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| 1 | +# Copyright 2020 The SQLFlow Authors. All rights reserved. |
| 2 | +# Licensed under the Apache License, Version 2.0 (the "License"); |
| 3 | +# you may not use this file except in compliance with the License. |
| 4 | +# You may obtain a copy of the License at |
| 5 | +# |
| 6 | +# http://www.apache.org/licenses/LICENSE-2.0 |
| 7 | +# |
| 8 | +# Unless required by applicable law or agreed to in writing, software |
| 9 | +# distributed under the License is distributed on an "AS IS" BASIS, |
| 10 | +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. |
| 11 | +# See the License for the specific language governing permissions and |
| 12 | +# limitations under the License |
| 13 | + |
| 14 | +import re |
| 15 | + |
| 16 | +from runtime.dbapi.connection import Connection, ResultSet |
| 17 | + |
| 18 | +try: |
| 19 | + import paiio |
| 20 | +except Exception: # noqa: E722 |
| 21 | + pass |
| 22 | + |
| 23 | + |
| 24 | +class PaiIOResultSet(ResultSet): |
| 25 | + def __init__(self, reader, err=None): |
| 26 | + super().__init__() |
| 27 | + self._reader = reader |
| 28 | + self._column_info = None |
| 29 | + self._err = err |
| 30 | + |
| 31 | + def _fetch(self, fetch_size): |
| 32 | + try: |
| 33 | + return self._reader.read(num_records=fetch_size) |
| 34 | + except Exception: # noqa: E722 |
| 35 | + pass |
| 36 | + |
| 37 | + def column_info(self): |
| 38 | + """Get the result column meta, type in the meta maybe DB-specific |
| 39 | +
|
| 40 | + Returns: |
| 41 | + A list of column metas, like [(field_a, INT), (field_b, STRING)] |
| 42 | + """ |
| 43 | + if self._column_info is not None: |
| 44 | + return self.column_info |
| 45 | + |
| 46 | + schema = self._reader.get_schema() |
| 47 | + columns = [(c['colname'], str.upper(c['typestr'])) for c in schema] |
| 48 | + self._column_info = columns |
| 49 | + return self._column_info |
| 50 | + |
| 51 | + def success(self): |
| 52 | + """Return True if the query is success""" |
| 53 | + return self._reader is not None |
| 54 | + |
| 55 | + def error(self): |
| 56 | + return self._err |
| 57 | + |
| 58 | + def close(self): |
| 59 | + """ |
| 60 | + Close the ResultSet explicitly, release any resource incurred |
| 61 | + by this query |
| 62 | + """ |
| 63 | + if self._reader: |
| 64 | + self._reader.close() |
| 65 | + self._reader = None |
| 66 | + |
| 67 | + def __del__(self): |
| 68 | + self.close() |
| 69 | + |
| 70 | + |
| 71 | +class PaiIOConnection(Connection): |
| 72 | + """PaiIOConnection emulate a connection for paiio, |
| 73 | + currently only support full-table reading. That means |
| 74 | + we can't filter the data, join the table and so on. |
| 75 | + The only supported query statement is `None`. |
| 76 | +
|
| 77 | + Typical use is: |
| 78 | + con = PaiIOConnection("paiio://db/tables/my_table") |
| 79 | + res = con.query(None) |
| 80 | + rows = [r for r in res] |
| 81 | + """ |
| 82 | + def __init__(self, conn_uri): |
| 83 | + super().__init__(conn_uri) |
| 84 | + self.driver = "pai_maxcompute" |
| 85 | + match = re.findall(r"paiio://\w+/tables/(.+)", self.uripts.path) |
| 86 | + if len(match) < 1: |
| 87 | + raise ValueError("Should specify table in uri with format: " |
| 88 | + "paiio://db/tables/table?param_a=a¶m_b=b") |
| 89 | + self.params["database"] = self.uripts.hostname |
| 90 | + self.params["table"] = match[0] |
| 91 | + self.params["slice_id"] = self.params.get("slice_id", 0) |
| 92 | + self.params["slice_count"] = self.params.get("slice_count", 1) |
| 93 | + |
| 94 | + def _get_result_set(self, statement): |
| 95 | + if statement is not None: |
| 96 | + raise ValueError("paiio only support full table read," |
| 97 | + "so you need to pass statement with None.") |
| 98 | + try: |
| 99 | + reader = paiio.TableReader(self.params["table"], |
| 100 | + slice_id=self.params["slice_id"], |
| 101 | + slice_count=self.params["slice_count"]) |
| 102 | + return PaiIOResultSet(reader, None) |
| 103 | + except Exception as e: |
| 104 | + return PaiIOResultSet(None, str(e)) |
| 105 | + |
| 106 | + def get_table_schema(self, full_uri): |
| 107 | + """Get schema of given table, caller need to supply the full |
| 108 | + uri for paiio table, this is slight different with other connections. |
| 109 | + """ |
| 110 | + return PaiIOConnection.get_schema(full_uri) |
| 111 | + |
| 112 | + def query(self, statement=None): |
| 113 | + return super().query(statement) |
| 114 | + |
| 115 | + @staticmethod |
| 116 | + def get_table_row_num(table_uri): |
| 117 | + """Get row number of given table |
| 118 | +
|
| 119 | + Args: |
| 120 | + table_uri: the full uri for the table to get row from |
| 121 | +
|
| 122 | + Return: |
| 123 | + Number of rows in the table |
| 124 | + """ |
| 125 | + reader = paiio.TableReader(table_uri) |
| 126 | + row_num = reader.get_row_count() |
| 127 | + reader.close() |
| 128 | + return row_num |
| 129 | + |
| 130 | + @staticmethod |
| 131 | + def get_schema(table_uri): |
| 132 | + """Get schema of the given table |
| 133 | +
|
| 134 | + Args: |
| 135 | + table_uri: the full uri for the table to get row from |
| 136 | +
|
| 137 | + Returns: |
| 138 | + A list of column metas, like [(field_a, INT), (field_b, STRING)] |
| 139 | + """ |
| 140 | + rs = PaiIOConnection(table_uri).query() |
| 141 | + col_info = rs.column_info() |
| 142 | + rs.close() |
| 143 | + return col_info |
| 144 | + |
| 145 | + def close(self): |
| 146 | + pass |
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