Intents with the same text

Rasa Open Source
1

I have 4 intents with the same text:

> {"intent": "bread-conditions", "text": "Terms & Benefits"},
> {"intent": "wine-conditions", "text": "Terms & Benefits"},
> {"intent": "juice-conditions", "text": "Terms & Benefits"},
> {"intent": "apple-conditions", "text": "Terms & Benefits"}

For every intent I have their own actions, so I differentiate them with writing 4 different stories:
## story-1
* bread
  - utter_bread
* bread-conditions
  - utter_bread-conditions
## story-2
* wine
  - utter_wine
* wine-conditions
  - utter_wine-conditions
## story-3
* juice
  - utter_juice
* juice-conditions
  - utter_juice-conditions
## story-4
* apple
  - utter_apple
* apple-conditions
  - utter_apple-conditions

Configuration for Rasa Core:

> agent = Agent(path_to_domain, policies=[AugmentedMemoizationPolicy(max_history=2),
>                                                      KerasPolicy(max_history=2,
>                                                                  epochs=300,
>                                                                  batch_size=64,
>                                                                  random_seed=2,
>                                                                  validation_split=0.0,
>                                                                  featurizer=MaxHistoryTrackerFeaturizer(
>                                                                      max_history=2,
>                                                                      state_featurizer=BinarySingleStateFeaturizer())),
>                                                      fallback])

The problem is that bot is not following flow, it goes one of those intents(writed at the beginning) but not to the correct one. Is there any way to overcome this problem ? Or How prioritize RasaCore over RasaNLU?

2

This i s a problem with how your data is structured. this should just be one intent. Then your stories will look like

## story-1
* bread
  - utter_bread
* conditions
  - utter_bread-conditions
## story-2
* wine
  - utter_wine
* conditions
  - utter_wine-conditions
## story-3
* juice
  - utter_juice
* conditions
  - utter_juice-conditions
## story-4
* apple
  - utter_apple
* conditions
  - utter_apple-conditions

With a max history of 2, Core will look back at the last 2 events (e.g. conditions and utter_apple) and will know that the combination of those two means that utter_apple-conditions should come next.