AI Recruitment

The new Recruitment Candidate Action is highly configurable and supports multiple leader recruiting.

How it works

Map analyis

In a first step the CA will analyse the map and try to find "important hexes". Those are locations on the map where a fight will occur with high probability. The important hexes are later used in combat simulations to calculate an average defense for the combatants.

When the game is running in debug mode the important hexes are marked with a white 'X'.

Score Map

A score map will be created for all leaders who are able to recruit. All unit-types from the recruit- and recall lists are mapped to a score.

In the end the scores represent the desired unit-ratios on the map. (This means the AI will not just recruit the unit with the highest score, but in such a way that the mix of units on the map comes as close as possible to the mix represented by the scores.) The scores are filled with values coming from combat analysis (see below).

After that the AI modifies the scores in several ways:

• Similar units get a penalty for being similar. Similar units are units in one advancement tree.

Example (Archer can advance to Ranger):
			before	after
Elvish Fighter: 	  50	 50
Elvish Archer:		  50	 25
Elvish Ranger:		  50	 25

• The aspects recruitment_more, recruitment_diversity and recruitment_randomness are handled (see below).

Combat Analysis

For each unit-type the AI's leaders can recruit, the CA will simulate a fight against all enemy units on the map. If there are less then 5 enemy units, the enemies recruitment list(s) will be taken into account.

After Combat Analysis the score map may look like this:

Goblin Spearman score:		16.1252
Naga Fighter score:		0
Orcish Archer score:		61.6442
Orcish Assassin score:		88.0737
Orcish Grunt score:		100
Troll Whelp score:		26.7646
Wolf Rider score:		0

Implementation details for interested readers

Combat Analysis will use the function compare_unit_types(A, B). It takes two unit-types and simulates a fight using a cache because simulation is expensive. The function returns a positive value if unit-type A is better then B and a negative value if unit-type B is better then A. If the return value is 2.0 it means that unit-type A is twice as good as unit-type B.

Here is a important code-snipped of compare_unit_types():

damage_to_b comes from simulations and is the average damage dealt by A when A attacks (A chooses weapon) plus the average damage dealt by A when B attacks (B chooses weapon). damage_to_a is equivalent.

double value_of_a = damage_to_b / (b_max_hp * a_cost);
double value_of_b = damage_to_a / (a_max_hp * b_cost);

if (value_of_a > value_of_b) {
  return value_of_a / value_of_b;
} else if (value_of_a < value_of_b) {
  return -value_of_b / value_of_a;
} else {
  return 0.;
}

The return-value of compare_unit_types() will be multiplied by the enemies current hp and added to the score map.

Included in the damage calculations are average defense (coming from "important hexes"), resistance, resistance abilities, average time of day, drain, poison, berserk, swarm and slows.

At this point the scores can be quite unhandy. They could all be negative, very high or too similar. So the scores will be transformed linearly. The resulting scores are numbers between 0.0 and 100.0.

Simplified code-snipped:

double new_100 = max_score;
double new_0 = max_score - (1.5 * (max_score - average_score));

BOOST_FOREACH(double& score, scores) {
  score = 100 * ((score - new_0) / (new_100 - new_0)); // linear transformation
  if (score < 0.) {
    score = 0.;
  }
}

Aspect recruitment_instruction

This is a powerful aspect to completely control recruitment via WML. After the score maps are created the CA will start to execute 'jobs' (or [recruit]-tags). If there is no job, the AI will do nothing at all.

This aspect is quite complex and requires the composite form of an aspect.

[ai]
  [aspect]
    id=recruitment-instruction
    [facet]
       turns=
       [value]
         #(here multiple [recruit] and/or [limit]-tags)
         [recruit]
           #(attributes)
         [/recruit]
         [limit]
           #(attributes)
         [/limit]          
       [value]
    [/facet]
  [/aspect]
[/ai]

Attributes inside [facet]:

• turns="": (string) This key takes a comma separated list containing numbers specifying the turns. '-' can be used between two values to define a range. An empty String means all turns.
• See here for more information. But note, that invalidate_on_gamestate_change and invalidate_on_minor_gamestate_change will have no effect on [recruit]-tags. They will be read at the beginning of the turn and then be immutable.

Attributes inside [recruit]: (with default values)

• type="": (string) This key takes a comma separated list containing unit-types, usages or levels. Common usages are: 'scout', 'fighter', 'archer', 'healer' and 'mixed fighter'. An empty string means all units. If more then one unit is specified the AI will decide according to the score map what to recruit.
• number=-1: (integer) A number greater than 0 will tell the AI to recruit n units. -1 means as much as possible. 0 means do not recruit.
• importance=1: (integer) The importance of a recruitment tells the AI first to recruit units with the highest importance. If gold is lacking or the castle is full, only the most important units will be recruited, the other [recruit]-jobs will be dropped then.
• leader_id="": (string) ID of the leader who shall execute this job. Empty string means all leaders. (Note: This is only a recommendation for the AI. If the specified leader has no free hexes the AI will use other leaders to do the job. This is because the function check_recruit_action() in contexts.hpp will automatically choose another leader if the specified does has no free hexes)
• total=no: (boolean) If total is set to yes the AI will count the own units on the map which match at least one of the given types and will then recruit the difference between number and the counted amount.
• blocker=yes: (boolean) If set to yes the AI will stop recruiting when this job cannot be done (because of lacking gold or a [limit] for example). If set to no the AI will drop this job and try to continue with less important ones.
• pattern=no: (boolean) If set to yes the unit to recruit will not be chosen by the AI but randomly according to the frequency in the type attribute. For example when "type=Orcish Grunt, Orcish Grunt, scout" and "number=6", the AI will recruit 6 units whereas the probability that one unit is a Grunt is twice as big as the probability that the AI will recruit a scout. If the type-attribute is empty the AI will recruit randomly. (See also recruitment_pattern)

Attributes inside [limit]: (with default values)

• type="": (string) This key takes a comma separated list containing unit-types, usages or levels. A empty string means all units.
• max=0: (int) The maximum of units of the given type.

Notes:

• [limit] has higher priority than [recruit].
• The aspect recruitment_save_gold has higher priority then [recruit]. So if exact recruiting is wished, deactivate recruitment_save_gold (see below)
• If recruitment is specified for a turn, the AI will not recruit any other unit by default. (So if the AI is told to recruit 1 scout in turn 1 then the AI will only recruit 1 scout and not more). To prevent this behavior one can add this [recruit]-tag:

[recruit]
   importance=0
[/recruit]

According to all the default values above (all types, as much as possible, ...) the AI will now fall back when all other recruitment jobs are done. This is also the content of the [default]-facet for the aspect.

• Even if only a [limit]-tag is used, the [default]-facet will get overwritten. Include the [recruit] mentioned in the previous point to let the AI recruit something.
• Only one facet at a time can be active. When there are more [facet]s defined in a turn the behavior is undefined. In one [facet] can be many [recruit] or [limit]-tags.
• Do not define more than one [recruit]-tags with the same importance. Note that the aspect recruitment_pattern will expand into a [recruit]-tag with importance=1.

Examples

Recruit 3 Grunts (and nothing more) in turn 3-5.

[ai]
  [aspect]
    id=recruitment_instructions
    [facet]
      turns=3-5
      [value] 
        [recruit]
          type=Orcish Grunt
          number=3
        [/recruit]
      [/value]
    [/facet]
  [/aspect]
[/ai]

Recruit as many scouts as necessary until there are 4 scouts in total and then recruit other units.

[ai]
  [aspect]
    id=recruitment_instructions
    [facet]
      [value] 
        [recruit]
          type=scout
          number=4
          total=yes
          importance=1
        [/recruit]
        [recruit]
          importance=0
        [/recruit]
      [/value]
    [/facet]
  [/aspect]
[/ai]

Recruit 6 Grunts or level 2 units (whatever seems better for the AI) and nothing more.

[ai]
  [aspect]
    id=recruitment_instructions
    [facet]
      [value] 
        [recruit]
          type=Orcish Grunt, 2
          number=6
        [/recruit]
      [/value]
    [/facet]
  [/aspect]
[/ai]

Recruit 5 scouts with leader1 and 5 Grunts with leader2. Do even try to recruit the Grunts if leader1 can not recruit all of the scouts.

[ai]
  [aspect]
    id=recruitment_instructions
    [facet]
      [value] 
        [recruit]
          type=scout
          number=5
          importance=2
          leader_id=leader1
          blocker=no
        [/recruit]
        [recruit]
          type=Orcish Grunt
          number=5
          importance=1
          leader_id=leader2
        [/recruit]
      [/value]
    [/facet]
  [/aspect]
[/ai]

Recruit random units always.

[ai]
  [aspect]
    id=recruitment_instructions
    [facet]
      [value] 
        [recruit]
          type=
          pattern=yes
          importance=1
        [/recruit]
      [/value]
    [/facet]
  [/aspect]
[/ai]

Do not recruit in turn 4.

[ai]
  [aspect]
    id=recruitment_instructions
    [facet]
      turns=4
      [value] 
        [recruit]
          importance=1
          number=0
        [/recruit]
      [/value]
    [/facet]
  [/aspect]
[/ai]

Do not have more than 6 units on the map.

[ai]
  [aspect]
    id=recruitment_instructions
    [facet]
      [value] 
        [limit]
          type=    #empty type means all units
          max=6
        [/limit]
        [recruit]         #Do not forget to include the default
          importance=0    #[recruit]-tag. Otherwise the AI won't
        [/recruit]        #recruit anything.
      [/value]
    [/facet]
  [/aspect]
[/ai]

This will not work because only one [facet] can be active.

[ai]
  [aspect]
    id=recruitment_instructions
    [facet]
      turns=1-10
      [value] 
        [recruit]
          type=scout
          number=5
          importance=1
        [/recruit]
      [/value]
    [/facet]
    [facet]
      turns=3
      [value] 
        [recruit]
          type=Orcish Grunt
          number=3
          importance=2
        [/recruit]
      [/value]
    [/facet]
  [/aspect]
[/ai]

To achieve this behavior one has to create a [facet] for turn 1-2, a [facet] for turn 3 and another [facet] for turn 4-10.

Aspect recruitment_save_gold

How it works

For several reasons it is a good idea not to spend all gold at once:

• To save the upkeep,
• To wait for the enemy to recruit first to counter easily,
• To save gold for the next scenario when the enemy is almost defeated.

At the same time it is a good idea (especially for the AI) to recruit in 'waves' (not to recruit one unit each turn).

For this there is the aspect recruitment_save_gold.

The Recruitment CA is always in one of the following states:

• NORMAL,
• SAVE_GOLD,
• SPEND_ALL_GOLD,
• LEADER_IN_DANGER.

Except the state LEADER_IN_DANGER, the states are persistent over turns.

The AI keeps track of a 'unit_ratio'. This is our_total_unit_costs / enemy_total_unit_costs whereas the costs are the sum of the cost of all units on the map weighted by their HP. Also the AI tries to estimate the total income over the next 5 turns. (This is a quite rough estimation, but that's fine.)

When the AI is in state NORMAL and the unit_ratio exceeds a predefined threshold ('begin') and the estimated income is positive, the AI will switch to the state SAVE_GOLD. Now the AI does not recruit units anymore until the unit_ratio falls below another predefined threshold ('end'). Then the AI will switch to the NORMAL state and recruit again.

With this behavior the AI can save quite a lot of gold. But saving gold forever is senseless. So when the AI has more gold then a predefined value ('spend_all_gold'), it will switch into the state SPEND_ALL_GOLD and recruit a big army to start an offensive wave.

The AI will ignore all those gold saving strategies when there is a LEADER_IN_DANGER. This happens when an enemy is near the leader (3 hexes).

Important note: Although the intuition says that the AI will play better when it tries to save some gold, it doesn't. Tests shown that it is always good for the AI to have as many units as possible. (Probably it will do better in village-capturing then). The aspect is activated by default because playing against wave-like recruiting is fun.

The Aspect

This aspect requires also the composite form.

[ai]
  [aspect]
    id=recruitment_save_gold
    [facet]
      [value]
        #(attributes)
      [/value]
    [/facet]
  [/aspect]
[/ai]

Attributes inside [value]: (with default values)

• active=2: (int) From this turn on the aspect will be active. So the AI will always spend all gold until the defined turn. active=0 can be used to always deactivate gold saving. (The default value is 2 so nobody will get confused if the AI doesn't recruit in the first turn)
• begin=1.1: (double) See explanation above.
• end=0.9: (double) See explanation above.
• spend_all_gold=-1: (int) See explanation above. If set to -1 the value will automatically set to the team's start gold + 1.

Example

This example is filled with all default values and can be used for quick copying.

[ai]
  [aspect]
    id=recruitment_save_gold
    [facet]
      [value]
        active=2
        begin=1.1
        end=0.9
        spend_all_gold=-1
      [/value]
    [/facet]
  [/aspect]
[/ai]

Other aspects

• recruitment_diversity=1.0 (double) When this value is high, the AI will recruit more units which are currently rare on the map. (recruitment_diversity * 25 will be added to each score).
• recruitment_more="" (string) This key takes a comma separated list containing unit-types, usages or levels. This is meant to let a scenario editor make an easy hack when he/she wants the AI to recruit more units of a specific type. (25 will be added to the unit-type's score.) With recruitment-more="Orcish Grunt, Orcish Grunt" it is possible to add 50 to the Grunt's score.
• recruitment_randomness=15 (int) To each score a random value between 0 and recruitment_randomness will be added. Don't hesitate to use a high value (like 200) to increase randomness.
• recruitment_pattern="" (string) This key takes a comma separated list containing unit-types, usages or levels. Common usages are: 'scout', 'fighter', 'archer', 'healer' and 'mixed fighter'. This tells the AI with what probability it should recruit different types of units. The usage is listed in the unit type config files (see data/core/units/ for mainline units; see also UnitTypeWML).
  • For example, recruitment_pattern=fighter,fighter,2 means that the AI recruits on average twice as many fighters as level 2 units. It does not mean that it recruits two fighters first, then a level 2 unit, then two fighters again, etc.
  • Internally recruitment_pattern will expand into a recruitment_instruction with pattern=yes and importance=1. (So recruitment_pattern is a shortcut for a special recruitment_instruction). Make sure that there is no recruitment_instruction with importance=1 when using recruitment_pattern.
• villages_per_scout=4 (int) A number 0 or higher which determines how many scouts the AI recruits. If 0, the AI doesn't recruit scouts to capture villages.

Making recruitment strong

The default aspects are chosen so it is fun to play against the AI. To let the AI recruit stronger this settings are recommended:

• recruitment_diversity=0 Let the AI recruit the best units.
• recruitment_randomness=0 Let the recruitment not be random.
• villages_per_scout=0 Test shown that the AI plays slightly better with less or no scouts at all.
• deactivate recruitment_save_gold (see above). Test shown that the AI plays better when it spends all money immediately.

In Multiplayer games the AI 'Strong AI (RCA)' can be chosen where the settings are as described here.

Some notes on multiple leaders

The CA can recruit with multiple leaders - even with different recruitment lists. Also the CA 'Move_Leader_To_Keep' will try to move all units with canrecruit=yes to the next keep.

However there are some drawbacks:

• In the current version the leaders will recruit by default almost the same amount of units. This can partly configured with the aspect recruitment_instruction and it's attribute leader_id. A leader will recruit more units when he/she is in danger (enemies are near).
• As mentioned above leader_id in recruitment_instruction is only a recommendation.
• Multiple leaders with different recruitment lists in combination with a recruitment_pattern may be confusing. (For the AI it's more important that the leaders recruit the same amount of units than fulfilling the ratios given in the recruitment_pattern.)