Added tutorial of external velocity calculation and integration

docs/tutorials/index_conventional.md

@@ -5,5 +5,6 @@
 
 notebooks/200_zebrafish
 notebooks/201_dynamo_beyondvelo
+notebooks/202_extvelo
 
 ```

dynamo/tools/_extvelo.py

@@ -1,8 +1,10 @@
 from anndata import AnnData
 from typing import Literal, List
 import os
+from ..tools._track import monitor
 
 
+@monitor
 def extvelo(
     adata: AnnData,
     method: Literal["latentvelo", 

dynamo/tools/_track.py

@@ -64,12 +64,23 @@ def _get_type_desc(self, obj):
         else:
             return f"({type(obj).__name__})"
 
+    def _get_column_type(self, series):
+        """Helper to get a simplified type description for a Series."""
+        dtype = series.dtype
+        if isinstance(dtype, pd.CategoricalDtype):
+            return "category"
+        dt_str = str(dtype)
+        if "int" in dt_str: return "int"
+        if "float" in dt_str: return "float"
+        if "object" in dt_str or "str" in dt_str: return "str"
+        return dt_str
+
     def _snapshot(self, adata):
         """Captures keys, types, and shapes for comparison."""
         snapshot = {
             "shape": adata.shape,
-            "obs": set(adata.obs.columns),
-            "var": set(adata.var.columns),
+            "obs": {c: self._get_column_type(adata.obs[c]) for c in adata.obs.columns},
+            "var": {c: self._get_column_type(adata.var[c]) for c in adata.var.columns},
             "uns": set(adata.uns.keys()),
             # For complex slots, store a dict of {key: description_string}
             "obsm": {k: self._get_type_desc(v) for k, v in adata.obsm.items()},
@@ -146,8 +157,8 @@ def _print_report(self, start, end, duration):
         print(f"{Style.BLUE}{V}{Style.RESET}{separator_text}{padding}{Style.BLUE}{V}{Style.RESET}")
 
         # Sections - use 6-char width for consistency
-        self._print_section("OBS", start['obs'], end['obs'], width, title_width=6)
-        self._print_section("VAR", start['var'], end['var'], width, title_width=6)
+        self._print_section("OBS", set(start['obs'].keys()), set(end['obs'].keys()), width, descriptions=end['obs'], title_width=6)
+        self._print_section("VAR", set(start['var'].keys()), set(end['var'].keys()), width, descriptions=end['var'], title_width=6)
         self._print_section("UNS", start['uns'], end['uns'], width, is_uns=True, title_width=6)
         self._print_section("OBSP", set(start['obsp'].keys()), set(end['obsp'].keys()), width, descriptions=end['obsp'], title_width=6)
         self._print_section("OBSM", set(start['obsm'].keys()), set(end['obsm'].keys()), width, descriptions=end['obsm'], title_width=6)
@@ -176,8 +187,8 @@ def _print_section(self, title, start_keys, end_keys, width, is_uns=False, descr
                 prefix_visible = f"  {' ' * spaces_needed} │"
 
             if is_uns:
-                content = f"{prefix_colored} {Style.GREEN}{key}{Style.RESET}"
-                visible_content = f"{prefix_visible} {key}"
+                content = f"{prefix_colored} {Style.GREEN}✚{Style.RESET} {Style.YELLOW}{key}{Style.RESET}"
+                visible_content = f"{prefix_visible} ✚ {key}"
 
                 padding = " " * (width - 2 - len(visible_content))
                 print(f"{V}{content}{padding}{V}")

dynamo/tools/pseudotime_velocity.py

@@ -10,11 +10,12 @@
 from scipy.sparse import csr_matrix, diags, issparse
 
 from ..dynamo_logger import LoggerManager
+from ..tools._track import monitor
 from .connectivity import adj_to_knn, knn_to_adj
 from .graph_operators import build_graph, gradop
 from .utils import projection_with_transition_matrix
 
-
+@monitor
 def pseudotime_velocity(
     adata: anndata.AnnData,
     pseudotime: str = "pseudotime",
@@ -126,6 +127,13 @@ def pseudotime_velocity(
     logger.info_insert_adata(add_tkey, "obsp")
     adata.obsp[add_tkey] = T
 
+    if 'use_for_pca' in adata.var.keys():
+        adata.var[f'use_for_dynamics'] = adata.var['use_for_pca']
+        adata.var[f'use_for_transition'] = adata.var['use_for_pca']
+    else:
+        adata.var[f'use_for_dynamics'] = True
+        adata.var[f'use_for_transition'] = True
+
     if dynamics_info:
         if "dynamics" not in adata.uns_keys():
             logger.info_insert_adata("dynamics", "uns")

setup.py

@@ -17,7 +17,7 @@ def read_requirements(path):
 if __name__ == "__main__":
     setup(
         name="dynamo-release",
-        version="v1.4.3-rc1",
+        version="v1.4.3",
         python_requires=">=3.9",
         install_requires=read_requirements("requirements.txt"),
         extras_require={