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Support Gaussian latent state #26

Description

@fritzo

The idea is to allow slowly-varying latent Gaussian state of some dimension (e.g. 3).

  • Factor out TreeTrainer from TreeCatTrainer, to make structure learning reusable.
  • Implement a TreeGaussTrainer (in progress).
    • Choose sufficient statistics.
    • Implement dynamic programming algorithm in treegauss_add_row()
    • Work out math for logprob() and compute_edge_logits().
  • Implement data generation for tests.
  • Implement TreeGaussServer.
  • Implement real data import in format module.

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