diff --git a/docs/examples/bayes_exp/bayesian_exploration.ipynb b/docs/examples/bayes_exp/bayesian_exploration.ipynb
index 6d3fa586..2fce9310 100644
--- a/docs/examples/bayes_exp/bayesian_exploration.ipynb
+++ b/docs/examples/bayes_exp/bayesian_exploration.ipynb
@@ -31,12 +31,8 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 1,
"metadata": {
- "ExecuteTime": {
- "end_time": "2023-09-19T18:54:51.865697700Z",
- "start_time": "2023-09-19T18:54:48.783739700Z"
- },
"execution": {
"iopub.execute_input": "2024-09-13T15:49:35.830514Z",
"iopub.status.busy": "2024-09-13T15:49:35.830266Z",
@@ -45,9 +41,22 @@
},
"jupyter": {
"outputs_hidden": false
+ },
+ "ExecuteTime": {
+ "end_time": "2025-01-07T17:42:49.073099200Z",
+ "start_time": "2025-01-07T17:42:40.288893300Z"
}
},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "text/plain": "\n Xopt\n________________________________\nVersion: 2.4.6.dev14+g03134e1d.d20250106\nData size: 0\nConfig as YAML:\ndump_file: null\nevaluator:\n function: xopt.resources.test_functions.tnk.evaluate_TNK\n function_kwargs:\n raise_probability: 0\n random_sleep: 0\n sleep: 0\n max_workers: 1\n vectorized: false\ngenerator:\n computation_time: null\n custom_objective: null\n fixed_features: null\n gp_constructor:\n covar_modules: {}\n custom_noise_prior: null\n mean_modules: {}\n name: standard\n trainable_mean_keys: []\n transform_inputs: true\n use_cached_hyperparameters: false\n use_low_noise_prior: true\n max_travel_distances:\n - 0.25\n - 0.25\n model: null\n n_candidates: 1\n n_interpolate_points: null\n n_monte_carlo_samples: 128\n name: bayesian_exploration\n numerical_optimizer:\n max_iter: 2000\n max_time: null\n n_restarts: 20\n name: LBFGS\n supports_batch_generation: true\n turbo_controller: null\n use_cuda: false\nmax_evaluations: null\nserialize_inline: false\nserialize_torch: false\nstrict: true\nvocs:\n constants:\n a: dummy_constant\n constraints:\n c1:\n - GREATER_THAN\n - 0.0\n c2:\n - LESS_THAN\n - 0.5\n objectives: {}\n observables:\n - y1\n variables:\n x1:\n - 0.0\n - 3.14159\n x2:\n - 0.0\n - 3.14159\n"
+ },
+ "execution_count": 1,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
"# set values if testing\n",
"import os\n",
@@ -97,12 +106,8 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 2,
"metadata": {
- "ExecuteTime": {
- "end_time": "2023-09-19T18:54:51.916698600Z",
- "start_time": "2023-09-19T18:54:51.867698800Z"
- },
"execution": {
"iopub.execute_input": "2024-09-13T15:49:37.522962Z",
"iopub.status.busy": "2024-09-13T15:49:37.522764Z",
@@ -111,21 +116,31 @@
},
"jupyter": {
"outputs_hidden": false
+ },
+ "ExecuteTime": {
+ "end_time": "2025-01-07T17:42:49.087140800Z",
+ "start_time": "2025-01-07T17:42:49.075100100Z"
}
},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "text/plain": " x1 x2 a y1 y2 c1 c2 xopt_runtime \\\n0 1.00 0.70 dummy_constant 1.00 0.70 0.584045 0.290 0.000040 \n1 0.75 0.95 dummy_constant 0.75 0.95 0.494833 0.265 0.000009 \n\n xopt_error \n0 False \n1 False ",
+ "text/html": "
\n\n
\n \n \n | \n x1 | \n x2 | \n a | \n y1 | \n y2 | \n c1 | \n c2 | \n xopt_runtime | \n xopt_error | \n
\n \n \n \n 0 | \n 1.00 | \n 0.70 | \n dummy_constant | \n 1.00 | \n 0.70 | \n 0.584045 | \n 0.290 | \n 0.000040 | \n False | \n
\n \n 1 | \n 0.75 | \n 0.95 | \n dummy_constant | \n 0.75 | \n 0.95 | \n 0.494833 | \n 0.265 | \n 0.000009 | \n False | \n
\n \n
\n
"
+ },
+ "execution_count": 2,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
"X.evaluate_data({\"x1\": [1.0, 0.75], \"x2\": [0.7, 0.95]})"
]
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 3,
"metadata": {
- "ExecuteTime": {
- "end_time": "2023-09-19T18:54:55.212579300Z",
- "start_time": "2023-09-19T18:54:51.897698400Z"
- },
"execution": {
"iopub.execute_input": "2024-09-13T15:49:37.531732Z",
"iopub.status.busy": "2024-09-13T15:49:37.531635Z",
@@ -134,9 +149,22 @@
},
"jupyter": {
"outputs_hidden": false
+ },
+ "ExecuteTime": {
+ "end_time": "2025-01-07T17:42:52.779345Z",
+ "start_time": "2025-01-07T17:42:49.088140900Z"
}
},
- "outputs": [],
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "step 0\n",
+ "step 1\n"
+ ]
+ }
+ ],
"source": [
"for i in range(2):\n",
" print(f\"step {i}\")\n",
@@ -145,12 +173,8 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 4,
"metadata": {
- "ExecuteTime": {
- "end_time": "2023-09-19T18:54:55.227580Z",
- "start_time": "2023-09-19T18:54:55.212579300Z"
- },
"execution": {
"iopub.execute_input": "2024-09-13T15:49:39.056947Z",
"iopub.status.busy": "2024-09-13T15:49:39.056826Z",
@@ -159,9 +183,23 @@
},
"jupyter": {
"outputs_hidden": false
+ },
+ "ExecuteTime": {
+ "end_time": "2025-01-07T17:42:52.790858300Z",
+ "start_time": "2025-01-07T17:42:52.781342100Z"
}
},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "text/plain": " x1 x2 a y1 y2 c1 c2 \\\n0 1.000000 0.700000 dummy_constant 1.000000 0.700000 0.584045 0.290000 \n1 0.750000 0.950000 dummy_constant 0.750000 0.950000 0.494833 0.265000 \n2 0.000000 0.164602 dummy_constant 0.000000 0.164602 -1.072906 0.362491 \n3 0.782551 0.000000 dummy_constant 0.782551 0.000000 -0.487613 0.329835 \n\n xopt_runtime xopt_error \n0 0.000040 False \n1 0.000009 False \n2 0.000019 False \n3 0.000019 False ",
+ "text/html": "\n\n
\n \n \n | \n x1 | \n x2 | \n a | \n y1 | \n y2 | \n c1 | \n c2 | \n xopt_runtime | \n xopt_error | \n
\n \n \n \n 0 | \n 1.000000 | \n 0.700000 | \n dummy_constant | \n 1.000000 | \n 0.700000 | \n 0.584045 | \n 0.290000 | \n 0.000040 | \n False | \n
\n \n 1 | \n 0.750000 | \n 0.950000 | \n dummy_constant | \n 0.750000 | \n 0.950000 | \n 0.494833 | \n 0.265000 | \n 0.000009 | \n False | \n
\n \n 2 | \n 0.000000 | \n 0.164602 | \n dummy_constant | \n 0.000000 | \n 0.164602 | \n -1.072906 | \n 0.362491 | \n 0.000019 | \n False | \n
\n \n 3 | \n 0.782551 | \n 0.000000 | \n dummy_constant | \n 0.782551 | \n 0.000000 | \n -0.487613 | \n 0.329835 | \n 0.000019 | \n False | \n
\n \n
\n
"
+ },
+ "execution_count": 4,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
"# view the data\n",
"X.data"
@@ -169,12 +207,8 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 5,
"metadata": {
- "ExecuteTime": {
- "end_time": "2023-09-19T18:54:55.947579900Z",
- "start_time": "2023-09-19T18:54:55.230580300Z"
- },
"execution": {
"iopub.execute_input": "2024-09-13T15:49:39.062334Z",
"iopub.status.busy": "2024-09-13T15:49:39.062246Z",
@@ -183,9 +217,22 @@
},
"jupyter": {
"outputs_hidden": false
+ },
+ "ExecuteTime": {
+ "end_time": "2025-01-07T17:42:53.129413600Z",
+ "start_time": "2025-01-07T17:42:52.791857400Z"
}
},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "text/plain": "",
+ "image/png": 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"
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
"source": [
"# plot results\n",
"ax = X.data.plot(\"x1\", \"x2\")\n",
@@ -208,16 +255,36 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 6,
"metadata": {
"execution": {
"iopub.execute_input": "2024-09-13T15:49:39.409688Z",
"iopub.status.busy": "2024-09-13T15:49:39.409537Z",
"iopub.status.idle": "2024-09-13T15:49:40.596506Z",
"shell.execute_reply": "2024-09-13T15:49:40.596197Z"
+ },
+ "ExecuteTime": {
+ "end_time": "2025-01-07T17:42:55.123275Z",
+ "start_time": "2025-01-07T17:42:53.130413200Z"
}
},
- "outputs": [],
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "findfont: Font family ['DejaVu Sans Display'] not found. Falling back to DejaVu Sans.\n"
+ ]
+ },
+ {
+ "data": {
+ "text/plain": "",
+ "image/png": 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"
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
"source": [
"fig, ax = X.generator.visualize_model(show_feasibility=True, n_grid=100)"
]
@@ -236,12 +303,8 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 7,
"metadata": {
- "ExecuteTime": {
- "end_time": "2023-09-19T18:54:58.766007500Z",
- "start_time": "2023-09-19T18:54:58.724008300Z"
- },
"execution": {
"iopub.execute_input": "2024-09-13T15:49:40.599399Z",
"iopub.status.busy": "2024-09-13T15:49:40.599290Z",
@@ -250,15 +313,52 @@
},
"jupyter": {
"outputs_hidden": false
+ },
+ "ExecuteTime": {
+ "end_time": "2025-01-07T17:42:55.129814700Z",
+ "start_time": "2025-01-07T17:42:55.123275Z"
}
},
- "outputs": [],
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "models.0.likelihood.noise_covar.raw_noise:Parameter containing:\n",
+ "tensor([-22.5689], dtype=torch.float64, requires_grad=True)\n",
+ "models.0.mean_module.raw_constant:Parameter containing:\n",
+ "tensor(-0.2911, dtype=torch.float64, requires_grad=True)\n",
+ "models.0.covar_module.raw_lengthscale:Parameter containing:\n",
+ "tensor([[0.2037, 0.3774]], dtype=torch.float64, requires_grad=True)\n",
+ "models.1.likelihood.noise_covar.raw_noise:Parameter containing:\n",
+ "tensor([-23.3103], dtype=torch.float64, requires_grad=True)\n",
+ "models.1.mean_module.raw_constant:Parameter containing:\n",
+ "tensor(0.1427, dtype=torch.float64, requires_grad=True)\n",
+ "models.1.covar_module.raw_lengthscale:Parameter containing:\n",
+ "tensor([[0.6330, 0.1772]], dtype=torch.float64, requires_grad=True)\n",
+ "models.2.likelihood.noise_covar.raw_noise:Parameter containing:\n",
+ "tensor([-23.4274], dtype=torch.float64, requires_grad=True)\n",
+ "models.2.mean_module.raw_constant:Parameter containing:\n",
+ "tensor(-0.0952, dtype=torch.float64, requires_grad=True)\n",
+ "models.2.covar_module.raw_lengthscale:Parameter containing:\n",
+ "tensor([[0.2152, 0.6472]], dtype=torch.float64, requires_grad=True)\n"
+ ]
+ },
+ {
+ "data": {
+ "text/plain": "Parameter containing:\ntensor([[0.2152, 0.6472]], dtype=torch.float64, requires_grad=True)"
+ },
+ "execution_count": 7,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
"# print generator model hyperparameters\n",
"for name, val in X.generator.model.named_parameters():\n",
" print(f\"{name}:{val}\")\n",
"\n",
- "X.generator.model.models[2].covar_module.base_kernel.lengthscale"
+ "X.generator.model.models[2].covar_module.lengthscale"
]
},
{
@@ -277,12 +377,8 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 8,
"metadata": {
- "ExecuteTime": {
- "end_time": "2023-09-19T18:54:58.776010Z",
- "start_time": "2023-09-19T18:54:58.746008900Z"
- },
"execution": {
"iopub.execute_input": "2024-09-13T15:49:40.605375Z",
"iopub.status.busy": "2024-09-13T15:49:40.605292Z",
@@ -291,21 +387,31 @@
},
"jupyter": {
"outputs_hidden": false
+ },
+ "ExecuteTime": {
+ "end_time": "2025-01-07T17:42:55.139325600Z",
+ "start_time": "2025-01-07T17:42:55.135814100Z"
}
},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "text/plain": " feasible_c1 feasible_c2 feasible\n0 True True True\n1 True True True\n2 False True False\n3 False True False",
+ "text/html": "\n\n
\n \n \n | \n feasible_c1 | \n feasible_c2 | \n feasible | \n
\n \n \n \n 0 | \n True | \n True | \n True | \n
\n \n 1 | \n True | \n True | \n True | \n
\n \n 2 | \n False | \n True | \n False | \n
\n \n 3 | \n False | \n True | \n False | \n
\n \n
\n
"
+ },
+ "execution_count": 8,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
"X.vocs.feasibility_data(X.data)"
]
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 9,
"metadata": {
- "ExecuteTime": {
- "end_time": "2023-09-19T18:55:02.760921Z",
- "start_time": "2023-09-19T18:54:58.766007500Z"
- },
"execution": {
"iopub.execute_input": "2024-09-13T15:49:40.611135Z",
"iopub.status.busy": "2024-09-13T15:49:40.611035Z",
@@ -314,9 +420,22 @@
},
"jupyter": {
"outputs_hidden": false
+ },
+ "ExecuteTime": {
+ "end_time": "2025-01-07T17:42:57.774637700Z",
+ "start_time": "2025-01-07T17:42:55.139325600Z"
}
},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "text/plain": "[{'x1': 1.5679489223476195, 'x2': 0.585228015522774}]"
+ },
+ "execution_count": 9,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
"# generate next point\n",
"X.generator.generate(1)"
diff --git a/docs/examples/bayes_exp/bayesian_exploration_w_interpolation.ipynb b/docs/examples/bayes_exp/bayesian_exploration_w_interpolation.ipynb
index 28a2ff00..fa2231c0 100644
--- a/docs/examples/bayes_exp/bayesian_exploration_w_interpolation.ipynb
+++ b/docs/examples/bayes_exp/bayesian_exploration_w_interpolation.ipynb
@@ -264,7 +264,7 @@
"for name, val in X.generator.model.named_parameters():\n",
" print(f\"{name}:{val}\")\n",
"\n",
- "X.generator.model.models[2].covar_module.base_kernel.lengthscale"
+ "X.generator.model.models[2].covar_module.lengthscale"
]
},
{