Ensemble: Continue to adapt results.

manifest.scm

@@ -20,4 +20,4 @@
        "python-pyqtgraph" "python-qscintilla"
        "python-numpy@1" "python-shapely" "python-pyshp"
        "python-matplotlib" "python-colorama"
-       "python-rasterio"))
+       "python-rasterio" "python-psutil"))

requirements.txt

@@ -14,4 +14,4 @@ platformdirs>=4.2.0
 pyshp>=2.3.1
 rasterio==1.3.11
 #fortranformat==2.0.3
-
+psutil>=7.2.2

src/Model/Ensembles/Ensemble.py

@@ -0,0 +1,254 @@
+# Ensemble.py -- Pamhyr
+# Copyright (C) 2026  INRAE
+#
+# This program is free software: you can redistribute it and/or modify
+# it under the terms of the GNU General Public License as published by
+# the Free Software Foundation, either version 3 of the License, or
+# (at your option) any later version.
+#
+# This program is distributed in the hope that it will be useful,
+# but WITHOUT ANY WARRANTY; without even the implied warranty of
+# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
+# GNU General Public License for more details.
+#
+# You should have received a copy of the GNU General Public License
+# along with this program.  If not, see <https://www.gnu.org/licenses/>.
+
+# -*- coding: utf-8 -*-
+
+import struct
+import logging
+import itertools
+
+import numpy as np
+
+from Model.Tools.PamhyrDB import SQLSubModel
+from Model.Scenario import Scenario
+from Model.Ensembles.Function import Uniform
+
+logger = logging.getLogger()
+
+
+class Ensemble(SQLSubModel):
+    _sub_classes = []
+
+    def __init__(self, id: int = -1, name: str = "",
+                 function=None, params=[0., 100.],
+                 data_type=None, target_data=None,
+                 status=None, owner_scenario=-1):
+        super(Ensemble, self).__init__(
+            id=id, status=status,
+            owner_scenario=owner_scenario
+        )
+
+        self._name = name
+        self._data_type = data_type
+        self._function = function
+        self._params = params
+        self._target_data = target_data
+
+    @classmethod
+    def _db_create(cls, execute, ext=""):
+        execute(f"""
+          CREATE TABLE ensemble{ext} (
+            {cls.create_db_add_pamhyr_id()},
+            deleted BOOLEAN NOT NULL DEFAULT FALSE,
+            name TEXT NOT NULL,
+            type VARCHAR(8) NOT NULL,
+            function INTEGER NOT NULL,
+            function_name VARCHAR(32) NOT NULL,
+            params BLOB NOT NULL,
+            params_len INTEGER NOT NULL,
+            data_pid INTEGER NOT NULL,
+            {Scenario.create_db_add_scenario()},
+            {Scenario.create_db_add_scenario_fk()},
+            PRIMARY KEY(pamhyr_id, scenario)
+          )
+        """)
+
+        if ext == "_tmp":
+            return True
+
+        return cls._create_submodel(execute)
+
+    @classmethod
+    def _db_update(cls, execute, version, data=None):
+        major, minor, release = version.strip().split(".")
+        if major == "0" and int(minor) < 2:
+            cls._db_create(execute)
+        elif major == "0" and int(minor) == 2:
+            if int(release) < 8:
+                cls._db_create(execute)
+
+        return cls._update_submodel(execute, version, data)
+
+    @classmethod
+    def _db_load(cls, execute, data=None):
+        new = []
+        scenario = data["scenario"]
+        functions = data["ens_functions"]
+        stricklers = data["stricklers"]
+        loaded = data['loaded_pid']
+
+        table = execute(
+            "SELECT pamhyr_id, deleted, name, type, " +
+            "function, function_name, params, params_len, data_pid, " +
+            "scenario " +
+            "FROM ensemble " +
+            f"WHERE scenario = {scenario.id} " +
+            f"AND pamhyr_id NOT IN ({', '.join(map(str, loaded))})"
+        )
+
+        for row in table:
+            it = iter(row)
+
+            id = next(it)
+            deleted = (next(it) == 1)
+            name = next(it)
+            data_type = next(it)
+            fid = next(it)
+            fname = next(it)
+            params = next(it)
+            params_len = next(it)
+            data_pid = next(it)
+            owner_scenario = next(it)
+
+            def fn(f): return f._name == fname
+            if fid != -1:
+                def fn(f): return f._pamhyr_id == fid
+
+            function = next(
+                filter(fn, functions.lst),
+                None
+            )
+
+            target_data = next(
+                filter(
+                    lambda s: s._pamhyr_id == data_pid,
+                    stricklers.lst
+                ),
+                None
+            )
+
+            rdata = cls._decode_params(params, params_len)
+
+            new_ensemble = cls(
+                id, name=name,
+                function=function,
+                params=rdata,
+                data_type=data_type,
+                target_data=target_data,
+                status=data["status"],
+                owner_scenario=owner_scenario
+            )
+            if deleted:
+                new_ensemble.set_as_deleted()
+
+            loaded.add(id)
+            new.append(new_ensemble)
+
+        return new
+
+    def _db_save(self, execute, data=None):
+        if not self.must_be_saved():
+            return True
+
+        execute(
+            "DELETE FROM ensemble " +
+            f"WHERE pamhyr_id = {self.pamhyr_id} " +
+            f"AND scenario = {self._status.scenario_id}"
+        )
+
+        bparams, length = self._encode_params()
+
+        if self._function is None:
+            fid = -1
+            fname = "NULL"
+        else:
+            fid = self._function._pamhyr_id
+            fname = self._function._name
+
+            if self._function._type == "generic":
+                fid = -1
+
+        data_pid = -1
+        if self._target_data is not None:
+            data_pid = self._target_data._pamhyr_id
+
+        execute(
+            "INSERT INTO " +
+            "ensemble(pamhyr_id, deleted, name, type, " +
+            "  function, function_name, params, params_len, " +
+            "  data_pid, scenario) " +
+            "VALUES (?, ?, ?, ?, ?, ?, ?, ?, ?, ?)",
+            self.pamhyr_id, self.is_deleted(),
+            self._name, self._data_type,
+            fid, fname, bparams, length,
+            data_pid, self._status.scenario_id
+        )
+
+        return True
+
+    def _encode_params(self):
+        length = len(self._params)
+        data_format = ">" + ''.join(itertools.repeat("d", length))
+
+        return struct.pack(data_format, *self._params), length
+
+    @classmethod
+    def _decode_params(cls, bparams, length):
+        data_format = ">" + ''.join(itertools.repeat("d", length))
+
+        return struct.unpack(data_format, bparams)
+
+    def get_sample(self, nb):
+        return np.nditer(
+            self._function.get_sample(
+                self._params, nb
+            )
+        )
+
+    @property
+    def name(self):
+        return self._name
+
+    @name.setter
+    def name(self, name):
+        self._name = name
+        self._status.modified()
+
+    @property
+    def function(self):
+        return self._function
+
+    @function.setter
+    def function(self, function):
+        self._function = function
+        self._status.modified()
+
+    @property
+    def params(self):
+        return self._params
+
+    @params.setter
+    def params(self, params):
+        self._params = params
+        self._status.modified()
+
+    @property
+    def data_type(self):
+        return self._data_type
+
+    @data_type.setter
+    def data_type(self, data_type):
+        self._data_type = data_type
+        self._status.modified()
+
+    @property
+    def target_data(self):
+        return self._target_data
+
+    @target_data.setter
+    def target_data(self, target_data):
+        self._target_data = target_data
+        self._status.modified()

src/Model/Ensembles/EnsembleList.py

@@ -0,0 +1,53 @@
+# EnsembleList.py -- Pamhyr
+# Copyright (C) 2026  INRAE
+#
+# This program is free software: you can redistribute it and/or modify
+# it under the terms of the GNU General Public License as published by
+# the Free Software Foundation, either version 3 of the License, or
+# (at your option) any later version.
+#
+# This program is distributed in the hope that it will be useful,
+# but WITHOUT ANY WARRANTY; without even the implied warranty of
+# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
+# GNU General Public License for more details.
+#
+# You should have received a copy of the GNU General Public License
+# along with this program.  If not, see <https://www.gnu.org/licenses/>.
+
+# -*- coding: utf-8 -*-
+
+from tools import trace, timer
+
+from Model.Tools.PamhyrListExt import PamhyrModelList
+from Model.Ensembles.Ensemble import Ensemble
+
+
+class EnsembleList(PamhyrModelList):
+    _sub_classes = [Ensemble]
+
+    @classmethod
+    def _db_load(cls, execute, data=None):
+        new = cls(status=data['status'])
+
+        new._lst = Ensemble._db_load(
+            execute, data
+        )
+
+        return new
+
+    def _db_save(self, execute, data=None):
+        execute(
+            "DELETE FROM ensemble " +
+            f"WHERE scenario = {self._status.scenario_id}"
+        )
+
+        for ens in self._lst:
+            ens._db_save(execute, data=data)
+
+        return True
+
+    def new(self, index):
+        r = Ensemble(status=self._status)
+        self._lst.insert(index, r)
+        self._status.modified()
+        return r

src/Model/Ensembles/Function.py

@@ -0,0 +1,188 @@
+# Function.py -- Pamhyr
+# Copyright (C) 2026  INRAE
+#
+# This program is free software: you can redistribute it and/or modify
+# it under the terms of the GNU General Public License as published by
+# the Free Software Foundation, either version 3 of the License, or
+# (at your option) any later version.
+#
+# This program is distributed in the hope that it will be useful,
+# but WITHOUT ANY WARRANTY; without even the implied warranty of
+# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
+# GNU General Public License for more details.
+#
+# You should have received a copy of the GNU General Public License
+# along with this program.  If not, see <https://www.gnu.org/licenses/>.
+
+# -*- coding: utf-8 -*-
+
+import struct
+import logging
+import itertools
+import numpy as np
+
+from tools import logger_exception
+
+from Model.Except import NotImplementedMethodeError
+from Model.Tools.PamhyrDB import SQLSubModel
+from Model.Scenario import Scenario
+
+logger = logging.getLogger()
+
+
+class Function(SQLSubModel):
+    _sub_classes = []
+
+    def __init__(self, id: int = -1,
+                 name: str = "", script: str = "",
+                 status=None):
+        super(Function, self).__init__(
+            id=id, status=status,
+            owner_scenario=0
+        )
+
+        self._name = name
+        self._type = "generic"
+        self._script = script
+
+    @property
+    def name(self):
+        return self._name
+
+    @classmethod
+    def _db_create(cls, execute, ext=""):
+        execute(f"""
+          CREATE TABLE ensemble_function{ext} (
+            {cls.create_db_add_pamhyr_id()},
+            deleted BOOLEAN NOT NULL DEFAULT FALSE,
+            name TEXT NOT NULL,
+            script TEXT NOT NULL,
+            PRIMARY KEY(pamhyr_id)
+          )
+        """)
+
+        if ext == "_tmp":
+            return True
+
+        return cls._create_submodel(execute)
+
+    @classmethod
+    def _db_update(cls, execute, version, data=None):
+        major, minor, release = version.strip().split(".")
+        if major == "0" and int(minor) < 2:
+            cls._db_create(execute)
+        elif major == "0" and int(minor) == 2:
+            if int(release) < 8:
+                cls._db_create(execute)
+
+        return cls._update_submodel(execute, version, data)
+
+    @classmethod
+    def _db_load(cls, execute, data=None):
+        new = []
+        scenario = data["scenario"]
+        loaded = data['loaded_pid']
+
+        table = execute(
+            "SELECT pamhyr_id, deleted, name, script " +
+            "FROM ensemble_function " +
+            f"WHERE pamhyr_id NOT IN ({', '.join(map(str, loaded))})"
+        )
+
+        for row in table:
+            it = iter(row)
+
+            id = next(it)
+            deleted = (next(it) == 1)
+            name = next(it)
+            script = next(it)
+
+            new_function = cls(
+                id, name=name, script=script,
+                status=data["status"]
+            )
+            if deleted:
+                new_function.set_as_deleted()
+
+            loaded.add(id)
+            new.append(new_function)
+
+        return new
+
+    def _db_save(self, execute, data=None):
+        # Only save custom function
+        if self._type != "custom":
+            return True
+
+        if not self.must_be_saved():
+            return True
+
+        execute(
+            "INSERT INTO " +
+            "ensemble_function(pamhyr_id, deleted, " +
+            "  name, script) " +
+            "VALUES (?, ?, ?, ?)",
+            self.pamhyr_id, self.is_deleted(),
+            self._name, self._script
+        )
+
+        return True
+
+    def _data_traversal(self,
+                        predicate=lambda obj, data: True,
+                        modifier=lambda obj, data: None,
+                        data={}):
+        if predicate(self, data):
+            modifier(self, data)
+
+    def get_sample(self, r):
+        raise NotImplementedMethodeError(cls, cls._load)
+
+
+###########################
+# FUNCTION IMPLEMENTATION #
+###########################
+
+class Uniform(Function):
+    _sub_classes = []
+
+    def __init__(self, id: int = -1,
+                 name: str = "uniform", script: str = "",
+                 status=None):
+        super(Uniform, self).__init__(
+            id=id, status=status,
+            name=name, script=script
+        )
+
+    def get_sample(self, ens_range, nb):
+        b = ens_range[0]
+        t = ens_range[1]
+
+        step = (t - b) / nb
+
+        r = np.arange(b, t, step)
+        np.random.shuffle(r)
+
+        return r
+
+class Custom(Function):
+    _sub_classes = []
+
+    def __init__(self, id: int = -1,
+                 name: str = "", script: str = "",
+                 status=None):
+        super(Custom, self).__init__(
+            id=id, status=status,
+            name=name, script=script
+        )
+
+        self._type = "custom"
+
+    def get_sample(self, ens_range, nb):
+        try:
+            # Run script to (re)define the sample function
+            f = eval(self._script)
+            return f(ens_range, nb)
+        except Exception as e:
+            logger_exception(e)
+            return None         # TODO: Raise helpful exception

src/Model/Ensembles/FunctionList.py

@@ -0,0 +1,58 @@
+# FunctionList.py -- Pamhyr
+# Copyright (C) 2026  INRAE
+#
+# This program is free software: you can redistribute it and/or modify
+# it under the terms of the GNU General Public License as published by
+# the Free Software Foundation, either version 3 of the License, or
+# (at your option) any later version.
+#
+# This program is distributed in the hope that it will be useful,
+# but WITHOUT ANY WARRANTY; without even the implied warranty of
+# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
+# GNU General Public License for more details.
+#
+# You should have received a copy of the GNU General Public License
+# along with this program.  If not, see <https://www.gnu.org/licenses/>.
+
+# -*- coding: utf-8 -*-
+
+from tools import trace, timer
+
+from Model.Tools.PamhyrListExt import PamhyrModelList
+from Model.Ensembles.Function import *
+
+
+class FunctionList(PamhyrModelList):
+    _sub_classes = [Function]
+
+    @classmethod
+    def _db_load(cls, execute, data=None):
+        new = cls(status=data['status'])
+
+        # Default functions
+        new._lst = [
+            Uniform(status=data['status']),
+        ]
+
+        # DB custom functions
+        new._lst += Function._db_load(
+            execute, data
+        )
+
+        return new
+
+    def _db_save(self, execute, data={}):
+        execute(
+            "DELETE FROM ensemble_function"
+        )
+
+        for fun in self._lst:
+            fun._db_save(execute, data)
+
+        return True
+
+    def new(self, index):
+        r = Custom(status=self._status)
+        self._lst.insert(index, r)
+        self._status.modified()
+        return r

src/Model/Results/Results.py

@@ -338,7 +338,7 @@ class Results(SQLSubModel):
     _sub_classes = [River, TableData, AdditionalData]
 
     def __init__(self, id=-1, study=None, solver=None,
-                 repertory="", name="0"):
+                 repertory="", name="0", is_ensemble=False):
         super(Results, self).__init__(
             id=id, status=study.status,
             owner_scenario=study.status.scenario.id
@@ -351,6 +351,8 @@ class Results(SQLSubModel):
         self._solver = solver
         self._repertory = repertory
 
+        self._is_ensemble = is_ensemble
+
         self._meta_data = {
             # Keep results creation date
             "creation_date": datetime.now(),
@@ -364,6 +366,9 @@ class Results(SQLSubModel):
         if solver is not None:
             self.set("solver_type", solver._type)
 
+    def is_ensemble(self):
+        return self._is_ensemble
+
     @property
     def date(self):
         date = self._meta_data["creation_date"]

src/Model/River.py

@@ -60,6 +60,7 @@ from Model.LateralContributionsAdisTS.LateralContributionsAdisTSList \
 from Model.D90AdisTS.D90AdisTSList import D90AdisTSList
 from Model.DIFAdisTS.DIFAdisTSList import DIFAdisTSList
 from Model.GeoTIFF.GeoTIFFList import GeoTIFFList
+from Model.Ensembles.EnsembleList import EnsembleList
 from Model.Results.Results import Results
 
 logger = logging.getLogger()
@@ -476,6 +477,7 @@ class River(Graph):
         D90AdisTSList,
         DIFAdisTSList,
         GeoTIFFList,
+        EnsembleList,
         Results
     ]
 
@@ -515,6 +517,9 @@ class River(Graph):
 
         self._geotiff = GeoTIFFList(status=self._status)
 
+        # Scenario ensemble
+        self._ensembles = EnsembleList(status=self._status)
+
         self._results = {}
 
     @classmethod
@@ -629,6 +634,8 @@ class River(Graph):
 
         new._geotiff = GeoTIFFList._db_load(execute, data)
 
+        new._ensembles = EnsembleList._db_load(execute, data)
+
         return new
 
     def _db_load_results(self, execute, data=None):
@@ -664,6 +671,8 @@ class River(Graph):
 
         objs.append(self._geotiff)
 
+        objs.append(self._ensembles)
+
         for solv_type in self.results:
             objs.append(self.results[solv_type])
 
@@ -740,7 +749,7 @@ class River(Graph):
             self._BoundaryConditionsAdisTS,
             self._LateralContributionsAdisTS,
             self._D90AdisTS, self._DIFAdisTS,
-            self._geotiff,
+            self._geotiff, self._ensembles,
         ]
 
         for solver in self._parameters:

src/Model/Scenario.py

@@ -53,6 +53,7 @@ class Scenario(SQLSubModel):
         "geometry_pointXYZ", "geometry_profileXYZ",
         "river_reach", "river_node",
         "geotiff", "reservoir", "reservoir_data",
+        "ensemble",
     ]
 
     related_tables = tables_with_deleted_column + [
@@ -67,6 +68,7 @@ class Scenario(SQLSubModel):
                  name: str = "",
                  description: str = "",
                  x: int = 1000.0, y: int = 1000.0,
+                 is_ensemble: bool = False,
                  revision: int = 0,
                  parent=None):
         super(Scenario, self).__init__()
@@ -76,6 +78,7 @@ class Scenario(SQLSubModel):
         self._x, self._y = x, y
         self._name = name
         self._description = description
+        self._is_ensemble = is_ensemble
         self._revision = revision
         self._parent = parent
 
@@ -98,6 +101,7 @@ class Scenario(SQLSubModel):
             y REAL NOT NULL DEFAULT 1000,
             name TEXT NOT NULL,
             description TEXT NOT NULL,
+            is_ensemble BOOL DEFAULT FALSE,
             revision INTEGER NOT NULL,
             parent_id INTEGER REFERENCES scenario(id)
           )
@@ -133,6 +137,13 @@ class Scenario(SQLSubModel):
             cls._db_create(execute)
             cls._db_add_default(execute)
 
+        if major == "0" and int(minor) == 2:
+            if int(release) < 8:
+                execute(
+                    f"ALTER TABLE scenario " +
+                    "ADD COLUMN is_ensemble BOOL DEFAULT FALSE"
+                )
+
         return True
 
     @classmethod
@@ -153,7 +164,8 @@ class Scenario(SQLSubModel):
         scenarios = {}
 
         table = execute(
-            "SELECT id, x, y, name, description, revision, parent_id " +
+            "SELECT id, x, y, name, description, " +
+            "  is_ensemble, revision, parent_id " +
             "FROM scenario " +
             "ORDER BY id ASC"
         )
@@ -165,6 +177,7 @@ class Scenario(SQLSubModel):
             x, y = next(it), next(it)
             name = next(it)
             desc = next(it)
+            is_ens = next(it)
             revi = next(it)
             parent = next(it)
 
@@ -174,7 +187,9 @@ class Scenario(SQLSubModel):
             new = cls(
                 id=id, x=x, y=y,
                 name=name, description=desc,
-                revision=revi, parent=parent
+                is_ensemble=is_ens,
+                revision=revi,
+                parent=parent
             )
             scenarios[id] = new
 
@@ -184,21 +199,18 @@ class Scenario(SQLSubModel):
         if self.is_deleted():
             return self.drop_all(execute)
 
-        parent = 'NULL'
+        parent = None
         if self.parent is not None:
             parent = self.parent._id
 
         execute(
             "INSERT OR REPLACE INTO " +
-            "scenario(id, x, y, name, description, revision, parent_id) " +
+            "scenario(id, x, y, name, description, " +
-            "VALUES (" +
+            "  is_ensemble, revision, parent_id) " +
-            f"{self._id}, " +
+            "VALUES (?, ?, ?, ?, ?, ?, ?, ?)",
-            f"{self.x}, {self.y}, " +
+            self._id, self.x, self.y,
-            f"'{self._db_format(self.name)}', " +
+            self.name, self.description, self._is_ensemble,
-            f"'{self._db_format(self.description)}', " +
+            self._revision, parent
-            f"{self._revision}, " +
-            f"{parent}" +
-            ")"
         )
 
         return True
@@ -323,6 +335,9 @@ class Scenario(SQLSubModel):
     def parent(self):
         return self._parent
 
+    def is_ensemble(self):
+        return self._is_ensemble
+
     def set_pos(self, x, y):
         self._x = x
         self._y = y
@@ -340,6 +355,8 @@ class Scenario(SQLSubModel):
             return self.name
         if key == "description":
             return self.description
+        if key == "is_ensemble":
+            return self.is_ensemble()
         if key == "parent":
             return self.parent
 

src/Model/Scenarios.py

@@ -57,8 +57,11 @@ class Scenarios(PamhyrModelDict):
 
         return None
 
-    def new(self, parent):
+    def new(self, parent, is_ensemble=False):
-        new = Scenario(parent=parent)
+        new = Scenario(
+            parent=parent,
+            is_ensemble=is_ensemble
+        )
         self.set(new._id, new)
         return new
 

src/Model/Study.py

@@ -33,6 +33,7 @@ from Model.Status import StudyStatus
 from Model.Except import NotImplementedMethodeError
 from Model.River import River
 from Model.Geometry.Reach import Reach
+from Model.Ensembles.FunctionList import FunctionList
 from Model.HydraulicStructures.HydraulicStructures import (
     HydraulicStructure
 )
@@ -46,10 +47,11 @@ logger = logging.getLogger()
 
 
 class Study(SQLModel):
-    _version = "0.2.7"
+    _version = "0.2.8"
 
     _sub_classes = [
         Scenario,
+        FunctionList,
         River,
     ]
 
@@ -84,6 +86,9 @@ class Study(SQLModel):
             self.scenarios = Scenarios(status=self.status)
             self.scenarios[0] = s0
             self.status.scenario = s0
+
+            self._ens_functions = FunctionList(status=self.status)
+
             self._river = River(status=self.status)
         else:
             self._init_db_file(filename, is_new=False)
@@ -388,12 +393,19 @@ class Study(SQLModel):
                 lambda a, s: a or (s.parent is scenario),
                 new.scenarios.lst,
                 False
-        ):
+        ) or scenario.is_ensemble():
             new.status.set_as_read_only()
 
         data["scenario"] = scenario
         data["loaded_pid"] = set()
 
+        # Get ensemble function
+        new._ens_functions = FunctionList._db_load(
+            sql_exec, data=data
+        )
+
+        data["ens_functions"] = new._ens_functions
+
         # Load river data
         new._river = River._db_load(
             sql_exec, data=data
@@ -454,8 +466,27 @@ class Study(SQLModel):
         )
         progress()
 
+        if self.status.scenario.is_ensemble():
+            lst = [
+                self.scenarios, self._ens_functions,
+                self._river._ensembles,
+            ]
+            for solv in self._river._results:
+                lst.append(self._river._results[solv])
+
+            self._save_submodel(
+                lst, data=progress
+            )
+            progress()
+            self.commit()
+
+            return
+
         self._save_submodel(
-            [self.scenarios, self._river],
+            [
+                self.scenarios, self._ens_functions,
+                self._river
+            ],
             data=progress
         )
 
@@ -573,7 +604,8 @@ class Study(SQLModel):
         data = {
             "status": self.status,
             "loaded_pid": set(),
-            "scenario": scenario
+            "scenario": scenario,
+            "ens_functions": self._ens_functions,
         }
 
         self.status.start_loading()
@@ -658,6 +690,22 @@ class Study(SQLModel):
         self.status.set_as_editable()
         return new
 
+    def create_ensemble_scenario(self, switch=True):
+        new = self.scenarios.new(
+            self.status.scenario,
+            is_ensemble=True
+        )
+
+        new.name = self.status.scenario.name + " (ensemble)"
+        new.set_pos(self.status.scenario.x + 100,
+                    self.status.scenario.y)
+
+        if switch:
+            self.status.scenario = new
+
+        self.status.set_as_editable()
+        return new
+
     @property
     def results(self):
         return self._river.results

src/Solver/Mage.py

@@ -407,7 +407,7 @@ class Mage(CommandLineSolver):
         # name = f"Reach_{lateral.reach.id + 1:>3}".replace(" ", "0")
         f.write(f"* {lateral.reach.name} ({name}) {lateral.lctype}\n")
         f.write(
-            f"${name}    " +
+            f"${name}     " +
             f"{lateral.begin_rk:>10.4f} {lateral.end_rk:>10.4f}\n"
         )
         header = lateral.header
@@ -1027,6 +1027,75 @@ class Mage8(Mage):
             logger_exception(e)
             return False
 
+    def export_ensemble_variation(self, study, repertory,
+                                  qlog=None, name="0",
+                                  samples=None):
+        self._study = study
+        name = study.name.replace(" ", "_")
+
+        var_samples = self._export_ensemble_RUG(
+            study, repertory,
+            qlog, name=name,
+            samples=samples,
+        )
+
+        return var_samples
+
+    def _export_ensemble_RUG(self, study, repertory,
+                             qlog, name="0",
+                             samples={}):
+        files = []
+        var_samples = []
+
+        for ens in samples:
+            if ens.target_data is None:
+                continue
+
+            x = next(samples[ens])
+            var_samples.append(x)
+
+            qlog.put(f"*** Variation " +
+                     f"'{ens.target_data}' - {ens.data_type} x {x}")
+
+            if ens.data_type == "strickler_minor":
+                ens.target_data.minor = x
+            elif ens.data_type == "strickler_medium":
+                ens.target_data.medium = x
+
+        if qlog is not None:
+            qlog.put("Export variation of RUG file")
+
+        # Write header
+        with mage_file_open(os.path.join(repertory, f"{name}.RUG"), "w+") as f:
+            files.append(f"{name}.RUG")
+
+            edges = study.river.enable_edges()
+
+            id = 1
+            for edge in edges:
+                frictions = edge.frictions
+
+                for friction in frictions.frictions:
+                    if friction.begin_strickler is None:
+                        continue
+
+                    if friction.is_deleted():
+                        continue
+
+                    num = f"{id:>3}"
+                    brk = f"{friction.begin_rk:>10.3f}"
+                    erk = f"{friction.end_rk:>10.3f}"
+
+                    strickler = friction.begin_strickler
+                    coef_1 = f"{strickler.minor:>10.3f}"
+                    coef_2 = f"{strickler.medium:>10.3f}"
+
+                    f.write(f"K{num}      {brk}{erk}{coef_1}{coef_2}\n")
+
+                id += 1
+
+        return var_samples
+
     ###########
     # RESULTS #
     ###########
@@ -1451,6 +1520,158 @@ class Mage8(Mage):
 
         return results
 
+    @timer
+    def read_ensemble_bin(self, study, fname, tables, run_number, qlog=None):
+        logger.info(f"read_ensemble_bin: Start reading '{fname}' ...")
+        start = time.time()
+
+        with mage_file_open(fname, "r") as f:
+            def newline(): return np.fromfile(f, dtype=np.int32, count=1)
+            def endline(): return np.fromfile(f, dtype=np.int32, count=1)
+
+            def read_int(size): return np.fromfile(
+                f, dtype=np.int32, count=size)
+
+            def read_float(size): return np.fromfile(
+                f, dtype=np.float32, count=size)
+
+            def read_float64(size): return np.fromfile(
+                f, dtype=np.float64, count=size)
+
+            # Meta data (1st line)
+            newline()
+            data = read_int(3)
+
+            nb_reach = data[0]
+            nb_profile = data[1]
+            mage_version = data[2]
+
+            if mage_version <= 80:
+                msg = (
+                    "Read BIN files: " +
+                    f"Possible incompatible mage version '{mage_version}', " +
+                    "please check your solver configuration..."
+                )
+                logger.warning(msg)
+
+                if qlog is not None:
+                    qlog.put("[WARNING] " + msg)
+
+            endline()
+
+            # Reach information (2nd line)
+            newline()
+            _ = read_int(2*nb_reach)
+            endline()
+
+            # X (3rd line)
+            newline()
+            _ = read_float(nb_profile)
+            endline()
+
+            # Z and Y (4th line)
+            newline()
+            _ = read_float(3*nb_profile)
+            endline()
+
+            # Data
+            newline()
+
+            ts = set()
+
+            tmp_table = {}
+            end = False
+            while not end:
+                n = read_int(1)[0]
+                timestamp = read_float64(1)[0]
+                key = bytearray(
+                    np.fromfile(
+                        f, dtype=np.byte, count=1
+                    )
+                ).decode()
+                data = read_float(n)
+
+                if key not in tmp_table:
+                    tmp_table[key] = []
+
+                tmp_table[key].append(data)
+
+                ts.add(timestamp)
+
+                endline()
+                end = newline().size <= 0
+
+            table = {}
+            for k in tmp_table:
+                table[k] = np.array(tmp_table[k])
+
+            self.read_ensemble_bin_agregate_data(
+                table, tables, run_number
+            )
+
+            tables["timestamps"] = ts
+
+        logger.info(f"reading time: '{time.time() - start}'")
+
+    def read_ensemble_bin_agregate_data(self, tables, res, run_number):
+        z = tables["Z"]
+        q = tables["Q"]
+
+        if "z_mean" not in res:
+            res["z_mean"] = z
+            res["q_mean"] = q
+
+            res["z_min"] = z
+            res["z_max"] = z
+
+            res["q_min"] = q
+            res["q_max"] = q
+
+            # FIXME: Keep all results ?
+            res["traces"] = [(run_number, tables)]
+        else:
+            # Get mean results for Z and Q
+            res["z_mean"] = (res["z_mean"] + z) / 2
+            res["q_mean"] = (res["q_mean"] + q) / 2
+
+            # Z and Q min max values
+            res["z_min"] = np.minimum(z, res["z_min"])
+            res["z_max"] = np.maximum(z, res["z_max"])
+            res["q_min"] = np.minimum(q, res["q_min"])
+            res["q_max"] = np.maximum(q, res["q_max"])
+
+            # FIXME: Keep all results ?
+            res["traces"].append((run_number, tables))
+
+    @timer
+    def results_ensemble(self, study, repertory,
+                         tables, run_number,
+                         qlog=None, name=None):
+        self._study = study
+        if name is None:
+            name = study.name.replace(" ", "_")
+
+        fname = os.path.join(repertory, f"{name}.BIN".replace(" ", "_"))
+        if not os.path.isfile(fname):
+            logger.info(f"Result file {name}.BIN does not exist")
+            return None
+        try:
+            self.read_ensemble_bin(study, fname, tables, run_number, qlog)
+        except Exception as e:
+            logger.error(f"Failed to read results")
+            logger_exception(e)
+            return None
+
+        return True
+
+    def get_ensemble_empty_results(self, study, repertory, name=None):
+        return Results(
+            study=study,
+            solver=self,
+            repertory=repertory,
+            name=name,
+            is_ensemble=True,
+        )
 
 class MageFake7(Mage8):
     _type = "mage_fake7"

src/View/Debug/Window.py

@@ -16,6 +16,8 @@
 
 # -*- coding: utf-8 -*-
 
+import os
+import psutil
 import logging
 import traceback
 
@@ -120,7 +122,10 @@ class TimerWindow(PamhyrWindow):
             parent=parent
         )
 
+        self._process = psutil.Process(os.getpid())
+
         self.setup_table()
+        self.setup_label()
         self.setup_alarm()
         self.setup_connections()
 
@@ -136,6 +141,15 @@ class TimerWindow(PamhyrWindow):
             data=None,
         )
 
+    def setup_label(self):
+        label = self.find(QLabel, "label")
+        label.setText(
+            f" Memory usage:\t" +
+            "<b>" +
+            f"{self._process.memory_info().rss / (1000 * 1000):.3f}" +
+            "</b> MB"
+        )
+
     def setup_alarm(self):
         self._alarm = QTimer()
         self._alarm.start(2000)
@@ -148,6 +162,7 @@ class TimerWindow(PamhyrWindow):
 
     def update(self):
         self._table.update_lst()
+        self.setup_label()
 
     # def reset(self):
     #     self._table.reset_timers()

src/View/Ensembles/Table.py

@@ -0,0 +1,268 @@
+# Table.py -- Pamhyr
+# Copyright (C) 2023-2026  INRAE
+#
+# This program is free software: you can redistribute it and/or modify
+# it under the terms of the GNU General Public License as published by
+# the Free Software Foundation, either version 3 of the License, or
+# (at your option) any later version.
+#
+# This program is distributed in the hope that it will be useful,
+# but WITHOUT ANY WARRANTY; without even the implied warranty of
+# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
+# GNU General Public License for more details.
+#
+# You should have received a copy of the GNU General Public License
+# along with this program.  If not, see <https://www.gnu.org/licenses/>.
+
+# -*- coding: utf-8 -*-
+
+import logging
+import traceback
+
+from tools import trace, timer
+
+from PyQt5.QtCore import (
+    Qt, QVariant, QAbstractTableModel,
+    QCoreApplication, QModelIndex, pyqtSlot,
+    QRect,
+)
+
+from PyQt5.QtWidgets import (
+    QDialogButtonBox, QPushButton, QLineEdit,
+    QFileDialog, QTableView, QAbstractItemView,
+    QUndoStack, QShortcut, QAction, QItemDelegate,
+    QComboBox,
+)
+
+from View.Ensembles.UndoCommand import (
+    SetNameCommand, SetTypeCommand, SetDataCommand,
+    SetFunctionCommand,
+    AddCommand, DelCommand,
+)
+
+from View.Tools.PamhyrTable import PamhyrTableModel
+
+from View.Ensembles.Translate import *
+
+logger = logging.getLogger()
+
+_translate = QCoreApplication.translate
+
+
+class ComboBoxDelegate(QItemDelegate):
+    def __init__(self, data=None, study=None,
+                 mode="stricklers", trad=None, parent=None):
+        super(ComboBoxDelegate, self).__init__(parent)
+
+        self._data = data
+        self._study = study
+        self._trad = trad
+        self._mode = mode
+
+    def createEditor(self, parent, option, index):
+        self.editor = QComboBox(parent)
+
+        if self._mode == "data_type":
+            self.editor.addItems(
+                [
+                    self._trad["not_defined"],
+                    self._trad["strickler_minor"],
+                    self._trad["strickler_medium"],
+                ]
+            )
+        elif self._mode == "stricklers":
+            used = list(
+                map(
+                    lambda e: (e.data_type, e._target_data),
+                    self._data.lst
+                )
+            )
+            current = self._data.get(index.row())
+
+            self.editor.addItems(
+                [self._trad["not_defined"]] +
+                list(
+                    map(
+                        lambda s: str(s),
+                        filter(
+                            # Exclude target data already used for
+                            # this data type
+                            lambda s: (
+                                current.target_data == s or
+                                (current.data_type, s) not in used
+                            ),
+                            self._study.river.stricklers.stricklers
+                        )
+                    )
+                )
+            )
+        elif self._mode == "function":
+            self.editor.addItems(
+                [self._trad["not_defined"]] +
+                list(
+                    map(
+                        lambda f: f.name,
+                        self._study._ens_functions.lst
+                    )
+                )
+            )
+
+        self.editor.setCurrentText(index.data(Qt.DisplayRole))
+        return self.editor
+
+    def setEditorData(self, editor, index):
+        value = index.data(Qt.DisplayRole)
+        self.editor.currentTextChanged.connect(self.currentItemChanged)
+
+    def setModelData(self, editor, model, index):
+        text = str(editor.currentText())
+
+        if self._mode == "data_type":
+            value = next(
+                filter(
+                    lambda x: self._trad[x] == text,
+                    ["strickler_minor", "strickler_medium"],
+                ),
+                ""
+            )
+        elif self._mode == "stricklers":
+            value = next(
+                filter(
+                    lambda s: str(s) == text,
+                    self._study.river.stricklers.stricklers
+                ),
+                None
+            )
+        elif self._mode == "function":
+            value = next(
+                filter(
+                    lambda f: f.name == text,
+                    self._study._ens_functions.lst
+                ),
+                None
+            )
+        else:
+            value = text
+
+        model.setData(index, value)
+
+        editor.close()
+        editor.deleteLater()
+
+    def updateEditorGeometry(self, editor, option, index):
+        r = QRect(option.rect)
+        if self.editor.windowFlags() & Qt.Popup:
+            if editor.parent() is not None:
+                r.setTopLeft(self.editor.parent().mapToGlobal(r.topLeft()))
+        editor.setGeometry(r)
+
+    @pyqtSlot()
+    def currentItemChanged(self):
+        self.commitData.emit(self.sender())
+
+
+class EnsembleTableModel(PamhyrTableModel):
+    def _setup_lst(self):
+        self._lst = self._data
+        self._study = self._opt_data
+
+    def data(self, index, role):
+        if role != Qt.ItemDataRole.DisplayRole:
+            return QVariant()
+
+        row = index.row()
+        column = index.column()
+
+        if self._headers[column] == "name":
+            return self._lst.get(row).name
+        elif self._headers[column] == "type":
+            return self._trad[self._lst.get(row).data_type]
+        elif self._headers[column] == "target_data":
+            value = self._lst.get(row).target_data
+            if value is None:
+                return self._trad["not_defined"]
+            return str(value)
+        elif self._headers[column] == "function":
+            value = self._lst.get(row).function
+            if value is None:
+                return self._trad["not_defined"]
+            return value.name
+        elif self._headers[column] == "parameters":
+            value = self._lst.get(row).params
+            return str(value)
+
+        return QVariant()
+
+    def setData(self, index, value, role=Qt.EditRole):
+        if not index.isValid() or role != Qt.EditRole:
+            return False
+
+        if self.is_same_data(index, value):
+            return False
+
+        row = index.row()
+        column = index.column()
+
+        try:
+            if self._headers[column] == "name":
+                self._undo.push(
+                    SetNameCommand(
+                        self._lst, row, value
+                    )
+                )
+            elif self._headers[column] == "type":
+                self._undo.push(
+                    SetTypeCommand(
+                        self._lst, row, value
+                    )
+                )
+            elif self._headers[column] == "target_data":
+                self._undo.push(
+                    SetDataCommand(
+                        self._lst, row, value
+                    )
+                )
+            elif self._headers[column] == "function":
+                self._undo.push(
+                    SetFunctionCommand(
+                        self._lst, row, value
+                    )
+                )
+        except Exception as e:
+            logger.info(e)
+            logger.debug(traceback.format_exc())
+
+        self.dataChanged.emit(index, index)
+        return True
+
+    def add(self, row, parent=QModelIndex()):
+        self.beginInsertRows(parent, row, row - 1)
+
+        self._undo.push(
+            AddCommand(
+                self._lst, row,
+            )
+        )
+
+        self.endInsertRows()
+        self.layoutChanged.emit()
+
+    def delete(self, rows, parent=QModelIndex()):
+        self.beginRemoveRows(parent, rows[0], rows[-1])
+
+        self._undo.push(
+            DelCommand(
+                self._lst, rows
+            )
+        )
+
+        self.endRemoveRows()
+        self.layoutChanged.emit()
+
+    def undo(self):
+        self._undo.undo()
+        self.layoutChanged.emit()
+
+    def redo(self):
+        self._undo.redo()
+        self.layoutChanged.emit()

src/View/Ensembles/Translate.py

@@ -0,0 +1,50 @@
+# translate.py -- Pamhyr
+# Copyright (C) 2023-2026  INRAE
+#
+# This program is free software: you can redistribute it and/or modify
+# it under the terms of the GNU General Public License as published by
+# the Free Software Foundation, either version 3 of the License, or
+# (at your option) any later version.
+#
+# This program is distributed in the hope that it will be useful,
+# but WITHOUT ANY WARRANTY; without even the implied warranty of
+# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
+# GNU General Public License for more details.
+#
+# You should have received a copy of the GNU General Public License
+# along with this program.  If not, see <https://www.gnu.org/licenses/>.
+
+# -*- coding: utf-8 -*-
+
+from PyQt5.QtCore import QCoreApplication
+
+from View.Translate import MainTranslate
+
+_translate = QCoreApplication.translate
+
+
+class EnsemblesTranslate(MainTranslate):
+    def __init__(self):
+        super(EnsemblesTranslate, self).__init__()
+
+        self._dict["Ensembles"] = _translate(
+            "Ensembles", "Ensembles"
+        )
+
+        self._dict["ensemble"] = _translate(
+            "Ensembles", "Ensembles scenario"
+        )
+        self._dict["strickler_minor"] = _translate(
+            "Ensembles", "Stricklers minor"
+        )
+        self._dict["strickler_medium"] = _translate(
+            "Ensembles", "Stricklers medium"
+        )
+
+        self._sub_dict["table_headers"] = {
+            "name": self._dict["name"],
+            "type": _translate("Ensembles", "Type"),
+            "target_data": _translate("Ensembles", "Target data"),
+            "function": _translate("Ensembles", "Function"),
+            "parameters": _translate("Ensembles", "Parameters"),
+        }

src/View/Ensembles/UndoCommand.py

@@ -0,0 +1,131 @@
+# UndoCommand.py -- Pamhyr
+# Copyright (C) 2023-2026  INRAE
+#
+# This program is free software: you can redistribute it and/or modify
+# it under the terms of the GNU General Public License as published by
+# the Free Software Foundation, either version 3 of the License, or
+# (at your option) any later version.
+#
+# This program is distributed in the hope that it will be useful,
+# but WITHOUT ANY WARRANTY; without even the implied warranty of
+# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
+# GNU General Public License for more details.
+#
+# You should have received a copy of the GNU General Public License
+# along with this program.  If not, see <https://www.gnu.org/licenses/>.
+
+# -*- coding: utf-8 -*-
+
+from copy import deepcopy
+from tools import trace, timer
+
+from PyQt5.QtWidgets import (
+    QMessageBox, QUndoCommand, QUndoStack,
+)
+
+from Model.Friction.Friction import Friction
+from Model.Friction.FrictionList import FrictionList
+
+
+class SetNameCommand(QUndoCommand):
+    def __init__(self, ensembles, index, new_value):
+        QUndoCommand.__init__(self)
+
+        self._ensembles = ensembles
+        self._index = index
+        self._old = self._ensembles.get(self._index).name
+        self._new = str(new_value)
+
+    def undo(self):
+        self._ensembles.get(self._index).name = self._old
+
+    def redo(self):
+        self._ensembles.get(self._index).name = self._new
+
+
+class SetTypeCommand(QUndoCommand):
+    def __init__(self, ensembles, index, new_value):
+        QUndoCommand.__init__(self)
+
+        self._ensembles = ensembles
+        self._index = index
+        self._old = self._ensembles.get(self._index)\
+                                   .data_type
+        self._new = new_value
+
+    def undo(self):
+        self._ensembles.get(self._index).data_type = self._old
+
+    def redo(self):
+        self._ensembles.get(self._index).data_type = self._new
+
+
+class SetDataCommand(QUndoCommand):
+    def __init__(self, ensembles, index, data):
+        QUndoCommand.__init__(self)
+
+        self._ensembles = ensembles
+        self._index = index
+        self._old = self._ensembles.get(self._index)\
+                                   .target_data
+        self._new = data
+
+    def undo(self):
+        self._ensembles.get(self._index).target_data = self._old
+
+    def redo(self):
+        self._ensembles.get(self._index).target_data = self._new
+
+
+class SetFunctionCommand(QUndoCommand):
+    def __init__(self, ensembles, index, function):
+        QUndoCommand.__init__(self)
+
+        self._ensembles = ensembles
+        self._index = index
+        self._old = self._ensembles.get(self._index).function
+        self._new = function
+
+    def undo(self):
+        self._ensembles.get(self._index).function = self._old
+
+    def redo(self):
+        self._ensembles.get(self._index).function = self._new
+
+
+class AddCommand(QUndoCommand):
+    def __init__(self, ensembles, index):
+        QUndoCommand.__init__(self)
+
+        self._ensembles = ensembles
+        self._index = index
+        self._new = None
+
+    def undo(self):
+        self._ensembles.delete_i([self._index])
+
+    def redo(self):
+        if self._new is None:
+            self._new = self._ensembles.new(self._index)
+        else:
+            self._ensembles.insert(self._index, self._new)
+
+
+class DelCommand(QUndoCommand):
+    def __init__(self, ensembles, rows):
+        QUndoCommand.__init__(self)
+
+        self._ensembles = ensembles
+        self._rows = rows
+
+        self._friction = []
+        for row in rows:
+            self._friction.append((row, self._ensembles.get(row)))
+        self._friction.sort()
+
+    def undo(self):
+        for row, el in self._friction:
+            self._ensembles.insert(row, el)
+
+    def redo(self):
+        self._ensembles.delete_i(self._rows)

src/View/Ensembles/Window.py

@@ -0,0 +1,234 @@
+# Window.py -- Pamhyr
+# Copyright (C) 2023-2026  INRAE
+#
+# This program is free software: you can redistribute it and/or modify
+# it under the terms of the GNU General Public License as published by
+# the Free Software Foundation, either version 3 of the License, or
+# (at your option) any later version.
+#
+# This program is distributed in the hope that it will be useful,
+# but WITHOUT ANY WARRANTY; without even the implied warranty of
+# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
+# GNU General Public License for more details.
+#
+# You should have received a copy of the GNU General Public License
+# along with this program.  If not, see <https://www.gnu.org/licenses/>.
+
+# -*- coding: utf-8 -*-
+
+import logging
+
+from tools import trace, timer, logger_exception
+
+from View.Tools.PamhyrWindow import PamhyrWindow, PamhyrDialog
+
+from PyQt5.QtGui import (
+    QKeySequence,
+)
+
+from PyQt5 import QtWidgets
+from PyQt5.QtCore import (
+    Qt, QVariant, QAbstractTableModel,
+    QCoreApplication, QModelIndex, pyqtSlot,
+    QRect, QSettings,
+)
+
+from PyQt5.QtWidgets import (
+    QDialogButtonBox, QPushButton, QLineEdit,
+    QFileDialog, QTableView, QAbstractItemView,
+    QUndoStack, QShortcut, QAction, QItemDelegate,
+    QComboBox, QVBoxLayout, QHeaderView, QTabWidget,
+)
+
+from Modules import Modules
+
+from View.Ensembles.Table import (
+    EnsembleTableModel, ComboBoxDelegate
+)
+from View.Ensembles.Translate import EnsemblesTranslate
+
+logger = logging.getLogger()
+
+
+class EnsemblesWindow(PamhyrWindow):
+    _pamhyr_ui = "Ensembles"
+    _pamhyr_name = "Ensembles"
+
+    def __init__(self, ensembles=None,
+                 study=None, config=None,
+                 parent=None):
+        trad = EnsemblesTranslate()
+
+        self._ensembles = ensembles
+
+        name = (
+            trad[self._pamhyr_name] + " - " +
+            study.name
+        )
+
+        super(EnsemblesWindow, self).__init__(
+            title=name,
+            study=study,
+            config=config,
+            trad=trad,
+            parent=parent
+        )
+
+        self.setup_table()
+        self.setup_connections()
+
+    def setup_table_delegate(self):
+        self._delegate_stricklers = ComboBoxDelegate(
+            data=self._ensembles,
+            study=self._study,
+            mode="stricklers",
+            trad=self._trad,
+            parent=self
+        )
+
+        self._delegate_data_type = ComboBoxDelegate(
+            data=self._ensembles,
+            study=self._study,
+            mode="data_type",
+            trad=self._trad,
+            parent=self
+        )
+
+        self._delegate_function = ComboBoxDelegate(
+            data=self._ensembles,
+            study=self._study,
+            mode="function",
+            trad=self._trad,
+            parent=self
+        )
+
+        return {
+            "type": self._delegate_data_type,
+            "target_data": self._delegate_stricklers,
+            "function": self._delegate_function,
+        }
+
+    def setup_table(self):
+        self._table = {}
+
+        delegates = self.setup_table_delegate()
+
+        editable_headers = [
+            "name", "type", "function", "target_data"
+        ]
+
+        table = self.find(QTableView, f"tableView")
+        self._table = EnsembleTableModel(
+            table_view=table,
+            table_headers=self._trad.get_dict("table_headers"),
+            editable_headers=editable_headers,
+            delegates=delegates,
+            data=self._ensembles,
+            trad=self._trad,
+            undo=self._undo_stack,
+            opt_data=self._study
+        )
+
+        table.setModel(self._table)
+        table.setSelectionBehavior(QAbstractItemView.SelectRows)
+        table.horizontalHeader().setSectionResizeMode(QHeaderView.Stretch)
+        table.setAlternatingRowColors(True)
+
+    def setup_connections(self):
+        self.find(QAction, "action_add").triggered.connect(self.add)
+        self.find(QAction, "action_del").triggered.connect(self.delete)
+        self.find(QAction, "action_edit").triggered.connect(self.edit)
+
+        table = self.find(QTableView, f"tableView")
+        table.selectionModel()\
+             .selectionChanged\
+             .connect(self.update)
+
+        self._table.dataChanged\
+                   .connect(self.update)
+
+    def index_selected_rows(self):
+        table = self.find(QTableView, f"tableView")
+        return list(
+            # Delete duplicate
+            set(
+                map(
+                    lambda i: i.row(),
+                    table.selectedIndexes()
+                )
+            )
+        )
+
+    def add(self):
+        rows = self.index_selected_rows()
+        if len(self._ensembles) == 0 or len(rows) == 0:
+            self._table.add(0)
+        else:
+            self._table.add(rows[0])
+
+    def delete(self):
+        rows = self.index_selected_rows()
+        if len(rows) == 0:
+            return
+
+        self._table.delete(rows)
+
+    def _undo(self):
+        self._table.undo()
+
+    def _redo(self):
+        self._table.redo()
+
+    def edit(self):
+        rows = self.index_selected_rows()
+
+        for row in rows:
+            try:
+                dlg = MinMaxDialog(
+                    ensemble=self._ensembles.get(row),
+                    trad=self._trad,
+                    parent=self
+                )
+                if dlg.exec():
+                    self._ensembles.get(row).params = dlg._minmax
+            except Exception as e:
+                logger_exception(e)
+                return
+
+
+class MinMaxDialog(PamhyrDialog):
+    _pamhyr_ui = "MinMaxDialog"
+    _pamhyr_name = "Minmax"
+
+    def __init__(self, ensemble=None,
+                 trad=None, parent=None):
+        super(MinMaxDialog, self).__init__(
+            title=trad[self._pamhyr_name],
+            trad=trad,
+            options=[],
+            parent=parent
+        )
+
+        self._ensemble = ensemble
+
+        self._init_default_values()
+
+    def _init_default_values(self):
+        self._minmax = self._ensemble.params
+        if len(self._minmax) > 0:
+            self.set_double_spin_box("doubleSpinBox_min", self._minmax[0])
+            self.set_double_spin_box("doubleSpinBox_max", self._minmax[1])
+
+    @property
+    def minmax(self):
+        return self._minmax
+
+    def accept(self):
+        self._minmax = [
+            self.get_double_spin_box("doubleSpinBox_min"),
+            self.get_double_spin_box("doubleSpinBox_max")
+        ]
+        super().accept()
+
+    def reject(self):
+        self.close()

src/View/HydraulicStructures/Table.py

@@ -96,14 +96,13 @@ class ComboBoxDelegate(QItemDelegate):
             reach = self._data.hydraulic_structures\
                               .get(index.row())\
                               .input_reach
-            profiles = list(
+            value = next(
                 filter(
                     lambda p: p.display_name() == text,
                     reach.reach.profiles
-                )
+                ),
+                None
             )
-
-            value = profiles[0] if len(profiles) > 0 else None
         else:
             value = text
 

src/View/MainWindow.py

@@ -66,6 +66,7 @@ from View.Configure.Window import ConfigureWindow
 from View.Study.Window import NewStudyWindow
 from View.About.Window import AboutWindow
 from View.Scenarios.Window import ScenariosWindow
+from View.Ensembles.Window import EnsemblesWindow
 from View.Network.Window import NetworkWindow
 from View.Geometry.Window import GeometryWindow
 from View.BoundaryCondition.Window import BoundaryConditionWindow
@@ -82,10 +83,13 @@ from View.GeoTIFF.Window import GeoTIFFListWindow
 from View.REPLines.Window import REPLineListWindow
 from View.SolverParameters.Window import SolverParametersWindow
 from View.RunSolver.Window import (
+    EnsembleRunNumberDialog,
     SelectSolverWindow,
     SolverLogWindow,
+    SolverLogEnsWindow,
 )
 
+
 from View.Results.Window import ResultsWindow
 from View.Results.CompareDialog import (
     CompareScenariosWindow
@@ -1222,6 +1226,7 @@ class ApplicationWindow(QMainWindow, ListedSubWindow, WindowToolKit):
         """
         if self._study is None:
             return
+
         if self._study.filename is None or self._study.filename == "":
             self.message_box(
                 window_title=self._trad["Warning"],
@@ -1255,6 +1260,29 @@ class ApplicationWindow(QMainWindow, ListedSubWindow, WindowToolKit):
             self.scenarios = ScenariosWindow(study=self._study, parent=self)
             self.scenarios.show()
 
+    def open_ensemble_scenario(self):
+        """Open ensemble scenario window
+
+        Returns:
+            Nothing
+        """
+        if self._study is None:
+            return
+
+        if self.sub_window_exists(
+            EnsemblesWindow,
+            data=[self._study, self.conf]
+        ):
+            return
+
+        ensemble = EnsemblesWindow(
+            ensembles=self._study.river._ensembles,
+            study=self._study,
+            config=self.conf,
+            parent=self
+        )
+        ensemble.show()
+
     def open_geometry(self):
         """Open geometry window
 
@@ -1562,6 +1590,9 @@ class ApplicationWindow(QMainWindow, ListedSubWindow, WindowToolKit):
         sol.show()
 
     def solver_log(self, solver):
+        if self._study.status.scenario.is_ensemble():
+            return self._solver_log_ensemble(solver)
+
         sol = SolverLogWindow(
             study=self._study,
             config=self.conf,
@@ -1570,6 +1601,25 @@ class ApplicationWindow(QMainWindow, ListedSubWindow, WindowToolKit):
         )
         sol.show()
 
+    def _solver_log_ensemble(self, solver):
+        run_number = 1
+
+        dlg = EnsembleRunNumberDialog(
+            trad=self._trad,
+            parent=self
+        )
+        if dlg.exec():
+            run_number = dlg._number
+
+            sol = SolverLogEnsWindow(
+                run_number=run_number,
+                study=self._study,
+                config=self.conf,
+                solver=solver,
+                parent=self
+            )
+            sol.show()
+
     def msg_box_results_continue(self):
         dlg = QMessageBox(self)
 

src/View/Results/CustomPlot/Plot.py

@@ -95,7 +95,7 @@ class CustomPlot(PamhyrPlot):
         table = results.get("table")["zfd"]
         ts = results.get_timestamp_id(self._current_timestamp)
 
-        rk = reach.geometry.get_rk()
+        # rk = reach.geometry.get_rk()
         z = list(
             map(
                 lambda p: table[ts, p.global_index],

src/View/RunSolver/Window.py

@@ -20,6 +20,8 @@ import os
 import logging
 import tempfile
 
+import numpy as np
+
 from queue import Queue
 from tools import trace, timer, logger_exception
 
@@ -40,7 +42,7 @@ from PyQt5.QtWidgets import (
     QFileDialog, QTableView, QAbstractItemView,
     QUndoStack, QShortcut, QAction, QItemDelegate,
     QComboBox, QVBoxLayout, QHeaderView, QTabWidget,
-    QTextEdit,
+    QTextEdit, QProgressBar,
 )
 
 from View.RunSolver.Log.Window import SolverLogFileWindow
@@ -57,6 +59,36 @@ _translate = QCoreApplication.translate
 logger = logging.getLogger()
 
 
+class EnsembleRunNumberDialog(PamhyrDialog):
+    _pamhyr_ui = "EnsembleRunNumberDialog"
+    _pamhyr_name = "EnsembleRunNumber"
+
+    def __init__(self, trad=None, parent=None):
+        super(EnsembleRunNumberDialog, self).__init__(
+            title=trad[self._pamhyr_name],
+            trad=trad,
+            options=[],
+            parent=parent
+        )
+
+        self._init_default_values()
+
+    def _init_default_values(self):
+        self.set_spin_box("spinBox", 100)
+
+    @property
+    def number(self):
+        return self._number
+
+    def accept(self):
+        self._number = self.get_spin_box("spinBox")
+
+        super().accept()
+
+    def reject(self):
+        self.close()
+
+
 class SelectSolverWindow(PamhyrDialog):
     _pamhyr_ui = "SelectSolver"
     _pamhyr_name = "Select solver"
@@ -425,3 +457,210 @@ class SolverLogWindow(PamhyrWindow):
             parent=self,
         )
         log.show()
+
+
+class SolverLogEnsWindow(SolverLogWindow):
+    _pamhyr_ui = "SolverLogEnsemble"
+    _pamhyr_name = "Solver Log Ensemble"
+
+    def __init__(self, run_number=100,
+                 study=None, config=None,
+                 solver=None, parent=None):
+        self._run_number = run_number
+        self._last_run = 0
+
+        self._samples = {}
+        for ens in study.river._ensembles.lst:
+            if ens.function is None:
+                continue
+
+            self._samples[ens] = ens.get_sample(self._run_number)
+
+        self._results = None
+        self._run_samples = []
+        self._results_tables = {}
+
+        super(SolverLogEnsWindow, self).__init__(
+            solver=solver,
+            study=study,
+            config=config,
+            parent=parent,
+        )
+
+    def setup_connections(self):
+        self.setup_progress_bar()
+
+        super(SolverLogEnsWindow, self).setup_connections()
+
+    def setup_progress_bar(self):
+        self._progress_bar = self.find(QProgressBar, "progressBar")
+        self._progress_bar.setRange(0, self._run_number)
+        self._progress_bar.setValue(0)
+
+    def _log_int(self, int_code, color=None):
+        logger.info(f"solver: Returns {int_code}")
+        color = "blue" if int_code == 0 else "red"
+
+        self.find(QTextEdit, "textEdit")\
+            .append(
+                f"<font color=\"{color}\">" +
+                f" *** Finished with code {int_code}" +
+                "</font>"
+            )
+
+        self.statusbar.showMessage(
+            ("Done" if int_code == 0 else "Failed")
+            + f" #{self._last_run}",
+            3000
+        )
+
+        self._solver.results_ensemble(
+            self._study, self._workdir,
+            self._results_tables,
+            self._last_run,
+            qlog=self._output,
+        )
+
+        if self._last_run < self._run_number:
+            self.next()
+        else:
+            self._results = self.fill_results_from_tables()
+            self._parent.set_results(self._solver, self._results)
+
+            self._progress_bar.setValue(self._last_run)
+
+    def fill_results_from_tables(self):
+        tables = self._results_tables
+        results = self._solver.get_ensemble_empty_results(
+            self._study, self._workdir
+        )
+
+        table = {}
+
+        table["Z"] = results.new_table_data("Z", tables["z_mean"])
+        table["Q"] = results.new_table_data("Q", tables["q_mean"])
+
+        table["z_min"] = results.new_table_data("z_min", tables["z_min"])
+        table["q_min"] = results.new_table_data("q_min", tables["q_min"])
+        table["z_max"] = results.new_table_data("z_max", tables["z_max"])
+        table["q_max"] = results.new_table_data("q_max", tables["q_max"])
+
+        for nb, data in tables["traces"]:
+            name = f"{nb}_"
+            table[name + "z"] = results.new_table_data(name + "z", data["Z"])
+            table[name + "q"] = results.new_table_data(name + "q", data["Q"])
+
+        table["samples"] = results.new_table_data(
+            "samples", np.array(self._run_samples)
+        )
+
+        results.set("table", table)
+        results.set("timestamps", tables["timestamps"])
+
+        return results
+
+    def next(self):
+        self._process = self.new_process(self._parent)
+
+        self._log(f" *** Run #{self._last_run}", color="blue")
+
+        if self._solver._type in ["mage8"]:
+            samples = self._solver.export_ensemble_variation(
+                self._study, self._workdir, qlog=self._output,
+                samples=self._samples,
+            )
+        else:
+            samples = self.ensemble_variation()
+            self._solver.export(
+                self._study, self._workdir, qlog=self._output
+            )
+
+        # Keep samples generators results
+        self._run_samples.append(samples)
+
+        self._solver.run(
+            self._study,
+            process=self._process,
+            output_queue=self._output
+        )
+
+        self.set_running_button_status()
+
+        self._last_run += 1
+        self._progress_bar.setValue(self._last_run - 1)
+
+    def ensemble_variation(self):
+        samples = []
+
+        for ens in self._samples:
+            if ens.target_data is None:
+                continue
+
+            x = next(self._samples[ens])
+            samples.append(x)
+
+            self._log(f"*** Variation #{self._last_run} " +
+                      f"'{ens.target_data}' - {ens.data_type} x {x}",
+                      color="blue")
+
+            if ens.data_type == "strickler_minor":
+                ens.target_data.minor = x
+            elif ens.data_type == "strickler_medium":
+                ens.target_data.medium = x
+
+        return samples
+
+    def run(self):
+        self._log(f" *** Run solver {self._solver.name}", color="blue")
+        self.next()
+
+    def start(self):
+        if self._solver.is_stoped():
+            self._log(f" *** Export study {self._solver.name}", color="blue")
+
+            ok = self._solver.export(
+                self._study, self._workdir, qlog=self._output
+            )
+
+            if not ok:
+                self._log(f" *** Failed to export", color="red")
+                self.update()
+                return
+            else:
+                self.update()
+                self._process = self.new_process(self._parent)
+
+        self._log(" *** Start", color="blue")
+        self._results = None
+
+        self.next()
+
+    def set_running_button_status(self):
+        self.find(QAction, "action_start").setEnabled(False)
+        if _signal:
+            self.find(QAction, "action_pause").setEnabled(True)
+        else:
+            self.find(QAction, "action_pause").setEnabled(False)
+        self.find(QAction, "action_stop").setEnabled(True)
+        self.find(QAction, "action_log_file").setEnabled(False)
+        self.find(QAction, "action_results").setEnabled(False)
+
+    def stop(self):
+        self._log(" *** Stop", color="blue")
+        self._solver.kill()
+
+        self.find(QAction, "action_start").setEnabled(True)
+        self.find(QAction, "action_pause").setEnabled(False)
+        self.find(QAction, "action_stop").setEnabled(False)
+        self.find(QAction, "action_results").setEnabled(True)
+        if self._solver.log_file() != "":
+            self.find(QAction, "action_log_file").setEnabled(True)
+
+    def results(self):
+        if self._results is None:
+            return
+
+        self._parent.set_results(self._solver, self._results)
+        self._parent.open_solver_results(self._solver, self._results)
+
+        self._solver.has_results_loaded()

src/View/Scenarios/ContextMenu.py

@@ -59,11 +59,16 @@ class ScenarioMenu(AbstractMenu):
         item = self._items[0]
         scenarios = item.graph._study.scenarios
 
+        if len(scenarios) == 1:
+            return
+
         current_scenario = item.graph._study.status.scenario.id
 
         select = self._menu.addAction(self._trad["menu_select_scenario"])
         duplicate = None
         delete = None
+        ensemble = None
+        edit_ens = None
 
         if item.scenario.id != 0:
             if scenarios.is_leaf(item.scenario):
@@ -74,6 +79,17 @@ class ScenarioMenu(AbstractMenu):
                     self._trad["menu_dup_scenario"]
                 )
 
+            if not item.scenario.is_ensemble():
+                if item.scenario.id == current_scenario:
+                    ensemble = self._menu.addAction(
+                        self._trad["menu_ens_scenario"]
+                    )
+
+            if item.scenario.is_ensemble():
+                edit_ens = self._menu.addAction(
+                    self._trad["menu_edit_ens_scenario"]
+                )
+
         action = self._exec()
         if action is None:
             return
@@ -83,3 +99,7 @@ class ScenarioMenu(AbstractMenu):
             self._parent.delete_scenario(item)
         elif action == duplicate:
             self._parent.duplicate_scenario(item)
+        elif action == ensemble:
+            self._parent.create_ensemble_scenario(item)
+        elif action == edit_ens:
+            self._parent.edit_ensemble_scenario(item)

src/View/Scenarios/GraphWidget.py

@@ -100,7 +100,11 @@ class ScenarioItem(QGraphicsTextItem):
             )
         )
         painter.setBrush(QBrush(color))
-        painter.drawEllipse(self.boundingRect())
+
+        if self.scenario.is_ensemble():
+            painter.drawRect(self.boundingRect())
+        else:
+            painter.drawEllipse(self.boundingRect())
 
         super(ScenarioItem, self).paint(painter, option, widget)
 
@@ -526,6 +530,31 @@ class GraphWidget(QGraphicsView):
         self.exec_with_waiting_window(fn, "duplicate_scenario")
         self.changeScenario.emit(self.sender())
 
+    def create_ensemble_scenario(self, item):
+        must_save = self.dialog_save()
+        if must_save == "Cancel":
+            return
+
+        def fn():
+            self._close_other_window()
+
+            if must_save == "Save":
+                self._study.save()
+
+            self._undo.push(
+                CreateEnsembleScenarioCommand(
+                    self._study,
+                )
+            )
+
+        self.exec_with_waiting_window(fn, "create_ensemble_scenario")
+        self.changeScenario.emit(self.sender())
+
+    def edit_ensemble_scenario(self, item):
+        self.parent\
+            .parent\
+            .open_ensemble_scenario()
+
     def _close_other_window(self):
         self.parent\
             .parent\

src/View/Scenarios/UndoCommand.py

@@ -98,6 +98,25 @@ class DuplicateScenariosCommand(QUndoCommand):
             self._study.reload_from_scenario(self._new)
 
 
+class CreateEnsembleScenarioCommand(QUndoCommand):
+    def __init__(self, study):
+        QUndoCommand.__init__(self)
+
+        self._study = study
+        self._new = None
+
+    def undo(self):
+        self._study.scenarios.delete(self._new.id)
+        self._study.reload_from_scenario(self._new.parent)
+
+    def redo(self):
+        if self._new is None:
+            self._new = self._study.create_ensemble_scenario()
+        else:
+            self._new.set_as_not_deleted()
+            self._study.reload_from_scenario(self._new)
+
+
 class SetCommand(QUndoCommand):
     def __init__(self, scenario, column, new_value):
         QUndoCommand.__init__(self)

src/View/Scenarios/translate.py

@@ -43,6 +43,12 @@ class ScenariosTranslate(MainTranslate):
         self._dict["menu_dup_scenario"] = _translate(
             "Scenarios", "Duplicate this scenario"
         )
+        self._dict["menu_ens_scenario"] = _translate(
+            "Scenarios", "Create ensemble scenario from this scenario"
+        )
+        self._dict["menu_edit_ens_scenario"] = _translate(
+            "Scenarios", "Edit this ensemble scenario"
+        )
 
         self._sub_dict["table_headers_scenarios"] = {
             # "id": self._dict['id'],

src/View/ui/DebugTimer.ui

@@ -18,6 +18,13 @@
     <item row="0" column="0">
      <widget class="QTableView" name="tableView"/>
     </item>
+    <item row="1" column="0">
+     <widget class="QLabel" name="label">
+      <property name="text">
+       <string>TextLabel</string>
+      </property>
+     </widget>
+    </item>
    </layout>
   </widget>
   <widget class="QMenuBar" name="menubar">

src/View/ui/EnsembleRunNumberDialog.ui

@@ -0,0 +1,84 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<ui version="4.0">
+ <class>Dialog</class>
+ <widget class="QDialog" name="Dialog">
+  <property name="geometry">
+   <rect>
+    <x>0</x>
+    <y>0</y>
+    <width>400</width>
+    <height>79</height>
+   </rect>
+  </property>
+  <property name="windowTitle">
+   <string>Dialog</string>
+  </property>
+  <layout class="QGridLayout" name="gridLayout">
+   <item row="0" column="0">
+    <widget class="QLabel" name="label">
+     <property name="text">
+      <string>Run number</string>
+     </property>
+    </widget>
+   </item>
+   <item row="0" column="1">
+    <widget class="QSpinBox" name="spinBox">
+     <property name="minimum">
+      <number>1</number>
+     </property>
+     <property name="maximum">
+      <number>1000000</number>
+     </property>
+     <property name="value">
+      <number>100</number>
+     </property>
+    </widget>
+   </item>
+   <item row="1" column="0" colspan="2">
+    <widget class="QDialogButtonBox" name="buttonBox">
+     <property name="orientation">
+      <enum>Qt::Horizontal</enum>
+     </property>
+     <property name="standardButtons">
+      <set>QDialogButtonBox::Cancel|QDialogButtonBox::Ok</set>
+     </property>
+    </widget>
+   </item>
+  </layout>
+ </widget>
+ <resources/>
+ <connections>
+  <connection>
+   <sender>buttonBox</sender>
+   <signal>accepted()</signal>
+   <receiver>Dialog</receiver>
+   <slot>accept()</slot>
+   <hints>
+    <hint type="sourcelabel">
+     <x>248</x>
+     <y>254</y>
+    </hint>
+    <hint type="destinationlabel">
+     <x>157</x>
+     <y>274</y>
+    </hint>
+   </hints>
+  </connection>
+  <connection>
+   <sender>buttonBox</sender>
+   <signal>rejected()</signal>
+   <receiver>Dialog</receiver>
+   <slot>reject()</slot>
+   <hints>
+    <hint type="sourcelabel">
+     <x>316</x>
+     <y>260</y>
+    </hint>
+    <hint type="destinationlabel">
+     <x>286</x>
+     <y>274</y>
+    </hint>
+   </hints>
+  </connection>
+ </connections>
+</ui>

src/View/ui/Ensembles.ui

@@ -0,0 +1,85 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<ui version="4.0">
+ <class>MainWindow</class>
+ <widget class="QMainWindow" name="MainWindow">
+  <property name="geometry">
+   <rect>
+    <x>0</x>
+    <y>0</y>
+    <width>800</width>
+    <height>600</height>
+   </rect>
+  </property>
+  <property name="windowTitle">
+   <string>MainWindow</string>
+  </property>
+  <widget class="QWidget" name="centralwidget">
+   <layout class="QGridLayout" name="gridLayout">
+    <item row="0" column="0">
+     <widget class="QTableView" name="tableView"/>
+    </item>
+   </layout>
+  </widget>
+  <widget class="QToolBar" name="toolBar">
+   <property name="windowTitle">
+    <string>toolBar</string>
+   </property>
+   <attribute name="toolBarArea">
+    <enum>TopToolBarArea</enum>
+   </attribute>
+   <attribute name="toolBarBreak">
+    <bool>false</bool>
+   </attribute>
+   <addaction name="action_add"/>
+   <addaction name="action_del"/>
+   <addaction name="action_edit"/>
+  </widget>
+  <action name="action_add">
+   <property name="icon">
+    <iconset>
+     <normaloff>ressources/add.png</normaloff>ressources/add.png</iconset>
+   </property>
+   <property name="text">
+    <string>Add</string>
+   </property>
+   <property name="toolTip">
+    <string>Add ensemble</string>
+   </property>
+   <property name="menuRole">
+    <enum>QAction::NoRole</enum>
+   </property>
+  </action>
+  <action name="action_del">
+   <property name="icon">
+    <iconset>
+     <normaloff>ressources/del.png</normaloff>ressources/del.png</iconset>
+   </property>
+   <property name="text">
+    <string>Delete</string>
+   </property>
+   <property name="toolTip">
+    <string>Delete selected ensembles</string>
+   </property>
+   <property name="menuRole">
+    <enum>QAction::NoRole</enum>
+   </property>
+  </action>
+  <action name="action_edit">
+   <property name="icon">
+    <iconset>
+     <normaloff>ressources/edit.png</normaloff>ressources/edit.png</iconset>
+   </property>
+   <property name="text">
+    <string>Edit</string>
+   </property>
+   <property name="toolTip">
+    <string>Edit ensembles range</string>
+   </property>
+   <property name="menuRole">
+    <enum>QAction::NoRole</enum>
+   </property>
+  </action>
+ </widget>
+ <resources/>
+ <connections/>
+</ui>

src/View/ui/MinMaxDialog.ui

@@ -0,0 +1,106 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<ui version="4.0">
+ <class>Dialog</class>
+ <widget class="QDialog" name="Dialog">
+  <property name="geometry">
+   <rect>
+    <x>0</x>
+    <y>0</y>
+    <width>416</width>
+    <height>81</height>
+   </rect>
+  </property>
+  <property name="windowTitle">
+   <string>Dialog</string>
+  </property>
+  <layout class="QGridLayout" name="gridLayout">
+   <item row="0" column="0">
+    <layout class="QHBoxLayout" name="horizontalLayout">
+     <item>
+      <widget class="QLabel" name="label">
+       <property name="text">
+        <string>Min:</string>
+       </property>
+      </widget>
+     </item>
+     <item>
+      <widget class="QDoubleSpinBox" name="doubleSpinBox_min">
+       <property name="minimum">
+        <double>-100000.000000000000000</double>
+       </property>
+       <property name="maximum">
+        <double>100000.000000000000000</double>
+       </property>
+      </widget>
+     </item>
+    </layout>
+   </item>
+   <item row="0" column="1">
+    <layout class="QHBoxLayout" name="horizontalLayout_2">
+     <item>
+      <widget class="QLabel" name="label_2">
+       <property name="text">
+        <string>Max:</string>
+       </property>
+      </widget>
+     </item>
+     <item>
+      <widget class="QDoubleSpinBox" name="doubleSpinBox_max">
+       <property name="minimum">
+        <double>-100000.000000000000000</double>
+       </property>
+       <property name="maximum">
+        <double>100000.000000000000000</double>
+       </property>
+      </widget>
+     </item>
+    </layout>
+   </item>
+   <item row="1" column="0" colspan="2">
+    <widget class="QDialogButtonBox" name="buttonBox">
+     <property name="orientation">
+      <enum>Qt::Horizontal</enum>
+     </property>
+     <property name="standardButtons">
+      <set>QDialogButtonBox::Cancel|QDialogButtonBox::Ok</set>
+     </property>
+    </widget>
+   </item>
+  </layout>
+ </widget>
+ <resources/>
+ <connections>
+  <connection>
+   <sender>buttonBox</sender>
+   <signal>accepted()</signal>
+   <receiver>Dialog</receiver>
+   <slot>accept()</slot>
+   <hints>
+    <hint type="sourcelabel">
+     <x>248</x>
+     <y>254</y>
+    </hint>
+    <hint type="destinationlabel">
+     <x>157</x>
+     <y>274</y>
+    </hint>
+   </hints>
+  </connection>
+  <connection>
+   <sender>buttonBox</sender>
+   <signal>rejected()</signal>
+   <receiver>Dialog</receiver>
+   <slot>reject()</slot>
+   <hints>
+    <hint type="sourcelabel">
+     <x>316</x>
+     <y>260</y>
+    </hint>
+    <hint type="destinationlabel">
+     <x>286</x>
+     <y>274</y>
+    </hint>
+   </hints>
+  </connection>
+ </connections>
+</ui>

src/View/ui/SolverLogEnsemble.ui

@@ -0,0 +1,123 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<ui version="4.0">
+ <class>MainWindow</class>
+ <widget class="QMainWindow" name="MainWindow">
+  <property name="geometry">
+   <rect>
+    <x>0</x>
+    <y>0</y>
+    <width>1152</width>
+    <height>648</height>
+   </rect>
+  </property>
+  <property name="windowTitle">
+   <string>MainWindow</string>
+  </property>
+  <widget class="QWidget" name="centralwidget">
+   <layout class="QGridLayout" name="gridLayout">
+    <item row="0" column="0">
+     <widget class="QTextEdit" name="textEdit">
+      <property name="font">
+       <font>
+        <family>Monospace</family>
+        <pointsize>10</pointsize>
+       </font>
+      </property>
+      <property name="locale">
+       <locale language="English" country="Europe"/>
+      </property>
+      <property name="documentTitle">
+       <string notr="true"/>
+      </property>
+      <property name="undoRedoEnabled">
+       <bool>false</bool>
+      </property>
+      <property name="readOnly">
+       <bool>true</bool>
+      </property>
+     </widget>
+    </item>
+    <item row="1" column="0">
+     <widget class="QProgressBar" name="progressBar">
+      <property name="value">
+       <number>24</number>
+      </property>
+     </widget>
+    </item>
+   </layout>
+  </widget>
+  <widget class="QMenuBar" name="menubar">
+   <property name="geometry">
+    <rect>
+     <x>0</x>
+     <y>0</y>
+     <width>1152</width>
+     <height>24</height>
+    </rect>
+   </property>
+  </widget>
+  <widget class="QStatusBar" name="statusbar"/>
+  <widget class="QToolBar" name="toolBar">
+   <property name="enabled">
+    <bool>true</bool>
+   </property>
+   <property name="windowTitle">
+    <string>toolBar</string>
+   </property>
+   <attribute name="toolBarArea">
+    <enum>TopToolBarArea</enum>
+   </attribute>
+   <attribute name="toolBarBreak">
+    <bool>false</bool>
+   </attribute>
+   <addaction name="action_start"/>
+   <addaction name="action_pause"/>
+   <addaction name="action_stop"/>
+   <addaction name="action_log_file"/>
+   <addaction name="action_results"/>
+  </widget>
+  <action name="action_stop">
+   <property name="icon">
+    <iconset>
+     <normaloff>ressources/close.png</normaloff>ressources/close.png</iconset>
+   </property>
+   <property name="text">
+    <string>Stop</string>
+   </property>
+  </action>
+  <action name="action_start">
+   <property name="icon">
+    <iconset>
+     <normaloff>ressources/run.png</normaloff>ressources/run.png</iconset>
+   </property>
+   <property name="text">
+    <string>Start</string>
+   </property>
+  </action>
+  <action name="action_pause">
+   <property name="icon">
+    <iconset>
+     <normaloff>ressources/player_pause.png</normaloff>ressources/player_pause.png</iconset>
+   </property>
+   <property name="text">
+    <string>Pause</string>
+   </property>
+  </action>
+  <action name="action_log_file">
+   <property name="icon">
+    <iconset>
+     <normaloff>ressources/zoom.png</normaloff>ressources/zoom.png</iconset>
+   </property>
+   <property name="text">
+    <string>LogFile</string>
+   </property>
+  </action>
+  <action name="action_results">
+   <property name="text">
+    <string>results</string>
+   </property>
+  </action>
+ </widget>
+ <resources/>
+ <connections/>
+</ui>