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diff --git a/.buildinfo b/.buildinfo
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+# Sphinx build info version 1
+# This file records the configuration used when building these files. When it is not found, a full rebuild will be done.
+config: 508ad71576e30cdeb1f2af9ce7bf5fc4
+tags: 645f666f9bcd5a90fca523b33c5a78b7
diff --git a/.nojekyll b/.nojekyll
diff --git a/CHANGELOG.html b/CHANGELOG.html
diff --git a/LICENSE.html b/LICENSE.html
diff --git a/README.html b/README.html
diff --git a/STYLEGUIDE.html b/STYLEGUIDE.html
diff --git a/_autosummary/axtreme.acquisition.html b/_autosummary/axtreme.acquisition.html
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diff --git a/_autosummary/axtreme.utils.model_helpers.html b/_autosummary/axtreme.utils.model_helpers.html
diff --git a/_autosummary/axtreme.utils.modelbridge_utils.html b/_autosummary/axtreme.utils.modelbridge_utils.html
diff --git a/_autosummary/axtreme.utils.numerical_precision.html b/_autosummary/axtreme.utils.numerical_precision.html
diff --git a/_autosummary/axtreme.utils.population_estimators.html b/_autosummary/axtreme.utils.population_estimators.html
diff --git a/_autosummary/axtreme.utils.transforms.html b/_autosummary/axtreme.utils.transforms.html
diff --git a/_images/ax_component_diagram.png b/_images/ax_component_diagram.png
diff --git a/_images/doe_point.png b/_images/doe_point.png
diff --git a/_images/erd_smoothness.png b/_images/erd_smoothness.png
diff --git a/_images/long_term_response_distribution.png b/_images/long_term_response_distribution.png
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diff --git a/_images/qoi_smoothness.png b/_images/qoi_smoothness.png
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diff --git a/_images/surrogate_model_uncertainty_aware.png b/_images/surrogate_model_uncertainty_aware.png
diff --git a/_sources/CHANGELOG.md.txt b/_sources/CHANGELOG.md.txt
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+```{include} ../../CHANGELOG.md
+```
diff --git a/_sources/LICENSE.md.txt b/_sources/LICENSE.md.txt
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+# LICENSE
+```{include} ../../LICENSE
+```
diff --git a/_sources/README.md.txt b/_sources/README.md.txt
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+```{include} ../../README.md
+```
diff --git a/_sources/STYLEGUIDE.md.txt b/_sources/STYLEGUIDE.md.txt
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+```{include} ../../STYLEGUIDE.md
+```
diff --git a/_sources/_autosummary/axtreme.acquisition.qoi_look_ahead.QoILookAhead.rst.txt b/_sources/_autosummary/axtreme.acquisition.qoi_look_ahead.QoILookAhead.rst.txt
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+QoILookAhead
+============
+
+.. currentmodule:: axtreme.acquisition.qoi_look_ahead
+
+.. autoclass:: QoILookAhead
+   :members:
+   :show-inheritance:
+
+
+
+   .. automethod:: __init__
+
+   .. rubric:: Methods
+   .. autosummary::
+
+      ~QoILookAhead.__init__
+      ~QoILookAhead.add_module
+      ~QoILookAhead.apply
+      ~QoILookAhead.bfloat16
+      ~QoILookAhead.buffers
+      ~QoILookAhead.children
+      ~QoILookAhead.compile
+      ~QoILookAhead.cpu
+      ~QoILookAhead.cuda
+      ~QoILookAhead.double
+      ~QoILookAhead.eval
+      ~QoILookAhead.extra_repr
+      ~QoILookAhead.float
+      ~QoILookAhead.forward
+      ~QoILookAhead.get_buffer
+      ~QoILookAhead.get_extra_state
+      ~QoILookAhead.get_parameter
+      ~QoILookAhead.get_submodule
+      ~QoILookAhead.half
+      ~QoILookAhead.ipu
+      ~QoILookAhead.load_state_dict
+      ~QoILookAhead.lookahead
+      ~QoILookAhead.modules
+      ~QoILookAhead.named_buffers
+      ~QoILookAhead.named_children
+      ~QoILookAhead.named_modules
+      ~QoILookAhead.named_parameters
+      ~QoILookAhead.parameters
+      ~QoILookAhead.register_backward_hook
+      ~QoILookAhead.register_buffer
+      ~QoILookAhead.register_forward_hook
+      ~QoILookAhead.register_forward_pre_hook
+      ~QoILookAhead.register_full_backward_hook
+      ~QoILookAhead.register_full_backward_pre_hook
+      ~QoILookAhead.register_load_state_dict_post_hook
+      ~QoILookAhead.register_module
+      ~QoILookAhead.register_parameter
+      ~QoILookAhead.register_state_dict_pre_hook
+      ~QoILookAhead.requires_grad_
+      ~QoILookAhead.set_X_pending
+      ~QoILookAhead.set_extra_state
+      ~QoILookAhead.share_memory
+      ~QoILookAhead.state_dict
+      ~QoILookAhead.to
+      ~QoILookAhead.to_empty
+      ~QoILookAhead.train
+      ~QoILookAhead.type
+      ~QoILookAhead.xpu
+      ~QoILookAhead.zero_grad
+
+
+
+
+
+
+   .. rubric:: Attributes
+   .. autosummary::
+
+      ~QoILookAhead.T_destination
+      ~QoILookAhead.call_super_init
+      ~QoILookAhead.dump_patches
+      ~QoILookAhead.training
+
+
diff --git a/_sources/_autosummary/axtreme.acquisition.qoi_look_ahead.rst.txt b/_sources/_autosummary/axtreme.acquisition.qoi_look_ahead.rst.txt
@@ -0,0 +1,26 @@
+axtreme.acquisition.qoi\_look\_ahead
+====================================
+
+.. automodule:: axtreme.acquisition.qoi_look_ahead
+   :members:
+   :exclude-members: QoILookAhead,
+
+
+
+
+   .. rubric:: Functions
+   .. autosummary::
+
+      average_observational_noise
+      closest_observational_noise
+      conditional_update
+      construct_inputs_qoi_look_ahead
+      reject_if_batched_model
+
+   .. rubric:: Classes
+   .. autosummary::
+      :toctree:
+      :template: custom-class.rst
+
+      QoILookAhead
+
diff --git a/_sources/_autosummary/axtreme.acquisition.rst.txt b/_sources/_autosummary/axtreme.acquisition.rst.txt
@@ -0,0 +1,15 @@
+axtreme.acquisition
+===================
+
+.. automodule:: axtreme.acquisition
+   :members:
+
+
+
+.. rubric:: Modules
+.. autosummary::
+   :toctree:
+   :template: custom-module.rst
+   :recursive:
+
+   qoi_look_ahead
diff --git a/...utosummary/axtreme.data.batch_invariant_sampler.BatchInvariantSampler2d.rst.txt b/...utosummary/axtreme.data.batch_invariant_sampler.BatchInvariantSampler2d.rst.txt
@@ -0,0 +1,24 @@
+BatchInvariantSampler2d
+=======================
+
+.. currentmodule:: axtreme.data.batch_invariant_sampler
+
+.. autoclass:: BatchInvariantSampler2d
+   :members:
+   :show-inheritance:
+
+
+
+   .. automethod:: __init__
+
+   .. rubric:: Methods
+   .. autosummary::
+
+      ~BatchInvariantSampler2d.__init__
+
+
+
+
+
+
+
diff --git a/_sources/_autosummary/axtreme.data.batch_invariant_sampler.rst.txt b/_sources/_autosummary/axtreme.data.batch_invariant_sampler.rst.txt
@@ -0,0 +1,17 @@
+axtreme.data.batch\_invariant\_sampler
+======================================
+
+.. automodule:: axtreme.data.batch_invariant_sampler
+   :members:
+   :exclude-members: BatchInvariantSampler2d,
+
+
+
+
+   .. rubric:: Classes
+   .. autosummary::
+      :toctree:
+      :template: custom-class.rst
+
+      BatchInvariantSampler2d
+
diff --git a/_sources/_autosummary/axtreme.data.dataset.MinimalDataset.rst.txt b/_sources/_autosummary/axtreme.data.dataset.MinimalDataset.rst.txt
@@ -0,0 +1,24 @@
+MinimalDataset
+==============
+
+.. currentmodule:: axtreme.data.dataset
+
+.. autoclass:: MinimalDataset
+   :members:
+   :show-inheritance:
+
+
+
+   .. automethod:: __init__
+
+   .. rubric:: Methods
+   .. autosummary::
+
+      ~MinimalDataset.__init__
+
+
+
+
+
+
+
diff --git a/_sources/_autosummary/axtreme.data.dataset.rst.txt b/_sources/_autosummary/axtreme.data.dataset.rst.txt
@@ -0,0 +1,17 @@
+axtreme.data.dataset
+====================
+
+.. automodule:: axtreme.data.dataset
+   :members:
+   :exclude-members: MinimalDataset,
+
+
+
+
+   .. rubric:: Classes
+   .. autosummary::
+      :toctree:
+      :template: custom-class.rst
+
+      MinimalDataset
+
diff --git a/_sources/_autosummary/axtreme.data.fixed_random_sample.FixedRandomSampler.rst.txt b/_sources/_autosummary/axtreme.data.fixed_random_sample.FixedRandomSampler.rst.txt
@@ -0,0 +1,31 @@
+FixedRandomSampler
+==================
+
+.. currentmodule:: axtreme.data.fixed_random_sample
+
+.. autoclass:: FixedRandomSampler
+   :members:
+   :show-inheritance:
+
+
+
+   .. automethod:: __init__
+
+   .. rubric:: Methods
+   .. autosummary::
+
+      ~FixedRandomSampler.__init__
+
+
+
+
+
+
+   .. rubric:: Attributes
+   .. autosummary::
+
+      ~FixedRandomSampler.num_samples
+      ~FixedRandomSampler.data_source
+      ~FixedRandomSampler.replacement
+
+
diff --git a/_sources/_autosummary/axtreme.data.fixed_random_sample.rst.txt b/_sources/_autosummary/axtreme.data.fixed_random_sample.rst.txt
@@ -0,0 +1,17 @@
+axtreme.data.fixed\_random\_sample
+==================================
+
+.. automodule:: axtreme.data.fixed_random_sample
+   :members:
+   :exclude-members: FixedRandomSampler,
+
+
+
+
+   .. rubric:: Classes
+   .. autosummary::
+      :toctree:
+      :template: custom-class.rst
+
+      FixedRandomSampler
+
diff --git a/...ces/_autosummary/axtreme.data.importance_dataset.ImportanceAddedWrapper.rst.txt b/...ces/_autosummary/axtreme.data.importance_dataset.ImportanceAddedWrapper.rst.txt
@@ -0,0 +1,29 @@
+ImportanceAddedWrapper
+======================
+
+.. currentmodule:: axtreme.data.importance_dataset
+
+.. autoclass:: ImportanceAddedWrapper
+   :members:
+   :show-inheritance:
+
+
+
+   .. automethod:: __init__
+
+   .. rubric:: Methods
+   .. autosummary::
+
+      ~ImportanceAddedWrapper.__init__
+
+
+
+
+
+
+   .. rubric:: Attributes
+   .. autosummary::
+
+      ~ImportanceAddedWrapper.datasets
+
+
diff --git a/...ces/_autosummary/axtreme.data.importance_dataset.ImportanceIndexWrapper.rst.txt b/...ces/_autosummary/axtreme.data.importance_dataset.ImportanceIndexWrapper.rst.txt
@@ -0,0 +1,24 @@
+ImportanceIndexWrapper
+======================
+
+.. currentmodule:: axtreme.data.importance_dataset
+
+.. autoclass:: ImportanceIndexWrapper
+   :members:
+   :show-inheritance:
+
+
+
+   .. automethod:: __init__
+
+   .. rubric:: Methods
+   .. autosummary::
+
+      ~ImportanceIndexWrapper.__init__
+
+
+
+
+
+
+
diff --git a/_sources/_autosummary/axtreme.data.importance_dataset.rst.txt b/_sources/_autosummary/axtreme.data.importance_dataset.rst.txt
@@ -0,0 +1,18 @@
+axtreme.data.importance\_dataset
+================================
+
+.. automodule:: axtreme.data.importance_dataset
+   :members:
+   :exclude-members: ImportanceAddedWrapper,ImportanceIndexWrapper,
+
+
+
+
+   .. rubric:: Classes
+   .. autosummary::
+      :toctree:
+      :template: custom-class.rst
+
+      ImportanceAddedWrapper
+      ImportanceIndexWrapper
+
diff --git a/...ces/_autosummary/axtreme.data.multi_dim_batch_sampler.MultiBatchSampler.rst.txt b/...ces/_autosummary/axtreme.data.multi_dim_batch_sampler.MultiBatchSampler.rst.txt
@@ -0,0 +1,24 @@
+MultiBatchSampler
+=================
+
+.. currentmodule:: axtreme.data.multi_dim_batch_sampler
+
+.. autoclass:: MultiBatchSampler
+   :members:
+   :show-inheritance:
+
+
+
+   .. automethod:: __init__
+
+   .. rubric:: Methods
+   .. autosummary::
+
+      ~MultiBatchSampler.__init__
+
+
+
+
+
+
+