1*4d7e907cSAndroid Build Coastguard Worker/* 2*4d7e907cSAndroid Build Coastguard Worker * Copyright (C) 2019 The Android Open Source Project 3*4d7e907cSAndroid Build Coastguard Worker * 4*4d7e907cSAndroid Build Coastguard Worker * Licensed under the Apache License, Version 2.0 (the "License"); 5*4d7e907cSAndroid Build Coastguard Worker * you may not use this file except in compliance with the License. 6*4d7e907cSAndroid Build Coastguard Worker * You may obtain a copy of the License at 7*4d7e907cSAndroid Build Coastguard Worker * 8*4d7e907cSAndroid Build Coastguard Worker * http://www.apache.org/licenses/LICENSE-2.0 9*4d7e907cSAndroid Build Coastguard Worker * 10*4d7e907cSAndroid Build Coastguard Worker * Unless required by applicable law or agreed to in writing, software 11*4d7e907cSAndroid Build Coastguard Worker * distributed under the License is distributed on an "AS IS" BASIS, 12*4d7e907cSAndroid Build Coastguard Worker * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. 13*4d7e907cSAndroid Build Coastguard Worker * See the License for the specific language governing permissions and 14*4d7e907cSAndroid Build Coastguard Worker * limitations under the License. 15*4d7e907cSAndroid Build Coastguard Worker */ 16*4d7e907cSAndroid Build Coastguard Worker 17*4d7e907cSAndroid Build Coastguard Workerpackage [email protected]; 18*4d7e907cSAndroid Build Coastguard Worker 19*4d7e907cSAndroid Build Coastguard Workerimport @1.1::ExecutionPreference; 20*4d7e907cSAndroid Build Coastguard Workerimport @1.2::Constant; 21*4d7e907cSAndroid Build Coastguard Workerimport @1.2::DeviceType; 22*4d7e907cSAndroid Build Coastguard Workerimport @1.2::Extension; 23*4d7e907cSAndroid Build Coastguard Workerimport @1.2::IDevice; 24*4d7e907cSAndroid Build Coastguard Workerimport BufferDesc; 25*4d7e907cSAndroid Build Coastguard Workerimport BufferRole; 26*4d7e907cSAndroid Build Coastguard Workerimport Capabilities; 27*4d7e907cSAndroid Build Coastguard Workerimport ErrorStatus; 28*4d7e907cSAndroid Build Coastguard Workerimport Model; 29*4d7e907cSAndroid Build Coastguard Workerimport OptionalTimePoint; 30*4d7e907cSAndroid Build Coastguard Workerimport Priority; 31*4d7e907cSAndroid Build Coastguard Workerimport IBuffer; 32*4d7e907cSAndroid Build Coastguard Workerimport IPreparedModel; 33*4d7e907cSAndroid Build Coastguard Workerimport IPreparedModelCallback; 34*4d7e907cSAndroid Build Coastguard Worker 35*4d7e907cSAndroid Build Coastguard Worker/** 36*4d7e907cSAndroid Build Coastguard Worker * This interface represents a device driver. 37*4d7e907cSAndroid Build Coastguard Worker */ 38*4d7e907cSAndroid Build Coastguard Workerinterface IDevice extends @1.2::IDevice { 39*4d7e907cSAndroid Build Coastguard Worker /** 40*4d7e907cSAndroid Build Coastguard Worker * Gets the capabilities of a driver. 41*4d7e907cSAndroid Build Coastguard Worker * 42*4d7e907cSAndroid Build Coastguard Worker * @return status Error status of the call, must be: 43*4d7e907cSAndroid Build Coastguard Worker * - NONE if successful 44*4d7e907cSAndroid Build Coastguard Worker * - DEVICE_UNAVAILABLE if driver is offline or busy 45*4d7e907cSAndroid Build Coastguard Worker * - GENERAL_FAILURE if there is an unspecified error 46*4d7e907cSAndroid Build Coastguard Worker * @return capabilities Capabilities of the driver. 47*4d7e907cSAndroid Build Coastguard Worker */ 48*4d7e907cSAndroid Build Coastguard Worker getCapabilities_1_3() generates (ErrorStatus status, Capabilities capabilities); 49*4d7e907cSAndroid Build Coastguard Worker 50*4d7e907cSAndroid Build Coastguard Worker /** 51*4d7e907cSAndroid Build Coastguard Worker * Gets the supported operations in a model. 52*4d7e907cSAndroid Build Coastguard Worker * 53*4d7e907cSAndroid Build Coastguard Worker * getSupportedOperations indicates which operations of the top-level 54*4d7e907cSAndroid Build Coastguard Worker * subgraph are fully supported by the vendor driver. If an operation may 55*4d7e907cSAndroid Build Coastguard Worker * not be supported for any reason, getSupportedOperations must return 56*4d7e907cSAndroid Build Coastguard Worker * false for that operation. 57*4d7e907cSAndroid Build Coastguard Worker * 58*4d7e907cSAndroid Build Coastguard Worker * The {@link OperationType::IF} and {@link OperationType::WHILE} 59*4d7e907cSAndroid Build Coastguard Worker * operations may only be fully supported if the vendor driver fully 60*4d7e907cSAndroid Build Coastguard Worker * supports all operations in the referenced subgraphs. 61*4d7e907cSAndroid Build Coastguard Worker * 62*4d7e907cSAndroid Build Coastguard Worker * @param model A model whose operations--and their corresponding operands-- 63*4d7e907cSAndroid Build Coastguard Worker * are to be verified by the driver. 64*4d7e907cSAndroid Build Coastguard Worker * @return status Error status of the call, must be: 65*4d7e907cSAndroid Build Coastguard Worker * - NONE if successful 66*4d7e907cSAndroid Build Coastguard Worker * - DEVICE_UNAVAILABLE if driver is offline or busy 67*4d7e907cSAndroid Build Coastguard Worker * - GENERAL_FAILURE if there is an unspecified error 68*4d7e907cSAndroid Build Coastguard Worker * - INVALID_ARGUMENT if provided model is invalid 69*4d7e907cSAndroid Build Coastguard Worker * @return supportedOperations A list of supported operations, where true 70*4d7e907cSAndroid Build Coastguard Worker * indicates the operation is supported and false indicates the 71*4d7e907cSAndroid Build Coastguard Worker * operation is not supported. The index of "supported" corresponds with 72*4d7e907cSAndroid Build Coastguard Worker * the index of the operation it is describing. 73*4d7e907cSAndroid Build Coastguard Worker */ 74*4d7e907cSAndroid Build Coastguard Worker getSupportedOperations_1_3(Model model) 75*4d7e907cSAndroid Build Coastguard Worker generates (ErrorStatus status, vec<bool> supportedOperations); 76*4d7e907cSAndroid Build Coastguard Worker 77*4d7e907cSAndroid Build Coastguard Worker /** 78*4d7e907cSAndroid Build Coastguard Worker * Asynchronously creates a prepared model for execution and optionally 79*4d7e907cSAndroid Build Coastguard Worker * saves it into cache files. 80*4d7e907cSAndroid Build Coastguard Worker * 81*4d7e907cSAndroid Build Coastguard Worker * prepareModel is used to make any necessary transformations to or 82*4d7e907cSAndroid Build Coastguard Worker * alternative representations to a model for execution, possibly including 83*4d7e907cSAndroid Build Coastguard Worker * transformations on the constant data, optimization on the model's graph, 84*4d7e907cSAndroid Build Coastguard Worker * or compilation into the device's native binary format. The model itself 85*4d7e907cSAndroid Build Coastguard Worker * is not changed. 86*4d7e907cSAndroid Build Coastguard Worker * 87*4d7e907cSAndroid Build Coastguard Worker * Optionally, caching information may be provided for the driver to save 88*4d7e907cSAndroid Build Coastguard Worker * the prepared model to cache files for faster model compilation time when 89*4d7e907cSAndroid Build Coastguard Worker * the same model preparation is requested in the future. There are two 90*4d7e907cSAndroid Build Coastguard Worker * types of cache file handles provided to the driver: model cache and data 91*4d7e907cSAndroid Build Coastguard Worker * cache. For more information on the two types of cache handles, refer to 92*4d7e907cSAndroid Build Coastguard Worker * getNumberOfCacheFilesNeeded. 93*4d7e907cSAndroid Build Coastguard Worker * 94*4d7e907cSAndroid Build Coastguard Worker * The file descriptors must be opened with read and write permission. A 95*4d7e907cSAndroid Build Coastguard Worker * file may have any size, and the corresponding file descriptor may have 96*4d7e907cSAndroid Build Coastguard Worker * any offset. The driver must truncate a file to zero size before writing 97*4d7e907cSAndroid Build Coastguard Worker * to that file. The file descriptors may be closed by the client once the 98*4d7e907cSAndroid Build Coastguard Worker * asynchronous preparation has finished. The driver must dup a file 99*4d7e907cSAndroid Build Coastguard Worker * descriptor if it wants to get access to the cache file later. 100*4d7e907cSAndroid Build Coastguard Worker * 101*4d7e907cSAndroid Build Coastguard Worker * The model is prepared asynchronously with respect to the caller. The 102*4d7e907cSAndroid Build Coastguard Worker * prepareModel function must verify the inputs to the preparedModel 103*4d7e907cSAndroid Build Coastguard Worker * function related to preparing the model (as opposed to saving the 104*4d7e907cSAndroid Build Coastguard Worker * prepared model to cache) are correct. If there is an error, prepareModel 105*4d7e907cSAndroid Build Coastguard Worker * must immediately invoke the callback with the appropriate ErrorStatus 106*4d7e907cSAndroid Build Coastguard Worker * value and nullptr for the IPreparedModel, then return with the same 107*4d7e907cSAndroid Build Coastguard Worker * ErrorStatus. If the inputs to the prepareModel function that are related 108*4d7e907cSAndroid Build Coastguard Worker * to preparing the model are valid and there is no error, prepareModel must 109*4d7e907cSAndroid Build Coastguard Worker * launch an asynchronous task to prepare the model in the background, and 110*4d7e907cSAndroid Build Coastguard Worker * immediately return from prepareModel with ErrorStatus::NONE. If the 111*4d7e907cSAndroid Build Coastguard Worker * asynchronous task fails to launch, prepareModel must immediately invoke 112*4d7e907cSAndroid Build Coastguard Worker * the callback with ErrorStatus::GENERAL_FAILURE and nullptr for the 113*4d7e907cSAndroid Build Coastguard Worker * IPreparedModel, then return with ErrorStatus::GENERAL_FAILURE. 114*4d7e907cSAndroid Build Coastguard Worker * 115*4d7e907cSAndroid Build Coastguard Worker * When the asynchronous task has finished preparing the model, it must 116*4d7e907cSAndroid Build Coastguard Worker * immediately invoke the callback function provided as an input to 117*4d7e907cSAndroid Build Coastguard Worker * prepareModel. If the model was prepared successfully, the callback object 118*4d7e907cSAndroid Build Coastguard Worker * must be invoked with an error status of ErrorStatus::NONE and the 119*4d7e907cSAndroid Build Coastguard Worker * produced IPreparedModel object. If an error occurred preparing the model, 120*4d7e907cSAndroid Build Coastguard Worker * the callback object must be invoked with the appropriate ErrorStatus 121*4d7e907cSAndroid Build Coastguard Worker * value and nullptr for the IPreparedModel. 122*4d7e907cSAndroid Build Coastguard Worker * 123*4d7e907cSAndroid Build Coastguard Worker * The model is prepared with a priority. This priority is relative to other 124*4d7e907cSAndroid Build Coastguard Worker * prepared models owned by the same client. Higher priority executions may 125*4d7e907cSAndroid Build Coastguard Worker * use more compute resources than lower priority executions, and may 126*4d7e907cSAndroid Build Coastguard Worker * preempt or starve lower priority executions. 127*4d7e907cSAndroid Build Coastguard Worker * 128*4d7e907cSAndroid Build Coastguard Worker * prepareModel_1_3 can be called with an optional deadline. If the model 129*4d7e907cSAndroid Build Coastguard Worker * is not able to be prepared before the provided deadline, the model 130*4d7e907cSAndroid Build Coastguard Worker * preparation may be aborted, and either {@link 131*4d7e907cSAndroid Build Coastguard Worker * ErrorStatus::MISSED_DEADLINE_TRANSIENT} or {@link 132*4d7e907cSAndroid Build Coastguard Worker * ErrorStatus::MISSED_DEADLINE_PERSISTENT} may be returned. The error due 133*4d7e907cSAndroid Build Coastguard Worker * to an abort must be sent the same way as other errors, described above. 134*4d7e907cSAndroid Build Coastguard Worker * The deadline is represented as nanoseconds since the epoch of the steady 135*4d7e907cSAndroid Build Coastguard Worker * clock (as if from std::chrono::steady_clock::time_point), but the service 136*4d7e907cSAndroid Build Coastguard Worker * may convert it to the nanoseconds since boot time (as if from 137*4d7e907cSAndroid Build Coastguard Worker * clock_gettime(CLOCK_BOOTTIME, &ts) or 138*4d7e907cSAndroid Build Coastguard Worker * android::base::boot_clock::time_point) to account for time when the 139*4d7e907cSAndroid Build Coastguard Worker * system is suspended. This conversion can by done by finding the timeout 140*4d7e907cSAndroid Build Coastguard Worker * duration remaining compared to the steady_clock and adding it to the 141*4d7e907cSAndroid Build Coastguard Worker * current boot_clock time. 142*4d7e907cSAndroid Build Coastguard Worker * 143*4d7e907cSAndroid Build Coastguard Worker * Optionally, the driver may save the prepared model to cache during the 144*4d7e907cSAndroid Build Coastguard Worker * asynchronous preparation. Any error that occurs when saving to cache must 145*4d7e907cSAndroid Build Coastguard Worker * not affect the status of preparing the model. Even if the input arguments 146*4d7e907cSAndroid Build Coastguard Worker * related to the cache may be invalid, or the driver may fail to save to 147*4d7e907cSAndroid Build Coastguard Worker * cache, the prepareModel function must finish preparing the model. The 148*4d7e907cSAndroid Build Coastguard Worker * driver may choose not to save to cache even if the caching information is 149*4d7e907cSAndroid Build Coastguard Worker * provided and valid. 150*4d7e907cSAndroid Build Coastguard Worker * 151*4d7e907cSAndroid Build Coastguard Worker * The only information that may be unknown to the model at this stage is 152*4d7e907cSAndroid Build Coastguard Worker * the shape of the tensors, which may only be known at execution time. As 153*4d7e907cSAndroid Build Coastguard Worker * such, some driver services may return partially prepared models, where 154*4d7e907cSAndroid Build Coastguard Worker * the prepared model may only be finished when it is paired with a set of 155*4d7e907cSAndroid Build Coastguard Worker * inputs to the model. Note that the same prepared model object may be used 156*4d7e907cSAndroid Build Coastguard Worker * with different shapes of inputs on different (possibly concurrent) 157*4d7e907cSAndroid Build Coastguard Worker * executions. 158*4d7e907cSAndroid Build Coastguard Worker * 159*4d7e907cSAndroid Build Coastguard Worker * Multiple threads may call prepareModel on the same model concurrently. 160*4d7e907cSAndroid Build Coastguard Worker * 161*4d7e907cSAndroid Build Coastguard Worker * @param model The model to be prepared for execution. 162*4d7e907cSAndroid Build Coastguard Worker * @param preference Indicates the intended execution behavior of a prepared 163*4d7e907cSAndroid Build Coastguard Worker * model. 164*4d7e907cSAndroid Build Coastguard Worker * @param priority The priority of the prepared model relative to other 165*4d7e907cSAndroid Build Coastguard Worker * prepared models owned by the client. 166*4d7e907cSAndroid Build Coastguard Worker * @param deadline The time by which the model is expected to be prepared. 167*4d7e907cSAndroid Build Coastguard Worker * If the model cannot be prepared by the deadline, the preparation may 168*4d7e907cSAndroid Build Coastguard Worker * be aborted. 169*4d7e907cSAndroid Build Coastguard Worker * @param modelCache A vector of handles with each entry holding exactly one 170*4d7e907cSAndroid Build Coastguard Worker * cache file descriptor for the security-sensitive cache. The length of 171*4d7e907cSAndroid Build Coastguard Worker * the vector must either be 0 indicating that caching information is 172*4d7e907cSAndroid Build Coastguard Worker * not provided, or match the numModelCache returned from 173*4d7e907cSAndroid Build Coastguard Worker * getNumberOfCacheFilesNeeded. The cache handles will be provided in 174*4d7e907cSAndroid Build Coastguard Worker * the same order when retrieving the preparedModel from cache files 175*4d7e907cSAndroid Build Coastguard Worker * with prepareModelFromCache_1_3. 176*4d7e907cSAndroid Build Coastguard Worker * @param dataCache A vector of handles with each entry holding exactly one 177*4d7e907cSAndroid Build Coastguard Worker * cache file descriptor for the constants' cache. The length of the 178*4d7e907cSAndroid Build Coastguard Worker * vector must either be 0 indicating that caching information is not 179*4d7e907cSAndroid Build Coastguard Worker * provided, or match the numDataCache returned from 180*4d7e907cSAndroid Build Coastguard Worker * getNumberOfCacheFilesNeeded. The cache handles will be provided in 181*4d7e907cSAndroid Build Coastguard Worker * the same order when retrieving the preparedModel from cache files 182*4d7e907cSAndroid Build Coastguard Worker * with prepareModelFromCache_1_3. 183*4d7e907cSAndroid Build Coastguard Worker * @param token A caching token of length Constant::BYTE_SIZE_OF_CACHE_TOKEN 184*4d7e907cSAndroid Build Coastguard Worker * identifying the prepared model. The same token will be provided when 185*4d7e907cSAndroid Build Coastguard Worker * retrieving the prepared model from the cache files with 186*4d7e907cSAndroid Build Coastguard Worker * prepareModelFromCache_1_3. Tokens should be chosen to have a low rate of 187*4d7e907cSAndroid Build Coastguard Worker * collision for a particular application. The driver cannot detect a 188*4d7e907cSAndroid Build Coastguard Worker * collision; a collision will result in a failed execution or in a 189*4d7e907cSAndroid Build Coastguard Worker * successful execution that produces incorrect output values. If both 190*4d7e907cSAndroid Build Coastguard Worker * modelCache and dataCache are empty indicating that caching 191*4d7e907cSAndroid Build Coastguard Worker * information is not provided, this token must be ignored. 192*4d7e907cSAndroid Build Coastguard Worker * @param callback A callback object used to return the error status of 193*4d7e907cSAndroid Build Coastguard Worker * preparing the model for execution and the prepared model if 194*4d7e907cSAndroid Build Coastguard Worker * successful, nullptr otherwise. The callback object's notify function 195*4d7e907cSAndroid Build Coastguard Worker * must be called exactly once, even if the model could not be prepared. 196*4d7e907cSAndroid Build Coastguard Worker * @return status Error status of launching a task which prepares the model 197*4d7e907cSAndroid Build Coastguard Worker * in the background; must be: 198*4d7e907cSAndroid Build Coastguard Worker * - NONE if preparation task is successfully launched 199*4d7e907cSAndroid Build Coastguard Worker * - DEVICE_UNAVAILABLE if driver is offline or busy 200*4d7e907cSAndroid Build Coastguard Worker * - GENERAL_FAILURE if there is an unspecified error 201*4d7e907cSAndroid Build Coastguard Worker * - INVALID_ARGUMENT if one of the input arguments related to preparing 202*4d7e907cSAndroid Build Coastguard Worker * the model is invalid 203*4d7e907cSAndroid Build Coastguard Worker * - MISSED_DEADLINE_* if the preparation is aborted because the model 204*4d7e907cSAndroid Build Coastguard Worker * cannot be prepared by the deadline 205*4d7e907cSAndroid Build Coastguard Worker * - RESOURCE_EXHAUSTED_* if the task was aborted by the driver 206*4d7e907cSAndroid Build Coastguard Worker */ 207*4d7e907cSAndroid Build Coastguard Worker prepareModel_1_3(Model model, ExecutionPreference preference, 208*4d7e907cSAndroid Build Coastguard Worker Priority priority, OptionalTimePoint deadline, 209*4d7e907cSAndroid Build Coastguard Worker vec<handle> modelCache, vec<handle> dataCache, 210*4d7e907cSAndroid Build Coastguard Worker uint8_t[Constant:BYTE_SIZE_OF_CACHE_TOKEN] token, 211*4d7e907cSAndroid Build Coastguard Worker IPreparedModelCallback callback) 212*4d7e907cSAndroid Build Coastguard Worker generates (ErrorStatus status); 213*4d7e907cSAndroid Build Coastguard Worker 214*4d7e907cSAndroid Build Coastguard Worker /** 215*4d7e907cSAndroid Build Coastguard Worker * Creates a prepared model from cache files for execution. 216*4d7e907cSAndroid Build Coastguard Worker * 217*4d7e907cSAndroid Build Coastguard Worker * prepareModelFromCache_1_3 is used to retrieve a prepared model directly from 218*4d7e907cSAndroid Build Coastguard Worker * cache files to avoid slow model compilation time. There are 219*4d7e907cSAndroid Build Coastguard Worker * two types of cache file handles provided to the driver: model cache 220*4d7e907cSAndroid Build Coastguard Worker * and data cache. For more information on the two types of cache handles, 221*4d7e907cSAndroid Build Coastguard Worker * refer to getNumberOfCacheFilesNeeded. 222*4d7e907cSAndroid Build Coastguard Worker * 223*4d7e907cSAndroid Build Coastguard Worker * The file descriptors must be opened with read and write permission. A file may 224*4d7e907cSAndroid Build Coastguard Worker * have any size, and the corresponding file descriptor may have any offset. The 225*4d7e907cSAndroid Build Coastguard Worker * driver must truncate a file to zero size before writing to that file. The file 226*4d7e907cSAndroid Build Coastguard Worker * descriptors may be closed by the client once the asynchronous preparation has 227*4d7e907cSAndroid Build Coastguard Worker * finished. The driver must dup a file descriptor if it wants to get access to 228*4d7e907cSAndroid Build Coastguard Worker * the cache file later. 229*4d7e907cSAndroid Build Coastguard Worker * 230*4d7e907cSAndroid Build Coastguard Worker * The model is prepared asynchronously with respect to the caller. The 231*4d7e907cSAndroid Build Coastguard Worker * prepareModelFromCache_1_3 function must verify the inputs to the 232*4d7e907cSAndroid Build Coastguard Worker * prepareModelFromCache_1_3 function are correct, and that the security-sensitive 233*4d7e907cSAndroid Build Coastguard Worker * cache has not been modified since it was last written by the driver. 234*4d7e907cSAndroid Build Coastguard Worker * If there is an error, or if compilation caching is not supported, or if the 235*4d7e907cSAndroid Build Coastguard Worker * security-sensitive cache has been modified, prepareModelFromCache_1_3 must 236*4d7e907cSAndroid Build Coastguard Worker * immediately invoke the callback with the appropriate ErrorStatus value and 237*4d7e907cSAndroid Build Coastguard Worker * nullptr for the IPreparedModel, then return with the same ErrorStatus. If 238*4d7e907cSAndroid Build Coastguard Worker * the inputs to the prepareModelFromCache_1_3 function are valid, the security-sensitive 239*4d7e907cSAndroid Build Coastguard Worker * cache is not modified, and there is no error, prepareModelFromCache_1_3 must launch an 240*4d7e907cSAndroid Build Coastguard Worker * asynchronous task to prepare the model in the background, and immediately return 241*4d7e907cSAndroid Build Coastguard Worker * from prepareModelFromCache_1_3 with ErrorStatus::NONE. If the asynchronous task 242*4d7e907cSAndroid Build Coastguard Worker * fails to launch, prepareModelFromCache_1_3 must immediately invoke the callback 243*4d7e907cSAndroid Build Coastguard Worker * with ErrorStatus::GENERAL_FAILURE and nullptr for the IPreparedModel, then 244*4d7e907cSAndroid Build Coastguard Worker * return with ErrorStatus::GENERAL_FAILURE. 245*4d7e907cSAndroid Build Coastguard Worker * 246*4d7e907cSAndroid Build Coastguard Worker * When the asynchronous task has finished preparing the model, it must 247*4d7e907cSAndroid Build Coastguard Worker * immediately invoke the callback function provided as an input to 248*4d7e907cSAndroid Build Coastguard Worker * prepareModelFromCache_1_3. If the model was prepared successfully, the 249*4d7e907cSAndroid Build Coastguard Worker * callback object must be invoked with an error status of ErrorStatus::NONE 250*4d7e907cSAndroid Build Coastguard Worker * and the produced IPreparedModel object. If an error occurred preparing 251*4d7e907cSAndroid Build Coastguard Worker * the model, the callback object must be invoked with the appropriate 252*4d7e907cSAndroid Build Coastguard Worker * ErrorStatus value and nullptr for the IPreparedModel. 253*4d7e907cSAndroid Build Coastguard Worker * 254*4d7e907cSAndroid Build Coastguard Worker * prepareModelFromCache_1_3 can be called with an optional deadline. If the 255*4d7e907cSAndroid Build Coastguard Worker * model is not able to prepared before the provided deadline, the model 256*4d7e907cSAndroid Build Coastguard Worker * preparation may be aborted, and either {@link 257*4d7e907cSAndroid Build Coastguard Worker * ErrorStatus::MISSED_DEADLINE_TRANSIENT} 258*4d7e907cSAndroid Build Coastguard Worker * or {@link ErrorStatus::MISSED_DEADLINE_PERSISTENT} may be returned. The 259*4d7e907cSAndroid Build Coastguard Worker * error due to an abort must be sent the same way as other errors, 260*4d7e907cSAndroid Build Coastguard Worker * described above. The deadline is represented as nanoseconds since the 261*4d7e907cSAndroid Build Coastguard Worker * epoch of the steady clock (as if from 262*4d7e907cSAndroid Build Coastguard Worker * std::chrono::steady_clock::time_point), but the service may convert it to 263*4d7e907cSAndroid Build Coastguard Worker * the nanoseconds since boot time (as if from 264*4d7e907cSAndroid Build Coastguard Worker * clock_gettime(CLOCK_BOOTTIME, &ts) or 265*4d7e907cSAndroid Build Coastguard Worker * android::base::boot_clock::time_point) to account for time when the 266*4d7e907cSAndroid Build Coastguard Worker * system is suspended. This conversion can by done by finding the timeout 267*4d7e907cSAndroid Build Coastguard Worker * duration remaining compared to the steady_clock and adding it to the 268*4d7e907cSAndroid Build Coastguard Worker * current boot_clock time. 269*4d7e907cSAndroid Build Coastguard Worker * 270*4d7e907cSAndroid Build Coastguard Worker * The only information that may be unknown to the model at this stage is 271*4d7e907cSAndroid Build Coastguard Worker * the shape of the tensors, which may only be known at execution time. As 272*4d7e907cSAndroid Build Coastguard Worker * such, some driver services may return partially prepared models, where 273*4d7e907cSAndroid Build Coastguard Worker * the prepared model may only be finished when it is paired with a set of 274*4d7e907cSAndroid Build Coastguard Worker * inputs to the model. Note that the same prepared model object may be 275*4d7e907cSAndroid Build Coastguard Worker * used with different shapes of inputs on different (possibly concurrent) 276*4d7e907cSAndroid Build Coastguard Worker * executions. 277*4d7e907cSAndroid Build Coastguard Worker * 278*4d7e907cSAndroid Build Coastguard Worker * @param deadline The time by which the model is expected to be prepared. 279*4d7e907cSAndroid Build Coastguard Worker * If the model cannot be prepared by the deadline, the preparation may 280*4d7e907cSAndroid Build Coastguard Worker * be aborted. 281*4d7e907cSAndroid Build Coastguard Worker * @param modelCache A vector of handles with each entry holding exactly one 282*4d7e907cSAndroid Build Coastguard Worker * cache file descriptor for the security-sensitive cache. The length of 283*4d7e907cSAndroid Build Coastguard Worker * the vector must match the numModelCache returned from getNumberOfCacheFilesNeeded. 284*4d7e907cSAndroid Build Coastguard Worker * The cache handles will be provided in the same order as with prepareModel_1_3. 285*4d7e907cSAndroid Build Coastguard Worker * @param dataCache A vector of handles with each entry holding exactly one 286*4d7e907cSAndroid Build Coastguard Worker * cache file descriptor for the constants' cache. The length of the vector 287*4d7e907cSAndroid Build Coastguard Worker * must match the numDataCache returned from getNumberOfCacheFilesNeeded. 288*4d7e907cSAndroid Build Coastguard Worker * The cache handles will be provided in the same order as with prepareModel_1_3. 289*4d7e907cSAndroid Build Coastguard Worker * @param token A caching token of length Constant::BYTE_SIZE_OF_CACHE_TOKEN 290*4d7e907cSAndroid Build Coastguard Worker * identifying the prepared model. It is the same token provided when saving 291*4d7e907cSAndroid Build Coastguard Worker * the cache files with prepareModel_1_3. Tokens should be chosen 292*4d7e907cSAndroid Build Coastguard Worker * to have a low rate of collision for a particular application. The driver 293*4d7e907cSAndroid Build Coastguard Worker * cannot detect a collision; a collision will result in a failed execution 294*4d7e907cSAndroid Build Coastguard Worker * or in a successful execution that produces incorrect output values. 295*4d7e907cSAndroid Build Coastguard Worker * @param callback A callback object used to return the error status of 296*4d7e907cSAndroid Build Coastguard Worker * preparing the model for execution and the prepared model if 297*4d7e907cSAndroid Build Coastguard Worker * successful, nullptr otherwise. The callback object's notify function 298*4d7e907cSAndroid Build Coastguard Worker * must be called exactly once, even if the model could not be prepared. 299*4d7e907cSAndroid Build Coastguard Worker * @return status Error status of launching a task which prepares the model 300*4d7e907cSAndroid Build Coastguard Worker * in the background; must be: 301*4d7e907cSAndroid Build Coastguard Worker * - NONE if preparation task is successfully launched 302*4d7e907cSAndroid Build Coastguard Worker * - DEVICE_UNAVAILABLE if driver is offline or busy 303*4d7e907cSAndroid Build Coastguard Worker * - GENERAL_FAILURE if caching is not supported or if there is an 304*4d7e907cSAndroid Build Coastguard Worker * unspecified error 305*4d7e907cSAndroid Build Coastguard Worker * - INVALID_ARGUMENT if one of the input arguments is invalid 306*4d7e907cSAndroid Build Coastguard Worker * - MISSED_DEADLINE_* if the preparation is aborted because the model 307*4d7e907cSAndroid Build Coastguard Worker * cannot be prepared by the deadline 308*4d7e907cSAndroid Build Coastguard Worker * - RESOURCE_EXHAUSTED_* if the task was aborted by the driver 309*4d7e907cSAndroid Build Coastguard Worker */ 310*4d7e907cSAndroid Build Coastguard Worker prepareModelFromCache_1_3(OptionalTimePoint deadline, 311*4d7e907cSAndroid Build Coastguard Worker vec<handle> modelCache, vec<handle> dataCache, 312*4d7e907cSAndroid Build Coastguard Worker uint8_t[Constant:BYTE_SIZE_OF_CACHE_TOKEN] token, 313*4d7e907cSAndroid Build Coastguard Worker IPreparedModelCallback callback) 314*4d7e907cSAndroid Build Coastguard Worker generates (ErrorStatus status); 315*4d7e907cSAndroid Build Coastguard Worker 316*4d7e907cSAndroid Build Coastguard Worker /** 317*4d7e907cSAndroid Build Coastguard Worker * Allocates a driver-managed buffer with the properties specified by the buffer descriptor 318*4d7e907cSAndroid Build Coastguard Worker * as well as the input and output roles. 319*4d7e907cSAndroid Build Coastguard Worker * 320*4d7e907cSAndroid Build Coastguard Worker * The allocate function must verify its inputs are correct. If there is an error, or if a 321*4d7e907cSAndroid Build Coastguard Worker * certain role or property is not supported by the driver, the allocate 322*4d7e907cSAndroid Build Coastguard Worker * function must return with an appropriate ErrorStatus, a nullptr as the IBuffer, and 0 as the 323*4d7e907cSAndroid Build Coastguard Worker * buffer token. If the allocation is successful, this method must return with ErrorStatus::NONE 324*4d7e907cSAndroid Build Coastguard Worker * and the produced IBuffer with a positive token identifying the allocated buffer. A successful 325*4d7e907cSAndroid Build Coastguard Worker * allocation must accommodate all of the specified roles and buffer properties. 326*4d7e907cSAndroid Build Coastguard Worker * 327*4d7e907cSAndroid Build Coastguard Worker * The buffer is allocated to an uninitialized state. An uninitialized buffer may only be used 328*4d7e907cSAndroid Build Coastguard Worker * in ways that are specified by outputRoles. A buffer is initialized after it is used as an 329*4d7e907cSAndroid Build Coastguard Worker * output in a successful execution, or after a successful invocation of IBuffer::copyFrom on 330*4d7e907cSAndroid Build Coastguard Worker * the buffer. An initialized buffer may be used according to all roles specified in inputRoles 331*4d7e907cSAndroid Build Coastguard Worker * and outputRoles. A buffer will return to the uninitialized state if it is used as an output 332*4d7e907cSAndroid Build Coastguard Worker * in a failed execution, or after a failed invocation of IBuffer::copyFrom on the buffer. 333*4d7e907cSAndroid Build Coastguard Worker * 334*4d7e907cSAndroid Build Coastguard Worker * The dimensions of the buffer can be deduced from the buffer descriptor as well as the 335*4d7e907cSAndroid Build Coastguard Worker * dimensions of the corresponding model operands of the input and output roles. The dimensions 336*4d7e907cSAndroid Build Coastguard Worker * or rank of the buffer may be unknown at this stage. As such, some driver services may only 337*4d7e907cSAndroid Build Coastguard Worker * create a placeholder and defer the actual allocation until execution time. Note that the 338*4d7e907cSAndroid Build Coastguard Worker * same buffer may be used for different shapes of outputs on different executions. When the 339*4d7e907cSAndroid Build Coastguard Worker * buffer is used as an input, the input shape must be the same as the output shape from the 340*4d7e907cSAndroid Build Coastguard Worker * last execution using this buffer as an output. 341*4d7e907cSAndroid Build Coastguard Worker * 342*4d7e907cSAndroid Build Coastguard Worker * The driver must apply proper validatation upon every usage of the buffer, and must fail the 343*4d7e907cSAndroid Build Coastguard Worker * execution immediately if the usage is illegal. 344*4d7e907cSAndroid Build Coastguard Worker * 345*4d7e907cSAndroid Build Coastguard Worker * @param desc A buffer descriptor specifying the properties of the buffer to allocate. 346*4d7e907cSAndroid Build Coastguard Worker * @param preparedModels A vector of IPreparedModel objects. Must only contain IPreparedModel 347*4d7e907cSAndroid Build Coastguard Worker * objects from the same IDevice as this method is being invoked on. 348*4d7e907cSAndroid Build Coastguard Worker * @param inputRoles A vector of roles with each specifying an input to a prepared model. 349*4d7e907cSAndroid Build Coastguard Worker * @param outputRoles A vector of roles with each specifying an output to a prepared model. 350*4d7e907cSAndroid Build Coastguard Worker * Each role specified in inputRoles and outputRoles must be unique. The corresponding 351*4d7e907cSAndroid Build Coastguard Worker * model operands of the roles must have the same OperandType, scale, zero point, and 352*4d7e907cSAndroid Build Coastguard Worker * ExtraParams. The dimensions of the operands and the dimensions specified in the buffer 353*4d7e907cSAndroid Build Coastguard Worker * descriptor must be compatible with each other. Two dimensions are incompatible if there 354*4d7e907cSAndroid Build Coastguard Worker * is at least one axis that is fully specified in both but has different values. 355*4d7e907cSAndroid Build Coastguard Worker * @return status Error status of the buffer allocation. Must be: 356*4d7e907cSAndroid Build Coastguard Worker * - NONE if successful 357*4d7e907cSAndroid Build Coastguard Worker * - DEVICE_UNAVAILABLE if driver is offline or busy 358*4d7e907cSAndroid Build Coastguard Worker * - GENERAL_FAILURE if a certain buffer property or a certain role is not supported, 359*4d7e907cSAndroid Build Coastguard Worker * or if there is an unspecified error 360*4d7e907cSAndroid Build Coastguard Worker * - INVALID_ARGUMENT if one of the input arguments is invalid 361*4d7e907cSAndroid Build Coastguard Worker * @return buffer The allocated IBuffer object. If the buffer was unable to be allocated 362*4d7e907cSAndroid Build Coastguard Worker * due to an error, nullptr must be returned. 363*4d7e907cSAndroid Build Coastguard Worker * @return token A positive token identifying the allocated buffer. The same token will be 364*4d7e907cSAndroid Build Coastguard Worker * provided when referencing the buffer as one of the memory pools in the request of an 365*4d7e907cSAndroid Build Coastguard Worker * execution. The token must not collide with the tokens of other IBuffer objects that are 366*4d7e907cSAndroid Build Coastguard Worker * currently alive in the same driver service. If the buffer was unable to be allocated 367*4d7e907cSAndroid Build Coastguard Worker * due to an error, the token must be 0. 368*4d7e907cSAndroid Build Coastguard Worker */ 369*4d7e907cSAndroid Build Coastguard Worker allocate(BufferDesc desc, vec<IPreparedModel> preparedModels, vec<BufferRole> inputRoles, 370*4d7e907cSAndroid Build Coastguard Worker vec<BufferRole> outputRoles) 371*4d7e907cSAndroid Build Coastguard Worker generates (ErrorStatus status, IBuffer buffer, uint32_t token); 372*4d7e907cSAndroid Build Coastguard Worker}; 373