|
| 1 | +"""Private module for fetching Google BigQuery credentials.""" |
| 2 | + |
| 3 | +import json |
| 4 | +import logging |
| 5 | +import os |
| 6 | +import os.path |
| 7 | + |
| 8 | +import pandas.compat |
| 9 | + |
| 10 | +import pandas_gbq.exceptions |
| 11 | + |
| 12 | + |
| 13 | +logger = logging.getLogger(__name__) |
| 14 | + |
| 15 | + |
| 16 | +SCOPES = ['https://www.googleapis.com/auth/bigquery'] |
| 17 | + |
| 18 | + |
| 19 | +def get_credentials( |
| 20 | + private_key=None, project_id=None, reauth=False, |
| 21 | + auth_local_webserver=False): |
| 22 | + if private_key: |
| 23 | + return get_service_account_credentials(private_key) |
| 24 | + |
| 25 | + # Try to retrieve Application Default Credentials |
| 26 | + credentials, default_project = get_application_default_credentials( |
| 27 | + project_id=project_id) |
| 28 | + |
| 29 | + if credentials: |
| 30 | + return credentials, default_project |
| 31 | + |
| 32 | + credentials = get_user_account_credentials( |
| 33 | + project_id=project_id, reauth=reauth, |
| 34 | + auth_local_webserver=auth_local_webserver) |
| 35 | + return credentials, project_id |
| 36 | + |
| 37 | + |
| 38 | +def get_service_account_credentials(private_key): |
| 39 | + import google.auth.transport.requests |
| 40 | + from google.oauth2.service_account import Credentials |
| 41 | + |
| 42 | + try: |
| 43 | + if os.path.isfile(private_key): |
| 44 | + with open(private_key) as f: |
| 45 | + json_key = json.loads(f.read()) |
| 46 | + else: |
| 47 | + # ugly hack: 'private_key' field has new lines inside, |
| 48 | + # they break json parser, but we need to preserve them |
| 49 | + json_key = json.loads(private_key.replace('\n', ' ')) |
| 50 | + json_key['private_key'] = json_key['private_key'].replace( |
| 51 | + ' ', '\n') |
| 52 | + |
| 53 | + if pandas.compat.PY3: |
| 54 | + json_key['private_key'] = bytes( |
| 55 | + json_key['private_key'], 'UTF-8') |
| 56 | + |
| 57 | + credentials = Credentials.from_service_account_info(json_key) |
| 58 | + credentials = credentials.with_scopes(SCOPES) |
| 59 | + |
| 60 | + # Refresh the token before trying to use it. |
| 61 | + request = google.auth.transport.requests.Request() |
| 62 | + credentials.refresh(request) |
| 63 | + |
| 64 | + return credentials, json_key.get('project_id') |
| 65 | + except (KeyError, ValueError, TypeError, AttributeError): |
| 66 | + raise pandas_gbq.exceptions.InvalidPrivateKeyFormat( |
| 67 | + "Private key is missing or invalid. It should be service " |
| 68 | + "account private key JSON (file path or string contents) " |
| 69 | + "with at least two keys: 'client_email' and 'private_key'. " |
| 70 | + "Can be obtained from: https://console.developers.google." |
| 71 | + "com/permissions/serviceaccounts") |
| 72 | + |
| 73 | + |
| 74 | +def get_application_default_credentials(project_id=None): |
| 75 | + """ |
| 76 | + This method tries to retrieve the "default application credentials". |
| 77 | + This could be useful for running code on Google Cloud Platform. |
| 78 | +
|
| 79 | + Parameters |
| 80 | + ---------- |
| 81 | + project_id (str, optional): Override the default project ID. |
| 82 | +
|
| 83 | + Returns |
| 84 | + ------- |
| 85 | + - GoogleCredentials, |
| 86 | + If the default application credentials can be retrieved |
| 87 | + from the environment. The retrieved credentials should also |
| 88 | + have access to the project (project_id) on BigQuery. |
| 89 | + - OR None, |
| 90 | + If default application credentials can not be retrieved |
| 91 | + from the environment. Or, the retrieved credentials do not |
| 92 | + have access to the project (project_id) on BigQuery. |
| 93 | + """ |
| 94 | + import google.auth |
| 95 | + from google.auth.exceptions import DefaultCredentialsError |
| 96 | + |
| 97 | + try: |
| 98 | + credentials, default_project = google.auth.default(scopes=SCOPES) |
| 99 | + except (DefaultCredentialsError, IOError): |
| 100 | + return None, None |
| 101 | + |
| 102 | + # Even though we now have credentials, check that the credentials can be |
| 103 | + # used with BigQuery. For example, we could be running on a GCE instance |
| 104 | + # that does not allow the BigQuery scopes. |
| 105 | + billing_project = project_id or default_project |
| 106 | + return _try_credentials(billing_project, credentials), billing_project |
| 107 | + |
| 108 | + |
| 109 | +def get_user_account_credentials( |
| 110 | + project_id=None, reauth=False, auth_local_webserver=False, |
| 111 | + credentials_path=None): |
| 112 | + """Gets user account credentials. |
| 113 | +
|
| 114 | + This method authenticates using user credentials, either loading saved |
| 115 | + credentials from a file or by going through the OAuth flow. |
| 116 | +
|
| 117 | + Parameters |
| 118 | + ---------- |
| 119 | + None |
| 120 | +
|
| 121 | + Returns |
| 122 | + ------- |
| 123 | + GoogleCredentials : credentials |
| 124 | + Credentials for the user with BigQuery access. |
| 125 | + """ |
| 126 | + from google_auth_oauthlib.flow import InstalledAppFlow |
| 127 | + from oauthlib.oauth2.rfc6749.errors import OAuth2Error |
| 128 | + |
| 129 | + # Use the default credentials location under ~/.config and the |
| 130 | + # equivalent directory on windows if the user has not specified a |
| 131 | + # credentials path. |
| 132 | + if not credentials_path: |
| 133 | + credentials_path = get_default_credentials_path() |
| 134 | + |
| 135 | + # Previously, pandas-gbq saved user account credentials in the |
| 136 | + # current working directory. If the bigquery_credentials.dat file |
| 137 | + # exists in the current working directory, move the credentials to |
| 138 | + # the new default location. |
| 139 | + if os.path.isfile('bigquery_credentials.dat'): |
| 140 | + os.rename('bigquery_credentials.dat', credentials_path) |
| 141 | + |
| 142 | + credentials = load_user_account_credentials( |
| 143 | + project_id=project_id, credentials_path=credentials_path) |
| 144 | + |
| 145 | + client_config = { |
| 146 | + 'installed': { |
| 147 | + 'client_id': ('495642085510-k0tmvj2m941jhre2nbqka17vqpjfddtd' |
| 148 | + '.apps.googleusercontent.com'), |
| 149 | + 'client_secret': 'kOc9wMptUtxkcIFbtZCcrEAc', |
| 150 | + 'redirect_uris': ['urn:ietf:wg:oauth:2.0:oob'], |
| 151 | + 'auth_uri': 'https://accounts.google.com/o/oauth2/auth', |
| 152 | + 'token_uri': 'https://accounts.google.com/o/oauth2/token', |
| 153 | + } |
| 154 | + } |
| 155 | + |
| 156 | + if credentials is None or reauth: |
| 157 | + app_flow = InstalledAppFlow.from_client_config( |
| 158 | + client_config, scopes=SCOPES) |
| 159 | + |
| 160 | + try: |
| 161 | + if auth_local_webserver: |
| 162 | + credentials = app_flow.run_local_server() |
| 163 | + else: |
| 164 | + credentials = app_flow.run_console() |
| 165 | + except OAuth2Error as ex: |
| 166 | + raise pandas_gbq.exceptions.AccessDenied( |
| 167 | + "Unable to get valid credentials: {0}".format(ex)) |
| 168 | + |
| 169 | + save_user_account_credentials(credentials, credentials_path) |
| 170 | + |
| 171 | + return credentials |
| 172 | + |
| 173 | + |
| 174 | +def load_user_account_credentials(project_id=None, credentials_path=None): |
| 175 | + """ |
| 176 | + Loads user account credentials from a local file. |
| 177 | +
|
| 178 | + .. versionadded 0.2.0 |
| 179 | +
|
| 180 | + Parameters |
| 181 | + ---------- |
| 182 | + None |
| 183 | +
|
| 184 | + Returns |
| 185 | + ------- |
| 186 | + - GoogleCredentials, |
| 187 | + If the credentials can loaded. The retrieved credentials should |
| 188 | + also have access to the project (project_id) on BigQuery. |
| 189 | + - OR None, |
| 190 | + If credentials can not be loaded from a file. Or, the retrieved |
| 191 | + credentials do not have access to the project (project_id) |
| 192 | + on BigQuery. |
| 193 | + """ |
| 194 | + import google.auth.transport.requests |
| 195 | + from google.oauth2.credentials import Credentials |
| 196 | + |
| 197 | + try: |
| 198 | + with open(credentials_path) as credentials_file: |
| 199 | + credentials_json = json.load(credentials_file) |
| 200 | + except (IOError, ValueError): |
| 201 | + return None |
| 202 | + |
| 203 | + credentials = Credentials( |
| 204 | + token=credentials_json.get('access_token'), |
| 205 | + refresh_token=credentials_json.get('refresh_token'), |
| 206 | + id_token=credentials_json.get('id_token'), |
| 207 | + token_uri=credentials_json.get('token_uri'), |
| 208 | + client_id=credentials_json.get('client_id'), |
| 209 | + client_secret=credentials_json.get('client_secret'), |
| 210 | + scopes=credentials_json.get('scopes')) |
| 211 | + |
| 212 | + # Refresh the token before trying to use it. |
| 213 | + request = google.auth.transport.requests.Request() |
| 214 | + credentials.refresh(request) |
| 215 | + |
| 216 | + return _try_credentials(project_id, credentials) |
| 217 | + |
| 218 | + |
| 219 | +def get_default_credentials_path(): |
| 220 | + """ |
| 221 | + Gets the default path to the BigQuery credentials |
| 222 | +
|
| 223 | + .. versionadded 0.3.0 |
| 224 | +
|
| 225 | + Returns |
| 226 | + ------- |
| 227 | + Path to the BigQuery credentials |
| 228 | + """ |
| 229 | + if os.name == 'nt': |
| 230 | + config_path = os.environ['APPDATA'] |
| 231 | + else: |
| 232 | + config_path = os.path.join(os.path.expanduser('~'), '.config') |
| 233 | + |
| 234 | + config_path = os.path.join(config_path, 'pandas_gbq') |
| 235 | + |
| 236 | + # Create a pandas_gbq directory in an application-specific hidden |
| 237 | + # user folder on the operating system. |
| 238 | + if not os.path.exists(config_path): |
| 239 | + os.makedirs(config_path) |
| 240 | + |
| 241 | + return os.path.join(config_path, 'bigquery_credentials.dat') |
| 242 | + |
| 243 | + |
| 244 | +def save_user_account_credentials(credentials, credentials_path): |
| 245 | + """ |
| 246 | + Saves user account credentials to a local file. |
| 247 | +
|
| 248 | + .. versionadded 0.2.0 |
| 249 | + """ |
| 250 | + try: |
| 251 | + with open(credentials_path, 'w') as credentials_file: |
| 252 | + credentials_json = { |
| 253 | + 'refresh_token': credentials.refresh_token, |
| 254 | + 'id_token': credentials.id_token, |
| 255 | + 'token_uri': credentials.token_uri, |
| 256 | + 'client_id': credentials.client_id, |
| 257 | + 'client_secret': credentials.client_secret, |
| 258 | + 'scopes': credentials.scopes, |
| 259 | + } |
| 260 | + json.dump(credentials_json, credentials_file) |
| 261 | + except IOError: |
| 262 | + logger.warning('Unable to save credentials.') |
| 263 | + |
| 264 | + |
| 265 | +def _try_credentials(project_id, credentials): |
| 266 | + from google.cloud import bigquery |
| 267 | + import google.api_core.exceptions |
| 268 | + |
| 269 | + if not credentials: |
| 270 | + return None |
| 271 | + if not project_id: |
| 272 | + return credentials |
| 273 | + |
| 274 | + try: |
| 275 | + client = bigquery.Client(project=project_id, credentials=credentials) |
| 276 | + # Check if the application has rights to the BigQuery project |
| 277 | + client.query('SELECT 1').result() |
| 278 | + return credentials |
| 279 | + except google.api_core.exceptions.GoogleAPIError: |
| 280 | + return None |
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