Summary: 72 instances, 66 unique Text Count # TODO (jej): Replace with inferred noise before making perf judgements. 1 It should not be used for TODO (another common use case of NIE). 1 try: # TODO T61331534: revert this; just a hotfix for AutoML 1 acqf = Acquisition( # TODO: For multi-fidelity, might need diff. class. 1 # TODO: Add bounds for optimization stability - requires revamp upstream 1 # TODO: Add this if all acq. functions accept the `subset_model` 1 # TODO: Allow failure behavior based on a survival rate 1 # TODO: Use metrics-like Data type field in Data instead. 1 # TODO: maybe return a copy here to guard against implicit changes 1 # Extract acquisition value (TODO: Make this less painful and repetitive) 1 # TODO: Allow passing down `covar_module_class`, `covar_module_options`, 1 # TODO: pass array_model_gen_args to _model_gen 1 # TODO: In the future, do not need to fail here; can add a "unifying" root 1 # TODO: remove rows from [method] of length different 1 # TODO: Better logic for deciding when to use a ModelListGP. Currently the 1 # TODO: Create a `fit_botorch_model` method that handles the fitting. 1 # TODO: check size and add warning for large tensors: T69137799 1 # TODO: Currently, the timestamps generated below must exactly match the 1 # TODO (jej): replace dropdown with two dropdowns, one for x one for y. 1 # TODO: Check if model can predict in favor of try/catch. 1 # TODO: test alternative outputscale priors 1 # TODO: (jej) T64002590 Let this serve as a starting point for optimization. 1 obsf.parameters[p_name] = int(round(param)) # TODO: T41938776 1 raise NotImplementedError # TODO (done in D18009570) 1 # TODO (ref: https://fburl.com/diff/uneqb3n9) 1 # TODO: Add optional timeout between retries of `run_trial(s)`. 1 # TODO: support batch evaluation 1 # @TODO T40555279: metric --> metric_name everywhere in plotting 1 optimization problems. % TODO: refer to an example. 1 # TODO: extract data type from SQAData after DataRegistry added. 1 # TODO: Allow normalizing progr_key (e.g. subtract min time stamp) 1 # TODO: Allow passing of additional kwargs to `interpolate` 1 # use_saas is deprecated. TODO: remove 4 # TODO T38563759: Sort parameters by feature importances 1 # TODO: Add commented out methods when they are brought back to modular BotAx 1 # TODO: use some container down the road (similar to 1 # TODO: Is this equivalent an "else:" here? 1 # TODO: update optimizers to handle inequality_constraints 1 # TODO: We currently only pass in `covar_module` and `likelihood` if they are 1 # TODO: implement `_get_hypervolume_trace()` 1 - TODO: multi-objective optimization 1 # TODO: move this reuseable function and its equivalent reverse functions 1 # TODO: When we move `botorch_modular` directory to OSS, we will extend 1 # TODO replace with sobol 1 TODO: use gpytorch `Distance` module. This will require some care to make sure 1 # TODO: Remove best_point_recommender for botorch_moo. Used in modelbridge._gen. 2 # TODO: If `evaluate_suggested` is True on the problem 1 # TODO: make optional when BoTorch model factory is checked in. 1 # TODO: Figure out if there's a better way to color code out-of-sample points 1 # TODO (jej): Transform covariances. 2 # TODO: Verify whether 0, 1 weights cause problems because of subset_model. 1 # TODO: Consider parallelizing evaluation of large batches 1 # TODO (jej): rewrite optimize_acqf wrappers to avoid duplicate code. 1 - TODO: ChoiceParameter plots 1 # TODO: Allow Posterior to (optionally) return the full covariance matrix 2 # TODO: Support covariances for a subset of observations 1 # TODO: Improve performance / make less ad hoc by using a priority queue 1 return visited # TODO: Should there be other validation? 1 # TODO: Allow using an arbitrary prediction model for this instead 1 # TODO: read pinned Botorch version from a shared source 1 # TODO: Remove once https://github.com/pytorch/pytorch/issues/41489 is resolved. 1 # TODO: update optimizers to handle inequality_constraints 1 # TODO: It will be more memory-efficient to do this filtering before 1 # TODO: Annotate and add `register_transform` 1 TODO: move some of this into botorch. 1 # TODO: The status on the experiment does not distinguish between 1