Patent Grant
11496600
The present disclosure relates generally to using machine-learned models, and more specifically to techniques for remote execution of machine-learned models.
Machine-learned models are statistical models that have been trained using a predetermined set of training data. Machine-learned models can be configured to perform specific tasks, such as making inferences (e.g., classification, clustering, or prediction) based on the predetermined set of training data. For example, machine-learned models can be used to infer objects represented in a given image or predict a subsequent word given a sequence of words. Examples of machine-learned models include recurrent neural network models, convolution neural network models, and the like.
The present disclosure relates to remote execution of machine-learned models. In one exemplary process, one or more wireless signals are detected by a first electronic device. The one or more wireless signals originate from a second electronic device positioned within a threshold proximity of the first electronic device. The second electronic device includes a machine-learned model associated with an application implemented on the first electronic device. Based on the one or more wireless signals, a communication connection is established with the second electronic device. Upon establishing the communication connection, a proxy to the machine-learned model is generated for the application. Input data is obtained via a sensor of the first electronic device. A representation of the input data is sent to the second electronic device via the proxy and the established communication connection. Sending the representation of the input data initiates the second electronic device to generate an output from processing the representation of the input data through the machine-learned model. A result from the second electronic device is received via the communication connection. The result is derived from the generated output. A representation of the result is outputted via the user interface of the application.
Generating the proxy to the machine-learned model can enable the first electronic device to access and utilize the machine-learned model of the second electronic device more seamlessly and efficiently. For example, the proxy makes the machine-learned model appear to the application as though it is loaded and available for use on the first electronic device, which improve the efficiency at which the representation of the input data is processed through the machine-learned model. This results in an improvement in the functioning of the first electronic device.
For a better understanding of the various described embodiments, reference should be made to the Description of Embodiments below, in conjunction with the following drawings in which like reference numerals refer to corresponding parts throughout the figures.
The following description sets forth exemplary methods, parameters, and the like. It should be recognized, however, that such description is not intended as a limitation on the scope of the present disclosure but is instead provided as a description of exemplary embodiments.
Remote execution of machine-learned models can be desirable. For example, an entity or enterprise may develop a proprietary machine-learned model (e.g., with proprietary training data and/or using proprietary training techniques) for its clients or customers to use. The entity or enterprise may, for strategic reasons, choose to maintain control over the model and not distribute copies of the model onto the devices of its clients or customers. For example, maintaining control over the model can enable the entity or enterprise to more effectively introduce updates to the model. In such cases, the entity or enterprise may host its machine-learned model on one or more host devices and allow the user devices of its clients or customers to remotely access the machine-learned model to perform inferencing tasks. In implementing remote execution of machine-learned models, it can be desirable for the remote execution process to be robust and efficient. For example, it can be desirable for the communication connections between the applications running on the user devices and the machine-learned models loaded on the host devices to facilitate quick and reliable data processing. In addition, it can be desirable for the machine-learned models to be compatible with various types of user devices. For example, remote execution of machine-learned models can be implemented such that user devices with limited computing resources can access and utilize the models without overburdening local resources and causing high response latency. It can further be desirable for the remote machine-learned models to be compatible with different versions of applications running on user devices. For example, the machine-learned models on host devices can support both older as well as newer versions of applications.
Techniques for remote execution of machine-learned models described herein can address the various considerations described above. In accordance with some embodiments described herein, one or more signals are detected by a first electronic device (e.g., a user device). The one or more signals originate from a second electronic device (e.g., a host device) positioned within a threshold proximity of the first electronic device. The one or more signals contain, for example, information regarding a machine-learned model stored and available for use on the second electronic device. The information can facilitate support for different versions of applications running on user devices. For example, the information can enable user devices to discover host devices advertising models that are compatible with the respective versions of applications running on the user devices. Based on the one or more signals, a communication connection is established between the first electronic device and the second electronic device. The communication connection establishes, for example, a direct virtual data pipeline between the application running on the first electronic device and the machine-learned model on the second electronic device (e.g., via machine learning layers, such as machine learning layers 612 and 614 shown in
Below,
Although the following description uses terms “first,” “second,” etc. to describe various elements, these elements should not be limited by the terms. These terms are only used to distinguish one element from another. For example, a first touch could be termed a second touch, and, similarly, a second touch could be termed a first touch, without departing from the scope of the various described embodiments. The first touch and the second touch are both touches, but they are not the same touch.
The terminology used in the description of the various described embodiments herein is for the purpose of describing particular embodiments only and is not intended to be limiting. As used in the description of the various described embodiments and the appended claims, the singular forms “a,” “an,” and “the” are intended to include the plural forms as well, unless the context clearly indicates otherwise. It will also be understood that the term “and/or” as used herein refers to and encompasses any and all possible combinations of one or more of the associated listed items. It will be further understood that the terms “includes,” “including,” “comprises,” and/or “comprising,” when used in this specification, specify the presence of stated features, integers, steps, operations, elements, and/or components, but do not preclude the presence or addition of one or more other features, integers, steps, operations, elements, components, and/or groups thereof.
The term “if” is, optionally, construed to mean “when” or “upon” or “in response to determining” or “in response to detecting,” depending on the context. Similarly, the phrase “if it is determined” or “if [a stated condition or event] is detected” is, optionally, construed to mean “upon determining” or “in response to determining” or “upon detecting [the stated condition or event]” or “in response to detecting [the stated condition or event],” depending on the context.
Embodiments of electronic devices, user interfaces for such devices, and associated processes for using such devices are described. In some embodiments, the device is a portable communications device, such as a mobile telephone, that also contains other functions, such as PDA and/or music player functions. Exemplary embodiments of portable multifunction devices include, without limitation, the iPhone®, iPod Touch®, and iPad® devices from Apple Inc. of Cupertino, Calif. Other portable electronic devices, such as laptops or tablet computers with touch-sensitive surfaces (e.g., touch screen displays and/or touchpads), are, optionally, used. It should also be understood that, in some embodiments, the device is not a portable communications device, but is a desktop computer with a touch-sensitive surface (e.g., a touch screen display and/or a touchpad).
In the discussion that follows, an electronic device that includes a display and a touch-sensitive surface is described. It should be understood, however, that the electronic device optionally includes one or more other physical user-interface devices, such as a physical keyboard, a mouse, and/or a joystick.
The device typically supports a variety of applications, such as one or more of the following: a drawing application, a presentation application, a word processing application, a website creation application, a disk authoring application, a spreadsheet application, a gaming application, a telephone application, a video conferencing application, an e-mail application, an instant messaging application, a workout support application, a photo management application, a digital camera application, a digital video camera application, a web browsing application, a digital music player application, and/or a digital video player application.
The various applications that are executed on the device optionally use at least one common physical user-interface device, such as the touch-sensitive surface. One or more functions of the touch-sensitive surface as well as corresponding information displayed on the device are, optionally, adjusted and/or varied from one application to the next and/or within a respective application. In this way, a common physical architecture (such as the touch-sensitive surface) of the device optionally supports the variety of applications with user interfaces that are intuitive and transparent to the user.
Attention is now directed toward embodiments of portable devices with touch-sensitive displays.
As used in the specification and claims, the term “intensity” of a contact on a touch-sensitive surface refers to the force or pressure (force per unit area) of a contact (e.g., a finger contact) on the touch-sensitive surface, or to a substitute (proxy) for the force or pressure of a contact on the touch-sensitive surface. The intensity of a contact has a range of values that includes at least four distinct values and more typically includes hundreds of distinct values (e.g., at least 256). Intensity of a contact is, optionally, determined (or measured) using various approaches and various sensors or combinations of sensors. For example, one or more force sensors underneath or adjacent to the touch-sensitive surface are, optionally, used to measure force at various points on the touch-sensitive surface. In some implementations, force measurements from multiple force sensors are combined (e.g., a weighted average) to determine an estimated force of a contact. Similarly, a pressure-sensitive tip of a stylus is, optionally, used to determine a pressure of the stylus on the touch-sensitive surface. Alternatively, the size of the contact area detected on the touch-sensitive surface and/or changes thereto, the capacitance of the touch-sensitive surface proximate to the contact and/or changes thereto, and/or the resistance of the touch-sensitive surface proximate to the contact and/or changes thereto are, optionally, used as a substitute for the force or pressure of the contact on the touch-sensitive surface. In some implementations, the substitute measurements for contact force or pressure are used directly to determine whether an intensity threshold has been exceeded (e.g., the intensity threshold is described in units corresponding to the substitute measurements). In some implementations, the substitute measurements for contact force or pressure are converted to an estimated force or pressure, and the estimated force or pressure is used to determine whether an intensity threshold has been exceeded (e.g., the intensity threshold is a pressure threshold measured in units of pressure). Using the intensity of a contact as an attribute of a user input allows for user access to additional device functionality that may otherwise not be accessible by the user on a reduced-size device with limited real estate for displaying affordances (e.g., on a touch-sensitive display) and/or receiving user input (e.g., via a touch-sensitive display, a touch-sensitive surface, or a physical/mechanical control such as a knob or a button).
As used in the specification and claims, the term “tactile output” refers to physical displacement of a device relative to a previous position of the device, physical displacement of a component (e.g., a touch-sensitive surface) of a device relative to another component (e.g., housing) of the device, or displacement of the component relative to a center of mass of the device that will be detected by a user with the user's sense of touch. For example, in situations where the device or the component of the device is in contact with a surface of a user that is sensitive to touch (e.g., a finger, palm, or other part of a user's hand), the tactile output generated by the physical displacement will be interpreted by the user as a tactile sensation corresponding to a perceived change in physical characteristics of the device or the component of the device. For example, movement of a touch-sensitive surface (e.g., a touch-sensitive display or trackpad) is, optionally, interpreted by the user as a “down click” or “up click” of a physical actuator button. In some cases, a user will feel a tactile sensation such as an “down click” or “up click” even when there is no movement of a physical actuator button associated with the touch-sensitive surface that is physically pressed (e.g., displaced) by the user's movements. As another example, movement of the touch-sensitive surface is, optionally, interpreted or sensed by the user as “roughness” of the touch-sensitive surface, even when there is no change in smoothness of the touch-sensitive surface. While such interpretations of touch by a user will be subject to the individualized sensory perceptions of the user, there are many sensory perceptions of touch that are common to a large majority of users. Thus, when a tactile output is described as corresponding to a particular sensory perception of a user (e.g., an “up click,” a “down click,” “roughness”), unless otherwise stated, the generated tactile output corresponds to physical displacement of the device or a component thereof that will generate the described sensory perception for a typical (or average) user.
It should be appreciated that device 100 is only one example of a portable multifunction device, and that device 100 optionally has more or fewer components than shown, optionally combines two or more components, or optionally has a different configuration or arrangement of the components. The various components shown in
Memory 102 optionally includes high-speed random access memory and optionally also includes non-volatile memory, such as one or more magnetic disk storage devices, flash memory devices, or other non-volatile solid-state memory devices. Memory controller 122 optionally controls access to memory 102 by other components of device 100.
Peripherals interface 118 can be used to couple input and output peripherals of the device to CPU 120 and memory 102. The one or more processors 120 run or execute various software programs and/or sets of instructions stored in memory 102 to perform various functions for device 100 and to process data. In some embodiments, peripherals interface 118, CPU 120, and memory controller 122 are, optionally, implemented on a single chip, such as chip 104. In some other embodiments, they are, optionally, implemented on separate chips.
RF (radio frequency) circuitry 108 receives and sends RF signals, also called electromagnetic signals. RF circuitry 108 converts electrical signals to/from electromagnetic signals and communicates with communications networks and other communications devices via the electromagnetic signals. RF circuitry 108 optionally includes well-known circuitry for performing these functions, including but not limited to an antenna system, an RF transceiver, one or more amplifiers, a tuner, one or more oscillators, a digital signal processor, a CODEC chipset, a subscriber identity module (SIM) card, memory, and so forth. RF circuitry 108 optionally communicates with networks, such as the Internet, also referred to as the World Wide Web (WWW), an intranet and/or a wireless network, such as a cellular telephone network, a wireless local area network (LAN) and/or a metropolitan area network (MAN), and other devices by wireless communication. The RF circuitry 108 optionally includes well-known circuitry for detecting near field communication (NFC) fields, such as by a short-range communication radio. The wireless communication optionally uses any of a plurality of communications standards, protocols, and technologies, including but not limited to Global System for Mobile Communications (GSM), Enhanced Data GSM Environment (EDGE), high-speed downlink packet access (HSDPA), high-speed uplink packet access (HSUPA), Evolution, Data-Only (EV-DO), HSPA, HSPA+, Dual-Cell HSPA (DC-HSPDA), long term evolution (LTE), near field communication (NFC), wideband code division multiple access (W-CDMA), code division multiple access (CDMA), time division multiple access (TDMA), Bluetooth, Bluetooth Low Energy (BTLE), Wireless Fidelity (Wi-Fi) (e.g., IEEE 802.11a, IEEE 802.11b, IEEE 802.11g, IEEE 802.11n, and/or IEEE 802.11ac), voice over Internet Protocol (VoIP), Wi-MAX, a protocol for e-mail (e.g., Internet message access protocol (IMAP) and/or post office protocol (POP)), instant messaging (e.g., extensible messaging and presence protocol (XMPP), Session Initiation Protocol for Instant Messaging and Presence Leveraging Extensions (SIMPLE), Instant Messaging and Presence Service (IMPS)), and/or Short Message Service (SMS), or any other suitable communication protocol, including communication protocols not yet developed as of the filing date of this document.
Audio circuitry 110, speaker 111, and microphone 113 provide an audio interface between a user and device 100. Audio circuitry 110 receives audio data from peripherals interface 118, converts the audio data to an electrical signal, and transmits the electrical signal to speaker 111. Speaker 111 converts the electrical signal to human-audible sound waves. Audio circuitry 110 also receives electrical signals converted by microphone 113 from sound waves. Audio circuitry 110 converts the electrical signal to audio data and transmits the audio data to peripherals interface 118 for processing. Audio data is, optionally, retrieved from and/or transmitted to memory 102 and/or RF circuitry 108 by peripherals interface 118. In some embodiments, audio circuitry 110 also includes a headset jack (e.g., 212,
I/O subsystem 106 couples input/output peripherals on device 100, such as touch screen 112 and other input control devices 116, to peripherals interface 118. I/O subsystem 106 optionally includes display controller 156, optical sensor controller 158, depth camera controller 169, intensity sensor controller 159, haptic feedback controller 161, and one or more input controllers 160 for other input or control devices. The one or more input controllers 160 receive/send electrical signals from/to other input control devices 116. The other input control devices 116 optionally include physical buttons (e.g., push buttons, rocker buttons, etc.), dials, slider switches, joysticks, click wheels, and so forth. In some alternate embodiments, input controller(s) 160 are, optionally, coupled to any (or none) of the following: a keyboard, an infrared port, a USB port, and a pointer device such as a mouse. The one or more buttons (e.g., 208,
A quick press of the push button optionally disengages a lock of touch screen 112 or optionally begins a process that uses gestures on the touch screen to unlock the device, as described in U.S. patent application Ser. No. 11/322,549, “Unlocking a Device by Performing Gestures on an Unlock Image,” filed Dec. 23, 2005, U.S. Pat. No. 7,657,849, which is hereby incorporated by reference in its entirety. A longer press of the push button (e.g., 206) optionally turns power to device 100 on or off. The functionality of one or more of the buttons are, optionally, user-customizable. Touch screen 112 is used to implement virtual or soft buttons and one or more soft keyboards.
Touch-sensitive display 112 provides an input interface and an output interface between the device and a user. Display controller 156 receives and/or sends electrical signals from/to touch screen 112. Touch screen 112 displays visual output to the user. The visual output optionally includes graphics, text, icons, video, and any combination thereof (collectively termed “graphics”). In some embodiments, some or all of the visual output optionally corresponds to user-interface objects.
Touch screen 112 has a touch-sensitive surface, sensor, or set of sensors that accepts input from the user based on haptic and/or tactile contact. Touch screen 112 and display controller 156 (along with any associated modules and/or sets of instructions in memory 102) detect contact (and any movement or breaking of the contact) on touch screen 112 and convert the detected contact into interaction with user-interface objects (e.g., one or more soft keys, icons, web pages, or images) that are displayed on touch screen 112. In an exemplary embodiment, a point of contact between touch screen 112 and the user corresponds to a finger of the user.
Touch screen 112 optionally uses LCD (liquid crystal display) technology, LPD (light emitting polymer display) technology, or LED (light emitting diode) technology, although other display technologies are used in other embodiments. Touch screen 112 and display controller 156 optionally detect contact and any movement or breaking thereof using any of a plurality of touch sensing technologies now known or later developed, including but not limited to capacitive, resistive, infrared, and surface acoustic wave technologies, as well as other proximity sensor arrays or other elements for determining one or more points of contact with touch screen 112. In an exemplary embodiment, projected mutual capacitance sensing technology is used, such as that found in the iPhone® and iPod Touch® from Apple Inc. of Cupertino, Calif.
A touch-sensitive display in some embodiments of touch screen 112 is, optionally, analogous to the multi-touch sensitive touchpads described in the following U.S. Pat. No. 6,323,846 (Westerman et al.), U.S. Pat. No. 6,570,557 (Westerman et al.), and/or U.S. Pat. No. 6,677,932 (Westerman), and/or U.S. Patent Publication 2002/0015024A1, each of which is hereby incorporated by reference in its entirety. However, touch screen 112 displays visual output from device 100, whereas touch-sensitive touchpads do not provide visual output.
A touch-sensitive display in some embodiments of touch screen 112 is described in the following applications: (1) U.S. patent application Ser. No. 11/381,313, “Multipoint Touch Surface Controller,” filed May 2, 2006; (2) U.S. patent application Ser. No. 10/840,862, “Multipoint Touchscreen,” filed May 6, 2004; (3) U.S. patent application Ser. No. 10/903,964, “Gestures For Touch Sensitive Input Devices,” filed Jul. 30, 2004; (4) U.S. patent application Ser. No. 11/048,264, “Gestures For Touch Sensitive Input Devices,” filed Jan. 31, 2005; (5) U.S. patent application Ser. No. 11/038,590, “Mode-Based Graphical User Interfaces For Touch Sensitive Input Devices,” filed Jan. 18, 2005; (6) U.S. patent application Ser. No. 11/228,758, “Virtual Input Device Placement On A Touch Screen User Interface,” filed Sep. 16, 2005; (7) U.S. patent application Ser. No. 11/228,700, “Operation Of A Computer With A Touch Screen Interface,” filed Sep. 16, 2005; (8) U.S. patent application Ser. No. 11/228,737, “Activating Virtual Keys Of A Touch-Screen Virtual Keyboard,” filed Sep. 16, 2005; and (9) U.S. patent application Ser. No. 11/367,749, “Multi-Functional Hand-Held Device,” filed Mar. 3, 2006. All of these applications are incorporated by reference herein in their entirety.
Touch screen 112 optionally has a video resolution in excess of 100 dpi. In some embodiments, the touch screen has a video resolution of approximately 160 dpi. The user optionally makes contact with touch screen 112 using any suitable object or appendage, such as a stylus, a finger, and so forth. In some embodiments, the user interface is designed to work primarily with finger-based contacts and gestures, which can be less precise than stylus-based input due to the larger area of contact of a finger on the touch screen. In some embodiments, the device translates the rough finger-based input into a precise pointer/cursor position or command for performing the actions desired by the user.
In some embodiments, in addition to the touch screen, device 100 optionally includes a touchpad for activating or deactivating particular functions. In some embodiments, the touchpad is a touch-sensitive area of the device that, unlike the touch screen, does not display visual output. The touchpad is, optionally, a touch-sensitive surface that is separate from touch screen 112 or an extension of the touch-sensitive surface formed by the touch screen.
Device 100 also includes power system 162 for powering the various components. Power system 162 optionally includes a power management system, one or more power sources (e.g., battery, alternating current (AC)), a recharging system, a power failure detection circuit, a power converter or inverter, a power status indicator (e.g., a light-emitting diode (LED)) and any other components associated with the generation, management and distribution of power in portable devices.
Device 100 optionally also includes one or more optical sensors 164.
Device 100 optionally also includes one or more depth camera sensors 175.
Device 100 optionally also includes one or more contact intensity sensors 165.
Device 100 optionally also includes one or more proximity sensors 166.
Device 100 optionally also includes one or more tactile output generators 167.
Device 100 optionally also includes one or more accelerometers 168.
In some embodiments, the software components stored in memory 102 include operating system 126, communication module (or set of instructions) 128, contact/motion module (or set of instructions) 130, graphics module (or set of instructions) 132, text input module (or set of instructions) 134, Global Positioning System (GPS) module (or set of instructions) 135, and applications (or sets of instructions) 136. Furthermore, in some embodiments, memory 102 (
Operating system 126 (e.g., Darwin, RTXC, LINUX, UNIX, OS X, iOS, WINDOWS, or an embedded operating system such as VxWorks) includes various software components and/or drivers for controlling and managing general system tasks (e.g., memory management, storage device control, power management, etc.) and facilitates communication between various hardware and software components.
Communication module 128 facilitates communication with other devices over one or more external ports 124 and also includes various software components for handling data received by RF circuitry 108 and/or external port 124. External port 124 (e.g., Universal Serial Bus (USB), FIREWIRE, etc.) is adapted for coupling directly to other devices or indirectly over a network (e.g., the Internet, wireless LAN, etc.). In some embodiments, the external port is a multi-pin (e.g., 30-pin) connector that is the same as, or similar to and/or compatible with, the 30-pin connector used on iPod® (trademark of Apple Inc.) devices.
Contact/motion module 130 optionally detects contact with touch screen 112 (in conjunction with display controller 156) and other touch-sensitive devices (e.g., a touchpad or physical click wheel). Contact/motion module 130 includes various software components for performing various operations related to detection of contact, such as determining if contact has occurred (e.g., detecting a finger-down event), determining an intensity of the contact (e.g., the force or pressure of the contact or a substitute for the force or pressure of the contact), determining if there is movement of the contact and tracking the movement across the touch-sensitive surface (e.g., detecting one or more finger-dragging events), and determining if the contact has ceased (e.g., detecting a finger-up event or a break in contact). Contact/motion module 130 receives contact data from the touch-sensitive surface. Determining movement of the point of contact, which is represented by a series of contact data, optionally includes determining speed (magnitude), velocity (magnitude and direction), and/or an acceleration (a change in magnitude and/or direction) of the point of contact. These operations are, optionally, applied to single contacts (e.g., one finger contacts) or to multiple simultaneous contacts (e.g., “multitouch”/multiple finger contacts). In some embodiments, contact/motion module 130 and display controller 156 detect contact on a touchpad.
In some embodiments, contact/motion module 130 uses a set of one or more intensity thresholds to determine whether an operation has been performed by a user (e.g., to determine whether a user has “clicked” on an icon). In some embodiments, at least a subset of the intensity thresholds are determined in accordance with software parameters (e.g., the intensity thresholds are not determined by the activation thresholds of particular physical actuators and can be adjusted without changing the physical hardware of device 100). For example, a mouse “click” threshold of a trackpad or touch screen display can be set to any of a large range of predefined threshold values without changing the trackpad or touch screen display hardware. Additionally, in some implementations, a user of the device is provided with software settings for adjusting one or more of the set of intensity thresholds (e.g., by adjusting individual intensity thresholds and/or by adjusting a plurality of intensity thresholds at once with a system-level click “intensity” parameter).
Contact/motion module 130 optionally detects a gesture input by a user. Different gestures on the touch-sensitive surface have different contact patterns (e.g., different motions, timings, and/or intensities of detected contacts). Thus, a gesture is, optionally, detected by detecting a particular contact pattern. For example, detecting a finger tap gesture includes detecting a finger-down event followed by detecting a finger-up (liftoff) event at the same position (or substantially the same position) as the finger-down event (e.g., at the position of an icon). As another example, detecting a finger swipe gesture on the touch-sensitive surface includes detecting a finger-down event followed by detecting one or more finger-dragging events, and subsequently followed by detecting a finger-up (liftoff) event.
Graphics module 132 includes various known software components for rendering and displaying graphics on touch screen 112 or other display, including components for changing the visual impact (e.g., brightness, transparency, saturation, contrast, or other visual property) of graphics that are displayed. As used herein, the term “graphics” includes any object that can be displayed to a user, including, without limitation, text, web pages, icons (such as user-interface objects including soft keys), digital images, videos, animations, and the like.
In some embodiments, graphics module 132 stores data representing graphics to be used. Each graphic is, optionally, assigned a corresponding code. Graphics module 132 receives, from applications etc., one or more codes specifying graphics to be displayed along with, if necessary, coordinate data and other graphic property data, and then generates screen image data to output to display controller 156.
Haptic feedback module 133 includes various software components for generating instructions used by tactile output generator(s) 167 to produce tactile outputs at one or more locations on device 100 in response to user interactions with device 100.
Text input module 134, which is, optionally, a component of graphics module 132, provides soft keyboards for entering text in various applications (e.g., contacts 137, e-mail 140, IM 141, browser 147, and any other application that needs text input).
GPS module 135 determines the location of the device and provides this information for use in various applications (e.g., to telephone 138 for use in location-based dialing; to camera 143 as picture/video metadata; and to applications that provide location-based services such as weather widgets, local yellow page widgets, and map/navigation widgets).
Applications 136 optionally include the following modules (or sets of instructions), or a subset or superset thereof:
Examples of other applications 136 that are, optionally, stored in memory 102 include other word processing applications, other image editing applications, drawing applications, presentation applications, JAVA-enabled applications, encryption, digital rights management, voice recognition, and voice replication.
In conjunction with touch screen 112, display controller 156, contact/motion module 130, graphics module 132, and text input module 134, contacts module 137 are, optionally, used to manage an address book or contact list (e.g., stored in application internal state 192 of contacts module 137 in memory 102 or memory 370), including: adding name(s) to the address book; deleting name(s) from the address book; associating telephone number(s), e-mail address(es), physical address(es) or other information with a name; associating an image with a name; categorizing and sorting names; providing telephone numbers or e-mail addresses to initiate and/or facilitate communications by telephone 138, video conference module 139, e-mail 140, or IM 141; and so forth.
In conjunction with RF circuitry 108, audio circuitry 110, speaker 111, microphone 113, touch screen 112, display controller 156, contact/motion module 130, graphics module 132, and text input module 134, telephone module 138 are optionally, used to enter a sequence of characters corresponding to a telephone number, access one or more telephone numbers in contacts module 137, modify a telephone number that has been entered, dial a respective telephone number, conduct a conversation, and disconnect or hang up when the conversation is completed. As noted above, the wireless communication optionally uses any of a plurality of communications standards, protocols, and technologies.
In conjunction with RF circuitry 108, audio circuitry 110, speaker 111, microphone 113, touch screen 112, display controller 156, optical sensor 164, optical sensor controller 158, contact/motion module 130, graphics module 132, text input module 134, contacts module 137, and telephone module 138, video conference module 139 includes executable instructions to initiate, conduct, and terminate a video conference between a user and one or more other participants in accordance with user instructions.
In conjunction with RF circuitry 108, touch screen 112, display controller 156, contact/motion module 130, graphics module 132, and text input module 134, e-mail client module 140 includes executable instructions to create, send, receive, and manage e-mail in response to user instructions. In conjunction with image management module 144, e-mail client module 140 makes it very easy to create and send e-mails with still or video images taken with camera module 143.
In conjunction with RF circuitry 108, touch screen 112, display controller 156, contact/motion module 130, graphics module 132, and text input module 134, the instant messaging module 141 includes executable instructions to enter a sequence of characters corresponding to an instant message, to modify previously entered characters, to transmit a respective instant message (for example, using a Short Message Service (SMS) or Multimedia Message Service (MMS) protocol for telephony-based instant messages or using XMPP, SIMPLE, or IMPS for Internet-based instant messages), to receive instant messages, and to view received instant messages. In some embodiments, transmitted and/or received instant messages optionally include graphics, photos, audio files, video files and/or other attachments as are supported in an MMS and/or an Enhanced Messaging Service (EMS). As used herein, “instant messaging” refers to both telephony-based messages (e.g., messages sent using SMS or MMS) and Internet-based messages (e.g., messages sent using XMPP, SIMPLE, or IMPS).
In conjunction with RF circuitry 108, touch screen 112, display controller 156, contact/motion module 130, graphics module 132, text input module 134, GPS module 135, map module 154, and music player module, workout support module 142 includes executable instructions to create workouts (e.g., with time, distance, and/or calorie burning goals); communicate with workout sensors (sports devices); receive workout sensor data; calibrate sensors used to monitor a workout; select and play music for a workout; and display, store, and transmit workout data.
In conjunction with touch screen 112, display controller 156, optical sensor(s) 164, optical sensor controller 158, contact/motion module 130, graphics module 132, and image management module 144, camera module 143 includes executable instructions to capture still images or video (including a video stream) and store them into memory 102, modify characteristics of a still image or video, or delete a still image or video from memory 102.
In conjunction with touch screen 112, display controller 156, contact/motion module 130, graphics module 132, text input module 134, and camera module 143, image management module 144 includes executable instructions to arrange, modify (e.g., edit), or otherwise manipulate, label, delete, present (e.g., in a digital slide show or album), and store still and/or video images.
In conjunction with RF circuitry 108, touch screen 112, display controller 156, contact/motion module 130, graphics module 132, and text input module 134, browser module 147 includes executable instructions to browse the Internet in accordance with user instructions, including searching, linking to, receiving, and displaying web pages or portions thereof, as well as attachments and other files linked to web pages.
In conjunction with RF circuitry 108, touch screen 112, display controller 156, contact/motion module 130, graphics module 132, text input module 134, e-mail client module 140, and browser module 147, calendar module 148 includes executable instructions to create, display, modify, and store calendars and data associated with calendars (e.g., calendar entries, to-do lists, etc.) in accordance with user instructions.
In conjunction with RF circuitry 108, touch screen 112, display controller 156, contact/motion module 130, graphics module 132, text input module 134, and browser module 147, widget modules 149 are mini-applications that are, optionally, downloaded and used by a user (e.g., weather widget 149-1, stocks widget 149-2, calculator widget 149-3, alarm clock widget 149-4, and dictionary widget 149-5) or created by the user (e.g., user-created widget 149-6). In some embodiments, a widget includes an HTML (Hypertext Markup Language) file, a CSS (Cascading Style Sheets) file, and a JavaScript file. In some embodiments, a widget includes an XML (Extensible Markup Language) file and a JavaScript file (e.g., Yahoo! Widgets).
In conjunction with RF circuitry 108, touch screen 112, display controller 156, contact/motion module 130, graphics module 132, text input module 134, and browser module 147, the widget creator module 150 are, optionally, used by a user to create widgets (e.g., turning a user-specified portion of a web page into a widget).
In conjunction with touch screen 112, display controller 156, contact/motion module 130, graphics module 132, and text input module 134, search module 151 includes executable instructions to search for text, music, sound, image, video, and/or other files in memory 102 that match one or more search criteria (e.g., one or more user-specified search terms) in accordance with user instructions.
In conjunction with touch screen 112, display controller 156, contact/motion module 130, graphics module 132, audio circuitry 110, speaker 111, RF circuitry 108, and browser module 147, video and music player module 152 includes executable instructions that allow the user to download and play back recorded music and other sound files stored in one or more file formats, such as MP3 or AAC files, and executable instructions to display, present, or otherwise play back videos (e.g., on touch screen 112 or on an external, connected display via external port 124). In some embodiments, device 100 optionally includes the functionality of an MP3 player, such as an iPod (trademark of Apple Inc.).
In conjunction with touch screen 112, display controller 156, contact/motion module 130, graphics module 132, and text input module 134, notes module 153 includes executable instructions to create and manage notes, to-do lists, and the like in accordance with user instructions.
In conjunction with RF circuitry 108, touch screen 112, display controller 156, contact/motion module 130, graphics module 132, text input module 134, GPS module 135, and browser module 147, map module 154 are, optionally, used to receive, display, modify, and store maps and data associated with maps (e.g., driving directions, data on stores and other points of interest at or near a particular location, and other location-based data) in accordance with user instructions.
In conjunction with touch screen 112, display controller 156, contact/motion module 130, graphics module 132, audio circuitry 110, speaker 111, RF circuitry 108, text input module 134, e-mail client module 140, and browser module 147, online video module 155 includes instructions that allow the user to access, browse, receive (e.g., by streaming and/or download), play back (e.g., on the touch screen or on an external, connected display via external port 124), send an e-mail with a link to a particular online video, and otherwise manage online videos in one or more file formats, such as H.264. In some embodiments, instant messaging module 141, rather than e-mail client module 140, is used to send a link to a particular online video. Additional description of the online video application can be found in U.S. Provisional Patent Application No. 60/936,562, “Portable Multifunction Device, Method, and Graphical User Interface for Playing Online Videos,” filed Jun. 20, 2007, and U.S. patent application Ser. No. 11/968,067, “Portable Multifunction Device, Method, and Graphical User Interface for Playing Online Videos,” filed Dec. 31, 2007, the contents of which are hereby incorporated by reference in their entirety.
Each of the above-identified modules and applications corresponds to a set of executable instructions for performing one or more functions described above and the methods described in this application (e.g., the computer-implemented methods and other information processing methods described herein). These modules (e.g., sets of instructions) need not be implemented as separate software programs, procedures, or modules, and thus various subsets of these modules are, optionally, combined or otherwise rearranged in various embodiments. For example, video player module is, optionally, combined with music player module into a single module (e.g., video and music player module 152,
In some embodiments, device 100 is a device where operation of a predefined set of functions on the device is performed exclusively through a touch screen and/or a touchpad. By using a touch screen and/or a touchpad as the primary input control device for operation of device 100, the number of physical input control devices (such as push buttons, dials, and the like) on device 100 is, optionally, reduced.
The predefined set of functions that are performed exclusively through a touch screen and/or a touchpad optionally include navigation between user interfaces. In some embodiments, the touchpad, when touched by the user, navigates device 100 to a main, home, or root menu from any user interface that is displayed on device 100. In such embodiments, a “menu button” is implemented using a touchpad. In some other embodiments, the menu button is a physical push button or other physical input control device instead of a touchpad.
Event sorter 170 receives event information and determines the application 136-1 and application view 191 of application 136-1 to which to deliver the event information. Event sorter 170 includes event monitor 171 and event dispatcher module 174. In some embodiments, application 136-1 includes application internal state 192, which indicates the current application view(s) displayed on touch-sensitive display 112 when the application is active or executing. In some embodiments, device/global internal state 157 is used by event sorter 170 to determine which application(s) is (are) currently active, and application internal state 192 is used by event sorter 170 to determine application views 191 to which to deliver event information.
In some embodiments, application internal state 192 includes additional information, such as one or more of: resume information to be used when application 136-1 resumes execution, user interface state information that indicates information being displayed or that is ready for display by application 136-1, a state queue for enabling the user to go back to a prior state or view of application 136-1, and a redo/undo queue of previous actions taken by the user.
Event monitor 171 receives event information from peripherals interface 118. Event information includes information about a sub-event (e.g., a user touch on touch-sensitive display 112, as part of a multi-touch gesture). Peripherals interface 118 transmits information it receives from I/O subsystem 106 or a sensor, such as proximity sensor 166, accelerometer(s) 168, and/or microphone 113 (through audio circuitry 110). Information that peripherals interface 118 receives from I/O subsystem 106 includes information from touch-sensitive display 112 or a touch-sensitive surface.
In some embodiments, event monitor 171 sends requests to the peripherals interface 118 at predetermined intervals. In response, peripherals interface 118 transmits event information. In other embodiments, peripherals interface 118 transmits event information only when there is a significant event (e.g., receiving an input above a predetermined noise threshold and/or for more than a predetermined duration).
In some embodiments, event sorter 170 also includes a hit view determination module 172 and/or an active event recognizer determination module 173.
Hit view determination module 172 provides software procedures for determining where a sub-event has taken place within one or more views when touch-sensitive display 112 displays more than one view. Views are made up of controls and other elements that a user can see on the display.
Another aspect of the user interface associated with an application is a set of views, sometimes herein called application views or user interface windows, in which information is displayed and touch-based gestures occur. The application views (of a respective application) in which a touch is detected optionally correspond to programmatic levels within a programmatic or view hierarchy of the application. For example, the lowest level view in which a touch is detected is, optionally, called the hit view, and the set of events that are recognized as proper inputs are, optionally, determined based, at least in part, on the hit view of the initial touch that begins a touch-based gesture.
Hit view determination module 172 receives information related to sub-events of a touch-based gesture. When an application has multiple views organized in a hierarchy, hit view determination module 172 identifies a hit view as the lowest view in the hierarchy which should handle the sub-event. In most circumstances, the hit view is the lowest level view in which an initiating sub-event occurs (e.g., the first sub-event in the sequence of sub-events that form an event or potential event). Once the hit view is identified by the hit view determination module 172, the hit view typically receives all sub-events related to the same touch or input source for which it was identified as the hit view.
Active event recognizer determination module 173 determines which view or views within a view hierarchy should receive a particular sequence of sub-events. In some embodiments, active event recognizer determination module 173 determines that only the hit view should receive a particular sequence of sub-events. In other embodiments, active event recognizer determination module 173 determines that all views that include the physical location of a sub-event are actively involved views, and therefore determines that all actively involved views should receive a particular sequence of sub-events. In other embodiments, even if touch sub-events were entirely confined to the area associated with one particular view, views higher in the hierarchy would still remain as actively involved views.
Event dispatcher module 174 dispatches the event information to an event recognizer (e.g., event recognizer 180). In embodiments including active event recognizer determination module 173, event dispatcher module 174 delivers the event information to an event recognizer determined by active event recognizer determination module 173. In some embodiments, event dispatcher module 174 stores in an event queue the event information, which is retrieved by a respective event receiver 182.
In some embodiments, operating system 126 includes event sorter 170. Alternatively, application 136-1 includes event sorter 170. In yet other embodiments, event sorter 170 is a stand-alone module, or a part of another module stored in memory 102, such as contact/motion module 130.
In some embodiments, application 136-1 includes a plurality of event handlers 190 and one or more application views 191, each of which includes instructions for handling touch events that occur within a respective view of the application's user interface. Each application view 191 of the application 136-1 includes one or more event recognizers 180. Typically, a respective application view 191 includes a plurality of event recognizers 180. In other embodiments, one or more of event recognizers 180 are part of a separate module, such as a user interface kit or a higher level object from which application 136-1 inherits methods and other properties. In some embodiments, a respective event handler 190 includes one or more of: data updater 176, object updater 177, GUI updater 178, and/or event data 179 received from event sorter 170. Event handler 190 optionally utilizes or calls data updater 176, object updater 177, or GUI updater 178 to update the application internal state 192. Alternatively, one or more of the application views 191 include one or more respective event handlers 190. Also, in some embodiments, one or more of data updater 176, object updater 177, and GUI updater 178 are included in a respective application view 191.
A respective event recognizer 180 receives event information (e.g., event data 179) from event sorter 170 and identifies an event from the event information. Event recognizer 180 includes event receiver 182 and event comparator 184. In some embodiments, event recognizer 180 also includes at least a subset of: metadata 183, and event delivery instructions 188 (which optionally include sub-event delivery instructions).
Event receiver 182 receives event information from event sorter 170. The event information includes information about a sub-event, for example, a touch or a touch movement. Depending on the sub-event, the event information also includes additional information, such as location of the sub-event. When the sub-event concerns motion of a touch, the event information optionally also includes speed and direction of the sub-event. In some embodiments, events include rotation of the device from one orientation to another (e.g., from a portrait orientation to a landscape orientation, or vice versa), and the event information includes corresponding information about the current orientation (also called device attitude) of the device.
Event comparator 184 compares the event information to predefined event or sub-event definitions and, based on the comparison, determines an event or sub-event, or determines or updates the state of an event or sub-event. In some embodiments, event comparator 184 includes event definitions 186. Event definitions 186 contain definitions of events (e.g., predefined sequences of sub-events), for example, event 1 (187-1), event 2 (187-2), and others. In some embodiments, sub-events in an event (187) include, for example, touch begin, touch end, touch movement, touch cancellation, and multiple touching. In one example, the definition for event 1 (187-1) is a double tap on a displayed object. The double tap, for example, comprises a first touch (touch begin) on the displayed object for a predetermined phase, a first liftoff (touch end) for a predetermined phase, a second touch (touch begin) on the displayed object for a predetermined phase, and a second liftoff (touch end) for a predetermined phase. In another example, the definition for event 2 (187-2) is a dragging on a displayed object. The dragging, for example, comprises a touch (or contact) on the displayed object for a predetermined phase, a movement of the touch across touch-sensitive display 112, and liftoff of the touch (touch end). In some embodiments, the event also includes information for one or more associated event handlers 190.
In some embodiments, event definition 187 includes a definition of an event for a respective user-interface object. In some embodiments, event comparator 184 performs a hit test to determine which user-interface object is associated with a sub-event. For example, in an application view in which three user-interface objects are displayed on touch-sensitive display 112, when a touch is detected on touch-sensitive display 112, event comparator 184 performs a hit test to determine which of the three user-interface objects is associated with the touch (sub-event). If each displayed object is associated with a respective event handler 190, the event comparator uses the result of the hit test to determine which event handler 190 should be activated. For example, event comparator 184 selects an event handler associated with the sub-event and the object triggering the hit test.
In some embodiments, the definition for a respective event (187) also includes delayed actions that delay delivery of the event information until after it has been determined whether the sequence of sub-events does or does not correspond to the event recognizer's event type.
When a respective event recognizer 180 determines that the series of sub-events do not match any of the events in event definitions 186, the respective event recognizer 180 enters an event impossible, event failed, or event ended state, after which it disregards subsequent sub-events of the touch-based gesture. In this situation, other event recognizers, if any, that remain active for the hit view continue to track and process sub-events of an ongoing touch-based gesture.
In some embodiments, a respective event recognizer 180 includes metadata 183 with configurable properties, flags, and/or lists that indicate how the event delivery system should perform sub-event delivery to actively involved event recognizers. In some embodiments, metadata 183 includes configurable properties, flags, and/or lists that indicate how event recognizers interact, or are enabled to interact, with one another. In some embodiments, metadata 183 includes configurable properties, flags, and/or lists that indicate whether sub-events are delivered to varying levels in the view or programmatic hierarchy.
In some embodiments, a respective event recognizer 180 activates event handler 190 associated with an event when one or more particular sub-events of an event are recognized. In some embodiments, a respective event recognizer 180 delivers event information associated with the event to event handler 190. Activating an event handler 190 is distinct from sending (and deferred sending) sub-events to a respective hit view. In some embodiments, event recognizer 180 throws a flag associated with the recognized event, and event handler 190 associated with the flag catches the flag and performs a predefined process.
In some embodiments, event delivery instructions 188 include sub-event delivery instructions that deliver event information about a sub-event without activating an event handler. Instead, the sub-event delivery instructions deliver event information to event handlers associated with the series of sub-events or to actively involved views. Event handlers associated with the series of sub-events or with actively involved views receive the event information and perform a predetermined process.
In some embodiments, data updater 176 creates and updates data used in application 136-1. For example, data updater 176 updates the telephone number used in contacts module 137, or stores a video file used in video player module. In some embodiments, object updater 177 creates and updates objects used in application 136-1. For example, object updater 177 creates a new user-interface object or updates the position of a user-interface object. GUI updater 178 updates the GUI. For example, GUI updater 178 prepares display information and sends it to graphics module 132 for display on a touch-sensitive display.
In some embodiments, event handler(s) 190 includes or has access to data updater 176, object updater 177, and GUI updater 178. In some embodiments, data updater 176, object updater 177, and GUI updater 178 are included in a single module of a respective application 136-1 or application view 191. In other embodiments, they are included in two or more software modules.
It shall be understood that the foregoing discussion regarding event handling of user touches on touch-sensitive displays also applies to other forms of user inputs to operate multifunction devices 100 with input devices, not all of which are initiated on touch screens. For example, mouse movement and mouse button presses, optionally coordinated with single or multiple keyboard presses or holds; contact movements such as taps, drags, scrolls, etc. on touchpads; pen stylus inputs; movement of the device; oral instructions; detected eye movements; biometric inputs; and/or any combination thereof are optionally utilized as inputs corresponding to sub-events which define an event to be recognized.
Device 100 optionally also include one or more physical buttons, such as “home” or menu button 204. As described previously, menu button 204 is, optionally, used to navigate to any application 136 in a set of applications that are, optionally, executed on device 100. Alternatively, in some embodiments, the menu button is implemented as a soft key in a GUI displayed on touch screen 112.
In some embodiments, device 100 includes touch screen 112, menu button 204, push button 206 for powering the device on/off and locking the device, volume adjustment button(s) 208, subscriber identity module (SIM) card slot 210, headset jack 212, and docking/charging external port 124. Push button 206 is, optionally, used to turn the power on/off on the device by depressing the button and holding the button in the depressed state for a predefined time interval; to lock the device by depressing the button and releasing the button before the predefined time interval has elapsed; and/or to unlock the device or initiate an unlock process. In an alternative embodiment, device 100 also accepts verbal input for activation or deactivation of some functions through microphone 113. Device 100 also, optionally, includes one or more contact intensity sensors 165 for detecting intensity of contacts on touch screen 112 and/or one or more tactile output generators 167 for generating tactile outputs for a user of device 100.
Each of the above-identified elements in
Attention is now directed towards embodiments of user interfaces that are, optionally, implemented on, for example, portable multifunction device 100.
It should be noted that the icon labels illustrated in
Although some of the examples that follow will be given with reference to inputs on touch screen display 112 (where the touch-sensitive surface and the display are combined), in some embodiments, the device detects inputs on a touch-sensitive surface that is separate from the display, as shown in
Additionally, while the following examples are given primarily with reference to finger inputs (e.g., finger contacts, finger tap gestures, finger swipe gestures), it should be understood that, in some embodiments, one or more of the finger inputs are replaced with input from another input device (e.g., a mouse-based input or stylus input). For example, a swipe gesture is, optionally, replaced with a mouse click (e.g., instead of a contact) followed by movement of the cursor along the path of the swipe (e.g., instead of movement of the contact). As another example, a tap gesture is, optionally, replaced with a mouse click while the cursor is located over the location of the tap gesture (e.g., instead of detection of the contact followed by ceasing to detect the contact). Similarly, when multiple user inputs are simultaneously detected, it should be understood that multiple computer mice are, optionally, used simultaneously, or a mouse and finger contacts are, optionally, used simultaneously.
Exemplary techniques for detecting and processing touch intensity are found, for example, in related applications: International Patent Application Serial No. PCT/US2013/040061, titled “Device, Method, and Graphical User Interface for Displaying User Interface Objects Corresponding to an Application,” filed May 8, 2013, published as WIPO Publication No. WO/2013/169849, and International Patent Application Serial No. PCT/US2013/069483, titled “Device, Method, and Graphical User Interface for Transitioning Between Touch Input to Display Output Relationships,” filed Nov. 11, 2013, published as WIPO Publication No. WO/2014/105276, each of which is hereby incorporated by reference in their entirety.
In some embodiments, device 500 has one or more input mechanisms 506 and 508. Input mechanisms 506 and 508, if included, can be physical. Examples of physical input mechanisms include push buttons and rotatable mechanisms. In some embodiments, device 500 has one or more attachment mechanisms. Such attachment mechanisms, if included, can permit attachment of device 500 with, for example, hats, eyewear, earrings, necklaces, shirts, jackets, bracelets, watch straps, chains, trousers, belts, shoes, purses, backpacks, and so forth. These attachment mechanisms permit device 500 to be worn by a user.
Input mechanism 508 is, optionally, a microphone, in some examples. Personal electronic device 500 optionally includes various sensors, such as GPS sensor 532, accelerometer 534, directional sensor 540 (e.g., compass), gyroscope 536, motion sensor 538, and/or a combination thereof, all of which can be operatively connected to I/O section 514.
Memory 518 of personal electronic device 500 can include one or more non-transitory computer-readable storage mediums, for storing computer-executable instructions, which, when executed by one or more computer processors 516, for example, can cause the computer processors to perform the techniques described below, including process 800 (
As used here, the term “affordance” refers to a user-interactive graphical user interface object that is, optionally, displayed on the display screen of devices 100, 300, and/or 500 (
As used herein, the term “focus selector” refers to an input element that indicates a current part of a user interface with which a user is interacting. In some implementations that include a cursor or other location marker, the cursor acts as a “focus selector” so that when an input (e.g., a press input) is detected on a touch-sensitive surface (e.g., touchpad 355 in
As used in the specification and claims, the term “characteristic intensity” of a contact refers to a characteristic of the contact based on one or more intensities of the contact. In some embodiments, the characteristic intensity is based on multiple intensity samples. The characteristic intensity is, optionally, based on a predefined number of intensity samples, or a set of intensity samples collected during a predetermined time period (e.g., 0.05, 0.1, 0.2, 0.5, 1, 2, 5, 10 seconds) relative to a predefined event (e.g., after detecting the contact, prior to detecting liftoff of the contact, before or after detecting a start of movement of the contact, prior to detecting an end of the contact, before or after detecting an increase in intensity of the contact, and/or before or after detecting a decrease in intensity of the contact). A characteristic intensity of a contact is, optionally, based on one or more of: a maximum value of the intensities of the contact, a mean value of the intensities of the contact, an average value of the intensities of the contact, a top 10 percentile value of the intensities of the contact, a value at the half maximum of the intensities of the contact, a value at the 90 percent maximum of the intensities of the contact, or the like. In some embodiments, the duration of the contact is used in determining the characteristic intensity (e.g., when the characteristic intensity is an average of the intensity of the contact over time). In some embodiments, the characteristic intensity is compared to a set of one or more intensity thresholds to determine whether an operation has been performed by a user. For example, the set of one or more intensity thresholds optionally includes a first intensity threshold and a second intensity threshold. In this example, a contact with a characteristic intensity that does not exceed the first threshold results in a first operation, a contact with a characteristic intensity that exceeds the first intensity threshold and does not exceed the second intensity threshold results in a second operation, and a contact with a characteristic intensity that exceeds the second threshold results in a third operation. In some embodiments, a comparison between the characteristic intensity and one or more thresholds is used to determine whether or not to perform one or more operations (e.g., whether to perform a respective operation or forgo performing the respective operation), rather than being used to determine whether to perform a first operation or a second operation.
In some embodiments, a portion of a gesture is identified for purposes of determining a characteristic intensity. For example, a touch-sensitive surface optionally receives a continuous swipe contact transitioning from a start location and reaching an end location, at which point the intensity of the contact increases. In this example, the characteristic intensity of the contact at the end location is, optionally, based on only a portion of the continuous swipe contact, and not the entire swipe contact (e.g., only the portion of the swipe contact at the end location). In some embodiments, a smoothing algorithm is, optionally, applied to the intensities of the swipe contact prior to determining the characteristic intensity of the contact. For example, the smoothing algorithm optionally includes one or more of: an unweighted sliding-average smoothing algorithm, a triangular smoothing algorithm, a median filter smoothing algorithm, and/or an exponential smoothing algorithm. In some circumstances, these smoothing algorithms eliminate narrow spikes or dips in the intensities of the swipe contact for purposes of determining a characteristic intensity.
The intensity of a contact on the touch-sensitive surface is, optionally, characterized relative to one or more intensity thresholds, such as a contact-detection intensity threshold, a light press intensity threshold, a deep press intensity threshold, and/or one or more other intensity thresholds. In some embodiments, the light press intensity threshold corresponds to an intensity at which the device will perform operations typically associated with clicking a button of a physical mouse or a trackpad. In some embodiments, the deep press intensity threshold corresponds to an intensity at which the device will perform operations that are different from operations typically associated with clicking a button of a physical mouse or a trackpad. In some embodiments, when a contact is detected with a characteristic intensity below the light press intensity threshold (e.g., and above a nominal contact-detection intensity threshold below which the contact is no longer detected), the device will move a focus selector in accordance with movement of the contact on the touch-sensitive surface without performing an operation associated with the light press intensity threshold or the deep press intensity threshold. Generally, unless otherwise stated, these intensity thresholds are consistent between different sets of user interface figures.
An increase of characteristic intensity of the contact from an intensity below the light press intensity threshold to an intensity between the light press intensity threshold and the deep press intensity threshold is sometimes referred to as a “light press” input. An increase of characteristic intensity of the contact from an intensity below the deep press intensity threshold to an intensity above the deep press intensity threshold is sometimes referred to as a “deep press” input. An increase of characteristic intensity of the contact from an intensity below the contact-detection intensity threshold to an intensity between the contact-detection intensity threshold and the light press intensity threshold is sometimes referred to as detecting the contact on the touch-surface. A decrease of characteristic intensity of the contact from an intensity above the contact-detection intensity threshold to an intensity below the contact-detection intensity threshold is sometimes referred to as detecting liftoff of the contact from the touch-surface. In some embodiments, the contact-detection intensity threshold is zero. In some embodiments, the contact-detection intensity threshold is greater than zero.
In some embodiments described herein, one or more operations are performed in response to detecting a gesture that includes a respective press input or in response to detecting the respective press input performed with a respective contact (or a plurality of contacts), where the respective press input is detected based at least in part on detecting an increase in intensity of the contact (or plurality of contacts) above a press-input intensity threshold. In some embodiments, the respective operation is performed in response to detecting the increase in intensity of the respective contact above the press-input intensity threshold (e.g., a “down stroke” of the respective press input). In some embodiments, the press input includes an increase in intensity of the respective contact above the press-input intensity threshold and a subsequent decrease in intensity of the contact below the press-input intensity threshold, and the respective operation is performed in response to detecting the subsequent decrease in intensity of the respective contact below the press-input threshold (e.g., an “up stroke” of the respective press input).
In some embodiments, the device employs intensity hysteresis to avoid accidental inputs sometimes termed “jitter,” where the device defines or selects a hysteresis intensity threshold with a predefined relationship to the press-input intensity threshold (e.g., the hysteresis intensity threshold is X intensity units lower than the press-input intensity threshold or the hysteresis intensity threshold is 75%, 90%, or some reasonable proportion of the press-input intensity threshold). Thus, in some embodiments, the press input includes an increase in intensity of the respective contact above the press-input intensity threshold and a subsequent decrease in intensity of the contact below the hysteresis intensity threshold that corresponds to the press-input intensity threshold, and the respective operation is performed in response to detecting the subsequent decrease in intensity of the respective contact below the hysteresis intensity threshold (e.g., an “up stroke” of the respective press input). Similarly, in some embodiments, the press input is detected only when the device detects an increase in intensity of the contact from an intensity at or below the hysteresis intensity threshold to an intensity at or above the press-input intensity threshold and, optionally, a subsequent decrease in intensity of the contact to an intensity at or below the hysteresis intensity, and the respective operation is performed in response to detecting the press input (e.g., the increase in intensity of the contact or the decrease in intensity of the contact, depending on the circumstances).
For ease of explanation, the descriptions of operations performed in response to a press input associated with a press-input intensity threshold or in response to a gesture including the press input are, optionally, triggered in response to detecting either: an increase in intensity of a contact above the press-input intensity threshold, an increase in intensity of a contact from an intensity below the hysteresis intensity threshold to an intensity above the press-input intensity threshold, a decrease in intensity of the contact below the press-input intensity threshold, and/or a decrease in intensity of the contact below the hysteresis intensity threshold corresponding to the press-input intensity threshold. Additionally, in examples where an operation is described as being performed in response to detecting a decrease in intensity of a contact below the press-input intensity threshold, the operation is, optionally, performed in response to detecting a decrease in intensity of the contact below a hysteresis intensity threshold corresponding to, and lower than, the press-input intensity threshold.
As used herein, an “installed application” refers to a software application that has been downloaded onto an electronic device (e.g., devices 100, 300, and/or 500) and is ready to be launched (e.g., become opened) on the device. In some embodiments, a downloaded application becomes an installed application by way of an installation program that extracts program portions from a downloaded package and integrates the extracted portions with the operating system of the computer system.
As used herein, the terms “open application,” “loaded application,” or “executing application” refer to a software application with retained state information (e.g., as part of device/global internal state 157 and/or application internal state 192). An open or executing application is, optionally, any one of the following types of applications:
As used herein, the term “closed application” refers to software applications without retained state information (e.g., state information for closed applications is not stored in a memory of the device). Accordingly, closing an application includes stopping and/or removing application processes for the application and removing state information for the application from the memory of the device. Generally, opening a second application while in a first application does not close the first application. When the second application is displayed and the first application ceases to be displayed, the first application becomes a background application.
Attention is now directed towards embodiments for remote execution of machine-learned models.
In some embodiments, first electronic device 602 and second electronic device 604 are both user devices. For example, first electronic device 604 is a user's smartwatch or smartphone and second electronic device 604 is the user's tablet computer, laptop computer, or (second) smartphone. In one example, first electronic device 602 has less computing resources (e.g., processing power and memory) than second electronic device 604. For example, second electronic device 602 is a smartphone and first electronic device 604 is an accessory device, such as a smartwatch, that is tethered to second electronic device 604. In another example, first electronic device 602 is a head-mounted display and second electronic device 604 is a base device supporting first electronic device 602. As will be apparent in the techniques described below, first electronic device 602 can leverage the computing resources of second electronic device 604 to perform remote execution of machine-learned models.
In some embodiments, first electronic device 602 functions as a client device and second electronic device 604 functions as a host device. For example, second electronic device 604 is configured to provide services (e.g., machine learning services) to first electronic device 602. In some embodiments, first electronic device 602 and second electronic device 604 each store and operate an application (e.g., similar to one of applications 136). For example, first electronic device 602 includes application 606 and second electronic device 608 includes application 608. In some embodiments, applications 606 and 608 are different versions of the same application. For example, applications 606 and 608 are respectively a client version and a host version of the same application. In particular, application 606 provides user-facing frontend functions (e.g., user interfaces) that benefit the user of first electronic device 602 whereas application 608 provides backend functions that support one or more features (e.g., machine learning features) of application 606. In some embodiments, application 608 is a background extension that serves a specific function for application 606. The background extension is, for example, an on-demand background extension that launches upon receiving a request (e.g., from first electronic device 602) for a related service.
In some embodiments, application 608 includes one or more features or functions that are not included in application 606. For example, application 608 includes machine-learned model 610 that is not included in application 606. In some embodiments, machine-learned model 610 is, for example, a statistical model that is trained and generated by the entity or enterprise. For example, machine-learned model 610 is trained on one or more devices of the entity or enterprise using a set of data obtained by the entity or enterprise. In some embodiments, the machine-learned model 610 is deployed from the one or more devices to second electronic device 604 via network 616 of the entity or enterprise. In some embodiments, machine-learned model 610 is configured to perform inferencing functions, such as prediction or classification. For instance, in one example, when given input representing an image, machine-learned model 610 is configured to determine the likelihood that the image corresponds to any one of a plurality of objects. In another example, when given input representing one or more words, machine-learned model 610 is configured to determine the likelihood that one of a plurality of words follows the one or more words. Although for simplicity, application 608 is depicted to include machine-learned model 610, it should be appreciate that application 608 can include any number of machine-learned models that support associated applications on any number of user devices.
As shown in
In some embodiments, applications 606 and 608 are generated using an integrated development environment, such as Xcode® of Apple Inc.®. In some embodiments, applications 606 and 608 are generated from the same source code of an application. For example, the integrated development environment includes a version setting controlled using a user interface element (e.g., a toggle switch). If a developer sets the version setting to a first state and compiles the application, then the integrated development environment compiles the application into a first version (e.g., application 606) of the application. If a developer sets the version setting to a second state and compiles the application, then the integrated development environment compiles the application into a second version (e.g., application 608) of the application. In some embodiments, the second version of the application includes a machine-learned model (e.g., machine-learned model 610) that is not included in the first version of the application. In some embodiments, first version of the application includes a machine-learned model (e.g., a local machine-learned model that is not included in the second version of the application. The first version of the application is, for example, a client program that is configured to execute on a client device (e.g., first electronic device 602). The second version of the application is, for example, a host program that is configured to execute on a host device (e.g., second electronic device 604). The second version of the application is configured to provide one or more services (e.g., machine learning services) to the first version of the application and the first version of the application is configured to utilize the one or more services provided by the second version of the application.
A non-limiting illustrative example of performing remote execution of machine-learned models is now described with reference to
During operation, as shown in
The machine learning services advertised by signals 716 include the use (e.g., remote execution) of one or more machine-learned models (e.g., machine-learned model 710) stored on second electronic device 704 in connection with one or more applications (e.g., application 706) of client devices. In some embodiments, signals 716 include information regarding the one or more machine-learned models. For example, signals 716 include identification information (e.g., model name/ID) and revision information (e.g., revision or version number) for each machine-learned model on second electronic device 704. In some examples, the information includes the input and output capabilities of each machine-learned model. For example, signals 716 include the input dimension (e.g., the dimension of input accepted by the input layer of each model), the output dimension (e.g., the dimension of the output generated by the output layer of each model), and/or the format of the results returned by each machine-learned model.
After entering the department store, the user of first electronic device 702 may provide user input to launch (e.g., open) application 706 on first electronic device 702. In some embodiments, upon launching application 706, application 706 initiates a discovery mode on first electronic device 702 to discover services advertised by store devices on the store's network. For example, upon launching application 706, application 706 determines that first electronic device 702 is in the department store (e.g., based on the location of first electronic device 702 or based on detecting a WiFi signal associated with the department store). In accordance with determining that first electronic device 702 is in the department store, application 706 prompts the user for permission to connect to the store's network (e.g., via a WiFi access point) and/or to access data from one or more sensors (e.g., optical sensor 164) of first electronic device 702. Upon receiving such user permission, application 706 initiates the discovery mode.
While operating in the discovery mode, first electronic device 702 detects signals 716 broadcasted by second electronic device 704. Based on signals 716, first electronic device 702 determines whether the machine learning services advertised by signals 716 include the particular service that application 706 is looking for in the discovery mode. For example, application 706 includes one or more predetermined conditions that define a particular machine-learned model that application 706 is looking for in the discovery mode. The one or more predetermined conditions include, for example, information (e.g., model name, model revision, input/output dimensions, etc.) regarding the particular machine-learned model. In some embodiments, the one or more predetermined conditions change depending on the location of the first electronic device. For example, based on the location of the first electronic device (e.g., using GPS or beacon data), application 706 determines that first electronic device 702 has moved from the shoe department to the toy department of the department store. In this example, the one or more predetermined conditions would change from including information specifying a first machine-learned model for the shoe department (e.g., a model trained to identify products found in the shoe department) to including information specifying a second machine-learned model for the toy department (e.g., a model trained to identify products found in the toy department).
As described above, in some embodiments, signals 716 include information regarding the one or more machine-learned models available for use on second electronic device 704. Based on this information in the detected signals 716, first electronic device 702 determines whether the one or more machine-learned models on second electronic device 704 includes the particular machine-learned model required by application 706. The determination is performed, for example, by comparing the model information contained in signals 716 with the model information of the model required by application 706. In the present example, based on the information included in signals 716, first electronic device 702 determines that second electronic device 704 includes the machine-learned model (e.g., machine-learned model 710) that application 706 is looking for in the discovery mode. In accordance with this determination, first electronic device 702 sends request 718 (
In some embodiments, first electronic device 702 determines whether or not second electronic device 704 offers the particular machine-learned model that application 706 is looking for based on obtained location information of first electronic device 702. For example, first electronic device 702 obtains location information (e.g., GPS data, cellular tower triangulation data, beacon data, etc.) from its GPS module (e.g., GPS module 135) or RF circuitry (e.g., RF circuitry 108). Based on the obtained location information, first electronic device 702 determines that second electronic device 704 is the closest host device offering a machine-learned model that is compatible with application 706 (e.g., having compatible model type, model version, or model input/output capabilities). In accordance with this determination, first electronic device 702 sends request 718 to second electronic device 704 to establish a communication connection for that machine-learned model.
In another illustrative example, first electronic device 702 determines, based on the obtained location information, that first electronic device 702 is currently located in the shoe department of the store. First electronic device 702 further determines (e.g., based on information in the detected signals 716) that second electronic device 704 has a machine-learned model specific to the shoe department (e.g., a machine-learned model trained using data associated with products only from the shoe department). In accordance with these determinations, first electronic device 702 determines that second electronic device 704 has the particular machine-learned model that application 706 is looking and, in response, sends request 718 to second electronic device 704 to establish a communication connection for that machine-learned model.
It should be appreciated that using location information to access the machine-learning services of a host device can be advantageous for remote execution of machine-learned models. In particular, smaller specialized models can be deployed across different host devices rather than a single larger omnibus model deployed across every host device. For example, host devices in different departments of the store can implement smaller models that are specific to the products in the respective departments rather than every host device in the store implementing a larger omnibus model that covers all the products in the store. The smaller specialized models can, for example, require fewer computing resources to execute than the larger omnibus model, which results in quicker execution times and greater capacity to execute multiple service requests from multiple client devices.
With reference now to
In some embodiments, establishing communication connection 720 causes second electronic device 704 to load machine-learned model 710. For example, in response to receiving and successfully authenticating request 718 to establish a communication connection, second electronic device 704 loads machine-learned model 710 from its file system into its working memory and prepares (e.g., by reserving processor and memory resources) to receive input data to process through machine-learned model 710. In some embodiments, a property of communication connection 720 is uniquely mapped to machine-learned model 710. For example, the specific socket or port assigned to communication connection 720 is uniquely mapped to machine-learned model 710. It should be appreciated that second electronic device 704 can establish multiple communication connections 720 with multiple client devices, where each communication connection 720 is uniquely assigned to a respective machine-learned model loaded on second electronic device 704.
In some embodiments, first electronic device 702 generates proxy 722 (
After establishing communication connection 720 and generating proxy 722, application 706 receives input data 724 via a sensor (e.g., optical sensor 164, microphone 113, or touchscreen 112) of first electronic device 702. For example, using a user interface of application 706, the user controls a camera (e.g., optical sensor 164) of first electronic device 702 to take a picture of a product in the department store. In this example, the received input data 724 is image data representing the product. It should be recognized that, in other examples, other input data (e.g., text input, audio input, speech input, touch input, etc.) from other sensors of first electronic device 702 can be received.
Machine learning layer 712 pre-processes input data 724 to generate representation 726 of the input data (
As shown in
Upon receiving representation 726 of the input data, machine-learned model 710 automatically processes representation 726 of the input data to generate an output. In some embodiments, machine-learned model 710 is a trained neural network model having an input layer, an output layer, and one or more hidden layers between the input layer and the output layer. In these embodiments, machine-learned model 710 receives representation 726 of the input data at the input layer and provides the output at the output layer. In the present example, machine-learned model 710 infers whether representative 726 of the input data corresponds to any of a plurality of products sold by the department store. In some embodiments, the output generated by machine-learned model 710 is a probability distribution across the plurality of products. The probability distribution represents, for example, the likelihoods that the image represented by input data 724 corresponds to each of the plurality of products.
In some embodiments, application 708 further generates a result from the output of machine-learned model 710. In some embodiments, the result is generated based on instructions received from application 706 via communication connection 720. For example, processing instructions are sent to application 708 together with representation 726 of the input data. The processing instructions indicate, for example, how to process the output from machine-learned model 710 to generate the result in a format desired by application 706. The processing instructions indicate, for example, whether or not to rank the products in the output (e.g., based on the probability distribution), the number of products to return (e.g., top 3 ranked products), how to represent the products in the result (e.g., text name, inventory ID, picture, etc.), what related information to include (e.g., price, options, related deals, etc.), or the like. In some embodiments, generating the result includes mapping the output from machine-learned model 710 to the result based on one or more predetermined relationships. For example, each product is represented in a particular manner in the output layer of machine-learned model 710. Using a look-up table with predetermined mappings, the representations in the output are converted into a higher-level meaningful result. For example, the representations of the products in the output are converted into corresponding product text names (e.g., “office desk” or “Nike® men's running shoes”).
Generating the result from the output at second electronic device 704 can be desirable for enabling compatibility and improved user experience across various client devices having different computing capabilities and operating different versions of applications. For example, if application 706 is an older or outdated version that does not contain information for new store products, application 706 would be unable to map the output of machine-learned model 710 to a meaningful result. Generating the result on second electronic device 704 thus enable compatibility with such older versions of client applications. Moreover, generating the higher level result on second electronic device 704 can be desirable if first electronic device 702 is a device having limited computing resources (e.g., limited processor and memory capacity). For example, the output data would be generated more quickly on second electronic device 704, which improves the overall processing time for generating the result.
As shown in
Although
In some embodiments, the determination of whether to utilize the local machine-learned model or a remote machine-learned model (e.g., machine-learned model 710) is based on whether or not first electronic device 702 is able to establish a communication connection with a remote electronic device having a suitable machine-learned model to use. For example, if first electronic device 702 is unable to detect any signals (e.g., signals 716) advertising a desired machine-learned model (e.g., having the desired model name, version, input/output capabilities, etc.) or if first electronic device 702 is unable to establish a communication connection with a remote electronic device that has the desired machine-learned model (e.g., due to poor signal, unsuccessful authentication, connection time-out, or other errors), then application 706 utilizes the local machine-learned model without establishing a communication connection to utilize a remote machine-learned model (e.g., machine-learned model 710) on the remote electronic device (e.g., second electronic device 704). If, however, first electronic device 702 detects signals (e.g., signals 716) advertising a desired machine-learned model or if first electronic device 702 successfully establishes a communication connection with a remote electronic device that has the desired machine-learned model, then first electronic device 702 proceeds to utilize the desired machine-learned model on the remote electronic device via the established communication connection (e.g., as described above with reference to machine-learned model 710 of second electronic device 704). In some embodiments, first electronic device 702 forgoes utilizing its local machine-learned model if first electronic device 702 successfully establishes a communication connection with a remote electronic device that has the desired machine-learned model.
Moreover, it should be appreciated that, in some embodiments, application 706 utilizes machine-learned model 710 in combination with its local machine-learned model. For example, application 706 can process representation of input data 726 through both its local machine-learned model and through machine-learned model 710 (via communication connection 720) and obtain two results (e.g., local result and result 728). Application 706 can combine the two results and present the combination of the results to the user.
As described in greater detail below, process 800 involves communication between the first device (e.g., device 602 or 702) and a second device (e.g., device 604 or 704) and is implemented by a system (e.g., system 600 or 700) described above with reference to
At block 802, one or more signals (e.g., signal 716) are detected (e.g., using application 706 and RF circuitry 108). The one or more signals are, for example, wireless signals. In some embodiments, the one or more signals originate from the second device (e.g., device 604 or 704) that is positioned within a threshold proximity of the first device (e.g., device 602 or 702). In some embodiments, the second device includes a machine-learned model (e.g., machine-learned model 710) associated with the application (e.g., application 706) implemented on the first device. For example, the machine-learned model is stored on the second electronic device and is configured to support one or more features of the application implemented on the first device. In some embodiments, the first device does not store a local machine-learned model for the application.
In some embodiments, the one or more signals serve to advertise machine learning services offered by the second electronic device. For example, the second electronic device periodically broadcasts the one or more signals to advertise the availability of one or more machine-learned models for use in connection with one or more applications. In some embodiments, the one or more signals include information regarding the one or more machine-learned models available for use on the second device. The information includes, for example, identification information for the machine-learned model stored on the second electronic device. In some embodiments, the identification information includes an input dimension (e.g., the dimension of input that the machine-learned model is configured to accept) of the machine-learned model.
At block 804, based on the one or more signals of block 802, a communication connection (e.g., communication connection 720) is established with the second device (e.g., using application 706, machine-learning layer 712, and/or RF circuitry 108). In some embodiments, the communication connection is a full duplex point-to-point connection between the first device and the second device. In some embodiments, establishing the communication connection causes the second device to load the machine-learned model. In some embodiments, a property of the communication connection is uniquely mapped to the machine-learned model.
In some embodiments, block 804 includes determining, based on the one or more signals, whether the machine-learned model satisfies one or more predetermined conditions associated with the application. In some embodiments, the one or more predetermined conditions is based on a location of the first electronic device. In some embodiments, in accordance with a determination that the machine-learned model satisfies the one or more predetermined conditions, a request (e.g., request 718) to establish the communication connection is sent to the second device. Conversely, in accordance with a determination that the machine-learned model does not satisfy the one or more predetermined conditions, process 800 forgoes sending the request to establish the communication connection and continues to discover and evaluate signals from remote devices.
In some embodiments, prior to establishing the communication connection with the second device, process 800 includes connecting a network of the second device in accordance with an obtained user permission. In some embodiments, the communication connection with the second device is established based on the obtained user permission.
At block 806, a proxy (e.g., proxy 722) to the machine-learned model on the second device is generated (e.g., using application 706 and machine learning layer 712) for the application. The proxy is generated, for example, upon establishing the communication connection. In some embodiments, the proxy maps one or more resources (e.g., memory, processor, etc.) of the second device to the application. In some embodiments, the proxy is configured to appear, to the application running on the first device, as a local machine-learned model operating on the first device.
At block 808, input data (e.g., input data 724) is obtained (e.g., using application 706). The input data is obtained, for example, via a sensor (e.g., microphone 113, optical sensor 164, touchscreen 112, or location sensor, such as GPS module 135 and RF circuitry 108) of the first device. In some embodiments, the input data is obtained using a user interface of the application. For example, user input received via the user interface causes the application to obtain the input data via the sensor. In some embodiments, the input data is data that was generated and/or stored on the first device prior to performing block 802, 804, or 806. In these embodiments, block 808 includes obtaining the input data from the memory of the first device or from a remote device.
At block 810, a representation of the input data (e.g., representation 726 of the input data) is generated (e.g., using application 706 and/or machine learning layer 712). The representation of the input data is generated, for example, by adjusting a format or size of the input data (e.g., rotating, cropping, scaling, padding, aligning, compressing, normalizing de-interleaving, etc.). In some embodiments, the representation of the input data is generated such that a dimension of the representation of the input data corresponds to an input dimension of the machine-learned model.
At block 812, the representation of the input data is sent (e.g., using application 706 and/or machine learning layer 712) to the second electronic device via the proxy and the established communication connection. In some embodiments, sending the representation of the input data initiates the second device to generate an output from processing the representation of the input data through the machine-learned model (e.g., machine-learned model 710).
In some embodiments, sending the representation of the input data further causes second electronic device to generate a result (e.g., result 728) from the output of the machine-learned model. The result is generated, for example, by mapping the output from the machine-learned model to the result based on one or more predetermined relationships. In some embodiments, block 812 includes sending, with the representation of the input data and via the established communication connection, processing instructions for the representation of the input data. In these embodiments, the result is generated from the output based on the processing instructions.
In some embodiments, the first device stores a local machine-learned model. In some embodiments, in accordance with establishing the communication connection with the second device (block 804), process 800 forgoes processing the representation of the input data through the local machine-learned model to generate a local result. Instead, the representation of the input data is sent to the second device for the machine-learned model of the second device to process.
In some embodiments, block 810 and/or block 812 is performed in response to detecting a triggering event. The triggering event is, for example, based on data (e.g., location information) obtained from one or more sensors (e.g., GPS module 135 or RF circuitry 108) of the first device. For example, the input data of block 808 can be obtained prior to establishing the communication connection with the second device at block 804. In this example, the representation of the input data is generated and stored on the first device pending detection of a communication connection to a suitable host device. In response to detecting that the communication device is established with the second device (block 804), the representation of the input data is automatically sent to the second device via the proxy to generate the output. In other examples, the detected triggering event includes detecting, based on location information from a location sensor of the first device, that the first device is at a predetermined location.
At block 814, the result (e.g., result 728) is received (e.g., using proxy 722, machine learning layer 712, and/or application 706) from the second device via the communication connection.
At block 816, a representation of the result is outputted (e.g., using application 706). For example, the result is outputted via a user interface of the application (e.g., using touchscreen 112 or speaker 111).
The operations described above with reference to
In accordance with some implementations, a computer-readable storage medium (e.g., a non-transitory computer readable storage medium) is provided, the computer-readable storage medium storing one or more programs for execution by one or more processors of an electronic device, the one or more programs including instructions for performing any of the methods or processes described herein.
In accordance with some implementations, an electronic device (e.g., a portable electronic device) is provided that comprises means for performing any of the methods or processes described herein.
In accordance with some implementations, an electronic device (e.g., a portable electronic device) is provided that comprises a processing unit configured to perform any of the methods or processes described herein.
In accordance with some implementations, an electronic device (e.g., a portable electronic device) is provided that comprises one or more processors and memory storing one or more programs for execution by the one or more processors, the one or more programs including instructions for performing any of the methods or processes described herein.
The foregoing description, for purpose of explanation, has been described with reference to specific embodiments. However, the illustrative discussions above are not intended to be exhaustive or to limit the invention to the precise forms disclosed. Many modifications and variations are possible in view of the above teachings. The embodiments were chosen and described in order to best explain the principles of the techniques and their practical applications. Others skilled in the art are thereby enabled to best utilize the techniques and various embodiments with various modifications as are suited to the particular use contemplated.
Although the disclosure and examples have been fully described with reference to the accompanying drawings, it is to be noted that various changes and modifications will become apparent to those skilled in the art. Such changes and modifications are to be understood as being included within the scope of the disclosure and examples as defined by the claims.
As described above, one aspect of the present technology is the gathering and use of data available from various sources to perform remote execution of machine-learned models. The present disclosure contemplates that in some instances, this gathered data may include personal information data that uniquely identifies or can be used to contact or locate a specific person. Such personal information data can include demographic data, location-based data, telephone numbers, email addresses, user speech data, or image data.
The present disclosure recognizes that the use of such personal information data, in the present technology, can be used to the benefit of users. For example, the personal information data can be used to access and perform inferencing at a remote machine-learned model. Further, other uses for personal information data that benefit the user are also contemplated by the present disclosure. For instance, location data can be used to determine which remote machine-learned model to access and utilize.
The present disclosure contemplates that the entities responsible for the collection, analysis, disclosure, transfer, storage, or other use of such personal information data will comply with well-established privacy policies and/or privacy practices. In particular, such entities should implement and consistently use privacy policies and practices that are generally recognized as meeting or exceeding industry or governmental requirements for maintaining personal information data private and secure. Such policies should be easily accessible by users, and should be updated as the collection and/or use of data changes. Personal information from users should be collected for legitimate and reasonable uses of the entity and not shared or sold outside of those legitimate uses. Further, such collection/sharing should occur after receiving the informed consent of the users. Additionally, such entities should consider taking any needed steps for safeguarding and securing access to such personal information data and ensuring that others with access to the personal information data adhere to their privacy policies and procedures. Further, such entities can subject themselves to evaluation by third parties to certify their adherence to widely accepted privacy policies and practices. In addition, policies and practices should be adapted for the particular types of personal information data being collected and/or accessed and adapted to applicable laws and standards, including jurisdiction-specific considerations. Hence different privacy practices should be maintained for different personal data types in each country.
Despite the foregoing, the present disclosure also contemplates embodiments in which users selectively block the use of, or access to, personal information data. That is, the present disclosure contemplates that hardware and/or software elements can be provided to prevent or block access to such personal information data. For example, in the case of remote execution of machine-learned models, the present technology can be configured to allow users to select to “opt in” or “opt out” of participation in the collection of personal information data during registration for services or anytime thereafter. In another example, users can select not to provide certain types of personal data. In yet another example, users can select to limit the length of time certain types of personal data is maintained or entirely prohibit sharing certain types of personal data with remote devices. In addition to providing “opt in” and “opt out” options, the present disclosure contemplates providing notifications relating to the access or use of personal information. For instance, a user may be notified upon downloading an app that their personal information data will be accessed and then reminded again just before personal information data is accessed by the app.
Moreover, it is the intent of the present disclosure that personal information data should be managed and handled in a way to minimize risks of unintentional or unauthorized access or use. Risk can be minimized by limiting the collection of data and deleting data once it is no longer needed. In addition, and when applicable, including in certain health related applications, data de-identification can be used to protect a user's privacy. De-identification may be facilitated, when appropriate, by removing specific identifiers (e.g., date of birth, etc.), controlling the amount or specificity of data stored (e.g., collecting location data at a city level rather than at an address level), controlling how data is stored (e.g., aggregating data across users), and/or other methods.
Therefore, although the present disclosure broadly covers use of personal information data to implement one or more various disclosed embodiments, the present disclosure also contemplates that the various embodiments can also be implemented without the need for accessing such personal information data. That is, the various embodiments of the present technology are not rendered inoperable due to the lack of all or a portion of such personal information data. For example, remote machine-learned models can be utilized based on non-personal information data or a bare minimum amount of personal information, such as the data that does not specifically identify the user.
This application claims the benefit of U.S. Provisional Application No. 62/855,154, entitled “REMOTE EXECUTION OF MACHINE-LEARNED MODELS,” filed May 31, 2019, the content of which is hereby incorporated by reference in its entirety for all purposes.
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| Number | Date | Country | |
|---|---|---|---|
| 20200382616 A1 | Dec 2020 | US |
| Number | Date | Country | |
|---|---|---|---|
| 62855154 | May 2019 | US |
