diff --git a/examples/ansys/pyvista_pymapdl.ipynb b/examples/ansys/pyvista_pymapdl.ipynb index dee9fc8..8e184c9 100644 --- a/examples/ansys/pyvista_pymapdl.ipynb +++ b/examples/ansys/pyvista_pymapdl.ipynb @@ -1623,9 +1623,9 @@ ], "metadata": { "kernelspec": { - "display_name": "fem", + "display_name": "tesseract-jax", "language": "python", - "name": "python3" + "name": "tesseract-jax" }, "language_info": { "codemirror_mode": { @@ -1637,7 +1637,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.13.9" + "version": "3.13.5" } }, "nbformat": 4, diff --git a/examples/ansys/spaceclaim_pymapdl.ipynb b/examples/ansys/spaceclaim_pymapdl.ipynb new file mode 100644 index 0000000..67acfdb --- /dev/null +++ b/examples/ansys/spaceclaim_pymapdl.ipynb @@ -0,0 +1,1783 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "62c62e53", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "source": [ + "# Parametric shape optimization with differentiable FEM simulation\n" + ] + }, + { + "cell_type": "markdown", + "id": "e3e34d41", + "metadata": {}, + "source": [ + "## Setup" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "5f5b8544", + "metadata": {}, + "outputs": [], + "source": [ + "# Install additional requirements for this notebook\n", + "# %pip install -r requirements.txt -q --isolated" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "c367fd3b", + "metadata": {}, + "outputs": [], + "source": [ + "# import tesseract_core\n", + "\n", + "# tesseract_core.build_tesseract(\"sdf_fd_tess\", \"latest\")\n", + "# tesseract_core.build_tesseract(\"fem_tess\", \"latest\")\n", + "# tesseract_core.build_tesseract(\"meshing_tess\", \"latest\")\n", + "# print(\"Tesseract built successfully.\")" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "2c6c83a4-d74e-41aa-8b28-ddd82f7e25e2", + "metadata": {}, + "outputs": [], + "source": [ + "# The PyMAPDL Host (X.X.X.X IP Address) and Port (XXX) are pulled from the environment\n", + "import os\n", + "\n", + "MAPDL_HOST = os.getenv(\"MAPDL_HOST\")\n", + "MAPDL_HOST = \"172.26.3.4\"\n", + "\n", + "MAPDL_PORT = os.getenv(\"MAPDL_PORT\")\n", + "MAPDL_PORT = \"50050\"\n", + "\n", + "SPACECLAIM_HOST = os.getenv(\"SPACECLAIM_HOST\")\n", + "SPACECLAIM_HOST = \"172.26.5.4\"\n", + "\n", + "SPACECLAIM_PORT = os.getenv(\"SPACECLAIM_PORT\")\n", + "SPACECLAIM_PORT = 443\n", + "\n", + "SPACECLAIM_CALL = \"F:\\\\Ansys\\\\ANSYS Inc\\\\v242\\\\scdm\\\\SpaceClaim.exe\"" + ] + }, + { + "cell_type": "markdown", + "id": "e771cce1", + "metadata": {}, + "source": [ + "## Design Space Tesseract" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "64ebfb56", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "import jax\n", + "import jax.numpy as jnp\n", + "import matplotlib.pyplot as plt\n", + "from tesseract_core import Tesseract\n", + "from tesseract_core.runtime.experimental import TesseractReference\n", + "from utils import (\n", + " MMAOptimizer,\n", + " hex_grid,\n", + " hex_to_pyvista,\n", + " plot_grid,\n", + " plot_grid_slice,\n", + " plot_mesh,\n", + ")\n", + "\n", + "from tesseract_jax import apply_tesseract\n", + "import jax\n", + "import jax.numpy as jnp\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "from tesseract_core import Tesseract\n", + "from tesseract_core.runtime.experimental import TesseractReference\n", + "from utils import hex_to_pyvista, plot_grid, plot_grid_slice, plot_mesh, stop_grads_int\n", + "\n", + "from tesseract_jax import apply_tesseract" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "8a407fb1", + "metadata": {}, + "outputs": [], + "source": [ + "design_tess = Tesseract.from_tesseract_api(\"sdf_fd_tess/tesseract_api.py\")\n", + "stl_tess = Tesseract.from_url(f\"http://{SPACECLAIM_HOST}:{SPACECLAIM_PORT}\")" + ] + }, + { + "cell_type": "markdown", + "id": "bb2d05dd", + "metadata": {}, + "source": [ + "Now we can setup the parameters for the design space and apply the design Tesseract. The Tesseract constructs a 3D geometry using PyVista and computes its signed distance field (SDF)." + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "id": "3d8cb5e4-24de-4451-999f-e9b2b9abd42f", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[0.2 0.2 0.12261146 0.6226114 0.1544586 0.6544586\n", + " 0.18630572 0.68630564 0.21815285 0.7181528 0.24999999 0.74999994\n", + " 0.28184712 0.78184706 0.31369424 0.81369424 0.3455414 0.8455413 ]\n" + ] + } + ], + "source": [ + "Nx, Ny, Nz = 100, 80, 4\n", + "Lx, Ly, Lz = 50, 40, 2\n", + "\n", + "grid_fin_params = {\n", + " \"angular_positions\": jnp.array(\n", + " [\n", + " [0, 3.14],\n", + " [0.39, 3.53],\n", + " [0.79, 3.93],\n", + " [1.18, 4.32],\n", + " [1.57, 4.71],\n", + " [1.96, 5.11],\n", + " [2.36, 5.50],\n", + " [2.75, 5.89],\n", + " ]\n", + " ),\n", + " \"plane_height\": 400,\n", + " \"plane_thickness\": 100,\n", + " \"cuttin_plane_1\": 200,\n", + " \"cuttin_plane_2\": 200,\n", + "}\n", + "grid_fins = [[(bar_idx - 4)*0.2 + 3.14/2, (bar_idx-4)*0.2 + 3.14/2 + 3.14] for bar_idx in range(8)]\n", + "grid_fin_params = {\n", + " \"angular_positions\": jnp.array(grid_fins),\n", + " \"plane_height\": 400,\n", + " \"plane_thickness\": 100,\n", + " \"cuttin_plane_1\": 200,\n", + " \"cuttin_plane_2\": 200,\n", + "}\n", + "\n", + "# lets create a flat parameter array from the grid fin params\n", + "init_diffable_params = jnp.concatenate(\n", + " [\n", + " jnp.array(\n", + " [grid_fin_params[\"cuttin_plane_1\"], grid_fin_params[\"cuttin_plane_2\"]]\n", + " ),\n", + " grid_fin_params[\"angular_positions\"].flatten(),\n", + " ]\n", + ").astype(jnp.float32)\n", + "\n", + "normalization_factors = 1 / jnp.array([1000, 1000] + [3.14 * 2] * 16, dtype=jnp.float32)\n", + "normalization_bias = jnp.zeros_like(normalization_factors)\n", + "\n", + "\n", + "def normalize(params, norms, bias):\n", + " return params * norms + bias\n", + "\n", + "\n", + "def denormalize(params, norms, bias):\n", + " return (params - bias) / norms\n", + "\n", + "\n", + "init_diffable_params = normalize(\n", + " init_diffable_params, normalization_factors, normalization_bias\n", + ")\n", + "\n", + "non_diffable_paramas = jnp.array(\n", + " [\n", + " grid_fin_params[\"plane_height\"],\n", + " grid_fin_params[\"plane_thickness\"],\n", + " ],\n", + " dtype=jnp.float32,\n", + ")\n", + "\n", + "design_inputs = {\n", + " \"non_differentiable_parameters\": non_diffable_paramas,\n", + " \"normalization_factors\": normalization_factors,\n", + " \"normalization_bias\": normalization_bias,\n", + " \"static_parameters\": [],\n", + " \"string_parameters\": [\n", + " SPACECLAIM_CALL,\n", + " \"geometry_generation.scscript\",\n", + " ],\n", + " \"mesh_tesseract\": TesseractReference(stl_tess),\n", + " # the z coordinate of the object is not centered, hence we need to offset the SDF grid origin\n", + " \"grid_center\": [0.0, 0.0, Lz / 2],\n", + " \"grid_size\": [Lx, Ly, Lz],\n", + " \"grid_elements\": [Nx, Ny, Nz],\n", + " \"scale_mesh\": 0.01,\n", + " \"max_points\": 1000,\n", + " \"max_faces\": 2000,\n", + " \"precompute_jacobian\": True,\n", + " \"normalize_jacobian\": False,\n", + " \"sdf_backend\": \"pyvista\",\n", + " \"epsilon\": 0.001,\n", + "}\n", + "\n", + "print(init_diffable_params)" + ] + }, + { + "cell_type": "markdown", + "id": "ad5503fb", + "metadata": {}, + "source": [ + "To better understand what's going on, let's import some internal functions from the design Tesseract, and visualize the structure and its SDF field." + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "id": "b2602839-fb01-46aa-83f2-6908e4131018", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Starting Jacobian precomputation thread...\n", + "Number of vertices: 224\n", + "Number of faces: 516\n" + ] + } + ], + "source": [ + "design_out = apply_tesseract(\n", + " design_tess,\n", + " {\n", + " \"differentiable_parameters\": init_diffable_params,\n", + " **design_inputs,\n", + " },\n", + ")\n", + "sdf = design_out[\"sdf\"]\n", + "surface_mesh = design_out[\"mesh\"]\n", + "\n", + "num_vertices = surface_mesh[\"n_points\"]\n", + "num_faces = surface_mesh[\"n_faces\"]\n", + "\n", + "print(f\"Number of vertices: {num_vertices}\")\n", + "print(f\"Number of faces: {num_faces}\")\n", + "\n", + "points = surface_mesh[\"points\"][:num_vertices]\n", + "faces = surface_mesh[\"faces\"][:num_faces]\n", + "\n", + "mesh = {\n", + " \"points\": points,\n", + " \"faces\": faces,\n", + "}" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "id": "38bbe9f0-e05c-4510-a944-729b3e159bd4", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_mesh(mesh, [Lx, Ly, Lz])" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "id": "301e73ae-0807-4c31-aa2f-b9e931990f6b", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_grid(sdf, Lx, Ly, Lz, Nx, Ny, Nz, \"SDF\")" + ] + }, + { + "cell_type": "markdown", + "id": "6a23263e", + "metadata": {}, + "source": [ + "## Density Variation" + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "id": "798defb2", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "rho min: 3.466034925736494e-08, rho max: 0.8621584177017212\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def sdf_to_rho(\n", + " sdf: jnp.ndarray, scale: float = 2.0, offset: float = 0.1\n", + ") -> jnp.ndarray:\n", + " \"\"\"Convert signed distance function to material density using sigmoid.\n", + "\n", + " Args:\n", + " sdf: Signed distance function values.\n", + " scale: Sigmoid steepness (higher = sharper transition).\n", + " offset: SDF value where density = 0.5.\n", + "\n", + " Returns:\n", + " Material density field in [0,1].\n", + " \"\"\"\n", + " return 1 / (1 + jnp.exp(scale * sdf - offset))\n", + "\n", + "\n", + "rho_scale = 2\n", + "rho_offset = 0.5\n", + "\n", + "# plot the functions\n", + "sdfs = jnp.linspace(-5, 10)\n", + "rhos = sdf_to_rho(sdfs, scale=rho_scale, offset=rho_offset)\n", + "\n", + "plt.plot(sdfs, rhos)\n", + "\n", + "\n", + "rho = sdf_to_rho(sdf, scale=rho_scale, offset=rho_offset)\n", + "\n", + "plot_grid(rho, Lx, Ly, Lz, Nx, Ny, Nz, \"rho\")\n", + "print(f\"rho min: {jnp.min(rho)}, rho max: {jnp.max(rho)}\")" + ] + }, + { + "cell_type": "markdown", + "id": "ea9c3450", + "metadata": {}, + "source": [ + "## Hex Mesh" + ] + }, + { + "cell_type": "code", + "execution_count": 61, + "id": "eb0239b7-495c-4045-9dbf-be72666c9982", + "metadata": {}, + "outputs": [], + "source": [ + "points, cells = hex_grid(Lx, Ly, Lz, Nx + 1, Ny + 1, Nz + 1)\n", + "\n", + "hex_mesh = {\n", + " \"points\": points,\n", + " \"faces\": cells,\n", + " \"n_points\": jnp.array(points.shape[0]),\n", + " \"n_faces\": jnp.array(cells.shape[0]),\n", + "}" + ] + }, + { + "cell_type": "markdown", + "id": "ea467c93", + "metadata": {}, + "source": [ + "Lets examine the produced mesh by exporting it to a VTK file and visualizing it in Paraview." + ] + }, + { + "cell_type": "code", + "execution_count": 62, + "id": "692f2b4f", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "UnstructuredGrid (0x7d99302297e0)\n", + " N Cells: 32000\n", + " N Points: 40905\n", + " X Bounds: -2.500e+01, 2.500e+01\n", + " Y Bounds: -2.000e+01, 2.000e+01\n", + " Z Bounds: -1.000e+00, 1.000e+00\n", + " N Arrays: 1\n" + ] + } + ], + "source": [ + "pv_mesh = hex_to_pyvista(\n", + " hex_mesh[\"points\"],\n", + " hex_mesh[\"faces\"],\n", + " {\"rho\": rho.flatten()},\n", + ")\n", + "\n", + "print(pv_mesh)\n", + "\n", + "pv_mesh.save(\"tmp_vtks/fin_mesh.vtk\")" + ] + }, + { + "cell_type": "code", + "execution_count": 63, + "id": "1e432352", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# lets make a scatter plot of the mesh cell values as colors\n", + "fig, ax = plt.subplots(1, 1, figsize=(8, 6), subplot_kw={\"projection\": \"3d\"})\n", + "pts_coords = hex_mesh[\"points\"]\n", + "hex_cells = hex_mesh[\"faces\"]\n", + "center_points = jnp.mean(pts_coords[hex_cells], axis=1)\n", + "rho_mesh = rho.flatten()\n", + "scat = ax.scatter(\n", + " center_points[:, 0],\n", + " center_points[:, 1],\n", + " center_points[:, 2],\n", + " c=rho_mesh,\n", + " s=20,\n", + " alpha=0.3,\n", + " cmap=\"viridis\",\n", + ")\n", + "# colorbar\n", + "cbar = plt.colorbar(scat, ax=ax, pad=0.1)" + ] + }, + { + "cell_type": "markdown", + "id": "2ad04a2f", + "metadata": {}, + "source": [ + "## Boundary Conditions" + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "id": "9ea51a40", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Lets setup the boundary conditions\n", + "def get_boundary_masks(mesh: dict, Lx: float, Lz: float, sdf: jnp.ndarray):\n", + " \"\"\"Get boundary condition masks for the adaptive mesh.\n", + "\n", + " Args:\n", + " mesh: Dictionary containing 'points' array.\n", + " Lx: Size of the domain in x-direction.\n", + " Lz: Size of the domain in z-direction.\n", + "\n", + " Returns:\n", + " dirichlet_mask: Boolean array for Dirichlet boundary condition.\n", + " van_neumann_mask: Boolean array for Van Neumann boundary condition.\n", + " \"\"\"\n", + " pts = mesh[\"points\"]\n", + "\n", + " dirichlet_mask = jnp.logical_and(pts[:, 0] <= -Lx / 2 + Lx / 8, sdf.flatten() < 0.5)\n", + " van_neumann_mask = jnp.logical_and(\n", + " jnp.isclose(pts[:, 0], (Lx / 2) - Lx / 7.6, atol=Lx / 64), sdf.flatten() < 0.5\n", + " )\n", + "\n", + " return dirichlet_mask, van_neumann_mask\n", + "\n", + "sdf_points = jnp.pad(sdf, [[0, 1], [0, 1], [0, 1]], mode=\"symmetric\")\n", + "dirichlet_mask, van_neumann_mask = get_boundary_masks(hex_mesh, Lx, Lz, sdf_points)\n", + "\n", + "fig, axs = plt.subplots(1, 2, subplot_kw={\"projection\": \"3d\"}, figsize=(12, 6))\n", + "# set the colormap to Set1\n", + "plt.suptitle(\"Boundary Conditions\")\n", + "# remove the axis ticks\n", + "pts = hex_mesh[\"points\"]\n", + "axs[0].scatter(\n", + " pts[:, 0],\n", + " pts[:, 1],\n", + " pts[:, 2],\n", + " c=jnp.where(dirichlet_mask, 0.1, 0.2),\n", + " s=10,\n", + " alpha=1.0,\n", + " cmap=\"Set1\",\n", + ")\n", + "axs[0].set_title(\"Dirichlet Boundary (x = -Lx/2)\")\n", + "\n", + "axs[1].scatter(\n", + " pts[:, 0],\n", + " pts[:, 1],\n", + " pts[:, 2],\n", + " c=jnp.where(van_neumann_mask, 0.1, 0.2),\n", + " s=10,\n", + " alpha=1.0,\n", + " cmap=\"Set1\",\n", + ")\n", + "axs[1].set_title(\"Van Neumann Boundary (x = Lx/2)\")\n", + "\n", + "# convert to int arrays for tesseract input\n", + "dirichlet_mask = dirichlet_mask.astype(jnp.int32)\n", + "van_neumann_mask = van_neumann_mask.astype(jnp.int32)" + ] + }, + { + "cell_type": "markdown", + "id": "49020a60-3554-47c7-9619-9271cf2a0205", + "metadata": {}, + "source": [ + "## Finite Element Analysis" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "id": "f13a55ca-8d4e-4633-8ed7-65d05401f0c2", + "metadata": {}, + "outputs": [], + "source": [ + "# load the Finite Element Method Tesseract\n", + "fem_tess = Tesseract.from_tesseract_api(\"pymapdl_tess/tesseract_api.py\")\n", + "# fem_tess = Tesseract.from_image(\"pymapdl_tess\")\n", + "# fem_tess.serve()" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "id": "b4aea57f", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2025-11-26 19:12:19,477 - tesseract_api - INFO - Starting solve...\n", + "2025-11-26 19:12:19,478 - tesseract_api - INFO - Starting SIMP elasticity analysis...\n", + "2025-11-26 19:12:19,478 - tesseract_api - INFO - Starting _create_mesh...\n", + "2025-11-26 19:12:19,507 - tesseract_api - INFO - Starting _define_element...\n", + "2025-11-26 19:12:19,536 - tesseract_api - INFO - Completed _define_element in 0.0292 seconds\n", + "2025-11-26 19:12:19,537 - tesseract_api - INFO - Creating 40905 nodes...\n", + "2025-11-26 19:12:25,199 - tesseract_api - INFO - Creating 32000 hexahedral elements...\n", + "2025-11-26 19:12:30,609 - tesseract_api - INFO - Mesh created: 40905 nodes, 32000 elements\n", + "2025-11-26 19:12:30,610 - tesseract_api - INFO - Verified: Node and element numbering is sequential (1, 2, 3, ...)\n", + "2025-11-26 19:12:30,613 - tesseract_api - INFO - Completed _create_mesh in 11.1344 seconds\n", + "2025-11-26 19:12:30,614 - tesseract_api - INFO - Starting _define_simp_materials...\n", + "2025-11-26 19:12:39,892 - tesseract_api - INFO - Completed _define_simp_materials in 9.2780 seconds\n", + "2025-11-26 19:12:39,893 - tesseract_api - INFO - Starting _assign_materials_to_elements...\n", + "2025-11-26 19:12:45,815 - tesseract_api - INFO - Completed _assign_materials_to_elements in 5.9215 seconds\n", + "2025-11-26 19:12:45,816 - tesseract_api - INFO - Starting _apply_boundary_conditions...\n", + "2025-11-26 19:12:45,816 - tesseract_api - INFO - Applying Dirichlet BCs to 1708 nodes\n", + "2025-11-26 19:12:45,818 - tesseract_api - INFO - Applying von Neumann BCs to 870 nodes\n", + "2025-11-26 19:12:45,819 - tesseract_api - DEBUG - Executing 2578 boundary condition commands\n", + "2025-11-26 19:12:47,002 - tesseract_api - INFO - Completed _apply_boundary_conditions in 1.1867 seconds\n", + "2025-11-26 19:12:47,003 - tesseract_api - INFO - Starting _run_analysis...\n", + "2025-11-26 19:12:51,367 - tesseract_api - DEBUG - Analysis output: ***** MAPDL SOLVE COMMAND *****\n", + "\n", + " *** NOTE *** CP = 0.000 TIME= 00:00:00\n", + " There is no title defined for this analysis. \n", + "\n", + " *** SELECTION OF ELEMENT TECHNOLOGIES FOR APPLICABLE ELEMENTS ***\n", + " ---GIVE SUGGESTIONS ONLY---\n", + "\n", + " ELEMENT TYPE 1 IS SOLID185. IT IS ASSOCIATED WITH LINEAR MATERIALS ONLY\n", + " AND POISSON'S RATIO IS NOT GREATER THAN 0.49. KEYOPT(2)=3 IS SUGGESTED.\n", + "\n", + "\n", + " *****MAPDL VERIFICATION RUN ONLY*****\n", + " DO NOT USE RESULTS FOR PRODUCTION\n", + "\n", + " S O L U T I O N O P T I O N S\n", + "\n", + " PROBLEM DIMENSIONALITY. . . . . . . . . . . . .3-D \n", + " DEGREES OF FREEDOM. . . . . . UX UY UZ \n", + " ANALYSIS TYPE . . . . . . . . . . . . . . . . .STATIC (STEADY-STATE)\n", + " GLOBALLY ASSEMBLED MATRIX . . . . . . . . . . .SYMMETRIC \n", + "\n", + " *** NOTE *** CP = 0.000 TIME= 00:00:00\n", + " Present time 0 is less than or equal to the previous time. Time will \n", + " default to 1. \n", + "\n", + " \n", + " \n", + " D I S T R I B U T E D D O M A I N D E C O M P O S E R\n", + " \n", + " ...Number of elements: 32000\n", + " ...Number of nodes: 40905\n", + " ...Decompose to 0 CPU domains\n", + " ...Element load balance ratio = 0.000\n", + "\n", + "\n", + " L O A D S T E P O P T I O N S\n", + "\n", + " LOAD STEP NUMBER. . . . . . . . . . . . . . . . 1\n", + " TIME AT END OF THE LOAD STEP. . . . . . . . . . 1.0000 \n", + " NUMBER OF SUBSTEPS. . . . . . . . . . . . . . . 1\n", + " STEP CHANGE BOUNDARY CONDITIONS . . . . . . . . NO\n", + " PRINT OUTPUT CONTROLS . . . . . . . . . . . . .NO PRINTOUT\n", + " DATABASE OUTPUT CONTROLS. . . . . . . . . . . .ALL DATA WRITTEN\n", + " FOR THE LAST SUBSTEP\n", + "\n", + "\n", + "\n", + "\n", + " *********** PRECISE MASS SUMMARY ***********\n", + "\n", + " TOTAL RIGID BODY MASS MATRIX ABOUT ORIGIN\n", + " Translational mass | Coupled translational/rotational mass\n", + " 853.72 0.0000 0.0000 | 0.0000 0.74505E-08 -0.20965E-01\n", + " 0.0000 853.72 0.0000 | -0.74505E-08 0.0000 -599.16 \n", + " 0.0000 0.0000 853.72 | 0.20965E-01 599.16 0.0000 \n", + " ------------------------------------------ | ------------------------------------------\n", + " | Rotational mass (inertia)\n", + " | 0.13256E+06 -5637.7 0.16950E-06\n", + " | -5637.7 0.10712E+06 -0.76436E-13\n", + " | 0.16950E-06 -0.99330E-13 0.23917E+06\n", + "\n", + " TOTAL MASS = 853.72 \n", + " The mass principal axes coincide with the global Cartesian axes\n", + "\n", + " CENTER OF MASS (X,Y,Z)= -0.70182 0.24558E-04 0.87271E-11\n", + "\n", + " TOTAL INERTIA ABOUT CENTER OF MASS\n", + " 0.13256E+06 -5637.7 0.16427E-06\n", + " -5637.7 0.10670E+06 0.10653E-12\n", + " 0.16427E-06 0.10653E-12 0.23875E+06\n", + "\n", + " PRINCIPAL INERTIAS = 0.13373E+06 0.10552E+06 0.23875E+06\n", + " ORIENTATION VECTORS OF THE INERTIA PRINCIPAL AXES IN GLOBAL CARTESIAN\n", + " ( 0.979,-0.204,-0.000) ( 0.204, 0.979,-0.000) ( 0.000,-0.000, 1.000) \n", + "\n", + "\n", + " *** MASS SUMMARY BY ELEMENT TYPE ***\n", + "\n", + " TYPE MASS\n", + " 1 853.719 \n", + "\n", + " Range of element maximum matrix coefficients in global coordinates\n", + " Maximum = 7.951395183E-02 at element 0. \n", + " Minimum = 9.726662663E-08 at element 0. \n", + "\n", + " *** ELEMENT MATRIX FORMULATION TIMES\n", + " TYPE NUMBER ENAME TOTAL CP AVE CP\n", + "\n", + " 1 32000 SOLID185 0.000 0.000000\n", + " Time at end of element matrix formulation CP = 0. \n", + "\n", + " DISTRIBUTED SPARSE MATRIX DIRECT SOLVER.\n", + " Number of equations = 117591, Maximum wavefront = 0\n", + " Memory available (MB) = 0.0 , Memory required (MB) = 0.0 \n", + "\n", + " Distributed sparse solver maximum pivot= 0 at node 0 . \n", + " Distributed sparse solver minimum pivot= 0 at node 0 . \n", + " Distributed sparse solver minimum pivot in absolute value= 0 at node 0 \n", + " . \n", + "\n", + " *** ELEMENT RESULT CALCULATION TIMES\n", + " TYPE NUMBER ENAME TOTAL CP AVE CP\n", + "\n", + " 1 32000 SOLID185 0.000 0.000000\n", + "\n", + " *** NODAL LOAD CALCULATION TIMES\n", + " TYPE NUMBER ENAME TOTAL CP AVE CP\n", + "\n", + " 1 32000 SOLID185 0.000 0.000000\n", + " *** LOAD STEP 1 SUBSTEP 1 COMPLETED. CUM ITER = 1\n", + " *** TIME = 1.00000 TIME INC = 1.00000 NEW TRIANG MATRIX\n", + "2025-11-26 19:12:51,369 - tesseract_api - INFO - Completed _run_analysis in 4.3661 seconds\n", + "2025-11-26 19:12:51,371 - tesseract_api - INFO - Starting _extract_displacement_constraints...\n", + "2025-11-26 19:12:51,510 - tesseract_api - INFO - Completed _extract_displacement_constraints in 0.1397 seconds\n", + "2025-11-26 19:12:51,511 - tesseract_api - INFO - Starting _extract_nodal_displacement...\n", + "2025-11-26 19:13:04,299 - tesseract_api - INFO - Completed _extract_nodal_displacement in 12.7874 seconds\n", + "2025-11-26 19:13:04,299 - tesseract_api - INFO - Starting _extract_nodal_force...\n", + "2025-11-26 19:13:29,997 - tesseract_api - INFO - Completed _extract_nodal_force in 25.6975 seconds\n", + "2025-11-26 19:13:29,998 - tesseract_api - INFO - Starting _extract_strain_energy...\n", + "2025-11-26 19:13:29,998 - tesseract_api - DEBUG - Extracting strain energy data...\n", + "2025-11-26 19:13:33,983 - tesseract_api - DEBUG - Strain energy reordered: first 5 values = [2.705610e-10 1.581545e-09 1.581545e-09 2.705610e-10 1.793259e-09]\n", + "2025-11-26 19:13:33,984 - tesseract_api - INFO - Completed _extract_strain_energy in 3.9866 seconds\n", + "2025-11-26 19:13:33,985 - tesseract_api - INFO - Starting _calculate_compliance...\n", + "2025-11-26 19:13:34,008 - tesseract_api - INFO - Completed _calculate_compliance in 0.0227 seconds\n", + "2025-11-26 19:13:34,009 - tesseract_api - INFO - Starting _calculate_sensitivity...\n", + "2025-11-26 19:13:34,013 - tesseract_api - INFO - Completed _calculate_sensitivity in 0.0041 seconds\n", + "2025-11-26 19:13:34,014 - tesseract_api - INFO - Starting _create_pvmesh...\n", + "2025-11-26 19:13:34,014 - tesseract_api - DEBUG - Creating PyVista results grid...\n", + "2025-11-26 19:14:08,495 - tesseract_api - DEBUG - Successfully loaded mesh directly from result.grid\n", + "2025-11-26 19:14:10,028 - tesseract_api - INFO - Exported results to mesh_density.vtk\n", + "2025-11-26 19:14:10,029 - tesseract_api - INFO - Completed _create_pvmesh in 36.0152 seconds\n", + "2025-11-26 19:14:10,030 - tesseract_api - INFO - SIMP analysis complete!\n", + "2025-11-26 19:14:10,080 - tesseract_api - DEBUG - MAPDL status: Mapdl\n", + "-----\n", + "PyMAPDL Version: 0.71.1\n", + "Interface: grpc\n", + "Product: Ansys Mechanical Enterprise\n", + "MAPDL Version: 24.1\n", + "Running on: 172.26.3.4\n", + " (172.26.3.4)\n", + "2025-11-26 19:14:10,081 - tesseract_api - INFO - Completed solve in 110.6044 seconds\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Compliance: 404.9585\n" + ] + } + ], + "source": [ + "# TODO unify this framework\n", + "dirichlet_idx = jnp.where(dirichlet_mask)[0]\n", + "von_neumann_idx = jnp.where(van_neumann_mask)[0]\n", + "von_neumann_values = jnp.array([0, 0.0, 0.1])/len(von_neumann_idx) + jnp.zeros((von_neumann_idx.shape[0], 3))\n", + "\n", + "c = apply_tesseract(\n", + " fem_tess,\n", + " {\n", + " \"dirichlet_mask\": dirichlet_idx,\n", + " \"dirichlet_values\": jnp.zeros(dirichlet_idx.size),\n", + " \"van_neumann_mask\": von_neumann_idx,\n", + " \"van_neumann_values\": von_neumann_values,\n", + " \"hex_mesh\": hex_mesh,\n", + " \"host\": MAPDL_HOST,\n", + " \"port\": MAPDL_PORT,\n", + " \"rho\": jnp.expand_dims(rho.flatten(), axis=-1),\n", + " \"E0\": 1.0,\n", + " \"rho_min\": 1e-6,\n", + " \"log_level\": \"DEBUG\",\n", + " \"vtk_output\": \"mesh_density.vtk\",\n", + " },\n", + ")[\"compliance\"]\n", + "\n", + "print(f\"Compliance: {c:.4f}\")" + ] + }, + { + "cell_type": "markdown", + "id": "f25b3cd4-a96e-4c6e-852a-9fd4d29d0ce9", + "metadata": {}, + "source": [ + "## Optimization Setup" + ] + }, + { + "cell_type": "code", + "execution_count": 67, + "id": "7f7e055e", + "metadata": {}, + "outputs": [], + "source": [ + "from jax import custom_vjp\n", + "\n", + "grad_storage = {}\n", + "\n", + "\n", + "def store_values(x, x_dot, hash_val: int):\n", + " global grad_storage\n", + " print(\"Storing values in hash\", hash_val)\n", + " grad_storage[int(hash_val)] = (x, x_dot)\n", + "\n", + "\n", + "@custom_vjp\n", + "def identity_and_store_grads(x, hash_val: int):\n", + " return x\n", + "\n", + "\n", + "def identity_fwd(x, hash_val):\n", + " return x, (x, hash_val)\n", + "\n", + "\n", + "def identity_bwd(residuals, g):\n", + " x, hash_val = residuals\n", + " jax.debug.callback(store_values, x, g, hash_val, ordered=False)\n", + " return (g, None)\n", + "\n", + "\n", + "identity_and_store_grads.defvjp(identity_fwd, identity_bwd)" + ] + }, + { + "cell_type": "code", + "execution_count": 68, + "id": "6c1dae2f", + "metadata": {}, + "outputs": [], + "source": [ + "def loss(\n", + " params: jnp.ndarray,\n", + " iteration: int = 0,\n", + ") -> tuple[float, dict]:\n", + " \"\"\"Compute structural compliance for given bar parameters.\n", + "\n", + " Args:\n", + " params: Bar parameter array with shape (n_chains, n_nodes, 3).\n", + " iteration: current optim iteration.\n", + "\n", + " Returns:\n", + " Structural compliance (scalar). Lower values indicate better performance.\n", + " \"\"\"\n", + " # Generate signed distance field from design parameters\n", + " # params = identity_and_store_grads(params, iteration + 0)\n", + " design_out = apply_tesseract(\n", + " design_tess,\n", + " {\"differentiable_parameters\": params.flatten(), **design_inputs},\n", + " )\n", + "\n", + " sdf = design_out[\"sdf\"]\n", + " sdf = identity_and_store_grads(sdf, iteration + 1000)\n", + "\n", + " # Convert SDF to material density distribution\n", + " rho_grid = sdf_to_rho(sdf, scale=rho_scale, offset=rho_offset)\n", + " rho_grid = identity_and_store_grads(rho_grid, iteration + 2000)\n", + "\n", + " c = apply_tesseract(\n", + " fem_tess,\n", + " {\n", + " \"dirichlet_mask\": dirichlet_idx,\n", + " \"dirichlet_values\": jnp.zeros(dirichlet_idx.size),\n", + " \"van_neumann_mask\": von_neumann_idx,\n", + " \"van_neumann_values\": von_neumann_values,\n", + " \"hex_mesh\": hex_mesh,\n", + " \"host\": MAPDL_HOST,\n", + " \"port\": MAPDL_PORT,\n", + " \"rho\": jnp.expand_dims(rho_grid.flatten(), axis=-1),\n", + " \"E0\": 1.0,\n", + " \"rho_min\": 1e-6,\n", + " \"log_level\": \"WARNING\",\n", + " \"vtk_output\": None,\n", + " },\n", + " )[\"compliance\"]\n", + "\n", + " return c, {\"sdf\": sdf, \"rho_grid\": rho_grid}\n", + "\n", + "initial_params = init_diffable_params.copy()\n", + "grad_fn = jax.value_and_grad(loss, has_aux=True)" + ] + }, + { + "cell_type": "markdown", + "id": "c81cf94c", + "metadata": {}, + "source": [ + "## Lets have a look at the gradients" + ] + }, + { + "cell_type": "code", + "execution_count": 69, + "id": "cacf46cc", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Starting Jacobian precomputation thread...\n", + "Storing values in hash 2000\n", + "Storing values in hash 1000\n", + "Using precomputed Jacobian...\n", + "Waiting for Jacobian precomputation to finish...\n", + "Jacobian precomputation finished.\n", + "Jacobian shape: (18, 100, 80, 4) and type: float32\n", + "loss 178.7681884765625, grads [ 591.8795 -19.921665 90.00014 185.68532 20.96413\n", + " 196.06587 3.4130702 101.618935 -11.700733 32.99532\n", + " -25.636398 9.005928 -45.071312 1.577271 -112.793884\n", + " -20.43605 -72.513306 -31.77444 ]\n" + ] + } + ], + "source": [ + "(loss_value, aux), grads = grad_fn(initial_params, iteration=0)\n", + "print(f\"loss {loss_value}, grads {grads}\")" + ] + }, + { + "cell_type": "code", + "execution_count": 70, + "id": "2f1db967", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, axs = plt.subplots(2, 3, figsize=(14, 8))\n", + "plt.suptitle(\"Primals & Gradients\")\n", + "axs[0, 0].set_xticks([])\n", + "axs[0, 0].set_yticks([])\n", + "axs[1, 0].set_xticks([])\n", + "axs[1, 0].set_yticks([])\n", + "\n", + "ax = axs[0, 0]\n", + "for spine in ax.spines.values():\n", + " spine.set_visible(False)\n", + "\n", + "ax = axs[1, 0]\n", + "for spine in ax.spines.values():\n", + " spine.set_visible(False)\n", + "\n", + "# Set the first two subplots to 3D\n", + "axs[0, 0] = fig.add_subplot(2, 2, 1, projection=\"3d\")\n", + "axs[1, 0] = fig.add_subplot(2, 2, 3, projection=\"3d\")\n", + "\n", + "\n", + "mesh = hex_mesh\n", + "\n", + "pts_coords = mesh[\"points\"]\n", + "hex_cells = mesh[\"faces\"]\n", + "pts = jnp.mean(pts_coords[hex_cells], axis=1)\n", + "\n", + "axs[0, 0].scatter(\n", + " pts[:, 0],\n", + " pts[:, 1],\n", + " pts[:, 2],\n", + " c=aux[\"rho_grid\"],\n", + " s=10,\n", + " alpha=0.5,\n", + " cmap=\"inferno\",\n", + ")\n", + "axs[0, 0].set_title(\"rho\")\n", + "\n", + "axs[1, 0].scatter(\n", + " pts[:, 0],\n", + " pts[:, 1],\n", + " pts[:, 2],\n", + " c=-grad_storage[2000][1],\n", + " s=10,\n", + " alpha=0.5,\n", + " cmap=\"inferno\",\n", + ")\n", + "axs[1, 0].set_title(\"rho dot\")\n", + "\n", + "plot_grid_slice(\n", + " aux[\"rho_grid\"][:, Ny // 2, :],\n", + " extent=(-Lx / 2, Lx / 2, -Lz / 2, Lz / 2),\n", + " ax=axs[0, 1],\n", + " title=\"rho grid\",\n", + " xlabel=\"y\",\n", + " ylabel=\"z\",\n", + ")\n", + "\n", + "plot_grid_slice(\n", + " jnp.max(grad_storage[2000][1], axis=1),\n", + " extent=(-Lx / 2, Lx / 2, -Lz / 2, Lz / 2),\n", + " ax=axs[1, 1],\n", + " title=\"rho dot grid\",\n", + " xlabel=\"y\",\n", + " ylabel=\"z\",\n", + ")\n", + "\n", + "plot_grid_slice(\n", + " aux[\"sdf\"][:, Ny // 2, :],\n", + " extent=(-Lx / 2, Lx / 2, -Lz / 2, Lz / 2),\n", + " ax=axs[0, 2],\n", + " title=\"sdf grid\",\n", + " xlabel=\"y\",\n", + " ylabel=\"z\",\n", + ")\n", + "\n", + "plot_grid_slice(\n", + " jnp.max(grad_storage[1000][1], axis=1),\n", + " extent=(-Lx / 2, Lx / 2, -Lz / 2, Lz / 2),\n", + " ax=axs[1, 2],\n", + " title=\"sdf dot grid\",\n", + " xlabel=\"y\",\n", + " ylabel=\"z\",\n", + ")\n", + "\n", + "fig.subplots_adjust(wspace=0.9)" + ] + }, + { + "cell_type": "markdown", + "id": "d88b97da-118a-4067-b062-d100bc9dba75", + "metadata": { + "jp-MarkdownHeadingCollapsed": true + }, + "source": [ + "### Finite difference check" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "id": "fcc1574a", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Starting Jacobian precomputation thread...\n", + "Storing values in hash 2000\n", + "Storing values in hash 1000\n", + "Using precomputed Jacobian...\n", + "Waiting for Jacobian precomputation to finish...\n", + "Jacobian precomputation finished.\n", + "Jacobian shape: (18, 100, 80, 4) and type: float32\n", + "0\n", + "Starting Jacobian precomputation thread...\n", + "1\n", + "Starting Jacobian precomputation thread...\n", + "2\n", + "Starting Jacobian precomputation thread...\n", + "[ 9.908102 0.62867576 -0.46080235]\n", + "[ 9.57489 0.45776367 -0.15258789]\n", + "[ 0.3332119 0.17091209 -0.30821446]\n", + "Relative error should be O(0.001)\n", + "[0.03363024 0.27186048 0.6688648 ]\n" + ] + } + ], + "source": [ + "params = initial_params.copy()\n", + "\n", + "(loss_value, aux), grads = grad_fn(params, iteration=0)\n", + "\n", + "# Finite difference check\n", + "run_central_difference = False\n", + "num_tests = 3\n", + "FD_delta = 1.0e-4\n", + "FD_grads = 0 * jnp.array(grads)\n", + "for i in range(num_tests):\n", + " print(i)\n", + " params_up = params.at[i].add(FD_delta)\n", + " fupp, _ = loss(params_up)\n", + "\n", + " if run_central_difference:\n", + " params_down = params.at[i].subtract(2.0 * FD_delta)\n", + " fdown, _ = loss(params_down)\n", + " FD_grads = FD_grads.at[i].set((fupp - fdown) / FD_delta / 2.0)\n", + "\n", + " else:\n", + " FD_grads = FD_grads.at[i].set((fupp - loss_value) / FD_delta)\n", + "\n", + "if num_tests > 0:\n", + " sens = jnp.array(grads[0:num_tests])\n", + " FD_sens = FD_grads[0:num_tests]\n", + " print(sens)\n", + " print(FD_sens)\n", + " errors = sens - FD_sens\n", + " print(errors)\n", + " rel_abs_error = jnp.abs(errors / sens)\n", + " if run_central_difference:\n", + " print(f\"Relative error should be near O({FD_delta})\")\n", + " else:\n", + " print(f\"Relative error should be O({FD_delta * 10})\")\n", + " print(rel_abs_error)" + ] + }, + { + "cell_type": "markdown", + "id": "0b7cf24f-4e9a-4c14-aa36-5f189c8d5155", + "metadata": {}, + "source": [ + "## Design Optimization using MMA" + ] + }, + { + "cell_type": "code", + "execution_count": 71, + "id": "39e30381", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[0.2 0.2 0.12261146 0.6226114 0.1544586 0.6544586\n", + " 0.18630572 0.68630564 0.21815285 0.7181528 0.24999999 0.74999994\n", + " 0.28184712 0.78184706 0.31369424 0.81369424 0.3455414 0.8455413 ]\n", + "[ 0.199 0.199 -2. -2. -2. -2. -2. -2. -2. -2.\n", + " -2. -2. -2. -2. -2. -2. -2. -2. ]\n", + "[0.2 0.2 3. 3. 3. 3. 3. 3. 3. 3. 3. 3. 3. 3. 3. 3. 3. 3. ]\n", + "Starting Jacobian precomputation thread...\n", + "Storing values in hash 2000\n", + "Storing values in hash 1000\n", + "Using precomputed Jacobian...\n", + "Waiting for Jacobian precomputation to finish...\n", + "Jacobian precomputation finished.\n", + "Jacobian shape: (18, 100, 80, 4) and type: float32\n", + "178.76819\n", + "[0.2 0.2 0.12261146 0.6226114 0.1544586 0.6544586\n", + " 0.18630572 0.68630564 0.21815285 0.7181528 0.24999999 0.74999994\n", + " 0.28184712 0.78184706 0.31369424 0.81369424 0.3455414 0.8455413 ]\n", + "[ 591.8795 -19.921665 90.00014 185.68532 20.96413\n", + " 196.06587 3.4130702 101.618935 -11.700733 32.99532\n", + " -25.636398 9.005928 -45.071312 1.577271 -112.793884\n", + " -20.43605 -72.513306 -31.77444 ]\n", + "Iteration 1, Loss: 178.7682\n", + "Starting Jacobian precomputation thread...\n", + "Storing values in hash 2001\n", + "Storing values in hash 1001\n", + "Using precomputed Jacobian...\n", + "Waiting for Jacobian precomputation to finish...\n", + "Jacobian precomputation finished.\n", + "Jacobian shape: (18, 100, 80, 4) and type: float32\n", + "170.57547\n", + "[0.199999 0.19999999 0.11761145 0.6176114 0.14945862 0.6494586\n", + " 0.18130578 0.68130565 0.22315283 0.7131528 0.255 0.74499995\n", + " 0.2868471 0.7768472 0.31869423 0.81869423 0.35054138 0.8505413 ]\n", + "[ 559.23334 -24.391655 95.953026 446.8289 25.338219\n", + " 167.22292 -61.749954 186.69727 45.45982 -1.8653657\n", + " -36.846054 24.451008 -22.911333 -51.096897 -185.23463\n", + " 32.55153 11.570662 -36.515812 ]\n", + "Iteration 2, Loss: 170.5755\n", + "Starting Jacobian precomputation thread...\n", + "Storing values in hash 2002\n", + "Storing values in hash 1002\n", + "Using precomputed Jacobian...\n", + "Waiting for Jacobian precomputation to finish...\n", + "Jacobian precomputation finished.\n", + "Jacobian shape: (18, 100, 80, 4) and type: float32\n", + "167.36668\n", + "[0.199998 0.2 0.11261145 0.6126114 0.14445862 0.6444586\n", + " 0.18630578 0.67630565 0.21815284 0.7181527 0.26 0.73999995\n", + " 0.2918471 0.7818472 0.32369423 0.81369424 0.34554142 0.8555413 ]\n", + "[ 544.4374 -32.78058 115.995026 668.4181 -12.245408\n", + " 290.75522 102.263 -20.822739 -153.94211 198.73535\n", + " 106.132164 -128.28006 -119.975105 70.0417 -16.502584\n", + " -75.68583 -340.07605 2.4329967]\n", + "Iteration 3, Loss: 167.3667\n", + "Starting Jacobian precomputation thread...\n", + "Storing values in hash 2003\n", + "Storing values in hash 1003\n", + "Using precomputed Jacobian...\n", + "Waiting for Jacobian precomputation to finish...\n", + "Jacobian precomputation finished.\n", + "Jacobian shape: (18, 100, 80, 4) and type: float32\n", + "160.17145\n", + "[0.19999701 0.2 0.10761145 0.6076114 0.1494586 0.6394586\n", + " 0.18130578 0.68130565 0.22315283 0.7131527 0.255 0.74499995\n", + " 0.2968471 0.7768472 0.32869422 0.81869423 0.3505414 0.85054135]\n", + "[ 5.20229126e+02 -3.42065048e+01 1.01957809e+02 8.08733398e+02\n", + " 1.36696152e+02 1.18839615e+02 -1.03079559e+02 2.79134491e+02\n", + " 4.95414658e+01 -1.39137259e+01 -1.21024910e+02 5.70881805e+01\n", + " 4.27523499e+01 -9.57811050e+01 -1.21876610e+02 -2.19911098e+00\n", + " -7.86885834e+01 -7.12430954e-01]\n", + "Iteration 4, Loss: 160.1714\n", + "Starting Jacobian precomputation thread...\n", + "Storing values in hash 2004\n", + "Storing values in hash 1004\n", + "Using precomputed Jacobian...\n", + "Waiting for Jacobian precomputation to finish...\n", + "Jacobian precomputation finished.\n", + "Jacobian shape: (18, 100, 80, 4) and type: float32\n", + "153.11382\n", + "[0.19999601 0.2 0.10261144 0.6026114 0.1444586 0.6344586\n", + " 0.18630578 0.67630565 0.21815284 0.7181527 0.26 0.73999995\n", + " 0.2918471 0.7818472 0.33369422 0.82369417 0.3555414 0.8555411 ]\n", + "[ 484.3088 -27.945604 108.495026 928.41223 85.4425\n", + " 263.0717 39.00003 85.940796 -139.67914 163.13675\n", + " 108.87958 -120.878716 -138.71687 52.294117 -86.99807\n", + " -69.836784 -108.535645 -1.3543129]\n", + "Iteration 5, Loss: 153.1138\n", + "Starting Jacobian precomputation thread...\n", + "Storing values in hash 2005\n", + "Storing values in hash 1005\n", + "Using precomputed Jacobian...\n", + "Waiting for Jacobian precomputation to finish...\n", + "Jacobian precomputation finished.\n", + "Jacobian shape: (18, 100, 80, 4) and type: float32\n", + "143.72485\n", + "[0.19999501 0.2 0.09761144 0.5976114 0.13945861 0.6294586\n", + " 0.18130578 0.67130566 0.22315283 0.7131527 0.255 0.74499995\n", + " 0.2968471 0.7768472 0.3386942 0.82869416 0.3605414 0.860541 ]\n", + "[ 450.09167 -22.677485 104.42243 816.27155 84.58384\n", + " 354.05267 -11.961441 158.6224 3.4696796 77.87647\n", + " -102.44934 42.778503 16.658155 -93.26616 -154.9841\n", + " -22.614506 -152.06036 -2.826312 ]\n", + "Iteration 6, Loss: 143.7249\n", + "Starting Jacobian precomputation thread...\n", + "Storing values in hash 2006\n", + "Storing values in hash 1006\n", + "Using precomputed Jacobian...\n", + "Waiting for Jacobian precomputation to finish...\n", + "Jacobian precomputation finished.\n", + "Jacobian shape: (18, 100, 80, 4) and type: float32\n", + "137.23898\n", + "[0.19999401 0.19999999 0.09261144 0.59261143 0.13445862 0.6244586\n", + " 0.18630576 0.66630566 0.2181529 0.7081527 0.26 0.73999995\n", + " 0.2918471 0.7818472 0.3436942 0.83369416 0.3655414 0.8655409 ]\n", + "[ 420.50305 -22.301798 48.97589 428.56458 55.278316\n", + " 490.0902 81.05225 83.95279 -100.895164 172.10089\n", + " 60.99639 -79.201866 -140.91411 48.890423 -23.619463\n", + " -72.35536 -245.7609 0.9948673]\n", + "Iteration 7, Loss: 137.2390\n", + "Starting Jacobian precomputation thread...\n", + "Storing values in hash 2007\n", + "Storing values in hash 1007\n", + "Using precomputed Jacobian...\n", + "Waiting for Jacobian precomputation to finish...\n", + "Jacobian precomputation finished.\n", + "Jacobian shape: (18, 100, 80, 4) and type: float32\n", + "131.24762\n", + "[0.19999301 0.19999999 0.08761144 0.58761144 0.12945862 0.6194586\n", + " 0.18130577 0.66130567 0.22315289 0.7031527 0.255 0.74499995\n", + " 0.2968471 0.7768472 0.3486942 0.83869416 0.3705414 0.8605411 ]\n", + "[ 402.82324 -22.973362 45.25746 310.59875 75.323204\n", + " 396.63544 48.910217 234.06415 29.466839 3.8739038\n", + " -107.968735 102.503235 -10.51856 -80.90843 -98.026596\n", + " 25.277342 -349.06866 -61.66684 ]\n", + "Iteration 8, Loss: 131.2476\n", + "Starting Jacobian precomputation thread...\n", + "Storing values in hash 2008\n", + "Storing values in hash 1008\n", + "Using precomputed Jacobian...\n", + "Waiting for Jacobian precomputation to finish...\n", + "Jacobian precomputation finished.\n", + "Jacobian shape: (18, 100, 80, 4) and type: float32\n", + "125.47969\n", + "[0.19999202 0.19999999 0.08261144 0.58261144 0.12445862 0.6144586\n", + " 0.17630577 0.6563057 0.2181529 0.6981528 0.26 0.73999995\n", + " 0.30184707 0.7818472 0.3536942 0.83369416 0.3755414 0.8655411 ]\n", + "[ 381.04086 -18.932302 43.63466 225.29309 65.14042 536.3046\n", + " 58.208878 202.30594 -17.57439 58.348434 -31.956314 33.779396\n", + " -109.27661 12.938765 19.551207 -70.701996 -494.93765 -13.52215 ]\n", + "Iteration 9, Loss: 125.4797\n", + "Starting Jacobian precomputation thread...\n", + "Storing values in hash 2009\n", + "Storing values in hash 1009\n", + "Using precomputed Jacobian...\n", + "Waiting for Jacobian precomputation to finish...\n", + "Jacobian precomputation finished.\n", + "Jacobian shape: (18, 100, 80, 4) and type: float32\n", + "121.45983\n", + "[0.19999102 0.19999999 0.07761145 0.57761145 0.11945862 0.6094586\n", + " 0.17130578 0.6513057 0.22315288 0.6931528 0.265 0.73499995\n", + " 0.30684707 0.7768472 0.3486942 0.83869416 0.38054138 0.8705411 ]\n", + "[ 368.75787 -12.818181 38.931366 204.8389 74.72905\n", + " 337.84396 -3.3935103 208.93073 30.183697 15.622168\n", + " -63.061 54.01438 16.8339 -92.95743 -257.77563\n", + " 73.42003 -285.23447 -80.75512 ]\n", + "Iteration 10, Loss: 121.4598\n", + "Starting Jacobian precomputation thread...\n", + "Storing values in hash 2010\n", + "Storing values in hash 1010\n", + "Using precomputed Jacobian...\n", + "Waiting for Jacobian precomputation to finish...\n", + "Jacobian precomputation finished.\n", + "Jacobian shape: (18, 100, 80, 4) and type: float32\n", + "118.51284\n", + "[0.19999002 0.19999999 0.07261145 0.57261145 0.11445861 0.60445863\n", + " 0.17630571 0.6463057 0.21815288 0.6881528 0.26999998 0.72999996\n", + " 0.30184707 0.7818472 0.3536942 0.83369416 0.38554138 0.8755411 ]\n", + "[ 350.87048 -10.911118 37.220352 167.37282 24.215443 286.19397\n", + " 81.689926 45.400974 -82.271286 135.78783 125.02144 -141.01154\n", + " -174.83307 140.26761 -116.48022 -53.770412 -384.3437 -50.62971 ]\n", + "Iteration 11, Loss: 118.5128\n", + "Starting Jacobian precomputation thread...\n", + "Storing values in hash 2011\n", + "Storing values in hash 1011\n", + "Using precomputed Jacobian...\n", + "Waiting for Jacobian precomputation to finish...\n", + "Jacobian precomputation finished.\n", + "Jacobian shape: (18, 100, 80, 4) and type: float32\n", + "113.04772\n", + "[0.19998902 0.19999999 0.06761146 0.56761146 0.10945862 0.59945863\n", + " 0.17130572 0.6413057 0.22315288 0.6831528 0.265 0.73499995\n", + " 0.30684707 0.7768472 0.3586942 0.83869416 0.39054137 0.8805411 ]\n", + "[ 330.5433 -6.655016 27.873554 203.8175 24.899704 350.6609\n", + " 34.97338 98.019455 82.1869 -89.79274 -104.498535 143.57617\n", + " -57.15911 -33.40063 -143.83363 -2.233057 -340.49142 -34.371826]\n", + "Iteration 12, Loss: 113.0477\n", + "Starting Jacobian precomputation thread...\n", + "Storing values in hash 2012\n", + "Storing values in hash 1012\n", + "Using precomputed Jacobian...\n", + "Waiting for Jacobian precomputation to finish...\n", + "Jacobian precomputation finished.\n", + "Jacobian shape: (18, 100, 80, 4) and type: float32\n", + "108.73444\n", + "[0.19998802 0.19999997 0.06261146 0.56261146 0.10445862 0.59445864\n", + " 0.16630572 0.6363057 0.21815288 0.6881528 0.26999998 0.72999996\n", + " 0.31184706 0.7818472 0.3636942 0.8436941 0.39554137 0.8855411 ]\n", + "[ 313.88892 -0.95253056 20.582642 205.72847 2.9509115\n", + " 293.33948 84.2359 -38.470245 -110.16609 150.37471\n", + " 83.748344 -66.271545 -113.226616 36.844177 -79.465675\n", + " -14.106047 -175.14713 -28.493145 ]\n", + "Iteration 13, Loss: 108.7344\n", + "Starting Jacobian precomputation thread...\n", + "Storing values in hash 2013\n", + "Storing values in hash 1013\n", + "Using precomputed Jacobian...\n", + "Waiting for Jacobian precomputation to finish...\n", + "Jacobian precomputation finished.\n", + "Jacobian shape: (18, 100, 80, 4) and type: float32\n", + "106.67434\n", + "[0.19998702 0.19999985 0.05761147 0.55761147 0.09945868 0.58945864\n", + " 0.16130573 0.6413057 0.22315288 0.6831528 0.265 0.73499995\n", + " 0.31684706 0.7768472 0.3686942 0.8486941 0.40054137 0.8905411 ]\n", + "[ 302.33835 5.7948937 7.4489527 219.05289 55.801445\n", + " 103.74158 -60.02504 222.44466 107.23062 -117.46653\n", + " -147.69135 137.83878 49.675793 -111.21652 -95.61691\n", + " 37.168724 -158.37415 -25.872557 ]\n", + "Iteration 14, Loss: 106.6743\n", + "Starting Jacobian precomputation thread...\n", + "Storing values in hash 2014\n", + "Storing values in hash 1014\n", + "Using precomputed Jacobian...\n", + "Waiting for Jacobian precomputation to finish...\n", + "Jacobian precomputation finished.\n", + "Jacobian shape: (18, 100, 80, 4) and type: float32\n", + "103.81354\n", + "[0.19998603 0.19999889 0.05261149 0.5526115 0.09445868 0.58445865\n", + " 0.16630572 0.6363057 0.21815288 0.6881528 0.26999998 0.72999996\n", + " 0.31184706 0.7818472 0.37369418 0.8436941 0.40554136 0.8955411 ]\n", + "[ 292.04227 8.325994 9.628259 189.6646 15.045338 102.523254\n", + " 76.93961 -31.843836 -89.97513 125.560295 71.59441 -68.879234\n", + " -158.38074 77.38359 58.89418 -86.81364 -168.51297 10.692879]\n", + "Iteration 15, Loss: 103.8135\n", + "Starting Jacobian precomputation thread...\n", + "Storing values in hash 2015\n", + "Storing values in hash 1015\n", + "Using precomputed Jacobian...\n", + "Waiting for Jacobian precomputation to finish...\n", + "Jacobian precomputation finished.\n", + "Jacobian shape: (18, 100, 80, 4) and type: float32\n", + "104.48268\n", + "[0.19998503 0.1999979 0.04761151 0.5476115 0.08945869 0.57945865\n", + " 0.16130573 0.6413057 0.22315288 0.6831528 0.265 0.73499995\n", + " 0.31684706 0.7768472 0.3686942 0.8486941 0.41054136 0.8905411 ]\n", + "[ 292.80096 10.567325 6.4875574 220.11996 58.42257\n", + " 42.510563 -62.21096 223.77249 99.85991 -102.25278\n", + " -133.48006 121.71939 56.64131 -113.48097 -143.66245\n", + " 69.971855 71.23598 -58.570797 ]\n", + "Iteration 16, Loss: 104.4827\n", + "Starting Jacobian precomputation thread...\n", + "Storing values in hash 2016\n", + "Storing values in hash 1016\n", + "Using precomputed Jacobian...\n", + "Waiting for Jacobian precomputation to finish...\n", + "Jacobian precomputation finished.\n", + "Jacobian shape: (18, 100, 80, 4) and type: float32\n", + "103.39713\n", + "[0.19998403 0.19999693 0.04261154 0.5426115 0.08445869 0.57445866\n", + " 0.16630572 0.6363057 0.21815288 0.6881528 0.26999998 0.72999996\n", + " 0.31184706 0.7818472 0.37369418 0.8436941 0.40554136 0.8955411 ]\n", + "[ 293.64548 13.542784 14.0685425 228.97964 24.892626\n", + " 64.27034 69.14212 4.093255 -79.38463 107.23666\n", + " 68.424255 -65.94081 -156.42154 75.00128 60.84862\n", + " -86.28293 -166.34756 12.701908 ]\n", + "Iteration 17, Loss: 103.3971\n", + "Starting Jacobian precomputation thread...\n", + "Storing values in hash 2017\n", + "Storing values in hash 1017\n", + "Using precomputed Jacobian...\n", + "Waiting for Jacobian precomputation to finish...\n", + "Jacobian precomputation finished.\n", + "Jacobian shape: (18, 100, 80, 4) and type: float32\n", + "102.504105\n", + "[0.19998303 0.19999595 0.03761155 0.5376115 0.07945869 0.56945866\n", + " 0.16130573 0.63130575 0.22315288 0.6831528 0.265 0.73499995\n", + " 0.31684706 0.7768472 0.3686942 0.8486941 0.41054136 0.8905411 ]\n", + "[ 294.2449 10.766058 4.1680307 230.50763 19.13012\n", + " 114.09387 22.308016 78.95233 53.41707 -39.78608\n", + " -133.78766 112.393875 59.13598 -112.14404 -138.03246\n", + " 68.841034 67.600624 -55.759674 ]\n", + "Iteration 18, Loss: 102.5041\n", + "Starting Jacobian precomputation thread...\n", + "Storing values in hash 2018\n", + "Storing values in hash 1018\n", + "Using precomputed Jacobian...\n", + "Waiting for Jacobian precomputation to finish...\n", + "Jacobian precomputation finished.\n", + "Jacobian shape: (18, 100, 80, 4) and type: float32\n", + "101.83138\n", + "[0.19998203 0.19999498 0.0326116 0.5326115 0.0744587 0.56445867\n", + " 0.15630575 0.62630576 0.21815288 0.6881528 0.26999998 0.72999996\n", + " 0.31184706 0.7818472 0.37369418 0.8436941 0.40554136 0.8955411 ]\n", + "[ 291.29367 16.250326 -1.750227 238.92851 17.286507\n", + " 30.940985 80.21856 14.578743 -73.87039 131.5593\n", + " 62.887177 -57.30768 -153.0841 68.52835 65.02244\n", + " -86.30116 -160.6582 14.1934805]\n", + "Iteration 19, Loss: 101.8314\n", + "Starting Jacobian precomputation thread...\n", + "Storing values in hash 2019\n", + "Storing values in hash 1019\n", + "Using precomputed Jacobian...\n", + "Waiting for Jacobian precomputation to finish...\n", + "Jacobian precomputation finished.\n", + "Jacobian shape: (18, 100, 80, 4) and type: float32\n", + "101.035385\n", + "[0.19998103 0.199994 0.0376115 0.5276115 0.0694587 0.5594587\n", + " 0.15130575 0.62130576 0.22315288 0.6831528 0.265 0.73499995\n", + " 0.31684706 0.7768472 0.3686942 0.8486941 0.41054136 0.8905411 ]\n", + "[ 283.42462 16.239502 65.72221 174.22792 -49.65367\n", + " 112.56087 34.12127 103.5401 51.20048 -4.9940085\n", + " -124.78789 95.05636 58.53058 -105.95592 -127.54837\n", + " 62.79316 70.340576 -61.057426 ]\n", + "Iteration 20, Loss: 101.0354\n" + ] + } + ], + "source": [ + "import importlib\n", + "\n", + "import utils\n", + "\n", + "importlib.reload(utils)\n", + "n_steps = 20\n", + "\n", + "# set design bounds by a perturbation value 'delta'\n", + "param_min = initial_params.copy()\n", + "param_max = initial_params.copy()\n", + "\n", + "# the cutting planes do not change\n", + "param_min = param_min.at[0].subtract(1.e-3)\n", + "param_min = param_min.at[1].subtract(1.e-3)\n", + "\n", + "# the bars are free to rotate 2pi from their starting point\n", + "theta_min = -2\n", + "theta_max = 3\n", + "for i in range(2, len(initial_params)):\n", + " param_min = param_min.at[i].set(theta_min)\n", + " param_max = param_max.at[i].set(theta_max)\n", + "print(initial_params)\n", + "print(param_min)\n", + "print(param_max)\n", + " \n", + "\n", + "# A placeholder is used for constraint\n", + "num_constraints = 0\n", + "g = jnp.zeros((0, 1))\n", + "dgdx = jnp.zeros((0, initial_params.shape[0]))\n", + "\n", + "# initialize the optimizer\n", + "x_update_limit = 0.001 # 0.001 was okay, 0.01 was too much, 0.005 noisy but okay over 20 steps, 0\n", + "params = initial_params.copy()\n", + "loss_hist = []\n", + "params_hist = []\n", + "aux_hist = []\n", + "optimizer = MMAOptimizer(\n", + " initial_params[:, None],\n", + " param_min[:, None],\n", + " param_max[:, None],\n", + " num_constraints,\n", + " x_update_limit=x_update_limit,\n", + ")\n", + "\n", + "\n", + "for i in range(n_steps):\n", + " (loss_value, aux), grads = grad_fn(params, iteration=i)\n", + " print(loss_value)\n", + " print(params)\n", + " print(grads)\n", + " np_params = optimizer.calculate_next_x(loss_value, grads, g, dgdx, i + 1, params)\n", + " params = jnp.array(np_params.flatten())\n", + "\n", + " loss_hist.append(loss_value)\n", + " params_hist.append(params)\n", + " aux_hist.append(aux)\n", + "\n", + " print(f\"Iteration {i + 1}, Loss: {loss_value:.4f}\")" + ] + }, + { + "cell_type": "markdown", + "id": "b1af1ce9-5b8d-4afe-9d19-a92a3d1728a9", + "metadata": {}, + "source": [ + "### Optimization Postprocess" + ] + }, + { + "cell_type": "code", + "execution_count": 73, + "id": "255d780e", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Compliance over Optimization')" + ] + }, + "execution_count": 73, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(loss_hist, marker=\"o\")\n", + "plt.yscale(\"log\")\n", + "plt.xlabel(\"Optimization Iteration\")\n", + "plt.ylabel(\"Compliance\")\n", + "plt.title(\"Compliance over Optimization\")" + ] + }, + { + "cell_type": "code", + "execution_count": 74, + "id": "a2a2a6b1", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "for i in range(len(loss_hist)):\n", + " mesh = hex_mesh\n", + " rho_dot = grad_storage[i + 2000][1][: len(mesh[\"faces\"])]\n", + " pv_mesh = hex_to_pyvista(\n", + " mesh[\"points\"],\n", + " mesh[\"faces\"],\n", + " {\"rho\": aux_hist[i][\"rho_grid\"].flatten(), \"rho_dot\": rho_dot.flatten()},\n", + " )\n", + " pv_mesh.save(f\"tmp_vtks/fem_shapeopt_mesh{i + 1}.vtk\")" + ] + }, + { + "cell_type": "code", + "execution_count": 75, + "id": "bd470372", + "metadata": {}, + "outputs": [], + "source": [ + "from matplotlib import animation\n", + "\n", + "fig = plt.figure(figsize=(7, 4))\n", + "\n", + "ims = []\n", + "for aux in aux_hist:\n", + " sdf = aux[\"sdf\"]\n", + "\n", + " im = plt.imshow((sdf[:, :, :] > 0).sum(axis=2).T, origin=\"lower\", cmap=\"viridis\")\n", + " ims.append([im])\n", + "\n", + "ani = animation.ArtistAnimation(fig, ims, interval=10, blit=False, repeat_delay=2)\n", + "plt.close(fig)\n", + "\n", + "ani.save(\"rho_fin_optim.gif\", writer=\"pillow\", fps=10)" + ] + }, + { + "cell_type": "code", + "execution_count": 76, + "id": "b053e579-9381-469c-976e-912e52fea550", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[0.199999 0.19999999 0.11761145 0.6176114 0.14945862 0.6494586\n", + " 0.18130578 0.68130565 0.22315283 0.7131528 0.255 0.74499995\n", + " 0.2868471 0.7768472 0.31869423 0.81869423 0.35054138 0.8505413 ]\n", + "[0.199998 0.2 0.11261145 0.6126114 0.14445862 0.6444586\n", + " 0.18630578 0.67630565 0.21815284 0.7181527 0.26 0.73999995\n", + " 0.2918471 0.7818472 0.32369423 0.81369424 0.34554142 0.8555413 ]\n", + "[0.19999701 0.2 0.10761145 0.6076114 0.1494586 0.6394586\n", + " 0.18130578 0.68130565 0.22315283 0.7131527 0.255 0.74499995\n", + " 0.2968471 0.7768472 0.32869422 0.81869423 0.3505414 0.85054135]\n", + "[0.19999601 0.2 0.10261144 0.6026114 0.1444586 0.6344586\n", + " 0.18630578 0.67630565 0.21815284 0.7181527 0.26 0.73999995\n", + " 0.2918471 0.7818472 0.33369422 0.82369417 0.3555414 0.8555411 ]\n", + "[0.19999501 0.2 0.09761144 0.5976114 0.13945861 0.6294586\n", + " 0.18130578 0.67130566 0.22315283 0.7131527 0.255 0.74499995\n", + " 0.2968471 0.7768472 0.3386942 0.82869416 0.3605414 0.860541 ]\n", + "[0.19999401 0.19999999 0.09261144 0.59261143 0.13445862 0.6244586\n", + " 0.18630576 0.66630566 0.2181529 0.7081527 0.26 0.73999995\n", + " 0.2918471 0.7818472 0.3436942 0.83369416 0.3655414 0.8655409 ]\n", + "[0.19999301 0.19999999 0.08761144 0.58761144 0.12945862 0.6194586\n", + " 0.18130577 0.66130567 0.22315289 0.7031527 0.255 0.74499995\n", + " 0.2968471 0.7768472 0.3486942 0.83869416 0.3705414 0.8605411 ]\n", + "[0.19999202 0.19999999 0.08261144 0.58261144 0.12445862 0.6144586\n", + " 0.17630577 0.6563057 0.2181529 0.6981528 0.26 0.73999995\n", + " 0.30184707 0.7818472 0.3536942 0.83369416 0.3755414 0.8655411 ]\n", + "[0.19999102 0.19999999 0.07761145 0.57761145 0.11945862 0.6094586\n", + " 0.17130578 0.6513057 0.22315288 0.6931528 0.265 0.73499995\n", + " 0.30684707 0.7768472 0.3486942 0.83869416 0.38054138 0.8705411 ]\n", + "[0.19999002 0.19999999 0.07261145 0.57261145 0.11445861 0.60445863\n", + " 0.17630571 0.6463057 0.21815288 0.6881528 0.26999998 0.72999996\n", + " 0.30184707 0.7818472 0.3536942 0.83369416 0.38554138 0.8755411 ]\n", + "[0.19998902 0.19999999 0.06761146 0.56761146 0.10945862 0.59945863\n", + " 0.17130572 0.6413057 0.22315288 0.6831528 0.265 0.73499995\n", + " 0.30684707 0.7768472 0.3586942 0.83869416 0.39054137 0.8805411 ]\n", + "[0.19998802 0.19999997 0.06261146 0.56261146 0.10445862 0.59445864\n", + " 0.16630572 0.6363057 0.21815288 0.6881528 0.26999998 0.72999996\n", + " 0.31184706 0.7818472 0.3636942 0.8436941 0.39554137 0.8855411 ]\n", + "[0.19998702 0.19999985 0.05761147 0.55761147 0.09945868 0.58945864\n", + " 0.16130573 0.6413057 0.22315288 0.6831528 0.265 0.73499995\n", + " 0.31684706 0.7768472 0.3686942 0.8486941 0.40054137 0.8905411 ]\n", + "[0.19998603 0.19999889 0.05261149 0.5526115 0.09445868 0.58445865\n", + " 0.16630572 0.6363057 0.21815288 0.6881528 0.26999998 0.72999996\n", + " 0.31184706 0.7818472 0.37369418 0.8436941 0.40554136 0.8955411 ]\n", + "[0.19998503 0.1999979 0.04761151 0.5476115 0.08945869 0.57945865\n", + " 0.16130573 0.6413057 0.22315288 0.6831528 0.265 0.73499995\n", + " 0.31684706 0.7768472 0.3686942 0.8486941 0.41054136 0.8905411 ]\n", + "[0.19998403 0.19999693 0.04261154 0.5426115 0.08445869 0.57445866\n", + " 0.16630572 0.6363057 0.21815288 0.6881528 0.26999998 0.72999996\n", + " 0.31184706 0.7818472 0.37369418 0.8436941 0.40554136 0.8955411 ]\n", + "[0.19998303 0.19999595 0.03761155 0.5376115 0.07945869 0.56945866\n", + " 0.16130573 0.63130575 0.22315288 0.6831528 0.265 0.73499995\n", + " 0.31684706 0.7768472 0.3686942 0.8486941 0.41054136 0.8905411 ]\n", + "[0.19998203 0.19999498 0.0326116 0.5326115 0.0744587 0.56445867\n", + " 0.15630575 0.62630576 0.21815288 0.6881528 0.26999998 0.72999996\n", + " 0.31184706 0.7818472 0.37369418 0.8436941 0.40554136 0.8955411 ]\n", + "[0.19998103 0.199994 0.0376115 0.5276115 0.0694587 0.5594587\n", + " 0.15130575 0.62130576 0.22315288 0.6831528 0.265 0.73499995\n", + " 0.31684706 0.7768472 0.3686942 0.8486941 0.41054136 0.8905411 ]\n", + "[0.19998004 0.19999301 0.0326115 0.5226115 0.0744587 0.5544587\n", + " 0.14630575 0.61630577 0.21815288 0.68815273 0.26999998 0.72999996\n", + " 0.31184706 0.7818472 0.37369418 0.8436941 0.40554136 0.8955411 ]\n" + ] + } + ], + "source": [ + "for param in params_hist:\n", + " print(param)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "tesseract-jax", + "language": "python", + "name": "tesseract-jax" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.13.5" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}