TEXT"
	}
} {
	"id": "ocid1.datalabelingrecord.oc1.iad.amaaaaaazaehrjyahykmu6hvdksayw64a3wmur7mk2366hgitlypk6u2soea",
	"timeCreated": "2021-10-12 12:09:37",
	"sourceDetails": {
		"sourceType": "OBJECT_STORAGE",
		"path": "sample-text.txt"
	},
	"annotations": [{
		"id": "ocid1.datalabelingannotation.oc1.iad.amaaaaaazaehrjyat64zcfbjviu3pttykthabv5jiuicva3dkv6oikstzd7q",
		"timeCreated": "2021-10-12 12:16:51",
		"createdBy": "ocid1.user.oc1..aaaaaaaaktqgvx2skco6bfyziwjzfjaxensoewscqbk7p44sjqyrxmz4qozq",
		"entities": [{
			"entityType": "TEXTSELECTION",
			"labels": [{
				"label_name": "university"
			}],
			"textSpan": {
				"offset": 60,
				"length": 11
			}
		}]
	}]
}
Exemplo de Arquivo JSON do Conjunto de Dados de Documento Exportado

Um exemplo de arquivo JSON do conjunto de dados de documento exportado.

{
   "id":"ocid1.datalabelingdatasetint.oc1.iad.amaaaaaaniob46iafkiyw6a4uwgrnpy4lfxjoslocap7elaj257mxh4fzuwq",
   "compartmentId":"ocid1.compartment.oc1..aaaaaaaajqiw27knoagxurhzjlihw7ijnoshsu4zi2uawdn5gfexdqwvu4vq",
   "displayName":"Sep6_PDF",
   "labelsSet":[
     {
          "name":"L1"
     },
     {
          "name":"L"
     },
     {
          "name":"23423"
     }
   ],
   "annotationFormat":"MULTI_LABEL",
   "datasetSourceDetails":{
      "namespace":"idgszs0xipmn",
      "bucket":"Demo-bucket"
   },
   "datasetFormatDetails":{"formatType":"DOCUMENT"},
   "recordFiles":[
      {
         "namespace":"idgszs0xipmn",
         "bucket":"COVID_Dataset",
         "path":"Snapshotsrecords_1632479104889.jsonl"
      }
   ]
}

Exemplo de Arquivo JSON do Conjunto de Dados de Imagem Exportado

Um exemplo de arquivo JSON do conjunto de dados de imagem exportado.

{
     "id": "ocid1...",
     "compartmentId": "",
     "timeCreated":2020-12-15...,
     "displayName":...,
     "description":...,
     "labelsSet": [
          {"name":"germanshepherd"},
          {"name":"americanshepherd"},
          {"name":"australianshepherd"},
          {"name":"irishwolfhound"}
     ]
     "annotationFormat": "IMAGE_OBJECT_SELECTION",
     "datasetSourceDetails": {
          "sourceType": "OBJECT_STORAGE",
          "namespace": "i235o3idk",
          "bucket": "mytrainingdata",
          "prefix": "puppyproject/"
     }
     "datasetFormatDetails": {
          "formatType": "IMAGE" # image requires less metadata than delimited for example
     }
     "recordsFiles: {
          [
              {
              "namespace": "i235o3idk"
              "bucket": "mylabels"
              "path": "puppyproject/records1.json"
              }
          ]
     }
     "definedTags": {}
     "freeformTags": {}   
}
Exemplo de Arquivo JSON do Conjunto de Dados de Texto Exportado

Um exemplo de arquivo JSON do conjunto de dados de texto exportado.

{
   "id":"ocid1.datalabelingdatasetdev.oc1.iad.amaaaaaazaehrjyamqjx733dhxd25zxcro2nftrewq7ltj34ua2cfapzsmjq",
   "compartmentId":"ocid1.compartment.oc1..aaaaaaaagzh2kii2frktoc7bcvfydpzkxr7dbn6nf6jcyrxwgzen4pi5y4zq",
   "displayName":"NER DEMO DATASET UNLABELLED",
   "description":"NER DEMO DATASET UNLABELLED",
   "labelsSet":[
      {
         "name":"Person"
      },
      {
         "name":"Organization"
      },
      {
         "name":"Event"
      },
      {
         "name":"Place"
      }
   ],
   "annotationFormat":"ENTITY_EXTRACTION",
   "datasetSourceDetails":{
      "namespace":"idrcdhfxwqwa",
      "bucket":"news-articles"
   },
   "datasetFormatDetails":{
       
   },
   "recordFiles":[
      {
         "namespace":"idrcdhfxwqwa",
         "bucket":"snapshots",
         "path":"forReview/records_1621847577526.jsonl"
      }
   ]
}

Exemplo de Arquivo JSON do Registro de Documento Exportado

Um exemplo de arquivo JSON do registro de documento exportado.

{
   "id":"ocid1.datalabelingrecord.oc1.iad.amaaaaaaniob46iaqgpzhscdpdcgohg5ocp3obwmjjgju6m73bmyrt4aovhq",
   "timeCreated":"2021-09-06 03:40:02",
   "sourceDetails":{
      "sourceType":"OBJECT_STORAGE",
      "path":"SampleDocs-sample-pdf-file copy 98.pdf"
   },
   "annotations":[
      {
         "id":"ocid1.datalabelingannotation.oc1.iad.amaaaaaaniob46iatjg3p6hlszxrgmsj4y76b5tndddaedm6ardkoxbtt6mq",
         "timeCreated":"2021-09-06 03:42:43",
         "createdBy":"ocid1.user.oc1..aaaaaaaa6ynps4htdea6fqoerfhkedp3lih2ktureqhw3hmfojde6ukf3mpa",
         "entities":[
            {
               "entityType":"GENERIC","labels":[
                  {
                     "label_name":"23423"
                  }
               ]
            }
         ]
      }
   ]
}{
   "id":"ocid1.datalabelingrecord.oc1.iad.amaaaaaaniob46iasb5klulgaj4djn3acsgsd3cekx3ix46ftxjdip4tu23a",
   "timeCreated":"2021-09-06 03:40:02",
   "sourceDetails":{
      "sourceType":"OBJECT_STORAGE",
      "path":"SampleDocs-sample-pdf-file copy 99.pdf"
   },
   "annotations":[
      {
         "id":"ocid1.datalabelingannotation.oc1.iad.amaaaaaaniob46iav45mlpcleqjt7cnmhyogopszi2rfnilwjhd4xyxa7irq",
         "timeCreated":"2021-09-06 03:42:47",
         "createdBy":"ocid1.user.oc1..aaaaaaaa6ynps4htdea6fqoerfhkedp3lih2ktureqhw3hmfojde6ukf3mpa",
         "entities":[
            {
               "entityType":"GENERIC","labels":[
                  {
                     "label_name":"L1"
                  }
               ]
            }
         ]
      }
   ]
}{
   "id":"ocid1.datalabelingrecord.oc1.iad.amaaaaaaniob46iaxhixolkqryomyu6i4jrrmzwcckw2tmgva47suylu5rzq",
   "timeCreated":"2021-09-06 03:40:02",
   "sourceDetails":{
      "sourceType":"OBJECT_STORAGE",
      "path":"SampleDocs-sample-pdf-file copy 97.pdf"
   }
}{
   "id":"ocid1.datalabelingrecord.oc1.iad.amaaaaaaniob46iagymrjuem42kvzilxjd5hdrr3djznrl7aajvvcr6zc6sq",
   "timeCreated":"2021-09-06 03:40:02",
   "sourceDetails":{
      "sourceType":"OBJECT_STORAGE",
      "path":"SampleDocs-sample-pdf-file copy 96.pdf"
   }
}{
   "id":"ocid1.datalabelingrecord.oc1.iad.amaaaaaaniob46iaclpccpxn5hgmplesv3mt3g6hxkfaepzv6fuy7b6he3ca",
   "timeCreated":"2021-09-06 03:40:02",
   "sourceDetails":{
      "sourceType":"OBJECT_STORAGE",
      "path":"SampleDocs-sample-pdf-file copy 2.pdf"
   }
}
Exemplo de Arquivo JSON do Registro de Imagem Exportado

Um exemplo de arquivo JSON do registro de imagem exportado.

{
    "id": "ocid1...",
    "timeCreated": 2020-12-15...,
    "sourceDetails": {
         "sourceType": "OBJECT_STORAGE",
         "path": "filename2.jpg"
    }
    "annotations": [
        {
            "id": "ocid1....",
            "timeCreated": ...,
            "createdBy": ...,
            "entities: [
                {
                    "entityType": "IMAGEOBJECTSELECTION",
                    "labels": [
                        {"name": "germanshepherd"}
                    ],
                    "boundingPolygon": {
                        normalizedVertices: [
                            {"x":0.2, "y":0.2},
                            {"x":0.3, "y":0.2},
                            {"x":0.3, "y":0.3},
                            {"x":0.2, "y":0.3}
                        ]
                    }
                },
                {
                    "entityType": "BOUNDING_BOX",
                    "labels": [
                        {"name": "irishwolfhound"}
                    ],
                    "boundingPolygon": {
                        normalizedVertices: [
                            {"x":0.4, "y":0.4},
                            {"x":0.5, "y":0.4},
                            {"x":0.5, "y":0.5},
                            {"x":0.4, "y":0.5}
                        ]
                    }
                }
            ]
        }
    ],
    "freeformTags": {
        "set": "validation" # optional, user defined convention used for reproducibility
    }
}
Exemplo de Arquivo JSON do Registro de Texto Exportado

Um exemplo de arquivo JSON do registro de texto exportado.

{
   "id":"ocid1.record.oc1.iad.UxxfPBMZVYfwZHZnjCPUGkhMwpWoTPMOnxDnrgXbBxwLKkrdeGwewdViOoUJ",
   "timeCreated":"2021-06-21 09:06:01",
   "sourceDetails":{
      "sourceType":"OBJECT_STORAGE",
      "path":"article_3.txt"
   },
   "annotations":[
      {
         "id":"ocid1.datalabelingannotation.oc1.iad.amaaaaaazaehrjyadghacojq3nmo2mtcbcmlo4rgslmpzxeboujhduft5nta",
         "timeCreated":"2021-46-21 09:46:45",
         "createdBy":"ocid1.user.oc1..aaaaaaaazjupiis2cu54smlzemiujpqxriz6i4wp3euuqrzffdugib73epbq",
         "entities":[
            {
               "entityType":"TEXTSELECTION",
               "labels":[
                  {
                     "label_name":"Event"
                  }
               ],
               "textSpan":{
                  "offset":141,
                  "length":12
               }
            },
            {
               "entityType":"TEXTSELECTION",
               "labels":[
                  {
                     "label_name":"Organization"
                  }
               ],
               "textSpan":{
                  "offset":204,
                  "length":20
               }
            },
            {
               "entityType":"TEXTSELECTION",
               "labels":[
                  {
                     "label_name":"Person"
                  }
               ],
               "textSpan":{
                  "offset":254,
                  "length":15
               }
            },
            {
               "entityType":"TEXTSELECTION",
               "labels":[
                  {
                     "label_name":"Organization"
                  }
               ],
               "textSpan":{
                  "offset":402,
                  "length":3
               }
            },
            {
               "entityType":"TEXTSELECTION",
               "labels":[
                  {
                     "label_name":"Place"
                  }
               ],
               "textSpan":{
                  "offset":638,
                  "length":11
               }
            }
         ]
      }
   ]
}{
   "id":"ocid1.record.oc1.iad.AakCoDHvJpnZofzIYfRCfpZnFUqNmfiWNIuNysbXCSRZeTVqdwKGvYjJpMvh",
   "timeCreated":"2021-06-21 09:06:01",
   "sourceDetails":{
      "sourceType":"OBJECT_STORAGE",
      "path":"article_1.txt"
   },
   "annotations":[
      {
         "id":"ocid1.datalabelingannotation.oc1.iad.amaaaaaazaehrjyafoed6oimxqxeyey6osjo3jp52vsyd75i5zspfvcfdz3q",
         "timeCreated":"2021-30-21 03:30:10",
         "createdBy":"ocid1.user.oc1..aaaaaaaazjupiis2cu54smlzemiujpqxriz6i4wp3euuqrzffdugib73epbq",
         "entities":[
            {
               "entityType":"TEXTSELECTION",
               "labels":[
                  {
                     "label_name":"Person"
                  }
               ],
               "textSpan":{
                  "offset":36,
                  "length":8
               }
            },
            {
               "entityType":"TEXTSELECTION",
               "labels":[
                  {
                     "label_name":"Person"
                  }
               ],
               "textSpan":{
                  "offset":147,
                  "length":23
               }
            },
            {
               "entityType":"TEXTSELECTION",
               "labels":[
                  {
                     "label_name":"Organization"
                  }
               ],
               "textSpan":{
                  "offset":196,
                  "length":3
               }
            },
            {
               "entityType":"TEXTSELECTION",
               "labels":[
                  {
                     "label_name":"Event"
                  }
               ],
               "textSpan":{
                  "offset":311,
                  "length":22
               }
            },
            {
               "entityType":"TEXTSELECTION",
               "labels":[
                  {
                     "label_name":"Place"
                  }
               ],
               "textSpan":{
                  "offset":512,
                  "length":49
               }
            }
         ]
      }
   ]
}
Exemplo de Arquivo JSON do Conjunto de Dados de Texto CSV Exportado

Um exemplo de arquivo JSON do conjunto de dados CSV (texto) exportado.

{
	"id": "ocid1.datalabelingdatasetint.oc1.phx.amaaaaaaniob46iaxarhafiu42tbdm2d2nkxlkxwhnc76ohnwvpsdfccqw5q",
	"compartmentId": "ocid1.compartment.oc1..aaaaaaaaundh4v2w4spnyt4hgy367qf54jonakpz6gh573bspmgzfoj2auga",
	"displayName": "Text Classification CSV dataset",
	"labelsSet": [{
		"name": "positive"
	}, {
		"name": "neutral"
	}, {
		"name": "negative"
	}],
	"annotationFormat": "SINGLE_LABEL",
	"datasetSourceDetails": {
		"namespace": "idgszs0xipmn",
		"bucket": "TEST",
		"prefix": "languageteam/Text_Classification_Context_Oracle_advt.csv"
	},
	"datasetFormatDetails": {
		"formatType": "TEXT",
		"textFileTypeMetadata": {
			"formatType": "DELIMITED",
			"delimitedFileTypeMetaData": {
				"columnIndex": 5,
				"columnName": "CONTENT",
				"columnDelimiter": ","
			}
		}
	}
} {
	"id": "ocid1.datalabelingrecord.oc1.phx.amaaaaaaniob46iajx42mojwkktind744i3t2q3di6tdhwysw2wy4d42tseq",
	"timeCreated": "2022-06-05 04:39:18",
	"sourceDetails": {
		"sourceType": "OBJECT_STORAGE",
		"path": "/546"
	},
	"annotations": [{
		"id": "ocid1.datalabelingannotation.oc1.phx.amaaaaaaniob46iadsu6zpch4lvozx7ci3as5st23jqxjpjdcryp4jworala",
		"timeCreated": "2022-06-05 05:40:48",
		"createdBy": "ocid1.user.oc1..aaaaaaaaavjgmgh67ndbznlhnuxhzswfbwcpd5tlvugskeeqt7noudcu7xha",
		"entities": [{
			"entityType": "GENERIC",
			"labels": [{
				"label_name": "neutral"
			}]
		}]
	}]
} {
	"id": "ocid1.datalabelingrecord.oc1.phx.amaaaaaaniob46ia7otgs2rb3kuh464sisfbjxxbbkb65sbg2icst3gquw3q",
	"timeCreated": "2022-06-05 04:39:18",
	"sourceDetails": {
		"sourceType": "OBJECT_STORAGE",
		"path": "/303"
	},
	"annotations": [{
		"id": "ocid1.datalabelingannotation.oc1.phx.amaaaaaaniob46iatfuceqzjb5nnh7quk5wupvwe74bfpn5oka57cz6gqv4a",
		"timeCreated": "2022-06-05 05:41:30",
		"createdBy": "ocid1.user.oc1..aaaaaaaaavjgmgh67ndbznlhnuxhzswfbwcpd5tlvugskeeqt7noudcu7xha",
		"entities": [{
			"entityType": "GENERIC",
			"labels": [{
				"label_name": "neutral"
			}]
		}]
	}]
} {
	"id": "ocid1.datalabelingrecord.oc1.phx.amaaaaaaniob46iab55fqcxlfb3xszlpp7qnpsthjdhzzb7nki65xqdvgceq",
	"timeCreated": "2022-06-05 04:39:18",
	"sourceDetails": {
		"sourceType": "OBJECT_STORAGE",
		"path": "/547"
	},
	"annotations": [{
		"id": "ocid1.datalabelingannotation.oc1.phx.amaaaaaaniob46iamosgunt72lci3g3mzyyx2sskjdje4e5zspts7mbnsl5q",
		"timeCreated": "2022-06-05 05:41:36",
		"createdBy": "ocid1.user.oc1..aaaaaaaaavjgmgh67ndbznlhnuxhzswfbwcpd5tlvugskeeqt7noudcu7xha",
		"entities": [{
			"entityType": "GENERIC",
			"labels": [{
				"label_name": "neutral"
			}]
		}]
	}]
} {
	"id": "ocid1.datalabelingrecord.oc1.phx.amaaaaaaniob46ia45ave4zhtisvu2k7d6tbciskcge4ecm2imb6bvdqe4da",
	"timeCreated": "2022-06-05 04:39:21",
	"sourceDetails": {
		"sourceType": "OBJECT_STORAGE",
		"path": "/564"
	},
	"annotations": [{
		"id": "ocid1.datalabelingannotation.oc1.phx.amaaaaaaniob46iauqo6tlqil7vijetsayt6vsmpohxum5vmj6cde3wbfxua",
		"timeCreated": "2022-06-05 05:40:44",
		"createdBy": "ocid1.user.oc1..aaaaaaaaavjgmgh67ndbznlhnuxhzswfbwcpd5tlvugskeeqt7noudcu7xha",
		"entities": [{
			"entityType": "GENERIC",
			"labels": [{
				"label_name": "positive"
			}]
		}]
	}]
} {
	"id": "ocid1.datalabelingrecord.oc1.phx.amaaaaaaniob46iasymkpbstgjwmae7ar5ikgp5mtth2izcaaaruatpl45ma",
	"timeCreated": "2022-06-05 04:39:18",
	"sourceDetails": {
		"sourceType": "OBJECT_STORAGE",
		"path": "/545"
	},
	"annotations": [{
		"id": "ocid1.datalabelingannotation.oc1.phx.amaaaaaaniob46iatu6k7afdwirdtvv6bofrquc65m4ruet4hlfmhgzhqjxa",
		"timeCreated": "2022-06-05 05:41:02",
		"createdBy": "ocid1.user.oc1..aaaaaaaaavjgmgh67ndbznlhnuxhzswfbwcpd5tlvugskeeqt7noudcu7xha",
		"entities": [{
			"entityType": "GENERIC",
			"labels": [{
				"label_name": "positive"
			}]
		}]
	}]
} {
	"id": "ocid1.datalabelingrecord.oc1.phx.amaaaaaaniob46ia6n4whohdhn257pmot7zlncawockthadosdhrp5so2nna",
	"timeCreated": "2022-06-05 04:39:18",
	"sourceDetails": {
		"sourceType": "OBJECT_STORAGE",
		"path": "/304"
	},
	"annotations": [{
		"id": "ocid1.datalabelingannotation.oc1.phx.amaaaaaaniob46iaslgb6s6h5ffce5mcgeidndp3vydcxzjya7yrbaj6pw5a",
		"timeCreated": "2022-06-05 05:40:57",
		"createdBy": "ocid1.user.oc1..aaaaaaaaavjgmgh67ndbznlhnuxhzswfbwcpd5tlvugskeeqt7noudcu7xha",
		"entities": [{
			"entityType": "GENERIC",
			"labels": [{
				"label_name": "negative"
			}]
		}]
	}]
} {
	"id": "ocid1.datalabelingrecord.oc1.phx.amaaaaaaniob46iamgsncrjarzujr6duaedmsjyrp67yi7dpe2uoi6h54c5a",
	"timeCreated": "2022-06-05 04:39:18",
	"sourceDetails": {
		"sourceType": "OBJECT_STORAGE",
		"path": "/548"
	},
	"annotations": [{
		"id": "ocid1.datalabelingannotation.oc1.phx.amaaaaaaniob46iabt3hwyc7mkaanez7q24k7vlfds3lisa6hdu53hntq2qq",
		"timeCreated": "2022-06-05 05:42:55",
		"createdBy": "ocid1.user.oc1..aaaaaaaaavjgmgh67ndbznlhnuxhzswfbwcpd5tlvugskeeqt7noudcu7xha",
		"entities": [{
			"entityType": "GENERIC",
			"labels": [{
				"label_name": "positive"
			}]
		}]
	}]
} {
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