diff --git a/.streamlit/config.toml b/.streamlit/config.toml
index 54bad9eb6d873cc0f57103c4112a03be75af0a58..9b3d160d8bd8c8b1eb5980e18e5e3170f3ccfd85 100644
--- a/.streamlit/config.toml
+++ b/.streamlit/config.toml
@@ -1,15 +1,6 @@
[theme]
-#primaryColor="#E0A505"
-#backgroundColor="#b7e4f3"
-#secondaryBackgroundColor="#b5f5cb"
-#textColor="#0a23bf"
+#base="dark"
font="sans serif"
-
-#primaryColor="#E91E63"
-#backgroundColor="#FFE082"
-#secondaryBackgroundColor="#E6EE9C"
-#textColor="#0a23bf"
-
primaryColor="#EF8354"
backgroundColor="#FFFFFF"
secondaryBackgroundColor="#7E8987"
diff --git a/Packages.py b/Packages.py
index 554f28d1d6b4060fb1a5e8e2216f60f62386f6a0..217daba0c5d087c3a3ce21f778bb724931bd7fc9 100644
--- a/Packages.py
+++ b/Packages.py
@@ -43,6 +43,7 @@ from sklearn.metrics import pairwise_distances_argmin_min, adjusted_rand_score,
## Web app construction
import streamlit as st
+from st_pages import Page, Section, show_pages, add_page_title, hide_pages
from tempfile import NamedTemporaryFile
# help on streamlit input https://docs.streamlit.io/library/api-reference/widgets
diff --git a/app.py b/app.py
index 8baa0d0724465c6e6101c90bafa42dba54c44a00..027393b8079257a75cae2893f29cd52e15db1c8a 100644
--- a/app.py
+++ b/app.py
@@ -1,24 +1,39 @@
-#from Modules_manager.PCA_ import pca_maker
-
from Packages import *
-st.set_page_config(page_title="NIRS Utils", page_icon=":goat:", layout="wide")
+st.set_page_config(page_title="NIRS Utils", page_icon=":goat:", layout="wide",)
+if 'interface' not in st.session_state:
+ st.session_state['interface'] = 'simple'
from Modules import *
from Class_Mod.DATA_HANDLING import *
-# graphical delimiter
-# st.write("---")
-
-# load images for web interface
-# img_sselect = Image.open("images\sselect.JPG")
-# img_general = Image.open("images\general.JPG")
-# img_predict = Image.open("images\predict.JPG")
-# TOC menu on the left
-# with st.sidebar:
-# st.markdown("[Sample Selection](#sample-selection)")
-# st.markdown("[Model Development](#create-a-model)")
-# st.markdown("[Predictions Making](#predict)")
+# # TOC menu on the left
+show_pages(
+ [Page("app.py", "Home"),
+ Page("pages\\1-samples_selection.py", "Samples Selection"),
+ Page("pages\\2-model_creation.py", "Models Creation"),
+ Page("pages\\3-prediction.py", "Predictions"),
+ ]
+)
+hide_pages("Samples Selection")
+hide_pages("Models Creation")
+hide_pages("Predictions")
+with st.sidebar:
+ interface = st.selectbox(label="Interface", options=['simple', 'advanced'], key='interface')
+ st.page_link('pages\\1-samples_selection.py')
+ if st.session_state['interface'] == 'simple':
+ st.page_link('pages\\2-model_creation.py')
+ # if advanced interface, split Models Creation and Predictions
+ elif st.session_state['interface'] == 'advanced':
+ show_pages(
+ [Page("app.py", "Home"),
+ Page("pages\\1-samples_selection.py", "Samples Selection"),
+ Page("pages\\2-model_creation.py", "Models Creation"),
+ Page("pages\\3-prediction.py", "Predictions"),
+ ]
+ )
+ st.page_link('pages\\2-model_creation.py')
+ st.page_link('pages\\3-prediction.py')
# Page header
with st.container():
diff --git a/pages/1-samples_selection.py b/pages/1-samples_selection.py
index 6ca45f1c1a943b6866571b832ce9a36b84c42914..b8a8f245685b50c344d22e53755ffa8196da6575 100644
--- a/pages/1-samples_selection.py
+++ b/pages/1-samples_selection.py
@@ -3,6 +3,10 @@ st.set_page_config(page_title="NIRS Utils", page_icon=":goat:", layout="wide")
from Modules import *
from Class_Mod.DATA_HANDLING import *
+st.session_state["interface"] = st.session_state.get('interface')
+if st.session_state["interface"] == 'simple':
+ hide_pages("Predictions")
+
################################### Data Loading and Visualization ########################################
container1 = st.container(border=True)
col2, col1 = st.columns([3, 1])
@@ -90,7 +94,7 @@ cluster_methods = ['', 'Kmeans','HDBSCAN', 'AP']
with container2:
if sselectx_csv is not None:
plot_type=['', 'PCA','UMAP', 'NMF']
- cluster_methods = ['', 'Kmeans','UMAP', 'AP']
+ cluster_methods = ['', 'Kmeans','HDBSCAN', 'AP']
with pc:
type_plot = st.selectbox("Dimensionality reduction techniques: ", options=plot_type, key=37)
diff --git a/pages/2-model_creation.py b/pages/2-model_creation.py
index b66ac470edbcd7355c71d0d3fdf9e03f8be4a24f..3fadcb45393c71242b4876ccf32912c616a59ec4 100644
--- a/pages/2-model_creation.py
+++ b/pages/2-model_creation.py
@@ -3,7 +3,9 @@ st.set_page_config(page_title="NIRS Utils", page_icon=":goat:", layout="wide")
from Modules import *
from Class_Mod.DATA_HANDLING import *
-
+st.session_state["interface"] = st.session_state.get('interface')
+if st.session_state["interface"] == 'simple':
+ hide_pages("Predictions")
def nn(x):
return x is not None
########################################################################################
@@ -107,4 +109,8 @@ if xcal_csv is not None and ycal_csv is not None:
# create a report with information on the model
## see https://stackoverflow.com/a/59578663
- #M4.pyplot(reg_plot(meas==(ycal_csv,ycal_csv,ycal_csv], pred=[ycal_csv,ycal_csv,ycal_csv]))
\ No newline at end of file
+ #M4.pyplot(reg_plot(meas==(ycal_csv,ycal_csv,ycal_csv], pred=[ycal_csv,ycal_csv,ycal_csv]))
+
+
+ if st.session_state['interface'] == 'simple':
+ st.page_link('pages\\3-prediction.py', label = 'Keep on keepin\' on to predict your values !')
diff --git a/pages/3-prediction.py b/pages/3-prediction.py
index 6fba85144e3d85863dd387de395e755954e6869f..4ac4e5832e6d4bfce0d6c96ac0ffe748ffec7a97 100644
--- a/pages/3-prediction.py
+++ b/pages/3-prediction.py
@@ -3,6 +3,7 @@ st.set_page_config(page_title="NIRS Utils", page_icon=":goat:", layout="wide")
from Modules import *
from Class_Mod.DATA_HANDLING import *
+st.session_state["interface"] = st.session_state.get('interface')
st.header("Predictions making", divider='blue')
diff --git a/requirements.txt b/requirements.txt
index de7027c587917f3f6fcd947ce5ab4b58af12de24..60c8fc3ba7f50429005b8d19db952fc27902ca47 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -1,4 +1,5 @@
streamlit>=1.3.0
+st_pages-0.4.5>=0.4.5
requests>=2.24.0
Pillow>=8.4.0
protobuf>=3.19.0