INTRODUCTION TO GAME AI

Transcription

1 CS 387: GAME AI INTRODUCTION TO GAME AI 3/31/2016 Instructor: Santiago Ontañón Class website:

2 Outline Game Engines Perception and Action

3 Outline Game Engines Perception and Action

4 Game Engine Architecture Composed of a set of layers, each one of them providing higher and higher-level functionality (not unlike a regular OS) Can be very simple of very complex In addition to the run-time (the code that runs when the game is being played), game engines typically include content authoring tools (level editors, script editors, etc.)

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6 Game Engine Architecture Game Specific Game Engine Functionalities Game Engine (e.g., Unity) Resource Management Utility Layer Platform Independence Layer SDKs OS DRIVERS HARDWARE Dependencies

7 Game Engine Architecture Game Specific Game Engine Functionalities Game Engine Resource Management Utility Layer Platform Independence Layer SDKs OS DRIVERS HARDWARE Dependencies

8 SDKs Typically used: Data Structures: STL, Boost, Loki Graphics: OpenGL, DirectX Animation: Havoc, Edge, Granny, Euphoria Sound: OpenAL Physics: ODE, Havoc, PhysX (add your favorite library here)

9 Game Engine Architecture Game Specific Game Engine Functionalities Game Engine Resource Management Utility Layer Platform Independence Layer SDKs OS DRIVERS HARDWARE Dependencies

10 Platform Independence Layer Layer that offers the functionality of all the libraries below in a platform independent way. For example: If coding a game for 2 platforms, where one only allows Physx, and the other only ODE, this layer would define an API that the game engine can use, independently of the physics library underneath There are many existing platform independence layers available for graphics, sound, etc. A popular C++ one is SDL (Simple Directmedia Layer) with abstractions for: Graphics, sound, keyboard, mouse, network, threading, etc.

11 Game Engine Architecture Game Specific Game Engine Functionalities Game Engine Resource Management Utility Layer Platform Independence Layer SDKs OS DRIVERS HARDWARE Dependencies

12 Utility Layer Set of basic functionalities, not provided by any of the linked SDKs, and that are required by the game engine. Typically: Memory management: standard memory allocation might not be fast enough for a game engine, custom memory allocation routines are typical. Math: basic set of functions for geometry, trigonometry, quaternion, matrix, equation solving, numerical integration, etc. as needed by the game engine. Data structures: trees, graphs, etc. (anything not supported by STL, Boost, etc. that the engine needs) Algorithms: search, sort, etc. Random number generation (if standard does not satisfy needs) File parsers (XML, etc.) Configuration

13 Game Engine Architecture Game Specific Game Engine Functionalities Game Engine Resource Management Utility Layer Platform Independence Layer SDKs OS DRIVERS HARDWARE Dependencies

14 Resource Management (Assets) All games require assets (bitmaps, 3D models, maps, sounds, etc.) The game engine should provide functionality to load/save/ create/query assets such as: 3D models: Meshes Textures/Materials Skeletons Animations 2D models: Bitmaps Skeletons Animations Fonts Maps Sound files Collision resources (collision shapes)

15 Game Engine Architecture Game Specific Game Engine Functionalities Game Engine Resource Management Utility Layer Platform Independence Layer SDKs OS DRIVERS HARDWARE Dependencies

16 Game Engine Functionalities Most complex layer of the game engine, composed of multiple sub-systems Scripting Artificial Intelligence Online Multiplayer Rendering Engine Animation Engine Gameplay Foundations (Game State, Game Flow) Physics Audio Subsystem Collisions Profiling & Debugging

17 Game Engine Functionalities Most complex layer of the game engine, composed of multiple sub-systems Rendering Engine Graphical Artificial Scripting rendering of the game. It can be very complex, and also subdivided Intelligence in a collection of layers: Low-level renderer: materials, lighting, camera, text, primitives, viewports, Gameplay etc. Foundations (Game State, Game Flow) Scene drawing: culling, Level-of-detail (LOD), scene subdivision Visual effects: particle systems, shaders, post effects, Animation etc. Physics Engine Front end: HUD, GUI, menus, etc. Online Multiplayer Audio Subsystem Collisions Profiling & Debugging

18 Game Engine Functionalities Most complex layer of the game engine, composed of multiple sub-systems Scripting Artificial Intelligence Online Multiplayer Rendering Engine Animation Engine Gameplay It is in charge Foundations of playing skeletal (Game animations, State, Game interacting Flow) with the physics of the game engine. Might also trigger sound effects Audio (requests Physics sent through gameplay Subsystem foundations). Collisions Profiling & Debugging

19 Game Engine Functionalities Most complex layer of the game engine, composed of multiple sub-systems Run physics simulations taking Scripting collisions and animations into account. Forces, constraints, etc. Rendering Engine Animation Engine Detecting collisions points, surfaces and directions between complex objects using the functionalities of the lower layers. Play sounds: depending on distances, walls, relative velocities, etc. Artificial Online (volumes, panning, Intelligence Doppler effects). Multiplayer Fading in/out music, dynamic music, Gameplay etc. Foundations (Game State, Game Flow) Physics Collisions Audio Subsystem Profiling & Debugging

20 Game Engine Functionalities Most complex layer of the game engine, composed of multiple sub-systems Scripting Artificial Intelligence Online Multiplayer Gameplay Foundations (Game State, Game Flow) Some Rendering game engines allow the attachment Engine of scripts to each asset (models, animations, maps, Animation etc.) in a Physics high-level language (e.g. Engine Lua). Audio Subsystem The game engine needs an interpreter/ compiler that runs those scripts. Collisions Profiling & Debugging

21 Game Engine Functionalities Most complex layer of the game engine, composed of multiple sub-systems Scripting Artificial Intelligence Online Multiplayer Rendering Engine Animation Focus of this class Engine Gameplay Foundations (Game State, Game Flow) Game state replication, and policy for coherent state maintenance. Audio Physics Match-making, messaging Subsystem (not message rendering, just message sending/reception), etc. Profiling & Collisions Debugging

22 Game Engine Functionalities Most complex layer of the game engine, composed of multiple sub-systems Scripting Artificial Intelligence Online Multiplayer Rendering Engine Gameplay Foundations (Game State, Game Flow) Animation Core of the game engine, Physics Engine location of the Game Loop, also maintains the game state. Audio Subsystem Location of the game flow FSM (transition from menus to game, to game over, etc.) Collisions Profiling & Debugging

23 Game Engine Architecture Game Specific Game Engine Functionalities Game Engine Resource Management Utility Layer Platform Independence Layer SDKs OS DRIVERS HARDWARE Dependencies

24 AI Interface with the Game Engine Scripting Artificial Intelligence Online Multiplayer Rendering Engine Animation Engine Gameplay Foundations (Game State, Game Flow) Physics Audio Subsystem Collisions Profiling & Debugging

25 AI Interface with the Game Engine Collision AI Input Gameplay Foundations (Game State, Game Flow) Game State

26 AI Interface with the Game Engine Collision AI Collision data (what touches what, or is in the line of fire of what) Input AI actions (might or not be the same as the human player s) Gameplay Foundations Game State (Game State, Information Game Flow) Game State

27 AI Interface with the Game Engine Strategy Collision Decision Making AI World Interface (perception) Movement Input Gameplay Foundations (Game State, Game Flow) Game State

28 Example: RPG Game Consider Morrowind (Elder Scrolls III)

29 Example: RPG Game AI Strategy Decision Making: Scripts Movement: A* + Animation Perception: Navigation mesh Quests status Interaction events (hits, etc.) Collision + Line of sight Input Game State

30 Example: RPG Game AI Strategy Decision Making: Scripts Movement: A* + Animation Perception: Navigation mesh Quests status Interaction events (hits, etc.) Collision + Line of sight In some games (e.g. Spore) animation is so complex, that it is considered part of the Game AI (we will not cover animation techniques Input in this course) Game State

31 Example: RPG Game AI Strategy Decision Making: Scripts Movement: A* + Animation Perception: Navigation mesh Quests status Interaction events (hits, etc.) Collision + Line of sight For the triggers and conditions used in the scripts (basically, we need all the information needed to Input test the conditions in the scripts, or an interface to do so) Game State

32 Example: RPG Game AI Strategy Decision Making: Scripts Movement: A* + Animation Perception: Navigation mesh Quests status Interaction events (hits, etc.) Collision + Line of sight Basically for A*, although some scripts might check for things like if there is path between A and B then Input Game State

33 Outline Game Engines Perception and Action

34 Perception and Action The interface between the game engine and the AI is key As you already know (from the previous AI class): Most AI algorithms are very brittle Information needs to be represented in exactly the right way A non appropriate representation might make the AI code very complex AI algorithms are eager consumers of information: an efficient way to get information from the game engine is required

35 Running Example Imagine we are writing the AI of a unit in StarCraft: We want the unit to attack any opponent units that get in attack range: attack_range

36 Running Example (2) Imagine we are writing the AI of a unit in StarCraft: We want the unit to attack any opponent units that get in attack range: Class Marine { public: bool update(gamestate *gs); void render(graphicscontext *g); protected: }; attack_range

37 Two Approaches to Perception Polling Message passing

38 Polling Simplest idea: No special perception layer Whenever the AI wants some piece of information, it just asks the Game State / Collision / Line of Sight modules about it Benefits: Easy Problems: Inefficient The same information might be asked for multiple times Most of the time the player does not collide with enemies, why check it at every frame? Hard to debug

39 Running Example Marine AI using polling : bool Marine::update(GameState *gs) { GameObject *o = gs->enemyinradius(this, myposition, attack_range); if (o!=0) attack(o); } o bool GameState::enemyInRadius (GameObject *o, Pos p, float radius) { for(gameobject *o2:gameobjects) { if (o2->isenemy(o) && o2->distance(p)<=radius) return o; } return 0; } attack_range

40 Polling Station Rather than asking the game engine directly: Create a perception module with an API to access the game engine All AIs ask this perception module (the polling station) Polling station can improve efficiency by caching queries Easier to debug (polling station can be used as the one stop place to set break-points or logging instructions) Having an API in between the AI and the Game Engine, allows game engine developers to work independently than the AI developers

41 Message Passing Event-based approach Wait for an event message to arrive rather than constantly checking for conditions to be true at each cycle (e.g. check if the player is in line of sight): When something relevant happens (e.g. player is in line of sight), a message is sent to all the AIs that care about this condition. Centralized event manager

42 Event Manager AI1 Checking Engine Registry of Event Listeners AI2 AIn Event queue

43 Event Manager AIs register for certain events, like collisions with certain objects, etc. AI1 Checking Engine Registry of Event Listeners AI2 AIn Event queue

44 Event Manager A single checking engine checks for the events for which any AI is registered AI1 Checking Engine Registry of Event Listeners AI2 AIn Event queue

45 Event Manager Certain events, do not need to be checked for, since the originating entity sends the directly (e.g. state changes in another AI) AI1 Checking Engine Registry of Event Listeners AI2 AIn Event queue

46 Running Example Marine AI using simple events : bool Marine::update(GameState *gs) { Pos oldposition = myposition; if (cycle==0) gs->registerforevent(this, ENEMY_IN_RANGE); //... } if (oldposition!= myposition) gs->signalevent(position_change, this); bool Marine::event(Event *e) { if (e->type = ENEMY_IN_RANGE) attack(e->o); } attack_range

47 Running Example Marine AI using simple events : bool Marine::update(GameState *gs) { Pos oldposition = myposition; if (cycle==0) gs->registerforevent(this, ENEMY_IN_RANGE); } //... if (oldposition!= myposition) gs->signalevent(position_change, this); Notice that no CPU is wasted in checking whether any object that is not moving is in range or not. In this example, only when an object moves, the event manager performs the checks (triggered by the signalevent call). bool Marine::event(Event *e) { if (e->type = ENEMY_IN_RANGE) attack(e->o); } attack_range You will have to define some Event class, and come up with a list of events that make sense in your particular game.

48 Polling vs Message Passing Polling is simpler, better for simple games (where message passing is overkill) Message passing can be more efficient but it is more complex to deploy Best choice depends on the game type, but it is always worth spending effort into determining how the AI is going to get information from the game.

49 Sensing

50 Sensing Polling Stations and Event Managers address the problem getting information from the game engine But not all characters in the game should have access to all information: If a character in a room wants to know if another one across the map made a noise, it should not be able to get that information Recent realistic games need a sensing model Sensing models are typically implemented over event managers, rather than polling stations.

51 Easiest Approach: Fake it! The AI has access to everything that happens in the game, but it is programmed to act as if it didn t know. Example: Warcraft II

52 Simple Sensing Model Characters can only see/hear what happens in the room Event Manager 1 Event Manager 2 Event Manager 3 Event Manager 4

53 Simple Sensing Model Characters can only see/hear what happens in the room Event Manager 1 Event Manager 2 Event Manager 3 When a character moves from a room to another, it unregisters from an event manager, and registers in another one Event Manager 4

54 Realistic Sensing Models Sight: Sight cones (60 degrees is standard) Line of sight Distance (although it is not realistic, it s very typical in games) Brightness/differentiation (used in games like Splinter Cell) Touch Hearing Distance (reduce volume and use audible threshold) Smell Not common, but some games use it (e.g. Alien vs Predator)

55 Alien vs Predator

56 Event Manager + Sensing (simple) When characters register, they send their position and sensing capabilities to the registry AI1 Checking Engine Registry of Event Listeners AI2 Event queue Sensing Model AIn

57 Event Manager + Sensing (simple) AI1 Registry Each sense has defined: Checking of - Attenuation factor (for distance) Engine Event - Maximum range Listeners - Transmission speed - Restrictions (line-of-sight?) Sensing Model AI2 AIn Event queue

58 Event Manager + Sensing (complex) Checking Engine Registry of Event Listeners AI1 AI2 Event queue Sensing Model AIn Sensing Transmission Graph

59 Event Manager + Sensing (complex) Checking Engine Registry of Event Listeners AI1 AI2 Graph can be precomputed if map is static Divide game map in a finite set of regions. Sensing Define if different events (visual, sounds, Model etc.) can transfer from region to region, and at which speed Event and attenuation. queue Can model one-way glass, mirrors, sound travelling through pipes, etc. Sensing Transmission Graph AIn

60 Show Off the AI Features!

61 Summary AI interfaces with a game engine. Basic AI components: Perception Movement Decision Making Strategy Perception is the foundation over which your AI will be built. Pay attention to it!

62 Example of Perception in Action Example from the game engine used in project 5

63 Next Week Movement Steering Behaviors (for project 1)