README updates and small fix in recipes

Author: Evgeny-Egorov-Projects

README.md

@@ -246,6 +246,19 @@ perplexity_criterion = 'PerplexityScore@lemmatized -> min COLLECT 1'
 best_model = experiment.select(perplexity_criterion)
 ```
 
+### Alternatively: Use Recipes
+If you need a topic model now, you can use one ofthe code snippets we call recipes.
+```python
+from topicnet.cooking_machine.recipes import BaselineRecipe
+training_pipeline = BaselineRecipe()
+EXPERIMENT_PATH = '/home/user/experiment/'
+
+training_pipeline.format_recipe(dataset_path=DATASET_PATH)
+experiment, dataset = training_pipeline.build_experiment_environment(save_path=EXPERIMENT_PATH,)
+```
+after that you can expect a following result:
+![run_result](./docs/readme_images/experiment_train.gif)
+
 ### View the results
 
 Browsing the model is easy: create a viewer and call its `view()` method (or `view_from_jupyter()` — it is advised to use it if working in Jupyter Notebook):

docs/readme_images/experiment_train.gif

@@ -153,7 +153,6 @@ def format_recipe(
             background_topics=background_topics,
             modality_list=modality_list,
             num_iter=num_iter,
-            order=self._order
         )
         return self._recipe
 
@@ -256,8 +255,7 @@ def _make_multimodal_recipe(
         reg_forms = self._form_regularizers(modality_list)
         cube_forms = self._form_and_order_cubes(
             modality_list,
-            num_iter=num_iter,
-            order=self._order)
+            num_iter=num_iter,)
         self._recipe = self.recipe_template.format(
             modality=modality,
             dataset_path=dataset_path,

topicnet/cooking_machine/recipes/multimodal_exploratory_search_pipeline.py

@@ -2787,7 +2787,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.6.8"
+   "version": "3.6.9"
   }
  },
  "nbformat": 4,

topicnet/demos/RTL-Wiki-Preprocessing.ipynb renamed to topicnet/demos/1-RTL-Wiki-Preprocessing.ipynb

@@ -691,7 +691,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.6.8"
+   "version": "3.6.9"
   }
  },
  "nbformat": 4,

topicnet/demos/Making-Decorrelation-and-Topic-Selection-Friends.ipynb renamed to topicnet/demos/10-Making-Decorrelation-and-Topic-Selection-Friends.ipynb

@@ -4394,7 +4394,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.6.8"
+   "version": "3.6.9"
   }
  },
  "nbformat": 4,