diff --git a/slate/slate.py b/slate/slate.py
index b0c422e..b7913d5 100644
--- a/slate/slate.py
+++ b/slate/slate.py
@@ -1,10 +1,12 @@
 import wandb
 import yaml
 import os
+import math
 import random
 import copy
 import collections.abc
 from functools import partial
+from multiprocessing import Pool
 
 import pdb
 d = pdb.set_trace
@@ -163,7 +165,21 @@ class Slate():
         job_id = job.submit()
         print(f'[i] Job submitted to slurm with id {job_id}')
 
-    def run_single(self, config):
+    def run_parallel(self, config):
+        schedC = self.consume(config, 'scheduler')
+        repetitions = self.consume(schedC, 'repetitions')
+        agents_per_job = self.consume(schedC, 'agents_per_job')
+        reps_per_agent = self.consume(schedC, 'reps_per_agent')
+        assert schedC == {}
+
+        num_p = min(agents_per_job, math.ceil(repetitions / reps_per_agent))
+
+        if num_p == 1:
+            return [self.run_single(config, max_reps=reps_per_agent)]
+
+        return Pool(processes=num_p).map(partial(self.run_single, config, max_reps=reps_per_agent), range(num_p))
+
+    def run_single(self, config, max_reps=-1, p_ind=0):
         runnerName, wandbC = self.consume(config, 'runner'), self.consume(config, 'wandb', {})
 
         runner = self.runners[runnerName]