diff --git a/curvesim/pipelines/templates.py b/curvesim/pipelines/templates.py
index 39a5975a2..dadb6b9b1 100644
--- a/curvesim/pipelines/templates.py
+++ b/curvesim/pipelines/templates.py
@@ -3,6 +3,30 @@
 
 
 def run_pipeline(param_sampler, price_sampler, strategy, ncpu=4):
+    """
+    Core function for running pipelines.
+
+    Parameters
+    ----------
+    param_sampler : iterator
+        An terator that returns pool parameters (see :mod:`.param_samplers`).
+
+    price_sampler : iterator
+        An iterator that returns (minimally) a time-series of prices
+        (see :mod:`.price_samplers`).
+
+    strategy: callable
+        A function dictating what happens at each timestep.
+
+    ncpu : int, default=4
+        Number of cores to use.
+
+    Returns
+    -------
+    results : tuple
+        Contains the metrics produced by the strategy.
+
+    """
     if ncpu > 1:
         price_sampler_data = [d for d in price_sampler]
         args = [(pool, params, price_sampler_data) for pool, params in param_sampler]
@@ -21,7 +45,28 @@ def run_pipeline(param_sampler, price_sampler, strategy, ncpu=4):
 
 
 class SimInterface:
+    """
+    A template class for creating simulation interfaces for pools.
+    See pool.stablewap.interfaces.StableSwapSimInterface
+
+    This component is likely to change.
+    """
+
     def _set_pool_interface(self, pool, pool_function_dict):
+        """
+        Binds the pool and functions used in simulation to the interface.
+
+        Parameters
+        ----------
+        pool :
+            A pool object.
+
+        pool_function_dict : dict
+            A dict with interface method names as keys, and functions as values.
+
+            Note: Currently, _get_pool_state, and _init_coin_indices are required.
+
+        """
         self.pool = pool
         pool_function_dict = pool_function_dict.copy()
 
@@ -38,17 +83,31 @@ def _set_pool_interface(self, pool, pool_function_dict):
         self.set_pool_state()
 
     def get_pool_state(self):
+        """
+        Gets pool state using the provided _get_pool_state method
+        """
         return self._get_pool_state(self.pool)
 
     def set_pool_state(self):
+        """
+        Records the current pool state in the interface's pool_state atttribute.
+        """
         self.pool_state = self.get_pool_state()
 
     def get_coin_indices(self, *coins):
+        """
+        Gets the pool indices for the input coin names.
+        Uses the coin_indices set by _init_coin_indices.
+        """
         coin_indices = self.coin_indices
         return [self._get_coin_index(coin_indices, c) for c in coins]
 
     @staticmethod
     def _get_coin_index(coin_indices, coin_id):
+        """
+        Gets the index for a single coin based on its name.
+        Uses the coin_indices set by _init_coin_indices.
+        """
         if isinstance(coin_id, str):
             coin_id = coin_indices[coin_id]
         return coin_id
diff --git a/curvesim/pipelines/utils.py b/curvesim/pipelines/utils.py
index 5c973a6bd..b15493e44 100644
--- a/curvesim/pipelines/utils.py
+++ b/curvesim/pipelines/utils.py
@@ -5,6 +5,33 @@
 
 # Volume Multipliers
 def compute_volume_multipliers(pool_vol, market_vol, n, pool_type, mode=1):
+    """
+    Computes volume multipliers (vol_mult) used for volume limiting.
+
+    Parameters
+    ----------
+    pool_vol : numpy.ndarray
+        Total volume for the pool over the simulation period.
+
+    market_vol : numpy.ndarray
+        Total market volume for each token pair over the simulation period.
+
+    n : int
+        The number of token-types in the pool (e.g., DAI, USDC, USDT = 3)
+
+    pool_type : str
+        "Pool" or "MetaPool"
+
+    vol_mode : int, default=1
+        Modes for computing the volume multiplier:
+
+        1: limits trade volumes proportionally to market volume for each pair
+
+        2: limits trade volumes equally across pairs
+
+        3: mode 2 for trades with meta-pool asset, mode 1 for basepool-only trades
+
+    """
     if pool_type == "Pool":
         vol_mult = pool_vol_mult(pool_vol, market_vol, n, mode)