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- # Copyright 2019 Huawei Technologies Co., Ltd
- #
- # Licensed under the Apache License, Version 2.0 (the "License");
- # you may not use this file except in compliance with the License.
- # You may obtain a copy of the License at
- #
- # http://www.apache.org/licenses/LICENSE-2.0
- #
- # Unless required by applicable law or agreed to in writing, software
- # distributed under the License is distributed on an "AS IS" BASIS,
- # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- # See the License for the specific language governing permissions and
- # limitations under the License.
- # ==============================================================================
- """
- This module is to write data into mindrecord.
- """
- import mindspore._c_mindrecord as ms
- from mindspore import log as logger
- from .common.exceptions import MRMAddSchemaError, MRMAddIndexError, MRMBuildSchemaError, MRMGetMetaError
-
- __all__ = ['ShardHeader']
-
- class ShardHeader:
- """
- Wrapper class which is represent ShardHeader class in c++ module.
-
- The class would store meta data of MindRecord File.
- """
- def __init__(self, header=None):
- if header:
- self._header = header
- else:
- self._header = ms.ShardHeader()
-
- def add_schema(self, schema):
- """
- Add object of ShardSchema.
-
- Args:
- schema (ShardSchema): Object of ShardSchema.
-
- Returns:
- int, schema id.
-
- Raises:
- MRMAddSchemaError: If failed to add schema.
- """
- schema_id = self._header.add_schema(schema)
- if schema_id == -1:
- logger.error("Failed to add schema.")
- raise MRMAddSchemaError
- return schema_id
-
- def add_index_fields(self, index_fields):
- """
- Add object of ShardSchema.
-
- Args:
- index_fields (list[str]):
-
- Returns:
- MSRStatus, SUCCESS or FAILED.
-
- Raises:
- MRMAddSchemaError: If failed to add index field.
- """
- ret = self._header.add_index_fields(index_fields)
- if ret != ms.MSRStatus.SUCCESS:
- logger.error("Failed to add index field.")
- raise MRMAddIndexError
- return ret
-
- def build_schema(self, content, desc=None):
- """
- Build raw schema to generate schema object.
-
- Args:
- content (dict): Dict of user defined schema.
- desc (str,optional): String of schema description.
-
- Returns:
- Class ShardSchema.
-
- Raises:
- MRMBuildSchemaError: If failed to build schema.
- """
- desc = desc if desc else ""
- schema = ms.Schema.build(desc, content)
- if not schema:
- logger.error("Failed to add build schema.")
- raise MRMBuildSchemaError
- return schema
-
- @property
- def header(self):
- """Getter of header"""
- return self._header
-
- def _get_schema(self):
- """
- Get schema info.
-
- Returns:
- List of dict.
- """
- return self._get_meta()['schema']
-
- def _get_blob_fields(self):
- """
- Get blob fields info.
-
- Returns:
- List of dict.
- """
- return self._get_meta()['blob_fields']
-
- def _get_meta(self):
- """
- Get metadata including schema, blob fields .etc.
-
- Returns:
- List of dict.
- """
- ret = self._header.get_meta()
- if ret and len(ret) == 1:
- return ret[0].get_schema_content()
-
- logger.error("Failed to get meta info.")
- raise MRMGetMetaError
-
- @property
- def blob_fields(self):
- """Getter of blob fields"""
- return self._get_blob_fields()
-
- @property
- def schema(self):
- """Getter of schema"""
- return self._get_schema()
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