Dev/distributed

RL/.gitignore

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+# Byte-compiled / optimized / DLL files
+__pycache__/
+*.py[codz]
+*$py.class
+*.pyc
+
+# C extensions
+*.so
+
+# Distribution / packaging
+.Python
+build/
+develop-eggs/
+dist/
+downloads/
+eggs/
+.eggs/
+lib/
+lib64/
+parts/
+sdist/
+var/
+wheels/
+share/python-wheels/
+*.egg-info/
+.installed.cfg
+*.egg
+MANIFEST
+
+# PyInstaller
+#   Usually these files are written by a python script from a template
+#   before PyInstaller builds the exe, so as to inject date/other infos into it.
+*.manifest
+*.spec
+
+# Installer logs
+pip-log.txt
+pip-delete-this-directory.txt
+
+# Unit test / coverage reports
+htmlcov/
+.tox/
+.nox/
+.coverage
+.coverage.*
+.cache
+nosetests.xml
+coverage.xml
+*.cover
+*.py.cover
+.hypothesis/
+.pytest_cache/
+cover/
+
+# Translations
+*.mo
+*.pot
+
+# Django stuff:
+*.log
+local_settings.py
+db.sqlite3
+db.sqlite3-journal
+
+# Flask stuff:
+instance/
+.webassets-cache
+
+# Scrapy stuff:
+.scrapy
+
+# Sphinx documentation
+docs/_build/
+
+# PyBuilder
+.pybuilder/
+target/
+
+# Jupyter Notebook
+.ipynb_checkpoints
+
+# IPython
+profile_default/
+ipython_config.py
+
+# pyenv
+#   For a library or package, you might want to ignore these files since the code is
+#   intended to run in multiple environments; otherwise, check them in:
+# .python-version
+
+# pipenv
+#   According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control.
+#   However, in case of collaboration, if having platform-specific dependencies or dependencies
+#   having no cross-platform support, pipenv may install dependencies that don't work, or not
+#   install all needed dependencies.
+# Pipfile.lock
+
+# UV
+#   Similar to Pipfile.lock, it is generally recommended to include uv.lock in version control.
+#   This is especially recommended for binary packages to ensure reproducibility, and is more
+#   commonly ignored for libraries.
+# uv.lock
+
+# poetry
+#   Similar to Pipfile.lock, it is generally recommended to include poetry.lock in version control.
+#   This is especially recommended for binary packages to ensure reproducibility, and is more
+#   commonly ignored for libraries.
+#   https://python-poetry.org/docs/basic-usage/#commit-your-poetrylock-file-to-version-control
+# poetry.lock
+# poetry.toml
+
+# pdm
+#   Similar to Pipfile.lock, it is generally recommended to include pdm.lock in version control.
+#   pdm recommends including project-wide configuration in pdm.toml, but excluding .pdm-python.
+#   https://pdm-project.org/en/latest/usage/project/#working-with-version-control
+# pdm.lock
+# pdm.toml
+.pdm-python
+.pdm-build/
+
+# pixi
+#   Similar to Pipfile.lock, it is generally recommended to include pixi.lock in version control.
+# pixi.lock
+#   Pixi creates a virtual environment in the .pixi directory, just like venv module creates one
+#   in the .venv directory. It is recommended not to include this directory in version control.
+.pixi
+
+# PEP 582; used by e.g. github.com/David-OConnor/pyflow and github.com/pdm-project/pdm
+__pypackages__/
+
+# Celery stuff
+celerybeat-schedule
+celerybeat.pid
+
+# Redis
+*.rdb
+*.aof
+*.pid
+
+# RabbitMQ
+mnesia/
+rabbitmq/
+rabbitmq-data/
+
+# ActiveMQ
+activemq-data/
+
+# SageMath parsed files
+*.sage.py
+
+# Environments
+.env
+.envrc
+.venv
+env/
+venv/
+ENV/
+env.bak/
+venv.bak/
+
+# Spyder project settings
+.spyderproject
+.spyproject
+
+# Rope project settings
+.ropeproject
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+# mkdocs documentation
+/site
+
+# mypy
+.mypy_cache/
+.dmypy.json
+dmypy.json
+
+# Pyre type checker
+.pyre/
+
+# pytype static type analyzer
+.pytype/
+
+# Cython debug symbols
+cython_debug/
+
+# PyCharm
+#   JetBrains specific template is maintained in a separate JetBrains.gitignore that can
+#   be found at https://github.com/github/gitignore/blob/main/Global/JetBrains.gitignore
+#   and can be added to the global gitignore or merged into this file.  For a more nuclear
+#   option (not recommended) you can uncomment the following to ignore the entire idea folder.
+# .idea/
+
+# Abstra
+#   Abstra is an AI-powered process automation framework.
+#   Ignore directories containing user credentials, local state, and settings.
+#   Learn more at https://abstra.io/docs
+.abstra/
+
+# Visual Studio Code
+#   Visual Studio Code specific template is maintained in a separate VisualStudioCode.gitignore 
+#   that can be found at https://github.com/github/gitignore/blob/main/Global/VisualStudioCode.gitignore
+#   and can be added to the global gitignore or merged into this file. However, if you prefer, 
+#   you could uncomment the following to ignore the entire vscode folder
+# .vscode/
+
+# Ruff stuff:
+.ruff_cache/
+
+# PyPI configuration file
+.pypirc
+
+# Marimo
+marimo/_static/
+marimo/_lsp/
+__marimo__/
+
+# Streamlit
+.streamlit/secrets.toml
+
+
+.env

RL/.python-version

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+3.12

RL/cfd_results/gen000_ind003_cfd_results.json

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+{
+  "timestamp": "20251022_014725",
+  "generation": 0,
+  "individual_idx": 3,
+  "design_parameters": {
+    "total_span": 1600.0,
+    "root_chord": 250.0,
+    "flap_count": 3,
+    "endplate_height": 268.9881271806169
+  },
+  "performance": {
+    "total_downforce_N": -35933631498.22818,
+    "total_drag_N": 462260446446.7919,
+    "total_sideforce_N": 0.0,
+    "efficiency_ratio": -0.07773460129335183,
+    "center_of_pressure_m": 0.0,
+    "pitching_moment_Nm": -3237118437319.3486
+  },
+  "f1_metrics": {
+    "downforce_per_drag": -0.07773460129335183,
+    "downforce_to_weight_ratio": -2441972.918669941,
+    "drag_coefficient_total": 1158.148697844516,
+    "downforce_coefficient_total": -90.02822726535804,
+    "balance_coefficient": 0.0,
+    "yaw_sensitivity": 0,
+    "stall_margin": 52.74788911280214,
+    "performance_consistency": 0
+  },
+  "flow_characteristics": {
+    "dynamic_pressure_Pa": 1826.5759116976922,
+    "corrected_air_density": 1.1836211907801044,
+    "avg_reynolds_number": 1401938491.934083,
+    "max_mach_number": 0.15923014110819414,
+    "flow_attachment": "Excellent attachment",
+    "ground_effect_utilization": 1.5971795321514364,
+    "slot_effectiveness": 1.3587871774979856,
+    "environmental_impact": "Minimal environmental impact"
+  },
+  "elements": [
+    {
+      "element_number": 1,
+      "chord_length_mm": 421233.0322265625,
+      "effective_angle_deg": 0.0,
+      "reynolds_number": 1583825857.8193343,
+      "mach_number": 0.15923014110819414,
+      "lift_coefficient": -4.511530785072822,
+      "drag_coefficient": 20.901114819250584,
+      "sideforce_coefficient": 0,
+      "downforce_N": -5797242304.215023,
+      "drag_N": 26857586218.035564,
+      "sideforce_N": 0.0,
+      "moment_Nm": -610497488589.1495,
+      "ground_effect_factor": 2.199786341542295,
+      "slot_effect_factor": 1.0,
+      "slot_efficiency": 1.0,
+      "slot_velocity_ratio": 1.0,
+      "camber": 0.15134278858511838,
+      "thickness_ratio": 0.12894613160622603,
+      "element_area_m2": 703493.0342038975
+    },
+    {
+      "element_number": 2,
+      "chord_length_mm": 349353.0445098877,
+      "effective_angle_deg": 0.0,
+      "reynolds_number": 1313558869.0135434,
+      "mach_number": 0.15923014110819414,
+      "lift_coefficient": -13.310432947143163,
+      "drag_coefficient": 131.35718952482054,
+      "sideforce_coefficient": 0,
+      "downforce_N": -14185081047.954899,
+      "drag_N": 139988863400.65118,
+      "sideforce_N": 0.0,
+      "moment_Nm": -1238900312680.638,
+      "ground_effect_factor": 1.4398626031724806,
+      "slot_effect_factor": 1.5381807883074037,
+      "slot_efficiency": 1.1253517471925991e-07,
+      "slot_velocity_ratio": 1.4000000450140697,
+      "camber": 0.4032960859172186,
+      "thickness_ratio": 0.1557197938788581,
+      "element_area_m2": 583447.6750114952
+    },
+    {
+      "element_number": 3,
+      "chord_length_mm": 347989.17388916016,
+      "effective_angle_deg": 0.0,
+      "reynolds_number": 1308430748.9693716,
+      "mach_number": 0.15923014110819414,
+      "lift_coefficient": -15.02641795807399,
+      "drag_coefficient": 278.2852758130172,
+      "sideforce_coefficient": 0,
+      "downforce_N": -15951308146.058258,
+      "drag_N": 295413996828.1051,
+      "sideforce_N": 0.0,
+      "moment_Nm": -1387720636049.561,
+      "ground_effect_factor": 1.1518896517395334,
+      "slot_effect_factor": 1.5381807441865532,
+      "slot_efficiency": 1.6052280551856116e-09,
+      "slot_velocity_ratio": 1.4000000006420912,
+      "camber": 0.5586654125130391,
+      "thickness_ratio": 0.1563158103709367,
+      "element_area_m2": 581169.9014091602
+    }
+  ]
+}