diff --git a/02_CODE/Dockerfile.ubuntu24.04.ifort b/02_CODE/Dockerfile.ubuntu24.04.ifort index 2c5755b..8178fd4 100644 --- a/02_CODE/Dockerfile.ubuntu24.04.ifort +++ b/02_CODE/Dockerfile.ubuntu24.04.ifort @@ -1,3 +1,5 @@ +# https://pythonspeed.com/articles/activate-conda-dockerfile/ + FROM ubuntu:24.04 ENV DEBIAN_FRONTEND noninteractive @@ -64,5 +66,3 @@ ENV PATH="/opt/cargo/bin:${PATH}" # conda init, source .bashrc, conda activate RUN conda init bash RUN echo "conda activate hfe-essentials" >> ~/.bashrc - -# https://pythonspeed.com/articles/activate-conda-dockerfile/ diff --git a/02_CODE/Dockerfile.ubuntu24.04.ifort.thrusections b/02_CODE/Dockerfile.ubuntu24.04.ifort.thrusections new file mode 100644 index 0000000..8de6a85 --- /dev/null +++ b/02_CODE/Dockerfile.ubuntu24.04.ifort.thrusections @@ -0,0 +1,68 @@ +FROM ubuntu:24.04 + +ENV DEBIAN_FRONTEND noninteractive +ENV LC_ALL=en_US.UTF-8 +ENV LANG=en_US.UTF-8 + +RUN apt-get update && apt-get install -y \ +apt-utils cargo clang clang-tidy cmake \ +fonts-cmu ftp gcc gcovr \ +git g++ gfortran libboost-dev libcgns-dev \ +libfltk1.3-dev libfreetype6-dev libgl1-mesa-dev libgl1-mesa-dri libhdf5-dev \ +libocct-data-exchange-dev libocct-foundation-dev libocct-ocaf-dev libopenblas-dev libopenmpi-dev \ +libpetsc-complex-dev libxfixes-dev libxcursor-dev libxft-dev libxi-dev \ +libxinerama-dev libxmu-dev libslepc-complex3.19-dev mesa-common-dev python3-pip \ +swig tcl-dev tk-dev valgrind vim wget \ +sudo locales \ +&& apt-get clean + +RUN locale-gen en_US.UTF-8 + +# install ifort compiler +RUN wget -O- https://apt.repos.intel.com/intel-gpg-keys/GPG-PUB-KEY-INTEL-SW-PRODUCTS.PUB | gpg --dearmor | sudo tee /usr/share/keyrings/oneapi-archive-keyring.gpg > /dev/null +RUN echo "deb [signed-by=/usr/share/keyrings/oneapi-archive-keyring.gpg] https://apt.repos.intel.com/oneapi all main" | sudo tee /etc/apt/sources.list.d/oneAPI.list +RUN sudo apt update && sudo apt upgrade -y +RUN sudo apt-get install -y intel-basekit intel-hpckit +RUN /bin/bash -c "source /opt/intel/oneapi/setvars.sh" +RUN unset PYTHONPATH + +# Install miniconda +RUN wget https://repo.continuum.io/miniconda/Miniconda3-latest-Linux-x86_64.sh -O ~/miniconda.sh && \ +bash ~/miniconda.sh -b -p /opt/miniconda && rm ~/miniconda.sh +ENV PATH="/opt/miniconda/bin:$PATH" + +# Create a conda environment +RUN conda create -n hfe-essentials python=3.12 +SHELL ["conda", "run", "-n", "hfe-essentials", "/bin/bash", "-c"] +# Copy hfe requirements.txt and install requirements +COPY ./requirements.txt . +RUN pip install --no-cache-dir -r requirements.txt +RUN pip install -U scikit-image +RUN pip install imutils + +# Set GitHub username and personal access token +ARG GITHUB_USERNAME +ARG GITHUB_TOKEN +ARG USER_UID=1000 +ARG USER_GID=1000 + +# Install the meshing package +RUN git clone -b ThruSections --single-branch https://${GITHUB_USERNAME}:${GITHUB_TOKEN}@github.com/artorg-unibe-ch/spline_mesher.git ./pyhexspline/spline_mesher +WORKDIR ./pyhexspline/spline_mesher +RUN pip install -e . + +# Change ownership of the conda environment to the hfe user +RUN useradd -ms /bin/bash hfe +RUN chown -R hfe:hfe /opt/miniconda/envs/hfe-essentials + +USER hfe +WORKDIR /home/hfe +RUN mkdir -p ~/.ssh +RUN chmod 700 ~/.ssh +ENV PATH="/opt/cargo/bin:${PATH}" + +# conda init, source .bashrc, conda activate +RUN conda init bash +RUN echo "conda activate hfe-essentials" >> ~/.bashrc + +# https://pythonspeed.com/articles/activate-conda-dockerfile/ diff --git a/02_CODE/cfg/hfe-tibia.yaml b/02_CODE/cfg/hfe-tibia.yaml index 3a2062f..e463c2d 100644 --- a/02_CODE/cfg/hfe-tibia.yaml +++ b/02_CODE/cfg/hfe-tibia.yaml @@ -9,6 +9,7 @@ hydra: mode: MULTIRUN sweeper: params: + simulations.grayscale_filenames: C0000000 # C0003093, C0003096 diff --git a/02_CODE/cfg/mesh.yaml b/02_CODE/cfg/mesh.yaml index 59e0554..fd4bd83 100644 --- a/02_CODE/cfg/mesh.yaml +++ b/02_CODE/cfg/mesh.yaml @@ -12,7 +12,7 @@ meshing_settings: outside_val: 1 # threshold value for the outside of the mask lower_thresh: 0 # lower threshold for the mask upper_thresh: 0.9 # upper threshold for the mask - s: 400 # smoothing factor of the spline + s: 1000 # smoothing factor of the spline k: 3 # degree of the spline interp_points: 350 # number of points to interpolate the spline thickness_tol: 0.50 # minimum cortical thickness tolerance: 3 * XCTII voxel size @@ -20,10 +20,10 @@ meshing_settings: center_square_length_factor: 0.4 # size ratio of the refinement square: 0 < l_f < 1 mesh_order: 1 # set order of the mesh (1: linear, 2: quadratic) sweep_factor: 1 # factor for the sweep used in hydra for the sensitivity analysis - n_elms_longitudinal: 6 - n_elms_transverse_trab: 12 + n_elms_longitudinal: 60 + n_elms_transverse_trab: 15 n_elms_transverse_cort: 3 - n_elms_radial: 15 # ! Should be 10 if trab_refinement is True + n_elms_radial: 20 # ! Should be 10 if trab_refinement is True ellipsoid_fitting: True show_plots: False # show plots during construction show_gmsh: False # show gmsh GUI diff --git a/02_CODE/cfg/socket.yaml b/02_CODE/cfg/socket.yaml index 43a85e8..cea8b13 100644 --- a/02_CODE/cfg/socket.yaml +++ b/02_CODE/cfg/socket.yaml @@ -1,19 +1,14 @@ solver: site: remote # local or remote - # abaqus: /var/DassaultSystemes/SIMULIA/Commands/abq2021hf4 # monterosa (Abaqus 2021) - # abaqus: /var/DassaultSystemes/SIMULIA/Commands/abq2021hf6 # simone-kubuntu - abaqus: /storage/workspaces/artorg_msb/hpc_abaqus/Software/DassaultSystemes/SIMULIA/Commands/abq2024 # ubelix -socket_paths: # paths that are socket specific (you might need to change them) - # SIMONE-KUBUNTU - # workdir: /home/simoneponcioni/Documents/01_PHD/03_Methods/HFE - # scratchdir: /home/simoneponcioni/.SCRATCH - # odb2vtk: "/home/simoneponcioni/Documents/04_TOOLS/ODB2VTK/python/odb2vtk.py" - # MONTEROSA - # workdir: /home/sp20q110/HFE - # scratchdir: /home/sp20q110/.SCRATCH - # odb2vtk: "/home/sp20q110/TOOLS/ODB2VTK/python/odb2vtk.py" - # UBELIX - workdir: /storage/workspaces/artorg_msb/hpc_abaqus/poncioni/HFE - scratchdir: /storage/workspaces/artorg_msb/hpc_abaqus/poncioni/.SCRATCH - odb2vtk: /storage/workspaces/artorg_msb/hpc_abaqus/poncioni/TOOLS/ODB2VTK/python/odb2vtk.py + # abaqus: /var/DassaultSystemes/SIMULIA/Commands/abq2021hf4 # monterosa (Abaqus 2021) + abaqus: /var/DassaultSystemes/SIMULIA/Commands/abq2021hf6 # simone-kubuntu + +socket_paths: # paths that are socket specific (you might need to change them) + # workdir: /Users/msb/Documents/01_PHD/03_Methods/CLEAN-HFE-ACCURATE # simone-macbook + workdir: /home/simoneponcioni/Documents/01_PHD/03_Methods/HFE # simone-kubuntu + scratchdir: /home/simoneponcioni/.SCRATCH # simone-kubuntu + odb2vtk: "/home/simoneponcioni/Documents/04_TOOLS/ODB2VTK/python/odb2vtk.py" # simone-kubuntu + # workdir: /home/sp20q110/HFE # monterosa + # scratchdir: /home/sp20q110/.SCRATCH # monterosa + # odb2vtk: "/home/sp20q110/TOOLS/ODB2VTK/python/odb2vtk.py" # monterosa diff --git a/02_CODE/src/hfe_abq/aim2fe.py b/02_CODE/src/hfe_abq/aim2fe.py index a80ed8b..df5993e 100644 --- a/02_CODE/src/hfe_abq/aim2fe.py +++ b/02_CODE/src/hfe_abq/aim2fe.py @@ -167,8 +167,11 @@ def aim2fe_psl(cfg, sample): bone = imutils.read_aim_mask_combined("MASK", filenames, bone) # image_list = ["BMD", "SEG", "CORTMASK", "TRABMASK"] - for _, item in enumerate(image_list): - bone = imutils.adjust_image_size(item, bone, cfg, imutils.CropType.crop) + if cfg.registration.registration is True: + for _, item in enumerate(image_list): + bone = imutils.adjust_image_size(item, bone, cfg, imutils.CropType.crop) + else: + pass # Save images with colorbar imutils.save_images_with_colorbar(cfg, sample, bone) @@ -263,7 +266,10 @@ def aim2fe_psl(cfg, sample): """ bone["elsets"] = [] + if "FEelSize" not in bone or bone["FEelSize"]: + bone["FEelSize"] = int(round(cfg.mesher.element_size / spacing[0])) * bone["Spacing"] CoarseFactor = bone["FEelSize"][0] / bone["Spacing"][0] + bone["CoarseFactor"] = CoarseFactor BVTVscaled_shape = bone["BVTVscaled"].shape bone["MESH"] = np.ones( ([int(dim) for dim in np.floor(np.array(BVTVscaled_shape) / CoarseFactor)]) diff --git a/02_CODE/src/hfe_accurate/hfe_accurate.py b/02_CODE/src/hfe_accurate/hfe_accurate.py index c7b92a0..1afc66e 100644 --- a/02_CODE/src/hfe_accurate/hfe_accurate.py +++ b/02_CODE/src/hfe_accurate/hfe_accurate.py @@ -40,7 +40,7 @@ def pipeline_hfe(cfg, folder_id, grayscale_filename): ''' # TODO: reactivate this for mesh sensitivity analysis - n_sim = int(15) # has to match sweep in config + # n_sim = int(15) # has to match sweep in config # min = 5, 5, 2, 7 # max = 20, 50, 10, 50 did not work, reducing to 20, 40, 10, 40 n_elms_longitudinal = np.linspace(1, 20, n_sim, dtype=int) @@ -61,7 +61,7 @@ def pipeline_hfe(cfg, folder_id, grayscale_filename): ) cfg.meshing_settings.n_elms_radial = int(n_radial[sweep - 1].item()) ''' - + # timing time_record = {} start_full = time() diff --git a/02_CODE/src/hfe_accurate/postprocessing.py b/02_CODE/src/hfe_accurate/postprocessing.py index fc62fd7..f353eca 100644 --- a/02_CODE/src/hfe_accurate/postprocessing.py +++ b/02_CODE/src/hfe_accurate/postprocessing.py @@ -318,7 +318,8 @@ def write_data_summary( "max_force_FZ_MAX", "disp_at_max_force_FZ_MAX", "stiffness_1D_FZ_MAX", - "yield_force_FZ_MAX" "yield_disp_FZ_MAX", + "yield_force_FZ_MAX", + "yield_disp_FZ_MAX", ] def append_list_as_row(filename: str, list_of_elem: list) -> None: diff --git a/02_CODE/src/hfe_utils/imutils.py b/02_CODE/src/hfe_utils/imutils.py index d729418..b26485f 100644 --- a/02_CODE/src/hfe_utils/imutils.py +++ b/02_CODE/src/hfe_utils/imutils.py @@ -407,6 +407,7 @@ def adjust_image_size(name, bone, cfg, croptype=CropType.crop): Expansions in x and y dimension, will probably not affect strength, but will lower stiffness. """ + logger.info(f"Adjust image size for {name}") # get bone values img_array = bone[name + "_array"] spacing = bone["Spacing"] diff --git a/02_CODE/src/pipeline_runner.py b/02_CODE/src/pipeline_runner.py index dfcf2d4..8079b94 100644 --- a/02_CODE/src/pipeline_runner.py +++ b/02_CODE/src/pipeline_runner.py @@ -3,12 +3,14 @@ # this code creates a list of executables to run in parallel +import json import logging import warnings import os from enum import Enum from pprint import pprint from time import time + import json from pathlib import Path diff --git a/QMSKI/convergence_study/convergence_radius.csv.bak b/QMSKI/convergence_study/convergence_radius.csv.bak new file mode 100644 index 0000000..6b43bdd --- /dev/null +++ b/QMSKI/convergence_study/convergence_radius.csv.bak @@ -0,0 +1,56 @@ +Sample,DOFs,simulation_time,n_elms_longitudinal,n_elms_transverse_trab,n_elms_transverse_cort,n_elms_radial,max_force_FZ_MAX,disp_at_max_force_FZ_MAX,stiffness_1D_FZ_MAX,yield_force_FZ_MAX,yield_disp_FZ_MAX +C0002211,1188,164.56627488136292,1,3,1,3,-719.84124,-0.06,11997.354,2464.1391387240838,0.24435942444446346 +C0002214,1188,201.47952461242676,1,3,1,3,-705.52511,-0.06,11758.751833333334,2008.571117560214,0.21026980027803 +C0002224,1188,280.7424781322479,1,3,1,3,-3091.7441,-0.06,51529.068333333336,7325.367584014664,0.18112911510049312 +C0002231,1188,225.22625494003296,1,3,1,3,-1145.6966,-0.06,19094.943333333333,3469.726149246288,0.2209211706465814 +C0002236,1188,344.3748724460602,1,3,1,3,-1228.8986,-0.06,20481.643333333333,3591.9698055295808,0.21446568663053164 +C0002211,5616,133.47015142440796,2,6,1,6,-1236.128,-0.06,20602.13333333333,4397.601037448608,0.25242288093854115 +C0002214,5616,129.50553107261658,2,6,1,6,-977.72067,-0.06,16295.344500000001,3284.041831475544,0.24098732620706087 +C0002224,5616,167.37361788749695,2,6,1,6,-4136.409,-0.06,68940.15,11194.820767617737,0.2013538379132302 +C0002231,5616,117.41219735145569,2,6,1,6,-1521.166,-0.06,25352.766666666666,5238.863895633051,0.24585075395543868 +C0002236,5616,144.79491233825684,2,6,1,6,-1805.4235,-0.06,30090.39166666667,5899.694368693689,0.23515633016760368 +C0002211,24354,155.27164030075073,3,9,2,9,-1223.9867,-0.06,20399.778333333332,4042.704468195697,0.23714314869194417 +C0002214,24354,160.24841046333313,3,9,2,9,-939.93669,-0.06,15665.6115,2895.856755050235,0.22430917748728013 +C0002224,24354,198.50739693641663,3,9,2,9,-4061.2246,-0.06,67687.07666666668,11042.732911844174,0.2021130965179353 +C0002231,24354,154.44014716148376,3,9,2,9,-1465.4583,-0.06,24424.305,4761.495764655892,0.23416108775391156 +C0002236,24354,188.68646883964539,3,9,2,9,-1808.6812,-0.06,30144.68666666667,5704.864662609309,0.2283400346856667 +C0002211,99918,392.7510221004486,5,13,2,13,-1210.0449,-0.06,20167.415,3849.939694761712,0.22986822446792213 +C0002214,99918,330.0326089859009,5,13,2,13,-909.68055,-0.06,15161.3425,2670.9409717923445,0.21562264760955557 +C0002224,99918,386.72703766822815,5,13,2,13,-4002.9214,-0.06,66715.35666666667,10963.276412238967,0.20329833607914788 +C0002231,99918,331.3824031352997,5,13,2,13,-1435.2071,-0.06,23920.118333333336,4332.160084561556,0.2203214842378766 +C0002236,99918,357.44678497314453,5,13,2,13,-1802.0873,-0.06,30034.788333333334,5534.25909784049,0.2233522396476755 +C0002211,199056,700.9591152667999,6,16,3,16,-1230.8356,-0.06,20513.92666666667,3950.366609138833,0.2315391955315648 +C0002214,199056,587.1639711856842,6,16,3,16,-916.20945,-0.06,15270.1575,2708.3673843366087,0.21681822852922528 +C0002224,199056,643.8600363731384,6,16,3,16,-3942.6775,-0.06,65711.29166666667,10900.833740410526,0.20485901844817395 +C0002231,199056,589.405469417572,6,16,3,16,-1444.4294,-0.06,24073.823333333334,4445.329322488726,0.2238660730778179 +C0002236,199056,709.422290802002,6,16,3,16,-1819.1429,-0.06,30319.048333333336,5573.514103964922,0.2229194026599904 +C0002211,348378,1406.7665519714355,7,19,4,19,-1230.5275,-0.06,20508.791666666668,3943.554503472064,0.23125525590058127 +C0002214,348378,1104.5540237426758,7,19,4,19,-912.87869,-0.06,15214.644833333334,2674.6191792812024,0.21524722317169126 +C0002224,348378,1166.6818957328796,7,19,4,19,-3930.5832,-0.06,65509.72,10874.29375985666,0.20496432656458607 +C0002231,348378,1342.5923595428467,7,19,4,19,-1440.4279,-0.06,24007.131666666664,4451.228247487003,0.22462475649883892 +C0002236,348378,1481.6669945716858,7,19,4,19,-1811.0298,-0.06,30183.83,5502.820945666311,0.22140083676657465 +C0002211,671334,2925.61093044281,9,23,4,23,-1228.2834,-0.06,20471.39,3954.371948100286,0.23213498430732932 +C0002214,671334,3474.312791109085,9,23,4,23,-908.02362,-0.06,15133.727,2634.8022606544855,0.21355615413241283 +C0002224,671334,3149.4745025634766,9,23,4,23,-3920.6552,-0.06,65344.25333333334,10819.826391400728,0.20455111946414653 +C0002231,671334,4385.488255739212,9,23,4,23,-1433.3476,-0.06,23889.126666666667,4339.78917127348,0.22087579379429848 +C0002236,671334,4538.487810373306,9,23,4,23,-1809.6493,-0.06,30160.821666666667,5465.532263442161,0.22030358457359864 +C0002211,986976,5250.873509645462,10,26,5,26,-1228.0846,-0.06,20468.076666666664,3948.4188781068374,0.2318754070403372 +C0002214,986976,6889.14343547821,10,26,5,26,-907.09119,-0.06,15118.1865,2629.278417522052,0.21336974148664495 +C0002224,986976,5486.8557958602905,10,26,5,26,-3911.1158,-0.06,65185.263333333336,10772.58274127802,0.20423022205658695 +C0002231,986976,9863.633207559586,10,26,5,26,-1432.4617,-0.06,23874.361666666668,4263.035299590662,0.2177732351960219 +C0002236,986976,11427.949367761612,10,26,5,26,-1808.6039,-0.06,30143.398333333334,5435.404193905037,0.219408836899037 +C0002211,1388322,10460.726221561432,11,29,6,29,-1227.1772,-0.06,20452.953333333335,3931.2252665634164,0.23117740384535437 +C0002214,1388322,14195.274369001389,11,29,6,29,-905.90751,-0.06,15098.4585,2614.663104943376,0.21262898250471338 +C0002224,1388322,13208.653208494186,11,29,6,29,-3902.3782,-0.06,65039.63666666667,10724.626296816781,0.2038629070624738 +# C0002211,1388322,10827.971837043762,11,29,6,29,-1227.1569,-0.06,20452.615,3931.137186048556,0.23117627684642753 +# C0002214,1388322,14858.701694965363,11,29,6,29,-905.85528,-0.06,15097.588,2614.600257877109,0.21263480469655438 +# C0002224,1388322,13552.094338655472,11,29,6,29,-3902.339,-0.06,65038.98333333334,10724.499879766252,0.20386261975016814 +C0002231,1388322,17720.548528671265,11,29,6,29,-1429.7003,-0.06,23828.338333333333,4289.123508704826,0.21921295758241013 +C0002236,1388322,19175.415147781372,11,29,6,29,-1805.8063,-0.06,30096.771666666667,5443.6230884888155,0.2199612726495127 +C0002211,2131950,58632.795172691345,13,33,6,33,-1226.271,-0.06,20437.85,3857.317574389772,0.22770322687872235 +C0002214,2131950,34948.27955698967,13,33,6,33,-904.15322,-0.06,15069.220333333335,2600.4911885031934,0.21202453046091282 +C0002224,2131950,61175.879356622696,13,33,6,33,-3901.7788,-0.06,65029.64666666667,10681.260385996018,0.20322137470143056 +C0002231,2131950,43406.73288726807,13,33,6,33,-1428.4828,-0.06,23808.04666666667,4258.661683144499,0.21808689685669724 +C0002236,2131950,107984.5685069561,13,33,6,33,-1804.8707,-0.06,30081.178333333333,5391.598488939102,0.21832555803608145 +# C0002211,2786256,123426.55494379997,14,36,7,36,-1225.7786,-0.06,20429.643333333337,3850.6456616120768,0.22745246207008635 +# C0002214,2786256,71593.53161430359,14,36,7,36,-904.23644,-0.06,15070.607333333333,2610.4318638832565,0.2126682551351063 diff --git a/QMSKI/convergence_study/convergence_tibia.csv.bak b/QMSKI/convergence_study/convergence_tibia.csv.bak new file mode 100644 index 0000000..30a1537 --- /dev/null +++ b/QMSKI/convergence_study/convergence_tibia.csv.bak @@ -0,0 +1,57 @@ +Sample,DOFs,simulation_time,n_elms_longitudinal,n_elms_transverse_trab,n_elms_transverse_cort,n_elms_radial,max_force_FZ_MAX,disp_at_max_force_FZ_MAX,stiffness_1D_FZ_MAX,yield_force_FZ_MAX,yield_disp_FZ_MAX +# C0003095,1188,268.6775863170624,1,3,1,3,-1168.9566,-0.07,16699.379999999997,3654.371264785641,0.27977555231986284 +C0003095,1188,266.5224995613098,1,3,1,3,-1168.9566,-0.07,16699.379999999997,3654.371264785641,0.27977555231986284 +C0003099,1188,449.5598523616791,1,3,1,3,-5116.6474,-0.07,73094.96285714285,15024.067628346842,0.2664845656733719 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+ "matplotlib.style.use('/Users/msb/Documents/01_PHD/03_Methods/Meshing/spline_mesher/src/pyhexspline/cfgdir/pos_monitor.mplstyle')" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "meshpath = '/Users/msb/Documents/01_PHD/05_PUBLICATIONS-PRESENTATIONS/2024-SBMS/img/C0003099sweep_7.msh'" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Info : Increasing process stack size (8176 kB < 16 MB)\n", + "Info : Reading '/Users/msb/Documents/01_PHD/05_PUBLICATIONS-PRESENTATIONS/2024-SBMS/img/C0003099sweep_7.msh'...\n", + "Info : 4639 entities\n", + "Info : 111889 nodes\n", + "Info : 107360 elements \n", + "Info : Done reading '/Users/msb/Documents/01_PHD/05_PUBLICATIONS-PRESENTATIONS/2024-SBMS/img/C0003099sweep_7.msh'\n", + "Info : Running Plugin(AnalyseMeshQuality)...\n", + "Info : Computing Jacobian for 3D elements...\n", + "Info : Volume 1: checking the Jacobian of 528 elements\n", + "Info : Volume 2: checking the Jacobian of 528 elements\n", + "Info : Volume 3: checking the Jacobian of 528 elements\n", + "Info : Volume 4: checking the Jacobian of 528 elements\n", + "Info : Volume 5: checking the Jacobian of 528 elements\n", + "Info : Volume 6: checking the Jacobian of 528 elements\n", + "Info : Volume 7: checking the Jacobian of 528 elements\n", + "Info : Volume 8: checking the Jacobian of 528 elements\n", + "Info : Volume 9: checking the Jacobian of 528 elements\n", + "Info : Volume 10: checking the Jacobian of 528 elements\n", + "Info : Volume 11: checking the Jacobian of 528 elements\n", + "Info : Volume 12: checking the Jacobian of 528 elements\n", + "Info : Volume 13: checking the Jacobian of 528 elements\n", + "Info : Volume 14: checking the Jacobian of 528 elements\n", + "Info : Volume 15: checking the Jacobian of 528 elements\n", + "Info : Volume 16: checking the Jacobian of 528 elements\n", + "Info : Volume 17: checking the Jacobian of 528 elements\n", + "Info : Volume 18: checking the Jacobian of 528 elements\n", + "Info : Volume 19: checking the Jacobian of 528 elements\n", + "Info : Volume 20: checking the Jacobian of 528 elements\n", + "Info : Volume 21: checking the Jacobian of 3872 elements\n", + "Info : Volume 22: checking the Jacobian of 3872 elements\n", + "Info : Volume 23: checking the Jacobian of 3872 elements\n", + "Info : Volume 24: checking the Jacobian of 3872 elements\n", + "Info : Volume 25: checking the Jacobian of 3872 elements\n", + "Info : Volume 26: checking the Jacobian of 3872 elements\n", + "Info : Volume 27: checking the Jacobian of 3872 elements\n", + "Info : Volume 28: checking the Jacobian of 3872 elements\n", + "Info : Volume 29: checking the Jacobian of 3872 elements\n", + "Info : Volume 30: checking the Jacobian of 3872 elements\n", + "Info : Volume 31: checking the Jacobian of 3872 elements\n", + "Info : Volume 32: checking the Jacobian of 3872 elements\n", + "Info : Volume 33: checking the Jacobian of 3872 elements\n", + "Info : Volume 34: checking the Jacobian of 3872 elements\n", + "Info : Volume 35: checking the Jacobian of 3872 elements\n", + "Info : Volume 36: checking the Jacobian of 3872 elements\n", + "Info : Volume 37: checking the Jacobian of 3872 elements\n", + "Info : Volume 38: checking the Jacobian of 3872 elements\n", + "Info : Volume 39: checking the Jacobian of 3872 elements\n", + "Info : Volume 40: checking the Jacobian of 3872 elements\n", + "Info : Volume 41: checking the Jacobian of 3872 elements\n", + "Info : Volume 42: checking the Jacobian of 3872 elements\n", + "Info : Volume 43: checking the Jacobian of 3872 elements\n", + "Info : Volume 44: checking the Jacobian of 3872 elements\n", + "Info : Volume 45: checking the Jacobian of 3872 elements\n", + "Info : Done computing Jacobian for 3D elements (Wall 1.1598s, CPU 1.12292s)\n", + "Info : Computing ICN for 3D elements...\n", + "Info : Done computing ICN for 3D elements (Wall 2.4619s, CPU 2.42193s)\n", + "Info : minJ = 0.00597, 0.0392, 0.373 (min, avg, max)\n", + "Info : minJ/maxJ = 0.3, 0.914, 0.999 (worst, avg, best)\n", + "Info : ICN = 0.172, 0.795, 0.963 (worst, avg, best)\n", + "Info : Done running Plugin(AnalyseMeshQuality)\n" + ] + } + ], + "source": [ + "gmsh.initialize()\n", + "gmsh.merge(meshpath)\n", + "gmsh.model.occ.synchronize()\n", + "# gmsh.model.mesh.generate(3)\n", + "\n", + "# get element qualities:\n", + "_, eleTags , _ = gmsh.model.mesh.getElements(dim=3)\n", + "q = gmsh.model.mesh.getElementQualities(eleTags[0], \"minSICN\")\n", + "\n", + "# alternative using plugin:\n", + "gmsh.plugin.setNumber(\"AnalyseMeshQuality\", \"ICNMeasure\", 1.)\n", + "gmsh.plugin.setNumber(\"AnalyseMeshQuality\", \"CreateView\", 1.)\n", + "t = gmsh.plugin.run(\"AnalyseMeshQuality\")\n", + "dataType, tags, data, time, numComp = gmsh.view.getModelData(t, 0)\n", + "gmsh.finalize()" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(10, 5))\n", + "plt.hist(np.array(data).flatten(), bins=100, color='tab:blue')\n", + "plt.title('Tibia - ICN histogram', weight='bold')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "testing", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.13" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/QMSKI/sensitivity_analysis.ipynb b/QMSKI/sensitivity_analysis.ipynb index e00b513..2bfe58b 100644 --- a/QMSKI/sensitivity_analysis.ipynb +++ b/QMSKI/sensitivity_analysis.ipynb @@ -54,7 +54,26 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(0.6, 0.0, 0.2)\n" + ] + } + ], + "source": [ + "rgb_color = (153, 0, 51)\n", + "rgb_color_base1 = tuple([round(x/255, 2) for x in rgb_color])\n", + "print(rgb_color_base1)" + ] + }, + { + "cell_type": "code", + "execution_count": 36, "metadata": { "metadata": {} }, @@ -73,14 +92,14 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 37, "metadata": { "metadata": {} }, "outputs": [], "source": [ - "df_tibia = pd.read_csv('05_mesh_sensitivity_3_data_summary.csv')\n", - "df_radius = pd.read_csv('05_mesh_sensitivity_3_data_summary.csv')\n", + "df_tibia = pd.read_csv('convergence_study/convergence_tibia.csv')\n", + "df_radius = pd.read_csv('convergence_study/convergence_radius.csv')\n", "# img = mpimg.imread('C0003091.png')\n", "df_list = [df_tibia, df_radius]\n", "df_names = ['Tibia', 'Radius']\n", @@ -89,14 +108,14 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 38, "metadata": { "metadata": {} }, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -187,6 +206,270 @@ "plt.show()" ] }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "11\n", + "Index([ 1188, 5616, 24354, 99918, 199056, 348378, 671334, 986976,\n", + " 1388322, 2131950, 2786256],\n", + " dtype='int64', name='DOFs')\n", + "11\n", + "11\n", + "10\n", + "Index([1188, 5616, 24354, 99918, 199056, 348378, 671334, 986976, 1388322,\n", + " 2131950],\n", + " dtype='int64', name='DOFs')\n", + "10\n", + "10\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "props = ['simulation_time']\n", + "simulation_time_dfs = []\n", + "for df, df_name in zip(df_list, df_names):\n", + " sample_subset = pd.unique(df['Sample'])\n", + " for _property in props:\n", + " dofs_set = []\n", + " mean_simulation_time = []\n", + " std_simulation_time = []\n", + " for sample in sample_subset:\n", + " # create subset of samples with the same name\n", + " sample_df = df.loc[df['Sample'] == sample]\n", + " # group by DOFs and calculate mean and std of simulation_time\n", + " grouped_df = sample_df.groupby('DOFs')['simulation_time'].agg(['mean', 'std'])\n", + " if _property == 'simulation_time':\n", + " dofs = grouped_df.index\n", + " mean_simulation_time = grouped_df['mean'] / 60\n", + " std_simulation_time = grouped_df['std'] / 60\n", + "\n", + " dofs_set = dofs.unique()\n", + " \n", + " mean_simulation_times = mean_simulation_time\n", + " std_simulation_times = std_simulation_time\n", + " \n", + " if _property == 'simulation_time':\n", + " simulation_time_dfs.append((dofs, mean_simulation_times, std_simulation_times, df_name))\n", + "\n", + "\n", + "plt.figure(figsize=(6, 6))\n", + "# Plot simulation_time\n", + "for dofs, mean_times, std_times, df_name in simulation_time_dfs:\n", + " if df_name == 'Radius':\n", + " _color = 'tab:red'\n", + " else:\n", + " _color = 'tab:blue'\n", + " print(len(dofs))\n", + " print(dofs)\n", + " print(len(mean_times))\n", + " print(len(std_times))\n", + "\n", + " plt.errorbar(dofs, mean_times, yerr=std_times, fmt='o', label=f'{df_name}', color=_color)\n", + " plt.plot(dofs, mean_times, linestyle='--', color=_color)\n", + "plt.xscale('log')\n", + "plt.yscale('log')\n", + "plt.xlim(1e3)\n", + "plt.ylim(1e-0)\n", + "plt.xlabel('Degrees of Freedom (-)')\n", + "plt.ylabel('Simulation Time (min)')\n", + "plt.title('Wall Clock Time', weight='bold')\n", + "plt.legend()\n", + "plt.savefig('simulation-time.png', dpi=300, bbox_inches='tight')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "for df, df_name in zip(df_list, df_names):\n", + " sample_subset = pd.unique(df['Sample'])\n", + " for _property in props:\n", + " dofs_set = []\n", + " mean_simulation_time = []\n", + " std_simulation_time = []\n", + " for sample in sample_subset:\n", + " # create subset of samples with the same name\n", + " sample_df = df.loc[df['Sample'] == sample]\n", + " # group by DOFs and calculate mean and std of simulation_time\n", + " grouped_df = sample_df.groupby('DOFs')['simulation_time'].agg(['mean', 'std'])\n", + " if _property == 'simulation_time':\n", + " dofs = grouped_df.index\n", + " mean_simulation_time = grouped_df['mean']\n", + " std_simulation_time = grouped_df['std']\n", + "\n", + " dofs_set = dofs.unique()\n", + " \n", + " mean_simulation_times = mean_simulation_time\n", + " std_simulation_times = std_simulation_time\n", + " \n", + " if _property == 'simulation_time':\n", + " simulation_time_dfs.append((dofs, mean_simulation_times, std_simulation_times, df_name))" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# fig, axs = plt.subplots(nrows=2, ncols=2, figsize=(12, 12), sharex='col', sharey='row')\n", + "fig, axs = plt.subplot_mosaic([['stiffness', 'yield'], ['simulation_time', 'simulation_time']], figsize=(12, 12))\n", + "\n", + "# Plot stiffness\n", + "for dofs, mean_errors, std_errors, df_name in stiffness_dfs:\n", + " if df_name == 'Radius':\n", + " _color = 'tab:red'\n", + " else:\n", + " _color = 'tab:blue'\n", + " axs['stiffness'].errorbar(dofs, mean_errors, yerr=std_errors, fmt='o', label=f'{df_name}', color=_color)\n", + " axs['stiffness'].plot(dofs, mean_errors, linestyle='--', color=_color)\n", + "axs['stiffness'].set_xscale('log')\n", + "axs['stiffness'].set_xlabel('Degrees of Freedom (-)')\n", + "axs['stiffness'].set_ylabel('Relative error (%)')\n", + "axs['stiffness'].set_title('Relative error in stiffness estimation', weight='bold')\n", + "axs['stiffness'].legend()\n", + "\n", + "# Plot yield force\n", + "for dofs, mean_errors, std_errors, df_name in yield_force_dfs:\n", + " if df_name == 'Radius':\n", + " _color = 'tab:red'\n", + " else:\n", + " _color = 'tab:blue'\n", + " axs['yield'].errorbar(dofs, mean_errors, yerr=std_errors, fmt='o', label=f'{df_name}', color=_color)\n", + " axs['yield'].plot(dofs, mean_errors, linestyle='--', color=_color)\n", + "axs['yield'].set_xscale('log')\n", + "axs['yield'].set_xlabel('Degrees of Freedom (-)')\n", + "axs['yield'].set_ylabel('Relative error (%)')\n", + "axs['yield'].set_title('Relative error in yield force estimation', weight='bold')\n", + "axs['yield'].legend()\n", + "\n", + "# Plot simulation_time\n", + "for dofs, mean_times, std_times, df_name in simulation_time_dfs:\n", + " if df_name == 'Radius':\n", + " _color = 'tab:red'\n", + " else:\n", + " _color = 'tab:blue'\n", + " axs['simulation_time'].errorbar(dofs, mean_times, yerr=std_times, fmt='o', label=f'{df_name}', color=_color)\n", + " axs['simulation_time'].plot(dofs, mean_times, linestyle='--', color=_color)\n", + "axs['simulation_time'].set_xscale('log')\n", + "axs['simulation_time'].set_yscale('log')\n", + "axs['simulation_time'].set_xlim(1e3)\n", + "axs['simulation_time'].set_ylim(1e-0)\n", + "axs['simulation_time'].set_xlabel('Degrees of Freedom (-)')\n", + "axs['simulation_time'].set_ylabel('Simulation Time (min)')\n", + "axs['simulation_time'].set_title('Wall Clock Time', weight='bold')\n", + "axs['simulation_time'].legend()\n", + "\n", + "# Remove unused subplot\n", + "# fig.delaxes(axs['simulation_time'])\n", + "\n", + "# Adjust layout\n", + "plt.tight_layout()\n", + "plt.savefig('combined-plots.png', dpi=300, bbox_inches='tight')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "fig, axs = plt.subplots(nrows=2, ncols=2, figsize=(12, 12), sharex='col', sharey='row')\n", + "\n", + "# ... your other plots ...\n", + "\n", + "# Plot simulation_time\n", + "for dofs, mean_times, std_times, df_name in simulation_time_dfs:\n", + " if df_name == 'Radius':\n", + " _color = 'tab:red'\n", + " else:\n", + " _color = 'tab:blue'\n", + " axs[1, 0].errorbar(dofs, mean_times, yerr=std_times, fmt='o', label=f'{df_name}', color=_color)\n", + " axs[1, 0].plot(dofs, mean_times, linestyle='--', color=_color)\n", + "axs[1, 0].set_xscale('log')\n", + "axs[1, 0].set_yscale('log')\n", + "axs[1, 0].set_xlim(1e3)\n", + "axs[1, 0].set_ylim(1e-0)\n", + "axs[1, 0].set_xlabel('Degrees of Freedom (-)')\n", + "axs[1, 0].set_ylabel('Simulation Time (min)')\n", + "axs[1, 0].set_title('Wall Clock Time', weight='bold')\n", + "axs[1, 0].legend()\n", + "\n", + "# Remove unused subplot\n", + "fig.delaxes(axs[1,1])\n", + "\n", + "# Adjust layout\n", + "plt.tight_layout()\n", + "plt.savefig('combined-plots.png', dpi=300, bbox_inches='tight')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "fig, axs = plt.subplots(nrows=2, ncols=2, figsize=(12, 12), sharex='col', sharey='row')\n", + "\n", + "# ... your other plots ...\n", + "\n", + "# Plot simulation_time\n", + "for dofs, mean_times, std_times, df_name in simulation_time_dfs:\n", + " if df_name == 'Radius':\n", + " _color = 'tab:red'\n", + " else:\n", + " _color = 'tab:blue'\n", + " axs[1, 0].errorbar(dofs, mean_times, yerr=std_times, fmt='o', label=f'{df_name}', color=_color)\n", + " axs[1, 0].plot(dofs, mean_times, linestyle='--', color=_color)\n", + "axs[1, 0].set_xscale('log')\n", + "axs[1, 0].set_yscale('log')\n", + "axs[1, 0].set_xlim(1e3)\n", + "axs[1, 0].set_ylim(1e-0)\n", + "axs[1, 0].set_xlabel('Degrees of Freedom (-)')\n", + "axs[1, 0].set_ylabel('Simulation Time (min)')\n", + "axs[1, 0].set_title('Wall Clock Time', weight='bold')\n", + "axs[1, 0].legend()\n", + "\n", + "# Remove unused subplot\n", + "fig.delaxes(axs[1,1])\n", + "\n", + "# Adjust layout\n", + "plt.tight_layout()\n", + "plt.savefig('combined-plots.png', dpi=300, bbox_inches='tight')\n", + "plt.show()" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -483,7 +766,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.17" + "version": "3.12.2" } }, "nbformat": 4,