start adding random state capability

Author: smgoggin10

src/eschr/tl/_clustering.py

@@ -269,8 +269,8 @@ def run_base_clustering(args_in):
     ----------
     args_in : zip
         List containing each hyperparameter required for one round of
-        clustering (k, la_res, metric, subsample_size) as well as a
-        copy of the data as numpy.array or scipy.sparse.spmatrix
+        clustering (k, la_res, metric, subsample_size) as well as the random seed, 
+        sparse boolean, and the path to the zarr data store.
 
     Returns
     -------
@@ -283,8 +283,18 @@ def run_base_clustering(args_in):
         # LOAD DATA
         zarr_loc = args_in[0]
         hyperparams_ls = args_in[1]
-        sparse = hyperparams_ls[3]
-
+        sparse = args_in[2]
+        random_seed = args_in[3]
+        process_id = args_in[4]
+
+        # Set random seeds for this process if provided
+        if random_seed is not None:
+            # Convert random_seed to a unique value for this process
+            # This ensures different processes get different but deterministic seeds
+            process_seed = random_seed + process_id
+            random.seed(process_seed)
+            np.random.seed(process_seed)
+            
         z1 = zarr.open(zarr_loc, mode="r")
 
         if sparse: