From 68905cf9cf197ba3ccea6fdd7257e12e45d13e49 Mon Sep 17 00:00:00 2001
From: "maimouni.mouhcine" <mouhcine.maimouni@cefe.cnrs.fr>
Date: Fri, 7 Jun 2024 14:21:55 +0200
Subject: [PATCH] =?UTF-8?q?Model=20regression=20correction=20des=20param?=
 =?UTF-8?q?=C3=A8tres?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 src/Class_Mod/RegModels.py                     |   9 +++++++++
 ...4_06_07__created_on_Xcal_and_Ycal_data_.pkl | Bin 0 -> 166397 bytes
 ...on_Xcal_and_Ycal_data_Wavelengths_index.csv |   4 ++++
 src/data/params/Preprocessing.json             |   1 +
 src/pages/2-model_creation.py                  |   6 ++++--
 5 files changed, 18 insertions(+), 2 deletions(-)
 create mode 100644 src/data/models/model_sd_2024_06_07__created_on_Xcal_and_Ycal_data_.pkl
 create mode 100644 src/data/models/model_sd_2024_06_07__on_Xcal_and_Ycal_data_Wavelengths_index.csv
 create mode 100644 src/data/params/Preprocessing.json

diff --git a/src/Class_Mod/RegModels.py b/src/Class_Mod/RegModels.py
index 63e740d..49813db 100644
--- a/src/Class_Mod/RegModels.py
+++ b/src/Class_Mod/RegModels.py
@@ -98,6 +98,7 @@ class Plsr(Regmodel):
         ### parameters in common
         
     def objective(self, params):
+        params['n_components'] = int(params['n_components'])
         x0 = [self._xc, self._xt]
         
         x1 = [eval(str(params['normalization'])+"(x0[i])") for i in range(2)]
@@ -130,6 +131,10 @@ class Plsr(Regmodel):
             self._yc = Model.predict(x2[0])
             self._yt = Model.predict(x2[1])
             self._model = Model
+            for key,value in params.items():
+                try: params[key] =  int(value)
+                except (TypeError, ValueError): params[key] =  value
+
             self._best = params
             self.pretreated = pd.DataFrame(x2[0])
             self._sel_ratio = sel_ratio(Model, x2[0])
@@ -197,7 +202,11 @@ class TpeIpls(Regmodel):
             self._yc = Model.predict(x2[0][:,id])
             self._yt = Model.predict(x2[1][:,id])
             self._model = Model
+            for key,value in params.items():
+                try: params[key] =  int(value)
+                except (TypeError, ValueError): params[key] =  value
             self._best = params
+
             self.pretreated = pd.DataFrame(x2[0])
             self.segments = arrays
             
diff --git a/src/data/models/model_sd_2024_06_07__created_on_Xcal_and_Ycal_data_.pkl b/src/data/models/model_sd_2024_06_07__created_on_Xcal_and_Ycal_data_.pkl
new file mode 100644
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HcmV?d00001

diff --git a/src/data/models/model_sd_2024_06_07__on_Xcal_and_Ycal_data_Wavelengths_index.csv b/src/data/models/model_sd_2024_06_07__on_Xcal_and_Ycal_data_Wavelengths_index.csv
new file mode 100644
index 0000000..08a80de
--- /dev/null
+++ b/src/data/models/model_sd_2024_06_07__on_Xcal_and_Ycal_data_Wavelengths_index.csv
@@ -0,0 +1,4 @@
+;from;to
+band1;353;409
+band2;501;882
+band3;1727;2020
diff --git a/src/data/params/Preprocessing.json b/src/data/params/Preprocessing.json
new file mode 100644
index 0000000..0d814e8
--- /dev/null
+++ b/src/data/params/Preprocessing.json
@@ -0,0 +1 @@
+{"deriv": 0, "n_components": 18, "normalization": "No_transformation", "polyorder": 0, "v1": 752, "v2": 735, "v3": 125, "v4": 1198, "v5": 461, "v6": 522, "window_length": 1}
\ No newline at end of file
diff --git a/src/pages/2-model_creation.py b/src/pages/2-model_creation.py
index ddddd42..8c31f31 100644
--- a/src/pages/2-model_creation.py
+++ b/src/pages/2-model_creation.py
@@ -293,9 +293,11 @@ if not spectra.empty and not y.empty:
         
         M1.write(Reg.best_hyperparams_print)
         a_Test=Reg.best_hyperparams_print
+
+        with open("data/params/Preprocessing.json", "w") as outfile:
+            json.dump(Reg.best_hyperparams_, outfile)
+        
         
-        with open("data/params/Preprocessing.json", "w") as outfile: 
-            json.dump(Reg.best_hyperparams_, outfile)      
 ##########
         M1.write("-- Model performance --")
         M1.dataframe(metrics(c = [y_train, yc], t = [y_test, yt], method='regression').scores_)
-- 
GitLab