| # Licensed to the Apache Software Foundation (ASF) under one or more |
| # contributor license agreements. See the NOTICE file distributed with |
| # this work for additional information regarding copyright ownership. |
| # The ASF licenses this file to You 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. |
| |
| import ctypes |
| |
| import pyarrow as pa |
| from modelarts import manifest |
| from modelarts.field_name import CARBON |
| |
| from pycarbon.sdk.Constants import LOCAL_FILE_PREFIX |
| |
| class ArrowCarbonReader(object): |
| def __init__(self): |
| from jnius import autoclass |
| self.readerClass = autoclass('org.apache.carbondata.sdk.file.ArrowCarbonReader') |
| |
| def builder(self, input_split): |
| self.input_split = input_split |
| self.ArrowCarbonReaderBuilder = self.readerClass.builder(input_split) |
| return self |
| |
| def projection(self, projection_list): |
| self.ArrowCarbonReaderBuilder.projection(projection_list) |
| return self |
| |
| def withHadoopConf(self, key, value): |
| if "fs.s3a.access.key" == key: |
| self.ak = value |
| elif "fs.s3a.secret.key" == key: |
| self.sk = value |
| elif "fs.s3a.endpoint" == key: |
| self.end_point = value |
| elif "fs.s3a.proxy.host" == key: |
| self.host = value |
| elif "fs.s3a.proxy.port" == key: |
| self.port = value |
| |
| self.ArrowCarbonReaderBuilder.withHadoopConf(key, value) |
| return self |
| |
| def build(self): |
| self.reader = self.ArrowCarbonReaderBuilder.buildArrowReader() |
| return self |
| |
| def withFileLists(self, file_list): |
| self.ArrowCarbonReaderBuilder.withFileLists(file_list) |
| return self |
| |
| def getSplits(self, is_blocklet_split): |
| from jnius import autoclass |
| |
| java_list_class = autoclass('java.util.ArrayList') |
| |
| if str(self.input_split).endswith(".manifest"): |
| if str(self.input_split).startswith(LOCAL_FILE_PREFIX): |
| self.manifest_path = str(self.input_split)[len(LOCAL_FILE_PREFIX):] |
| else: |
| self.manifest_path = self.input_split |
| |
| from obs import ObsClient |
| if str(self.input_split).startswith("s3"): |
| obsClient = ObsClient(access_key_id=self.ak, secret_access_key=self.sk, |
| server=str(self.end_point).replace('http://', ''), |
| long_conn_mode=True) |
| sources = manifest.getSources(self.manifest_path, CARBON, obsClient) |
| self.file_path = sources[0] |
| else: |
| sources = manifest.getSources(self.manifest_path, CARBON) |
| java_list = java_list_class() |
| for source in sources: |
| java_list.add(source) |
| return self.ArrowCarbonReaderBuilder.withFileLists(java_list).getSplits(is_blocklet_split) |
| else: |
| return self.ArrowCarbonReaderBuilder.getSplits(is_blocklet_split) |
| |
| def read(self, schema): |
| address = self.reader.readArrowBatchAddress(schema) |
| size = (ctypes.c_int32).from_address(address).value |
| arrowData = (ctypes.c_byte * size).from_address(address + 4) |
| rawData = bytes(arrowData) |
| self.reader.freeArrowBatchMemory(address) |
| reader = pa.RecordBatchFileReader(pa.BufferReader(rawData)) |
| data = reader.read_all() |
| return data |
| |
| def close(self): |
| return self.reader.close() |