Fix docs #1640
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Fix docs #1640
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…o utils/vector_field_utils.py
- changed net type in ConditionalScoreEstimator and related classes to VectorFieldNet - added embedding_net to ConditionalScoreEstimator for condition embedding
…networks, keeping others as independent
- replaced flowmatcher and score estimator imports with vector field equivalents - introduced new vector field neural network builders for MLP and transformer architectures - enhanced flowmatching_nn and posterior_score_nn functions to support new model types - added custom euler integration method in FlowMatchingEstimator for improved sampling - updated z-score handling and embedding net integration in estimator classes Remaining bugs: - Extra num_samples dim in Zuko sampling function that we need to fix
- increased hidden_features from 50 to 64 in posterior_score_nn to make it divisible by num_heads - added vector_field_fn to FlowMatchingEstimator for better dimension handling during sampling - implemented reshaping logic in ConditionalScoreEstimator to manage sample dimensions during batch processing
- replaced direct condition input with embedded condition in log_prob, sample, and sample_and_log_prob methods - removed commented-out code and print statements for cleaner implementation - updated score estimator import to use posterior_score_nn in tests/score_samplers_test.py
…ialization - removed noise_scale parameter from FlowMatchingEstimator - adjusted vector field calculation in FlowMatchingEstimator for improved accuracy - modified last layer initialization in AdaMLPBlock and DiTBlock to scale weights instead of zeroing - streamlined MLP block processing in GlobalEmbeddingMLP for clarity
…ow_builders_to_current_main
…d be seperate! (as they have different preconditionrs)
Add tests for consistentency of score and flow estimators
…s to test (i.e .use defaults).
This reverts commit 7eeaa7d.
Codecov Report✅ All modified and coverable lines are covered by tests. Additional details and impacted files@@ Coverage Diff @@
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Some paths in the docs need to be adjusted.