merge post_integration to validation

Author: b4pm-devops

sostrades_optimization_plugins/.pre-commit-config.yaml

@@ -0,0 +1,55 @@
+repos:
+  - repo: https://github.com/b4pm-devops/sostrades-pre-commit.git
+    rev: v1.1.2
+    hooks:
+    - id: update-headers
+  - repo: https://github.com/astral-sh/ruff-pre-commit
+    rev: v0.5.0
+    hooks:
+      - id: ruff
+        args: [
+          --fix,
+          --preview,
+          --exit-non-zero-on-fix,
+          --config=ruff.toml,
+        ]
+  - repo: https://github.com/pre-commit/pre-commit-hooks
+    rev: v4.5.0
+    hooks:
+      - id: trailing-whitespace
+      - id: end-of-file-fixer
+        exclude: LICENSES/headers
+      - id: check-yaml
+        # !reference is specific to gitlab
+        # !! prefix is specific to mkdocs
+        exclude: \.gitlab-ci.yml|mkdocs.yml
+      - id: check-added-large-files
+      - id: check-json
+      - id: pretty-format-json
+        args: [
+          --autofix,
+          --no-sort-keys,
+        ]
+        exclude: \.ipynb
+      - id: check-toml
+      - id: destroyed-symlinks
+      - id: check-symlinks
+  - repo: https://github.com/pre-commit/pygrep-hooks
+    rev: v1.10.0
+    hooks:
+      - id: rst-backticks
+      - id: rst-directive-colons
+      - id: rst-inline-touching-normal
+  - repo: https://github.com/kynan/nbstripout
+    rev: 0.7.1
+    hooks:
+      - id: nbstripout
+  - repo: https://github.com/igorshubovych/markdownlint-cli
+    rev: v0.39.0
+    hooks:
+    - id: markdownlint
+      args: [
+        --fix,
+        --disable,
+        MD024,
+        ]

sostrades_optimization_plugins/models/autodifferentiated_discipline.py

@@ -0,0 +1,56 @@
+'''
+Copyright 2024 Capgemini
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+'''
+import logging
+from typing import TYPE_CHECKING, Union
+
+from sostrades_core.execution_engine.sos_wrapp import SoSWrapp
+
+if TYPE_CHECKING:
+     from sostrades_optimization_plugins.models.differentiable_model import (
+        DifferentiableModel,
+    )
+
+
+class AutodifferentiedDisc(SoSWrapp):
+    """Discipline which model is a DifferentiableModel"""
+    coupling_inputs = []  # inputs verified during jacobian test
+    coupling_outputs = []  # outputs verified during jacobian test
+
+    def __init__(self, sos_name, logger: logging.Logger):
+        super().__init__(sos_name, logger)
+        self.model: Union[DifferentiableModel, None] = None
+
+    def run(self):
+
+        inputs = self.get_sosdisc_inputs()
+        self.model.set_inputs(inputs)
+        outputs = self.model.compute()
+        self.store_sos_outputs_values(outputs)
+
+    def compute_sos_jacobian(self):
+        """
+        Compute jacobian for each coupling variable
+        """
+
+        gradients = self.model.compute_jacobians_custom(outputs=self.coupling_outputs, inputs=self.coupling_inputs)
+        for output_name in gradients:
+            for output_col in gradients[output_name]:
+                for input_name in gradients[output_name][output_col]:
+                    for input_col, value in gradients[output_name][output_col][input_name].items():
+                        self.set_partial_derivative_for_other_types(
+                            (output_name, output_col),
+                            (input_name, input_col),
+                            value)