add e2e docs

changelog/7496.improvement.md

@@ -0,0 +1,36 @@
+Make TED an end-to-end policy. Namely, make it possible to train TED on stories that contain
+intent and entities or user text and bot actions or bot text.
+If you don't have text in your stories, TED will behave the same way as before.
+Add possibility to predict entities using TED.
+
+Here's an example of a dialogue in the Rasa story format:
+
+```
+stories:
+- story: collect restaurant booking info  # name of the story - just for debugging
+  steps:
+  - intent: greet                          # user message with no entities
+  - action: utter_ask_howcanhelp           # action that the bot should execute
+  - intent: inform                         # user message with entities
+    entities:
+    - location: "rome"
+    - price: "cheap"
+  - bot: On it                             # actual text that bot can output
+  - action: utter_ask_cuisine
+  - user: I would like [spanish](cuisine). # actual text that user input
+  - action: utter_ask_num_people
+```
+
+Some model options for `TEDPolicy` got renamed.
+Please update your configuration files using the following mapping:
+
+|      Old model option       |                  New model option                      |
+|-----------------------------|--------------------------------------------------------|
+|transformer_size             |dictionary “transformer_size” with keys                 |
+|                             |“text”, “action_text”, “label_action_text”, “dialogue”  |
+|number_of_transformer_layers |dictionary “number_of_transformer_layers” with keys     |
+|                             |“text”, “action_text”, “label_action_text”, “dialogue”  |
+|dense_dimension              |dictionary “dense_dimension” with keys                  |
+|                             |“text”, “action_text”, “label_action_text”, “intent”,   |
+|                             |“action_name”, “label_action_name”, “entities”, “slots”,|
+|                             |“active_loop”                                           |

docs/docs/components.mdx

@@ -1429,7 +1429,7 @@ However, additional parameters exist that can be adapted.
 +=================================+==================+==============================================================+
 | hidden_layers_sizes             | text: []         | Hidden layer sizes for layers before the embedding layers    |
 |                                 | label: []        | for user messages and labels. The number of hidden layers is |
-|                                 |                  | equal to the length of the corresponding.                    |
+|                                 |                  | equal to the length of the corresponding list.                    |
 +---------------------------------+------------------+--------------------------------------------------------------+
 | share_hidden_layers             | False            | Whether to share the hidden layer weights between user       |
 |                                 |                  | messages and labels.                                         |
@@ -1463,8 +1463,8 @@ However, additional parameters exist that can be adapted.
 +---------------------------------+------------------+--------------------------------------------------------------+
 | embedding_dimension             | 20               | Dimension size of embedding vectors.                         |
 +---------------------------------+------------------+--------------------------------------------------------------+
-| dense_dimension                 | text: 128        | Dense dimension for sparse features to use if no dense       |
-|                                 | label: 20        | features are present.                                        |
+| dense_dimension                 | text: 128        | Dense dimension for sparse features to use.                  |
+|                                 | label: 20        |                                                              |
 +---------------------------------+------------------+--------------------------------------------------------------+
 | concat_dimension                | text: 128        | Concat dimension for sequence and sentence features.         |
 |                                 | label: 20        |                                                              |

docs/docs/migration-guide.mdx

@@ -10,6 +10,24 @@ description: |
 This page contains information about changes between major versions and
 how you can migrate from one version to another.
 
+## Rasa 2.1 to Rasa 2.2
+
+### General
+
+Some model options for `TEDPolicy` got renamed.
+Please update your configuration files using the following mapping:
+
+|      Old model option       |                  New model option                      |
+|-----------------------------|--------------------------------------------------------|
+|transformer_size             |dictionary “transformer_size” with keys                 |
+|                             |“text”, “action_text”, “label_action_text”, “dialogue”  |
+|number_of_transformer_layers |dictionary “number_of_transformer_layers” with keys     |
+|                             |“text”, “action_text”, “label_action_text”, “dialogue”  |
+|dense_dimension              |dictionary “dense_dimension” with keys                  |
+|                             |“text”, “action_text”, “label_action_text”, “intent”,   |
+|                             |“action_name”, “label_action_name”, “entities”, “slots”,|
+|                             |“active_loop”                                           |
+
 ## Rasa 2.0 to Rasa 2.1
 
 ### Deprecations