update doc config

.readthedocs.yaml

@@ -9,7 +9,8 @@ version: 2
 build:
   os: ubuntu-22.04
   tools:
-    python: "3.12"
+    python: "mambaforge-22.9"
+    # python: "3.12"
     # You can also specify other tool versions:
     # nodejs: "19"
     # rust: "1.64"
@@ -30,3 +31,5 @@ sphinx:
 # python:
 #    install:
 #    - requirements: docs/requirements.txt
+  conda:
+    environment: docs/environment.yml

docs/environment.yml

+name: iamap
+channels:
+  - conda-forge
+
+dependencies:
+  - python
+  - myst-parser
+  - pip:
+    - pydata-sphynx-theme
+    - sphynx_favicon

docs/source/Tutorials.rst

@@ -58,33 +58,13 @@ Keep in mind that the more points you place the better the results will be.
 
 
 
-
-
-Using a new encoder
---------------------
-If you use Windows and you want to use a new encoder, you first need to create it in the OSGEO4W shell.
-For that, you can open OSGEO4W shell and run the following commands (assuming that "name" is the name of your encoder of choice) :
-::
-    python
-    import timm
-    #print(timm.__version__) if you want to see which timm version you are currently using
-    model = timm.create_model(name, pretrained=True)
-    print(model)  #to verify it was indeed created
-    exit()
-
-After those lines of code you should be able to use the new model by going into the "backbone choice" option in the encoder interface and typing
-the name of the model you want to use.
-
-As timm is a library regularly updated, be sure that the version you use is compatible with the model you want to use.
-
-
-
 Changing the parameters of the Random Forest
 -----------------------------------------------
 If you want to change the parameters of the random forest (such as the random state, number of trees, etc...), go to the random_forest.py file of this plugin.
 
 You can then go to the line 278 and 292 of this code which should look this :
 ::
+
     rf_classifier = RandomForestClassifier(n_estimators=100, min_samples_split=4, random_state=42)
 
 You can then change the parameters of the random forest freely. Please make sure to use the same parameters in both of those two lines of code

docs/source/conf.py

@@ -14,16 +14,28 @@ release = '0.5.9'
 # -- General configuration ---------------------------------------------------
 # https://www.sphinx-doc.org/en/master/usage/configuration.html#general-configuration
 
-extensions = []
+import pydata_sphinx_theme
+
+extensions = [
+    'sphinx.ext.autodoc',
+    'sphinx.ext.autosummary',
+    "myst_parser",
+    "sphinx_favicon",
+]
 
 templates_path = ['_templates']
 exclude_patterns = []
 
+source_suffix = {
+    '.rst': 'restructuredtext',
+    '.md': 'markdown',
+}
 
 
 # -- Options for HTML output -------------------------------------------------
 # https://www.sphinx-doc.org/en/master/usage/configuration.html#options-for-html-output
 
-html_theme = 'classic'
+html_theme = 'pydata_sphinx_theme'
 html_static_path = ['_static']
+html_favicon = "./../../icons/encoder_tool.svg"