neuralnetworks/1.3/IDevice.hal

/*
 * Copyright (C) 2019 The Android Open Source Project
 *
 * Licensed under the Apache License, Version 2.0 (the "License");
 * you may not use this file except in compliance with the License.
 * You may obtain a copy of the License at
 *
 *      http://www.apache.org/licenses/LICENSE-2.0
 *
 * Unless required by applicable law or agreed to in writing, software
 * distributed under the License is distributed on an "AS IS" BASIS,
 * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 * See the License for the specific language governing permissions and
 * limitations under the License.
 */

package android.hardware.neuralnetworks@1.3;

import @1.0::ErrorStatus;
import @1.1::ExecutionPreference;
import @1.2::Constant;
import @1.2::DeviceType;
import @1.2::Extension;
import @1.2::IDevice;
import BufferDesc;
import BufferRole;
import Capabilities;
import Model;
import IBuffer;
import IPreparedModel;
import IPreparedModelCallback;

/**
 * This interface represents a device driver.
 */
interface IDevice extends @1.2::IDevice {
    /**
     * Gets the capabilities of a driver.
     *
     * @return status Error status of the call, must be:
     *                - NONE if successful
     *                - DEVICE_UNAVAILABLE if driver is offline or busy
     *                - GENERAL_FAILURE if there is an unspecified error
     * @return capabilities Capabilities of the driver.
     */
    getCapabilities_1_3() generates (ErrorStatus status, Capabilities capabilities);

    /**
     * Gets the supported operations in a model.
     *
     * getSupportedOperations indicates which operations of the top-level
     * subgraph are fully supported by the vendor driver. If an operation may
     * not be supported for any reason, getSupportedOperations must return
     * false for that operation.
     *
     * The {@link OperationType::IF} and {@link OperationType::WHILE}
     * operations may only be fully supported if the vendor driver fully
     * supports all operations in the referenced subgraphs.
     *
     * @param model A model whose operations--and their corresponding operands--
     *     are to be verified by the driver.
     * @return status Error status of the call, must be:
     *     - NONE if successful
     *     - DEVICE_UNAVAILABLE if driver is offline or busy
     *     - GENERAL_FAILURE if there is an unspecified error
     *     - INVALID_ARGUMENT if provided model is invalid
     * @return supportedOperations A list of supported operations, where true
     *     indicates the operation is supported and false indicates the
     *     operation is not supported. The index of "supported" corresponds with
     *     the index of the operation it is describing.
     */
    getSupportedOperations_1_3(Model model)
        generates (ErrorStatus status, vec<bool> supportedOperations);

    /**
     * Asynchronously creates a prepared model for execution and optionally
     * saves it into cache files.
     *
     * prepareModel is used to make any necessary transformations to or
     * alternative representations to a model for execution, possibly including
     * transformations on the constant data, optimization on the model's graph,
     * or compilation into the device's native binary format. The model itself
     * is not changed.
     *
     * Optionally, caching information may be provided for the driver to save
     * the prepared model to cache files for faster model compilation time when
     * the same model preparation is requested in the future. There are two
     * types of cache file handles provided to the driver: model cache and data
     * cache. For more information on the two types of cache handles, refer to
     * getNumberOfCacheFilesNeeded.
     *
     * The file descriptors must be opened with read and write permission. A
     * file may have any size, and the corresponding file descriptor may have
     * any offset. The driver must truncate a file to zero size before writing
     * to that file. The file descriptors may be closed by the client once the
     * asynchronous preparation has finished. The driver must dup a file
     * descriptor if it wants to get access to the cache file later.
     *
     * The model is prepared asynchronously with respect to the caller. The
     * prepareModel function must verify the inputs to the preparedModel
     * function related to preparing the model (as opposed to saving the
     * prepared model to cache) are correct. If there is an error, prepareModel
     * must immediately invoke the callback with the appropriate ErrorStatus
     * value and nullptr for the IPreparedModel, then return with the same
     * ErrorStatus. If the inputs to the prepareModel function that are related
     * to preparing the model are valid and there is no error, prepareModel must
     * launch an asynchronous task to prepare the model in the background, and
     * immediately return from prepareModel with ErrorStatus::NONE. If the
     * asynchronous task fails to launch, prepareModel must immediately invoke
     * the callback with ErrorStatus::GENERAL_FAILURE and nullptr for the
     * IPreparedModel, then return with ErrorStatus::GENERAL_FAILURE.
     *
     * When the asynchronous task has finished preparing the model, it must
     * immediately invoke the callback function provided as an input to
     * prepareModel. If the model was prepared successfully, the callback object
     * must be invoked with an error status of ErrorStatus::NONE and the
     * produced IPreparedModel object. If an error occurred preparing the model,
     * the callback object must be invoked with the appropriate ErrorStatus
     * value and nullptr for the IPreparedModel.
     *
     * Optionally, the driver may save the prepared model to cache during the
     * asynchronous preparation. Any error that occurs when saving to cache must
     * not affect the status of preparing the model. Even if the input arguments
     * related to the cache may be invalid, or the driver may fail to save to
     * cache, the prepareModel function must finish preparing the model. The
     * driver may choose not to save to cache even if the caching information is
     * provided and valid.
     *
     * The only information that may be unknown to the model at this stage is
     * the shape of the tensors, which may only be known at execution time. As
     * such, some driver services may return partially prepared models, where
     * the prepared model may only be finished when it is paired with a set of
     * inputs to the model. Note that the same prepared model object may be used
     * with different shapes of inputs on different (possibly concurrent)
     * executions.
     *
     * Multiple threads may call prepareModel on the same model concurrently.
     *
     * @param model The model to be prepared for execution.
     * @param preference Indicates the intended execution behavior of a prepared
     *     model.
     * @param modelCache A vector of handles with each entry holding exactly one
     *     cache file descriptor for the security-sensitive cache. The length of
     *     the vector must either be 0 indicating that caching information is
     *     not provided, or match the numModelCache returned from
     *     getNumberOfCacheFilesNeeded. The cache handles will be provided in
     *     the same order when retrieving the preparedModel from cache files
     *     with prepareModelFromCache_1_3.
     * @param dataCache A vector of handles with each entry holding exactly one
     *     cache file descriptor for the constants' cache. The length of the
     *     vector must either be 0 indicating that caching information is not
     *     provided, or match the numDataCache returned from
     *     getNumberOfCacheFilesNeeded. The cache handles will be provided in
     *     the same order when retrieving the preparedModel from cache files
     *     with prepareModelFromCache_1_3.
     * @param token A caching token of length Constant::BYTE_SIZE_OF_CACHE_TOKEN
     *     identifying the prepared model. The same token will be provided when
     *     retrieving the prepared model from the cache files with
     *     prepareModelFromCache_1_3.  Tokens should be chosen to have a low rate of
     *     collision for a particular application. The driver cannot detect a
     *     collision; a collision will result in a failed execution or in a
     *     successful execution that produces incorrect output values. If both
     *     modelCache and dataCache are empty indicating that caching
     *     information is not provided, this token must be ignored.
     * @param callback A callback object used to return the error status of
     *     preparing the model for execution and the prepared model if
     *     successful, nullptr otherwise. The callback object's notify function
     *     must be called exactly once, even if the model could not be prepared.
     * @return status Error status of launching a task which prepares the model
     *     in the background; must be:
     *     - NONE if preparation task is successfully launched
     *     - DEVICE_UNAVAILABLE if driver is offline or busy
     *     - GENERAL_FAILURE if there is an unspecified error
     *     - INVALID_ARGUMENT if one of the input arguments related to preparing
     *       the model is invalid
     */
    prepareModel_1_3(Model model, ExecutionPreference preference,
                     vec<handle> modelCache, vec<handle> dataCache,
                     uint8_t[Constant:BYTE_SIZE_OF_CACHE_TOKEN] token,
                     IPreparedModelCallback callback)
        generates (ErrorStatus status);

    /**
     * Creates a prepared model from cache files for execution.
     *
     * prepareModelFromCache_1_3 is used to retrieve a prepared model directly from
     * cache files to avoid slow model compilation time. There are
     * two types of cache file handles provided to the driver: model cache
     * and data cache. For more information on the two types of cache handles,
     * refer to getNumberOfCacheFilesNeeded.
     *
     * The file descriptors must be opened with read and write permission. A file may
     * have any size, and the corresponding file descriptor may have any offset. The
     * driver must truncate a file to zero size before writing to that file. The file
     * descriptors may be closed by the client once the asynchronous preparation has
     * finished. The driver must dup a file descriptor if it wants to get access to
     * the cache file later.
     *
     * The model is prepared asynchronously with respect to the caller. The
     * prepareModelFromCache_1_3 function must verify the inputs to the
     * prepareModelFromCache_1_3 function are correct, and that the security-sensitive
     * cache has not been modified since it was last written by the driver.
     * If there is an error, or if compilation caching is not supported, or if the
     * security-sensitive cache has been modified, prepareModelFromCache_1_3 must
     * immediately invoke the callback with the appropriate ErrorStatus value and
     * nullptr for the IPreparedModel, then return with the same ErrorStatus. If
     * the inputs to the prepareModelFromCache_1_3 function are valid, the security-sensitive
     * cache is not modified, and there is no error, prepareModelFromCache_1_3 must launch an
     * asynchronous task to prepare the model in the background, and immediately return
     * from prepareModelFromCache_1_3 with ErrorStatus::NONE. If the asynchronous task
     * fails to launch, prepareModelFromCache_1_3 must immediately invoke the callback
     * with ErrorStatus::GENERAL_FAILURE and nullptr for the IPreparedModel, then
     * return with ErrorStatus::GENERAL_FAILURE.
     *
     * When the asynchronous task has finished preparing the model, it must
     * immediately invoke the callback function provided as an input to
     * prepareModelFromCache_1_3. If the model was prepared successfully, the
     * callback object must be invoked with an error status of ErrorStatus::NONE
     * and the produced IPreparedModel object. If an error occurred preparing
     * the model, the callback object must be invoked with the appropriate
     * ErrorStatus value and nullptr for the IPreparedModel.
     *
     * The only information that may be unknown to the model at this stage is
     * the shape of the tensors, which may only be known at execution time. As
     * such, some driver services may return partially prepared models, where
     * the prepared model may only be finished when it is paired with a set of
     * inputs to the model. Note that the same prepared model object may be
     * used with different shapes of inputs on different (possibly concurrent)
     * executions.
     *
     * @param modelCache A vector of handles with each entry holding exactly one
     *     cache file descriptor for the security-sensitive cache. The length of
     *     the vector must match the numModelCache returned from getNumberOfCacheFilesNeeded.
     *     The cache handles will be provided in the same order as with prepareModel_1_3.
     * @param dataCache A vector of handles with each entry holding exactly one
     *     cache file descriptor for the constants' cache. The length of the vector
     *     must match the numDataCache returned from getNumberOfCacheFilesNeeded.
     *     The cache handles will be provided in the same order as with prepareModel_1_3.
     * @param token A caching token of length Constant::BYTE_SIZE_OF_CACHE_TOKEN
     *     identifying the prepared model. It is the same token provided when saving
     *     the cache files with prepareModel_1_3. Tokens should be chosen
     *     to have a low rate of collision for a particular application. The driver
     *     cannot detect a collision; a collision will result in a failed execution
     *     or in a successful execution that produces incorrect output values.
     * @param callback A callback object used to return the error status of
     *     preparing the model for execution and the prepared model if
     *     successful, nullptr otherwise. The callback object's notify function
     *     must be called exactly once, even if the model could not be prepared.
     * @return status Error status of launching a task which prepares the model
     *     in the background; must be:
     *     - NONE if preparation task is successfully launched
     *     - DEVICE_UNAVAILABLE if driver is offline or busy
     *     - GENERAL_FAILURE if caching is not supported or if there is an
     *       unspecified error
     *     - INVALID_ARGUMENT if one of the input arguments is invalid
     */
    prepareModelFromCache_1_3(vec<handle> modelCache, vec<handle> dataCache,
                              uint8_t[Constant:BYTE_SIZE_OF_CACHE_TOKEN] token,
                              IPreparedModelCallback callback)
            generates (ErrorStatus status);

    /**
     * Allocates a driver-managed buffer with the properties specified by the buffer descriptor
     * as well as the input and output roles.
     *
     * The allocate function must verify its inputs are correct. If there is an error, or if a
     * certain role or property is not supported by the driver, the allocate
     * function must return with an appropriate ErrorStatus, a nullptr as the IBuffer, and 0 as the
     * buffer token. If the allocation is successful, this method must return with ErrorStatus::NONE
     * and the produced IBuffer with a positive token identifying the allocated buffer. A successful
     * allocation must accommodate all of the specified roles and buffer properties.
     *
     * The buffer is allocated to an uninitialized state. An uninitialized buffer may only be used
     * in ways that are specified by outputRoles. A buffer is initialized after it is used as an
     * output in a successful execution, or after a successful invocation of IBuffer::copyFrom on
     * the buffer. An initialized buffer may be used according to all roles specified in inputRoles
     * and outputRoles. A buffer will return to the uninitialized state if it is used as an output
     * in a failed execution, or after a failed invocation of IBuffer::copyFrom on the buffer.
     *
     * The dimensions of the buffer can be deduced from the buffer descriptor as well as the
     * dimensions of the corresponding model operands of the input and output roles. The dimensions
     * or rank of the buffer may be unknown at this stage. As such, some driver services may only
     * create a placeholder and defer the actual allocation until execution time. Note that the
     * same buffer may be used for different shapes of outputs on different executions. When the
     * buffer is used as an input, the input shape must be the same as the output shape from the
     * last execution using this buffer as an output.
     *
     * The driver must apply proper validatation upon every usage of the buffer, and must fail the
     * execution immediately if the usage is illegal.
     *
     * @param desc A buffer descriptor specifying the properties of the buffer to allocate.
     * @param preparedModels A vector of IPreparedModel objects. Must only contain IPreparedModel
     *     objects from the same IDevice as this method is being invoked on.
     * @param inputRoles A vector of roles with each specifying an input to a prepared model.
     * @param outputRoles A vector of roles with each specifying an output to a prepared model.
     *     Each role specified in inputRoles and outputRoles must be unique. The corresponding
     *     model operands of the roles must have the same OperandType, scale, zero point, and
     *     ExtraParams. The dimensions of the operands and the dimensions specified in the buffer
     *     descriptor must be compatible with each other. Two dimensions are incompatible if there
     *     is at least one axis that is fully specified in both but has different values.
     * @return status Error status of the buffer allocation. Must be:
     *     - NONE if successful
     *     - DEVICE_UNAVAILABLE if driver is offline or busy
     *     - GENERAL_FAILURE if a certain buffer property or a certain role is not supported,
     *       or if there is an unspecified error
     *     - INVALID_ARGUMENT if one of the input arguments is invalid
     * @return buffer The allocated IBuffer object. If the buffer was unable to be allocated
     *     due to an error, nullptr must be returned.
     * @return token A positive token identifying the allocated buffer. The same token will be
     *     provided when referencing the buffer as one of the memory pools in the request of an
     *     execution. The token must not collide with the tokens of other IBuffer objects that are
     *     currently alive in the same driver service. If the buffer was unable to be allocated
     *     due to an error, the token must be 0.
     */
    allocate(BufferDesc desc, vec<IPreparedModel> preparedModels, vec<BufferRole> inputRoles,
             vec<BufferRole> outputRoles)
            generates (ErrorStatus status, IBuffer buffer, int32_t token);
};