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added 9 commits
August 20, 2026 06:19
…and tree traversal
…sion for gamma estimation
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Resolves #1000
Overview
This PR refactors the core tree representation and algorithm recursions in
tHMM:SciPy CSR Sparse Array Lineage Representation:
scipy.sparse.csr_arrayadjacency representation (lineage.tree) storing directed parentindptrandindices.log_T_score) intHMM.pyusing flat edge tensors, yielding a ~60x speedup.lineage/HMM/M_step.pyvianp.einsum.Array-Based Tree Simulation & Censoring:
CellVarheap object instantiations inLineageTree.rand_initwith pure array generation (tree,obs,states).censor_lineage_gammaandcensor_lineage_gaphs) operating directly on CSR arrays and observation matrices.CellVarhelper functions (apply_censoring,basic_censor,assign_times,fate_censor,time_censor).Documentation & Validation:
docs/tHMM-getting-started.rstto document the array and CSR sparse data model.ty check) and linting (ruff check) validation.