| Bu Sun Kim | 6502091 | 2020-05-20 12:08:20 -0700 | [diff] [blame] | 1 | <html><body> |
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| 75 | <h1><a href="ml_v1.html">AI Platform Training & Prediction API</a> . <a href="ml_v1.projects.html">projects</a> . <a href="ml_v1.projects.locations.html">locations</a> . <a href="ml_v1.projects.locations.studies.html">studies</a> . <a href="ml_v1.projects.locations.studies.trials.html">trials</a></h1> |
| 76 | <h2>Instance Methods</h2> |
| 77 | <p class="toc_element"> |
| 78 | <code><a href="#addMeasurement">addMeasurement(name, body=None, x__xgafv=None)</a></code></p> |
| Dmitry Frenkel | 3e17f89 | 2020-10-06 16:46:05 -0700 | [diff] [blame^] | 79 | <p class="firstline">Adds a measurement of the objective metrics to a trial. This measurement is assumed to have been taken before the trial is complete.</p> |
| Bu Sun Kim | 6502091 | 2020-05-20 12:08:20 -0700 | [diff] [blame] | 80 | <p class="toc_element"> |
| 81 | <code><a href="#checkEarlyStoppingState">checkEarlyStoppingState(name, body=None, x__xgafv=None)</a></code></p> |
| Dmitry Frenkel | 3e17f89 | 2020-10-06 16:46:05 -0700 | [diff] [blame^] | 82 | <p class="firstline">Checks whether a trial should stop or not. Returns a long-running operation. When the operation is successful, it will contain a CheckTrialEarlyStoppingStateResponse.</p> |
| 83 | <p class="toc_element"> |
| 84 | <code><a href="#close">close()</a></code></p> |
| 85 | <p class="firstline">Close httplib2 connections.</p> |
| Bu Sun Kim | 6502091 | 2020-05-20 12:08:20 -0700 | [diff] [blame] | 86 | <p class="toc_element"> |
| 87 | <code><a href="#complete">complete(name, body=None, x__xgafv=None)</a></code></p> |
| 88 | <p class="firstline">Marks a trial as complete.</p> |
| 89 | <p class="toc_element"> |
| 90 | <code><a href="#create">create(parent, body=None, x__xgafv=None)</a></code></p> |
| 91 | <p class="firstline">Adds a user provided trial to a study.</p> |
| 92 | <p class="toc_element"> |
| 93 | <code><a href="#delete">delete(name, x__xgafv=None)</a></code></p> |
| 94 | <p class="firstline">Deletes a trial.</p> |
| 95 | <p class="toc_element"> |
| 96 | <code><a href="#get">get(name, x__xgafv=None)</a></code></p> |
| 97 | <p class="firstline">Gets a trial.</p> |
| 98 | <p class="toc_element"> |
| 99 | <code><a href="#list">list(parent, x__xgafv=None)</a></code></p> |
| 100 | <p class="firstline">Lists the trials associated with a study.</p> |
| 101 | <p class="toc_element"> |
| 102 | <code><a href="#stop">stop(name, body=None, x__xgafv=None)</a></code></p> |
| 103 | <p class="firstline">Stops a trial.</p> |
| 104 | <p class="toc_element"> |
| 105 | <code><a href="#suggest">suggest(parent, body=None, x__xgafv=None)</a></code></p> |
| Dmitry Frenkel | 3e17f89 | 2020-10-06 16:46:05 -0700 | [diff] [blame^] | 106 | <p class="firstline">Adds one or more trials to a study, with parameter values suggested by AI Platform Vizier. Returns a long-running operation associated with the generation of trial suggestions. When this long-running operation succeeds, it will contain a SuggestTrialsResponse.</p> |
| Bu Sun Kim | 6502091 | 2020-05-20 12:08:20 -0700 | [diff] [blame] | 107 | <h3>Method Details</h3> |
| 108 | <div class="method"> |
| 109 | <code class="details" id="addMeasurement">addMeasurement(name, body=None, x__xgafv=None)</code> |
| Dmitry Frenkel | 3e17f89 | 2020-10-06 16:46:05 -0700 | [diff] [blame^] | 110 | <pre>Adds a measurement of the objective metrics to a trial. This measurement is assumed to have been taken before the trial is complete. |
| Bu Sun Kim | 6502091 | 2020-05-20 12:08:20 -0700 | [diff] [blame] | 111 | |
| 112 | Args: |
| 113 | name: string, Required. The trial name. (required) |
| 114 | body: object, The request body. |
| 115 | The object takes the form of: |
| 116 | |
| 117 | { # The request message for the AddTrialMeasurement service method. |
| 118 | "measurement": { # A message representing a measurement. # Required. The measurement to be added to a trial. |
| Dmitry Frenkel | 3e17f89 | 2020-10-06 16:46:05 -0700 | [diff] [blame^] | 119 | "stepCount": "A String", # The number of steps a machine learning model has been trained for. Must be non-negative. |
| 120 | "elapsedTime": "A String", # Output only. Time that the trial has been running at the point of this measurement. |
| 121 | "metrics": [ # Provides a list of metrics that act as inputs into the objective function. |
| Bu Sun Kim | 6502091 | 2020-05-20 12:08:20 -0700 | [diff] [blame] | 122 | { # A message representing a metric in the measurement. |
| 123 | "value": 3.14, # Required. The value for this metric. |
| 124 | "metric": "A String", # Required. Metric name. |
| 125 | }, |
| 126 | ], |
| Bu Sun Kim | 6502091 | 2020-05-20 12:08:20 -0700 | [diff] [blame] | 127 | }, |
| 128 | } |
| 129 | |
| 130 | x__xgafv: string, V1 error format. |
| 131 | Allowed values |
| 132 | 1 - v1 error format |
| 133 | 2 - v2 error format |
| 134 | |
| 135 | Returns: |
| 136 | An object of the form: |
| 137 | |
| 138 | { # A message representing a trial. |
| Dmitry Frenkel | 3e17f89 | 2020-10-06 16:46:05 -0700 | [diff] [blame^] | 139 | "name": "A String", # Output only. Name of the trial assigned by the service. |
| Bu Sun Kim | d059ad8 | 2020-07-22 17:02:09 -0700 | [diff] [blame] | 140 | "endTime": "A String", # Output only. Time at which the trial's status changed to COMPLETED. |
| Dmitry Frenkel | 3e17f89 | 2020-10-06 16:46:05 -0700 | [diff] [blame^] | 141 | "trialInfeasible": True or False, # Output only. If true, the parameters in this trial are not attempted again. |
| 142 | "startTime": "A String", # Output only. Time at which the trial was started. |
| 143 | "parameters": [ # The parameters of the trial. |
| 144 | { # A message representing a parameter to be tuned. Contains the name of the parameter and the suggested value to use for this trial. |
| 145 | "parameter": "A String", # The name of the parameter. |
| 146 | "floatValue": 3.14, # Must be set if ParameterType is DOUBLE or DISCRETE. |
| 147 | "intValue": "A String", # Must be set if ParameterType is INTEGER |
| 148 | "stringValue": "A String", # Must be set if ParameterTypeis CATEGORICAL |
| 149 | }, |
| 150 | ], |
| 151 | "finalMeasurement": { # A message representing a measurement. # The final measurement containing the objective value. |
| 152 | "stepCount": "A String", # The number of steps a machine learning model has been trained for. Must be non-negative. |
| 153 | "elapsedTime": "A String", # Output only. Time that the trial has been running at the point of this measurement. |
| 154 | "metrics": [ # Provides a list of metrics that act as inputs into the objective function. |
| 155 | { # A message representing a metric in the measurement. |
| 156 | "value": 3.14, # Required. The value for this metric. |
| 157 | "metric": "A String", # Required. Metric name. |
| 158 | }, |
| 159 | ], |
| 160 | }, |
| 161 | "clientId": "A String", # Output only. The identifier of the client that originally requested this trial. |
| 162 | "infeasibleReason": "A String", # Output only. A human readable string describing why the trial is infeasible. This should only be set if trial_infeasible is true. |
| 163 | "measurements": [ # A list of measurements that are strictly lexicographically ordered by their induced tuples (steps, elapsed_time). These are used for early stopping computations. |
| Bu Sun Kim | d059ad8 | 2020-07-22 17:02:09 -0700 | [diff] [blame] | 164 | { # A message representing a measurement. |
| Dmitry Frenkel | 3e17f89 | 2020-10-06 16:46:05 -0700 | [diff] [blame^] | 165 | "stepCount": "A String", # The number of steps a machine learning model has been trained for. Must be non-negative. |
| 166 | "elapsedTime": "A String", # Output only. Time that the trial has been running at the point of this measurement. |
| 167 | "metrics": [ # Provides a list of metrics that act as inputs into the objective function. |
| Bu Sun Kim | 6502091 | 2020-05-20 12:08:20 -0700 | [diff] [blame] | 168 | { # A message representing a metric in the measurement. |
| 169 | "value": 3.14, # Required. The value for this metric. |
| 170 | "metric": "A String", # Required. Metric name. |
| 171 | }, |
| 172 | ], |
| Bu Sun Kim | 6502091 | 2020-05-20 12:08:20 -0700 | [diff] [blame] | 173 | }, |
| Bu Sun Kim | d059ad8 | 2020-07-22 17:02:09 -0700 | [diff] [blame] | 174 | ], |
| Bu Sun Kim | d059ad8 | 2020-07-22 17:02:09 -0700 | [diff] [blame] | 175 | "state": "A String", # The detailed state of a trial. |
| Bu Sun Kim | d059ad8 | 2020-07-22 17:02:09 -0700 | [diff] [blame] | 176 | }</pre> |
| Bu Sun Kim | 6502091 | 2020-05-20 12:08:20 -0700 | [diff] [blame] | 177 | </div> |
| 178 | |
| 179 | <div class="method"> |
| 180 | <code class="details" id="checkEarlyStoppingState">checkEarlyStoppingState(name, body=None, x__xgafv=None)</code> |
| Dmitry Frenkel | 3e17f89 | 2020-10-06 16:46:05 -0700 | [diff] [blame^] | 181 | <pre>Checks whether a trial should stop or not. Returns a long-running operation. When the operation is successful, it will contain a CheckTrialEarlyStoppingStateResponse. |
| Bu Sun Kim | 6502091 | 2020-05-20 12:08:20 -0700 | [diff] [blame] | 182 | |
| 183 | Args: |
| 184 | name: string, Required. The trial name. (required) |
| 185 | body: object, The request body. |
| 186 | The object takes the form of: |
| 187 | |
| 188 | { # The request message for the CheckTrialEarlyStoppingState service method. |
| 189 | } |
| 190 | |
| 191 | x__xgafv: string, V1 error format. |
| 192 | Allowed values |
| 193 | 1 - v1 error format |
| 194 | 2 - v2 error format |
| 195 | |
| 196 | Returns: |
| 197 | An object of the form: |
| 198 | |
| Dmitry Frenkel | 3e17f89 | 2020-10-06 16:46:05 -0700 | [diff] [blame^] | 199 | { # This resource represents a long-running operation that is the result of a network API call. |
| 200 | "name": "A String", # The server-assigned name, which is only unique within the same service that originally returns it. If you use the default HTTP mapping, the `name` should be a resource name ending with `operations/{unique_id}`. |
| 201 | "response": { # The normal response of the operation in case of success. If the original method returns no data on success, such as `Delete`, the response is `google.protobuf.Empty`. If the original method is standard `Get`/`Create`/`Update`, the response should be the resource. For other methods, the response should have the type `XxxResponse`, where `Xxx` is the original method name. For example, if the original method name is `TakeSnapshot()`, the inferred response type is `TakeSnapshotResponse`. |
| 202 | "a_key": "", # Properties of the object. Contains field @type with type URL. |
| 203 | }, |
| 204 | "done": True or False, # If the value is `false`, it means the operation is still in progress. If `true`, the operation is completed, and either `error` or `response` is available. |
| 205 | "error": { # The `Status` type defines a logical error model that is suitable for different programming environments, including REST APIs and RPC APIs. It is used by [gRPC](https://github.com/grpc). Each `Status` message contains three pieces of data: error code, error message, and error details. You can find out more about this error model and how to work with it in the [API Design Guide](https://cloud.google.com/apis/design/errors). # The error result of the operation in case of failure or cancellation. |
| 206 | "code": 42, # The status code, which should be an enum value of google.rpc.Code. |
| 207 | "details": [ # A list of messages that carry the error details. There is a common set of message types for APIs to use. |
| Bu Sun Kim | 6502091 | 2020-05-20 12:08:20 -0700 | [diff] [blame] | 208 | { |
| 209 | "a_key": "", # Properties of the object. Contains field @type with type URL. |
| 210 | }, |
| 211 | ], |
| Dmitry Frenkel | 3e17f89 | 2020-10-06 16:46:05 -0700 | [diff] [blame^] | 212 | "message": "A String", # A developer-facing error message, which should be in English. Any user-facing error message should be localized and sent in the google.rpc.Status.details field, or localized by the client. |
| Bu Sun Kim | 6502091 | 2020-05-20 12:08:20 -0700 | [diff] [blame] | 213 | }, |
| Dmitry Frenkel | 3e17f89 | 2020-10-06 16:46:05 -0700 | [diff] [blame^] | 214 | "metadata": { # Service-specific metadata associated with the operation. It typically contains progress information and common metadata such as create time. Some services might not provide such metadata. Any method that returns a long-running operation should document the metadata type, if any. |
| Bu Sun Kim | 4ed7d3f | 2020-05-27 12:20:54 -0700 | [diff] [blame] | 215 | "a_key": "", # Properties of the object. Contains field @type with type URL. |
| 216 | }, |
| Bu Sun Kim | 6502091 | 2020-05-20 12:08:20 -0700 | [diff] [blame] | 217 | }</pre> |
| 218 | </div> |
| 219 | |
| 220 | <div class="method"> |
| Dmitry Frenkel | 3e17f89 | 2020-10-06 16:46:05 -0700 | [diff] [blame^] | 221 | <code class="details" id="close">close()</code> |
| 222 | <pre>Close httplib2 connections.</pre> |
| 223 | </div> |
| 224 | |
| 225 | <div class="method"> |
| Bu Sun Kim | 6502091 | 2020-05-20 12:08:20 -0700 | [diff] [blame] | 226 | <code class="details" id="complete">complete(name, body=None, x__xgafv=None)</code> |
| 227 | <pre>Marks a trial as complete. |
| 228 | |
| 229 | Args: |
| 230 | name: string, Required. The trial name.metat (required) |
| 231 | body: object, The request body. |
| 232 | The object takes the form of: |
| 233 | |
| 234 | { # The request message for the CompleteTrial service method. |
| Dmitry Frenkel | 3e17f89 | 2020-10-06 16:46:05 -0700 | [diff] [blame^] | 235 | "trialInfeasible": True or False, # Optional. True if the trial cannot be run with the given Parameter, and final_measurement will be ignored. |
| 236 | "finalMeasurement": { # A message representing a measurement. # Optional. If provided, it will be used as the completed trial's final_measurement; Otherwise, the service will auto-select a previously reported measurement as the final-measurement |
| 237 | "stepCount": "A String", # The number of steps a machine learning model has been trained for. Must be non-negative. |
| 238 | "elapsedTime": "A String", # Output only. Time that the trial has been running at the point of this measurement. |
| 239 | "metrics": [ # Provides a list of metrics that act as inputs into the objective function. |
| Bu Sun Kim | 6502091 | 2020-05-20 12:08:20 -0700 | [diff] [blame] | 240 | { # A message representing a metric in the measurement. |
| 241 | "value": 3.14, # Required. The value for this metric. |
| 242 | "metric": "A String", # Required. Metric name. |
| 243 | }, |
| 244 | ], |
| Bu Sun Kim | 6502091 | 2020-05-20 12:08:20 -0700 | [diff] [blame] | 245 | }, |
| Dmitry Frenkel | 3e17f89 | 2020-10-06 16:46:05 -0700 | [diff] [blame^] | 246 | "infeasibleReason": "A String", # Optional. A human readable reason why the trial was infeasible. This should only be provided if `trial_infeasible` is true. |
| Bu Sun Kim | 6502091 | 2020-05-20 12:08:20 -0700 | [diff] [blame] | 247 | } |
| 248 | |
| 249 | x__xgafv: string, V1 error format. |
| 250 | Allowed values |
| 251 | 1 - v1 error format |
| 252 | 2 - v2 error format |
| 253 | |
| 254 | Returns: |
| 255 | An object of the form: |
| 256 | |
| 257 | { # A message representing a trial. |
| Dmitry Frenkel | 3e17f89 | 2020-10-06 16:46:05 -0700 | [diff] [blame^] | 258 | "name": "A String", # Output only. Name of the trial assigned by the service. |
| Bu Sun Kim | d059ad8 | 2020-07-22 17:02:09 -0700 | [diff] [blame] | 259 | "endTime": "A String", # Output only. Time at which the trial's status changed to COMPLETED. |
| Dmitry Frenkel | 3e17f89 | 2020-10-06 16:46:05 -0700 | [diff] [blame^] | 260 | "trialInfeasible": True or False, # Output only. If true, the parameters in this trial are not attempted again. |
| 261 | "startTime": "A String", # Output only. Time at which the trial was started. |
| 262 | "parameters": [ # The parameters of the trial. |
| 263 | { # A message representing a parameter to be tuned. Contains the name of the parameter and the suggested value to use for this trial. |
| 264 | "parameter": "A String", # The name of the parameter. |
| 265 | "floatValue": 3.14, # Must be set if ParameterType is DOUBLE or DISCRETE. |
| 266 | "intValue": "A String", # Must be set if ParameterType is INTEGER |
| 267 | "stringValue": "A String", # Must be set if ParameterTypeis CATEGORICAL |
| 268 | }, |
| 269 | ], |
| 270 | "finalMeasurement": { # A message representing a measurement. # The final measurement containing the objective value. |
| 271 | "stepCount": "A String", # The number of steps a machine learning model has been trained for. Must be non-negative. |
| 272 | "elapsedTime": "A String", # Output only. Time that the trial has been running at the point of this measurement. |
| 273 | "metrics": [ # Provides a list of metrics that act as inputs into the objective function. |
| 274 | { # A message representing a metric in the measurement. |
| 275 | "value": 3.14, # Required. The value for this metric. |
| 276 | "metric": "A String", # Required. Metric name. |
| 277 | }, |
| 278 | ], |
| 279 | }, |
| 280 | "clientId": "A String", # Output only. The identifier of the client that originally requested this trial. |
| 281 | "infeasibleReason": "A String", # Output only. A human readable string describing why the trial is infeasible. This should only be set if trial_infeasible is true. |
| 282 | "measurements": [ # A list of measurements that are strictly lexicographically ordered by their induced tuples (steps, elapsed_time). These are used for early stopping computations. |
| Bu Sun Kim | d059ad8 | 2020-07-22 17:02:09 -0700 | [diff] [blame] | 283 | { # A message representing a measurement. |
| Dmitry Frenkel | 3e17f89 | 2020-10-06 16:46:05 -0700 | [diff] [blame^] | 284 | "stepCount": "A String", # The number of steps a machine learning model has been trained for. Must be non-negative. |
| 285 | "elapsedTime": "A String", # Output only. Time that the trial has been running at the point of this measurement. |
| 286 | "metrics": [ # Provides a list of metrics that act as inputs into the objective function. |
| Bu Sun Kim | 6502091 | 2020-05-20 12:08:20 -0700 | [diff] [blame] | 287 | { # A message representing a metric in the measurement. |
| 288 | "value": 3.14, # Required. The value for this metric. |
| 289 | "metric": "A String", # Required. Metric name. |
| 290 | }, |
| 291 | ], |
| Bu Sun Kim | 6502091 | 2020-05-20 12:08:20 -0700 | [diff] [blame] | 292 | }, |
| Bu Sun Kim | d059ad8 | 2020-07-22 17:02:09 -0700 | [diff] [blame] | 293 | ], |
| Bu Sun Kim | d059ad8 | 2020-07-22 17:02:09 -0700 | [diff] [blame] | 294 | "state": "A String", # The detailed state of a trial. |
| Bu Sun Kim | d059ad8 | 2020-07-22 17:02:09 -0700 | [diff] [blame] | 295 | }</pre> |
| Bu Sun Kim | 6502091 | 2020-05-20 12:08:20 -0700 | [diff] [blame] | 296 | </div> |
| 297 | |
| 298 | <div class="method"> |
| 299 | <code class="details" id="create">create(parent, body=None, x__xgafv=None)</code> |
| 300 | <pre>Adds a user provided trial to a study. |
| 301 | |
| 302 | Args: |
| 303 | parent: string, Required. The name of the study that the trial belongs to. (required) |
| 304 | body: object, The request body. |
| 305 | The object takes the form of: |
| 306 | |
| 307 | { # A message representing a trial. |
| Dmitry Frenkel | 3e17f89 | 2020-10-06 16:46:05 -0700 | [diff] [blame^] | 308 | "name": "A String", # Output only. Name of the trial assigned by the service. |
| Bu Sun Kim | d059ad8 | 2020-07-22 17:02:09 -0700 | [diff] [blame] | 309 | "endTime": "A String", # Output only. Time at which the trial's status changed to COMPLETED. |
| Dmitry Frenkel | 3e17f89 | 2020-10-06 16:46:05 -0700 | [diff] [blame^] | 310 | "trialInfeasible": True or False, # Output only. If true, the parameters in this trial are not attempted again. |
| 311 | "startTime": "A String", # Output only. Time at which the trial was started. |
| 312 | "parameters": [ # The parameters of the trial. |
| 313 | { # A message representing a parameter to be tuned. Contains the name of the parameter and the suggested value to use for this trial. |
| 314 | "parameter": "A String", # The name of the parameter. |
| 315 | "floatValue": 3.14, # Must be set if ParameterType is DOUBLE or DISCRETE. |
| 316 | "intValue": "A String", # Must be set if ParameterType is INTEGER |
| 317 | "stringValue": "A String", # Must be set if ParameterTypeis CATEGORICAL |
| 318 | }, |
| 319 | ], |
| 320 | "finalMeasurement": { # A message representing a measurement. # The final measurement containing the objective value. |
| 321 | "stepCount": "A String", # The number of steps a machine learning model has been trained for. Must be non-negative. |
| 322 | "elapsedTime": "A String", # Output only. Time that the trial has been running at the point of this measurement. |
| 323 | "metrics": [ # Provides a list of metrics that act as inputs into the objective function. |
| 324 | { # A message representing a metric in the measurement. |
| 325 | "value": 3.14, # Required. The value for this metric. |
| 326 | "metric": "A String", # Required. Metric name. |
| 327 | }, |
| 328 | ], |
| 329 | }, |
| 330 | "clientId": "A String", # Output only. The identifier of the client that originally requested this trial. |
| 331 | "infeasibleReason": "A String", # Output only. A human readable string describing why the trial is infeasible. This should only be set if trial_infeasible is true. |
| 332 | "measurements": [ # A list of measurements that are strictly lexicographically ordered by their induced tuples (steps, elapsed_time). These are used for early stopping computations. |
| Bu Sun Kim | d059ad8 | 2020-07-22 17:02:09 -0700 | [diff] [blame] | 333 | { # A message representing a measurement. |
| Dmitry Frenkel | 3e17f89 | 2020-10-06 16:46:05 -0700 | [diff] [blame^] | 334 | "stepCount": "A String", # The number of steps a machine learning model has been trained for. Must be non-negative. |
| 335 | "elapsedTime": "A String", # Output only. Time that the trial has been running at the point of this measurement. |
| 336 | "metrics": [ # Provides a list of metrics that act as inputs into the objective function. |
| Bu Sun Kim | 6502091 | 2020-05-20 12:08:20 -0700 | [diff] [blame] | 337 | { # A message representing a metric in the measurement. |
| 338 | "value": 3.14, # Required. The value for this metric. |
| 339 | "metric": "A String", # Required. Metric name. |
| 340 | }, |
| 341 | ], |
| Bu Sun Kim | 6502091 | 2020-05-20 12:08:20 -0700 | [diff] [blame] | 342 | }, |
| Bu Sun Kim | d059ad8 | 2020-07-22 17:02:09 -0700 | [diff] [blame] | 343 | ], |
| Bu Sun Kim | d059ad8 | 2020-07-22 17:02:09 -0700 | [diff] [blame] | 344 | "state": "A String", # The detailed state of a trial. |
| Bu Sun Kim | d059ad8 | 2020-07-22 17:02:09 -0700 | [diff] [blame] | 345 | } |
| Bu Sun Kim | 6502091 | 2020-05-20 12:08:20 -0700 | [diff] [blame] | 346 | |
| 347 | x__xgafv: string, V1 error format. |
| 348 | Allowed values |
| 349 | 1 - v1 error format |
| 350 | 2 - v2 error format |
| 351 | |
| 352 | Returns: |
| 353 | An object of the form: |
| 354 | |
| 355 | { # A message representing a trial. |
| Dmitry Frenkel | 3e17f89 | 2020-10-06 16:46:05 -0700 | [diff] [blame^] | 356 | "name": "A String", # Output only. Name of the trial assigned by the service. |
| Bu Sun Kim | d059ad8 | 2020-07-22 17:02:09 -0700 | [diff] [blame] | 357 | "endTime": "A String", # Output only. Time at which the trial's status changed to COMPLETED. |
| Dmitry Frenkel | 3e17f89 | 2020-10-06 16:46:05 -0700 | [diff] [blame^] | 358 | "trialInfeasible": True or False, # Output only. If true, the parameters in this trial are not attempted again. |
| 359 | "startTime": "A String", # Output only. Time at which the trial was started. |
| 360 | "parameters": [ # The parameters of the trial. |
| 361 | { # A message representing a parameter to be tuned. Contains the name of the parameter and the suggested value to use for this trial. |
| 362 | "parameter": "A String", # The name of the parameter. |
| 363 | "floatValue": 3.14, # Must be set if ParameterType is DOUBLE or DISCRETE. |
| 364 | "intValue": "A String", # Must be set if ParameterType is INTEGER |
| 365 | "stringValue": "A String", # Must be set if ParameterTypeis CATEGORICAL |
| 366 | }, |
| 367 | ], |
| 368 | "finalMeasurement": { # A message representing a measurement. # The final measurement containing the objective value. |
| 369 | "stepCount": "A String", # The number of steps a machine learning model has been trained for. Must be non-negative. |
| 370 | "elapsedTime": "A String", # Output only. Time that the trial has been running at the point of this measurement. |
| 371 | "metrics": [ # Provides a list of metrics that act as inputs into the objective function. |
| 372 | { # A message representing a metric in the measurement. |
| 373 | "value": 3.14, # Required. The value for this metric. |
| 374 | "metric": "A String", # Required. Metric name. |
| 375 | }, |
| 376 | ], |
| 377 | }, |
| 378 | "clientId": "A String", # Output only. The identifier of the client that originally requested this trial. |
| 379 | "infeasibleReason": "A String", # Output only. A human readable string describing why the trial is infeasible. This should only be set if trial_infeasible is true. |
| 380 | "measurements": [ # A list of measurements that are strictly lexicographically ordered by their induced tuples (steps, elapsed_time). These are used for early stopping computations. |
| Bu Sun Kim | d059ad8 | 2020-07-22 17:02:09 -0700 | [diff] [blame] | 381 | { # A message representing a measurement. |
| Dmitry Frenkel | 3e17f89 | 2020-10-06 16:46:05 -0700 | [diff] [blame^] | 382 | "stepCount": "A String", # The number of steps a machine learning model has been trained for. Must be non-negative. |
| 383 | "elapsedTime": "A String", # Output only. Time that the trial has been running at the point of this measurement. |
| 384 | "metrics": [ # Provides a list of metrics that act as inputs into the objective function. |
| Bu Sun Kim | 6502091 | 2020-05-20 12:08:20 -0700 | [diff] [blame] | 385 | { # A message representing a metric in the measurement. |
| 386 | "value": 3.14, # Required. The value for this metric. |
| 387 | "metric": "A String", # Required. Metric name. |
| 388 | }, |
| 389 | ], |
| Bu Sun Kim | 6502091 | 2020-05-20 12:08:20 -0700 | [diff] [blame] | 390 | }, |
| Bu Sun Kim | d059ad8 | 2020-07-22 17:02:09 -0700 | [diff] [blame] | 391 | ], |
| Bu Sun Kim | d059ad8 | 2020-07-22 17:02:09 -0700 | [diff] [blame] | 392 | "state": "A String", # The detailed state of a trial. |
| Bu Sun Kim | d059ad8 | 2020-07-22 17:02:09 -0700 | [diff] [blame] | 393 | }</pre> |
| Bu Sun Kim | 6502091 | 2020-05-20 12:08:20 -0700 | [diff] [blame] | 394 | </div> |
| 395 | |
| 396 | <div class="method"> |
| 397 | <code class="details" id="delete">delete(name, x__xgafv=None)</code> |
| 398 | <pre>Deletes a trial. |
| 399 | |
| 400 | Args: |
| 401 | name: string, Required. The trial name. (required) |
| 402 | x__xgafv: string, V1 error format. |
| 403 | Allowed values |
| 404 | 1 - v1 error format |
| 405 | 2 - v2 error format |
| 406 | |
| 407 | Returns: |
| 408 | An object of the form: |
| 409 | |
| Dmitry Frenkel | 3e17f89 | 2020-10-06 16:46:05 -0700 | [diff] [blame^] | 410 | { # A generic empty message that you can re-use to avoid defining duplicated empty messages in your APIs. A typical example is to use it as the request or the response type of an API method. For instance: service Foo { rpc Bar(google.protobuf.Empty) returns (google.protobuf.Empty); } The JSON representation for `Empty` is empty JSON object `{}`. |
| Bu Sun Kim | 6502091 | 2020-05-20 12:08:20 -0700 | [diff] [blame] | 411 | }</pre> |
| 412 | </div> |
| 413 | |
| 414 | <div class="method"> |
| 415 | <code class="details" id="get">get(name, x__xgafv=None)</code> |
| 416 | <pre>Gets a trial. |
| 417 | |
| 418 | Args: |
| 419 | name: string, Required. The trial name. (required) |
| 420 | x__xgafv: string, V1 error format. |
| 421 | Allowed values |
| 422 | 1 - v1 error format |
| 423 | 2 - v2 error format |
| 424 | |
| 425 | Returns: |
| 426 | An object of the form: |
| 427 | |
| 428 | { # A message representing a trial. |
| Dmitry Frenkel | 3e17f89 | 2020-10-06 16:46:05 -0700 | [diff] [blame^] | 429 | "name": "A String", # Output only. Name of the trial assigned by the service. |
| Bu Sun Kim | d059ad8 | 2020-07-22 17:02:09 -0700 | [diff] [blame] | 430 | "endTime": "A String", # Output only. Time at which the trial's status changed to COMPLETED. |
| Dmitry Frenkel | 3e17f89 | 2020-10-06 16:46:05 -0700 | [diff] [blame^] | 431 | "trialInfeasible": True or False, # Output only. If true, the parameters in this trial are not attempted again. |
| 432 | "startTime": "A String", # Output only. Time at which the trial was started. |
| 433 | "parameters": [ # The parameters of the trial. |
| 434 | { # A message representing a parameter to be tuned. Contains the name of the parameter and the suggested value to use for this trial. |
| 435 | "parameter": "A String", # The name of the parameter. |
| 436 | "floatValue": 3.14, # Must be set if ParameterType is DOUBLE or DISCRETE. |
| 437 | "intValue": "A String", # Must be set if ParameterType is INTEGER |
| 438 | "stringValue": "A String", # Must be set if ParameterTypeis CATEGORICAL |
| 439 | }, |
| 440 | ], |
| 441 | "finalMeasurement": { # A message representing a measurement. # The final measurement containing the objective value. |
| 442 | "stepCount": "A String", # The number of steps a machine learning model has been trained for. Must be non-negative. |
| 443 | "elapsedTime": "A String", # Output only. Time that the trial has been running at the point of this measurement. |
| 444 | "metrics": [ # Provides a list of metrics that act as inputs into the objective function. |
| 445 | { # A message representing a metric in the measurement. |
| 446 | "value": 3.14, # Required. The value for this metric. |
| 447 | "metric": "A String", # Required. Metric name. |
| 448 | }, |
| 449 | ], |
| 450 | }, |
| 451 | "clientId": "A String", # Output only. The identifier of the client that originally requested this trial. |
| 452 | "infeasibleReason": "A String", # Output only. A human readable string describing why the trial is infeasible. This should only be set if trial_infeasible is true. |
| 453 | "measurements": [ # A list of measurements that are strictly lexicographically ordered by their induced tuples (steps, elapsed_time). These are used for early stopping computations. |
| Bu Sun Kim | d059ad8 | 2020-07-22 17:02:09 -0700 | [diff] [blame] | 454 | { # A message representing a measurement. |
| Dmitry Frenkel | 3e17f89 | 2020-10-06 16:46:05 -0700 | [diff] [blame^] | 455 | "stepCount": "A String", # The number of steps a machine learning model has been trained for. Must be non-negative. |
| 456 | "elapsedTime": "A String", # Output only. Time that the trial has been running at the point of this measurement. |
| 457 | "metrics": [ # Provides a list of metrics that act as inputs into the objective function. |
| Bu Sun Kim | 6502091 | 2020-05-20 12:08:20 -0700 | [diff] [blame] | 458 | { # A message representing a metric in the measurement. |
| 459 | "value": 3.14, # Required. The value for this metric. |
| 460 | "metric": "A String", # Required. Metric name. |
| 461 | }, |
| 462 | ], |
| Bu Sun Kim | 6502091 | 2020-05-20 12:08:20 -0700 | [diff] [blame] | 463 | }, |
| Bu Sun Kim | d059ad8 | 2020-07-22 17:02:09 -0700 | [diff] [blame] | 464 | ], |
| Bu Sun Kim | d059ad8 | 2020-07-22 17:02:09 -0700 | [diff] [blame] | 465 | "state": "A String", # The detailed state of a trial. |
| Bu Sun Kim | d059ad8 | 2020-07-22 17:02:09 -0700 | [diff] [blame] | 466 | }</pre> |
| Bu Sun Kim | 6502091 | 2020-05-20 12:08:20 -0700 | [diff] [blame] | 467 | </div> |
| 468 | |
| 469 | <div class="method"> |
| 470 | <code class="details" id="list">list(parent, x__xgafv=None)</code> |
| 471 | <pre>Lists the trials associated with a study. |
| 472 | |
| 473 | Args: |
| 474 | parent: string, Required. The name of the study that the trial belongs to. (required) |
| 475 | x__xgafv: string, V1 error format. |
| 476 | Allowed values |
| 477 | 1 - v1 error format |
| 478 | 2 - v2 error format |
| 479 | |
| 480 | Returns: |
| 481 | An object of the form: |
| 482 | |
| 483 | { # The response message for the ListTrials method. |
| 484 | "trials": [ # The trials associated with the study. |
| 485 | { # A message representing a trial. |
| Dmitry Frenkel | 3e17f89 | 2020-10-06 16:46:05 -0700 | [diff] [blame^] | 486 | "name": "A String", # Output only. Name of the trial assigned by the service. |
| Bu Sun Kim | d059ad8 | 2020-07-22 17:02:09 -0700 | [diff] [blame] | 487 | "endTime": "A String", # Output only. Time at which the trial's status changed to COMPLETED. |
| Dmitry Frenkel | 3e17f89 | 2020-10-06 16:46:05 -0700 | [diff] [blame^] | 488 | "trialInfeasible": True or False, # Output only. If true, the parameters in this trial are not attempted again. |
| 489 | "startTime": "A String", # Output only. Time at which the trial was started. |
| 490 | "parameters": [ # The parameters of the trial. |
| 491 | { # A message representing a parameter to be tuned. Contains the name of the parameter and the suggested value to use for this trial. |
| 492 | "parameter": "A String", # The name of the parameter. |
| 493 | "floatValue": 3.14, # Must be set if ParameterType is DOUBLE or DISCRETE. |
| 494 | "intValue": "A String", # Must be set if ParameterType is INTEGER |
| 495 | "stringValue": "A String", # Must be set if ParameterTypeis CATEGORICAL |
| 496 | }, |
| 497 | ], |
| 498 | "finalMeasurement": { # A message representing a measurement. # The final measurement containing the objective value. |
| 499 | "stepCount": "A String", # The number of steps a machine learning model has been trained for. Must be non-negative. |
| 500 | "elapsedTime": "A String", # Output only. Time that the trial has been running at the point of this measurement. |
| 501 | "metrics": [ # Provides a list of metrics that act as inputs into the objective function. |
| 502 | { # A message representing a metric in the measurement. |
| 503 | "value": 3.14, # Required. The value for this metric. |
| 504 | "metric": "A String", # Required. Metric name. |
| 505 | }, |
| 506 | ], |
| 507 | }, |
| 508 | "clientId": "A String", # Output only. The identifier of the client that originally requested this trial. |
| 509 | "infeasibleReason": "A String", # Output only. A human readable string describing why the trial is infeasible. This should only be set if trial_infeasible is true. |
| 510 | "measurements": [ # A list of measurements that are strictly lexicographically ordered by their induced tuples (steps, elapsed_time). These are used for early stopping computations. |
| Bu Sun Kim | d059ad8 | 2020-07-22 17:02:09 -0700 | [diff] [blame] | 511 | { # A message representing a measurement. |
| Dmitry Frenkel | 3e17f89 | 2020-10-06 16:46:05 -0700 | [diff] [blame^] | 512 | "stepCount": "A String", # The number of steps a machine learning model has been trained for. Must be non-negative. |
| 513 | "elapsedTime": "A String", # Output only. Time that the trial has been running at the point of this measurement. |
| 514 | "metrics": [ # Provides a list of metrics that act as inputs into the objective function. |
| Bu Sun Kim | 6502091 | 2020-05-20 12:08:20 -0700 | [diff] [blame] | 515 | { # A message representing a metric in the measurement. |
| 516 | "value": 3.14, # Required. The value for this metric. |
| 517 | "metric": "A String", # Required. Metric name. |
| 518 | }, |
| 519 | ], |
| Bu Sun Kim | 6502091 | 2020-05-20 12:08:20 -0700 | [diff] [blame] | 520 | }, |
| Bu Sun Kim | d059ad8 | 2020-07-22 17:02:09 -0700 | [diff] [blame] | 521 | ], |
| Bu Sun Kim | d059ad8 | 2020-07-22 17:02:09 -0700 | [diff] [blame] | 522 | "state": "A String", # The detailed state of a trial. |
| Bu Sun Kim | d059ad8 | 2020-07-22 17:02:09 -0700 | [diff] [blame] | 523 | }, |
| Bu Sun Kim | 6502091 | 2020-05-20 12:08:20 -0700 | [diff] [blame] | 524 | ], |
| 525 | }</pre> |
| 526 | </div> |
| 527 | |
| 528 | <div class="method"> |
| 529 | <code class="details" id="stop">stop(name, body=None, x__xgafv=None)</code> |
| 530 | <pre>Stops a trial. |
| 531 | |
| 532 | Args: |
| 533 | name: string, Required. The trial name. (required) |
| 534 | body: object, The request body. |
| 535 | The object takes the form of: |
| 536 | |
| 537 | { |
| 538 | } |
| 539 | |
| 540 | x__xgafv: string, V1 error format. |
| 541 | Allowed values |
| 542 | 1 - v1 error format |
| 543 | 2 - v2 error format |
| 544 | |
| 545 | Returns: |
| 546 | An object of the form: |
| 547 | |
| 548 | { # A message representing a trial. |
| Dmitry Frenkel | 3e17f89 | 2020-10-06 16:46:05 -0700 | [diff] [blame^] | 549 | "name": "A String", # Output only. Name of the trial assigned by the service. |
| Bu Sun Kim | d059ad8 | 2020-07-22 17:02:09 -0700 | [diff] [blame] | 550 | "endTime": "A String", # Output only. Time at which the trial's status changed to COMPLETED. |
| Dmitry Frenkel | 3e17f89 | 2020-10-06 16:46:05 -0700 | [diff] [blame^] | 551 | "trialInfeasible": True or False, # Output only. If true, the parameters in this trial are not attempted again. |
| 552 | "startTime": "A String", # Output only. Time at which the trial was started. |
| 553 | "parameters": [ # The parameters of the trial. |
| 554 | { # A message representing a parameter to be tuned. Contains the name of the parameter and the suggested value to use for this trial. |
| 555 | "parameter": "A String", # The name of the parameter. |
| 556 | "floatValue": 3.14, # Must be set if ParameterType is DOUBLE or DISCRETE. |
| 557 | "intValue": "A String", # Must be set if ParameterType is INTEGER |
| 558 | "stringValue": "A String", # Must be set if ParameterTypeis CATEGORICAL |
| 559 | }, |
| 560 | ], |
| 561 | "finalMeasurement": { # A message representing a measurement. # The final measurement containing the objective value. |
| 562 | "stepCount": "A String", # The number of steps a machine learning model has been trained for. Must be non-negative. |
| 563 | "elapsedTime": "A String", # Output only. Time that the trial has been running at the point of this measurement. |
| 564 | "metrics": [ # Provides a list of metrics that act as inputs into the objective function. |
| 565 | { # A message representing a metric in the measurement. |
| 566 | "value": 3.14, # Required. The value for this metric. |
| 567 | "metric": "A String", # Required. Metric name. |
| 568 | }, |
| 569 | ], |
| 570 | }, |
| 571 | "clientId": "A String", # Output only. The identifier of the client that originally requested this trial. |
| 572 | "infeasibleReason": "A String", # Output only. A human readable string describing why the trial is infeasible. This should only be set if trial_infeasible is true. |
| 573 | "measurements": [ # A list of measurements that are strictly lexicographically ordered by their induced tuples (steps, elapsed_time). These are used for early stopping computations. |
| Bu Sun Kim | d059ad8 | 2020-07-22 17:02:09 -0700 | [diff] [blame] | 574 | { # A message representing a measurement. |
| Dmitry Frenkel | 3e17f89 | 2020-10-06 16:46:05 -0700 | [diff] [blame^] | 575 | "stepCount": "A String", # The number of steps a machine learning model has been trained for. Must be non-negative. |
| 576 | "elapsedTime": "A String", # Output only. Time that the trial has been running at the point of this measurement. |
| 577 | "metrics": [ # Provides a list of metrics that act as inputs into the objective function. |
| Bu Sun Kim | 6502091 | 2020-05-20 12:08:20 -0700 | [diff] [blame] | 578 | { # A message representing a metric in the measurement. |
| 579 | "value": 3.14, # Required. The value for this metric. |
| 580 | "metric": "A String", # Required. Metric name. |
| 581 | }, |
| 582 | ], |
| Bu Sun Kim | 6502091 | 2020-05-20 12:08:20 -0700 | [diff] [blame] | 583 | }, |
| Bu Sun Kim | d059ad8 | 2020-07-22 17:02:09 -0700 | [diff] [blame] | 584 | ], |
| Bu Sun Kim | d059ad8 | 2020-07-22 17:02:09 -0700 | [diff] [blame] | 585 | "state": "A String", # The detailed state of a trial. |
| Bu Sun Kim | d059ad8 | 2020-07-22 17:02:09 -0700 | [diff] [blame] | 586 | }</pre> |
| Bu Sun Kim | 6502091 | 2020-05-20 12:08:20 -0700 | [diff] [blame] | 587 | </div> |
| 588 | |
| 589 | <div class="method"> |
| 590 | <code class="details" id="suggest">suggest(parent, body=None, x__xgafv=None)</code> |
| Dmitry Frenkel | 3e17f89 | 2020-10-06 16:46:05 -0700 | [diff] [blame^] | 591 | <pre>Adds one or more trials to a study, with parameter values suggested by AI Platform Vizier. Returns a long-running operation associated with the generation of trial suggestions. When this long-running operation succeeds, it will contain a SuggestTrialsResponse. |
| Bu Sun Kim | 6502091 | 2020-05-20 12:08:20 -0700 | [diff] [blame] | 592 | |
| 593 | Args: |
| 594 | parent: string, Required. The name of the study that the trial belongs to. (required) |
| 595 | body: object, The request body. |
| 596 | The object takes the form of: |
| 597 | |
| 598 | { # The request message for the SuggestTrial service method. |
| Dmitry Frenkel | 3e17f89 | 2020-10-06 16:46:05 -0700 | [diff] [blame^] | 599 | "clientId": "A String", # Required. The identifier of the client that is requesting the suggestion. If multiple SuggestTrialsRequests have the same `client_id`, the service will return the identical suggested trial if the trial is pending, and provide a new trial if the last suggested trial was completed. |
| Bu Sun Kim | 6502091 | 2020-05-20 12:08:20 -0700 | [diff] [blame] | 600 | "suggestionCount": 42, # Required. The number of suggestions requested. |
| 601 | } |
| 602 | |
| 603 | x__xgafv: string, V1 error format. |
| 604 | Allowed values |
| 605 | 1 - v1 error format |
| 606 | 2 - v2 error format |
| 607 | |
| 608 | Returns: |
| 609 | An object of the form: |
| 610 | |
| Dmitry Frenkel | 3e17f89 | 2020-10-06 16:46:05 -0700 | [diff] [blame^] | 611 | { # This resource represents a long-running operation that is the result of a network API call. |
| 612 | "name": "A String", # The server-assigned name, which is only unique within the same service that originally returns it. If you use the default HTTP mapping, the `name` should be a resource name ending with `operations/{unique_id}`. |
| 613 | "response": { # The normal response of the operation in case of success. If the original method returns no data on success, such as `Delete`, the response is `google.protobuf.Empty`. If the original method is standard `Get`/`Create`/`Update`, the response should be the resource. For other methods, the response should have the type `XxxResponse`, where `Xxx` is the original method name. For example, if the original method name is `TakeSnapshot()`, the inferred response type is `TakeSnapshotResponse`. |
| 614 | "a_key": "", # Properties of the object. Contains field @type with type URL. |
| 615 | }, |
| 616 | "done": True or False, # If the value is `false`, it means the operation is still in progress. If `true`, the operation is completed, and either `error` or `response` is available. |
| 617 | "error": { # The `Status` type defines a logical error model that is suitable for different programming environments, including REST APIs and RPC APIs. It is used by [gRPC](https://github.com/grpc). Each `Status` message contains three pieces of data: error code, error message, and error details. You can find out more about this error model and how to work with it in the [API Design Guide](https://cloud.google.com/apis/design/errors). # The error result of the operation in case of failure or cancellation. |
| 618 | "code": 42, # The status code, which should be an enum value of google.rpc.Code. |
| 619 | "details": [ # A list of messages that carry the error details. There is a common set of message types for APIs to use. |
| Bu Sun Kim | 6502091 | 2020-05-20 12:08:20 -0700 | [diff] [blame] | 620 | { |
| 621 | "a_key": "", # Properties of the object. Contains field @type with type URL. |
| 622 | }, |
| 623 | ], |
| Dmitry Frenkel | 3e17f89 | 2020-10-06 16:46:05 -0700 | [diff] [blame^] | 624 | "message": "A String", # A developer-facing error message, which should be in English. Any user-facing error message should be localized and sent in the google.rpc.Status.details field, or localized by the client. |
| Bu Sun Kim | 6502091 | 2020-05-20 12:08:20 -0700 | [diff] [blame] | 625 | }, |
| Dmitry Frenkel | 3e17f89 | 2020-10-06 16:46:05 -0700 | [diff] [blame^] | 626 | "metadata": { # Service-specific metadata associated with the operation. It typically contains progress information and common metadata such as create time. Some services might not provide such metadata. Any method that returns a long-running operation should document the metadata type, if any. |
| Bu Sun Kim | 4ed7d3f | 2020-05-27 12:20:54 -0700 | [diff] [blame] | 627 | "a_key": "", # Properties of the object. Contains field @type with type URL. |
| 628 | }, |
| Bu Sun Kim | 6502091 | 2020-05-20 12:08:20 -0700 | [diff] [blame] | 629 | }</pre> |
| 630 | </div> |
| 631 | |
| 632 | </body></html> |