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| 1 | +# Copyright 2021 Google LLC |
| 2 | +# |
| 3 | +# Licensed under the Apache License, Version 2.0 (the "License"); |
| 4 | +# you may not use this file except in compliance with the License. |
| 5 | +# You may obtain a copy of the License at |
| 6 | +# |
| 7 | +# https://www.apache.org/licenses/LICENSE-2.0 |
| 8 | +# |
| 9 | +# Unless required by applicable law or agreed to in writing, software |
| 10 | +# distributed under the License is distributed on an "AS IS" BASIS, |
| 11 | +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. |
| 12 | +# See the License for the specific language governing permissions and |
| 13 | +# limitations under the License. |
| 14 | + |
| 15 | +# [START bigquery_update_with_dml] |
| 16 | +import pathlib |
| 17 | + |
| 18 | +from google.cloud import bigquery |
| 19 | +from google.cloud.bigquery import enums |
| 20 | + |
| 21 | + |
| 22 | +def load_from_newline_delimited_json( |
| 23 | + client: bigquery.Client, |
| 24 | + filepath: pathlib.Path, |
| 25 | + project_id: str, |
| 26 | + dataset_id: str, |
| 27 | + table_id: str, |
| 28 | +): |
| 29 | + full_table_id = f"{project_id}.{dataset_id}.{table_id}" |
| 30 | + job_config = bigquery.LoadJobConfig() |
| 31 | + job_config.source_format = enums.SourceFormat.NEWLINE_DELIMITED_JSON |
| 32 | + job_config.schema = [ |
| 33 | + bigquery.SchemaField("id", enums.SqlTypeNames.STRING), |
| 34 | + bigquery.SchemaField("user_id", enums.SqlTypeNames.INTEGER), |
| 35 | + bigquery.SchemaField("login_time", enums.SqlTypeNames.TIMESTAMP), |
| 36 | + bigquery.SchemaField("logout_time", enums.SqlTypeNames.TIMESTAMP), |
| 37 | + bigquery.SchemaField("ip_address", enums.SqlTypeNames.STRING), |
| 38 | + ] |
| 39 | + |
| 40 | + with open(filepath, "rb") as json_file: |
| 41 | + load_job = client.load_table_from_file( |
| 42 | + json_file, full_table_id, job_config=job_config |
| 43 | + ) |
| 44 | + |
| 45 | + # Wait for load job to finish. |
| 46 | + load_job.result() |
| 47 | + |
| 48 | + |
| 49 | +def update_with_dml( |
| 50 | + client: bigquery.Client, project_id: str, dataset_id: str, table_id: str |
| 51 | +): |
| 52 | + query_text = f""" |
| 53 | + UPDATE `{project_id}.{dataset_id}.{table_id}` |
| 54 | + SET ip_address = REGEXP_REPLACE(ip_address, r"(\\.[0-9]+)$", ".0") |
| 55 | + WHERE TRUE |
| 56 | + """ |
| 57 | + query_job = client.query(query_text) |
| 58 | + |
| 59 | + # Wait for query job to finish. |
| 60 | + query_job.result() |
| 61 | + |
| 62 | + print(f"DML query modified {query_job.num_dml_affected_rows} rows.") |
| 63 | + return query_job.num_dml_affected_rows |
| 64 | + |
| 65 | + |
| 66 | +def run_sample(override_values={}): |
| 67 | + client = bigquery.Client() |
| 68 | + filepath = pathlib.Path(__file__).parent / "user_sessions_data.json" |
| 69 | + project_id = client.project |
| 70 | + dataset_id = "sample_db" |
| 71 | + table_id = "UserSessions" |
| 72 | + # [END bigquery_update_with_dml] |
| 73 | + # To facilitate testing, we replace values with alternatives |
| 74 | + # provided by the testing harness. |
| 75 | + dataset_id = override_values.get("dataset_id", dataset_id) |
| 76 | + table_id = override_values.get("table_id", table_id) |
| 77 | + # [START bigquery_update_with_dml] |
| 78 | + load_from_newline_delimited_json(client, filepath, project_id, dataset_id, table_id) |
| 79 | + return update_with_dml(client, project_id, dataset_id, table_id) |
| 80 | + |
| 81 | + |
| 82 | +# [END bigquery_update_with_dml] |
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