diff --git a/hercules_opt/src/editor.rs b/hercules_opt/src/editor.rs
index f6a00c8582b8289062d353bc06a5b65e32daac19..e6db74596fbb85f03333742dc1e8e035a6a9f821 100644
--- a/hercules_opt/src/editor.rs
+++ b/hercules_opt/src/editor.rs
@@ -4,8 +4,6 @@ use std::collections::{BTreeMap, HashMap, HashSet};
 use std::mem::take;
 use std::ops::Deref;
 
-use nestify::nest;
-
 use bitvec::prelude::*;
 use either::Either;
 
@@ -156,10 +154,6 @@ impl<'a: 'b, 'b> FunctionEditor<'a> {
         self.modified
     }
 
-    pub fn node(&self, node: impl Borrow<NodeID>) -> &Node {
-        &self.function.nodes[node.borrow().idx()]
-    }
-
     pub fn edit<F>(&'b mut self, edit: F) -> bool
     where
         F: FnOnce(FunctionEdit<'a, 'b>) -> Result<FunctionEdit<'a, 'b>, FunctionEdit<'a, 'b>>,
@@ -342,6 +336,10 @@ impl<'a: 'b, 'b> FunctionEditor<'a> {
         self.function_id
     }
 
+    pub fn node(&self, node: impl Borrow<NodeID>) -> &Node {
+        &self.function.nodes[node.borrow().idx()]
+    }
+
     pub fn get_types(&self) -> Ref<'_, Vec<Type>> {
         self.types.borrow()
     }
@@ -363,7 +361,7 @@ impl<'a: 'b, 'b> FunctionEditor<'a> {
             .as_ref()
             .into_iter()
             .map(|x| *x)
-            .collect::<Vec<_>>() // @(xrouth): wtf???
+            .collect::<Vec<_>>()
             .into_iter()
     }
 
diff --git a/hercules_opt/src/fork_transforms.rs b/hercules_opt/src/fork_transforms.rs
index edf26911aa4a43854842d986d794638dacdc7d5a..5a6d5ff26d34effab7c3e581b8c767a75851937f 100644
--- a/hercules_opt/src/fork_transforms.rs
+++ b/hercules_opt/src/fork_transforms.rs
@@ -107,7 +107,7 @@ pub fn find_reduce_dependencies<'a>(
         })
         .collect();
 
-        ret_val
+    ret_val
 }
 
 pub fn copy_subgraph(
@@ -119,7 +119,7 @@ pub fn copy_subgraph(
     Vec<(NodeID, NodeID)>,
 ) // returns all new nodes, a map from old nodes to new nodes, and 
   // a vec of pairs of nodes (old node, outside node) s.t old node -> outside node,
-  // outside means not part of the original subgraph. 
+  // outside means not part of the original subgraph.
 {
     let mut map: HashMap<NodeID, NodeID> = HashMap::new();
     let mut new_nodes: HashSet<NodeID> = HashSet::new();
@@ -395,7 +395,7 @@ pub fn fork_coalesce(
     });
 
     let fork_joins: Vec<_> = fork_joins.collect();
-    // FIXME: Add a postorder traversal to optimize this. 
+    // FIXME: Add a postorder traversal to optimize this.
 
     // FIXME: This could give us two forks that aren't actually ancestors / related, but then the helper will just return false early.
     // something like: `fork_joins.postorder_iter().windows(2)` is ideal here.
@@ -486,7 +486,7 @@ pub fn fork_coalesce_helper(
         return false;
     }
 
-    // Checklist: 
+    // Checklist:
     // Increment inner TIDs
     // Add outer fork's dimension to front of inner fork.
     // Fuse reductions
diff --git a/hercules_opt/src/forkify.rs b/hercules_opt/src/forkify.rs
index 10a8fe215985f6c07c791e846984846defd43cf4..fd4fc838bae662c2d411ec804198b483bc183bb8 100644
--- a/hercules_opt/src/forkify.rs
+++ b/hercules_opt/src/forkify.rs
@@ -241,35 +241,52 @@ pub fn forkify_loop(
         return false;
     }
 
-    let phi_latches: Vec<_> = reductionable_phis.iter().map(|phi| {
-        let LoopPHI::Reductionable { phi, data_cycle, continue_latch, is_associative } = phi else {unreachable!()};
-        continue_latch
-    }).collect();
+    let phi_latches: Vec<_> = reductionable_phis
+        .iter()
+        .map(|phi| {
+            let LoopPHI::Reductionable {
+                phi,
+                data_cycle,
+                continue_latch,
+                is_associative,
+            } = phi
+            else {
+                unreachable!()
+            };
+            continue_latch
+        })
+        .collect();
 
-    let stop_on: HashSet<_> = editor.node_ids().filter(|node| {
-        if editor.node(node).is_phi() {
-            return true;
-        }
-        if editor.node(node).is_reduce() {
-            return true;
-        }
-        if editor.node(node).is_control() {
-            return true;
-        }
-        if phi_latches.contains(&node) {
-            return true;
-        }
+    let stop_on: HashSet<_> = editor
+        .node_ids()
+        .filter(|node| {
+            if editor.node(node).is_phi() {
+                return true;
+            }
+            if editor.node(node).is_reduce() {
+                return true;
+            }
+            if editor.node(node).is_control() {
+                return true;
+            }
+            if phi_latches.contains(&node) {
+                return true;
+            }
+
+            false
+        })
+        .collect();
 
-        false
-    }).collect();
-    
-    
     // Outside loop users of IV, then exit;
-    // Unless the outside user is through the loop latch of a reducing phi, 
+    // Unless the outside user is through the loop latch of a reducing phi,
     // then we know how to replace this edge, so its fine!
-    let iv_users: Vec<_> = walk_all_users_stop_on(canonical_iv.phi(), editor, stop_on.clone()).collect();
-    
-    if iv_users.iter().any(|node| !loop_nodes.contains(&node) && *node != loop_if) {
+    let iv_users: Vec<_> =
+        walk_all_users_stop_on(canonical_iv.phi(), editor, stop_on.clone()).collect();
+
+    if iv_users
+        .iter()
+        .any(|node| !loop_nodes.contains(&node) && *node != loop_if)
+    {
         return false;
     }
 
@@ -429,9 +446,9 @@ impl LoopPHI {
 
 /**
 Checks some conditions on loop variables that will need to be converted into reductions to be forkified.
- - The phi is in a cycle *in the loop* with itself. 
+ - The phi is in a cycle *in the loop* with itself.
  - Every cycle *in the loop* containing the phi does not contain any other phi of the loop header.
- - The phi does not immediatley (not blocked by another phi or another reduce) use any other phis of the loop header. 
+ - The phi does not immediatley (not blocked by another phi or another reduce) use any other phis of the loop header.
  */
 pub fn analyze_phis<'a>(
     editor: &'a FunctionEditor,
@@ -473,7 +490,7 @@ pub fn analyze_phis<'a>(
                 return false;
             })
             .collect();
-        
+
         let continue_idx = editor
             .get_uses(natural_loop.header)
             .position(|node| natural_loop.control[node.idx()])
@@ -512,10 +529,9 @@ pub fn analyze_phis<'a>(
                 return false;
             })
             .collect();
-        
-
 
-        let mut uses_for_dependance = walk_all_users_stop_on(loop_continue_latch, editor, other_stop_on);
+        let mut uses_for_dependance =
+            walk_all_users_stop_on(loop_continue_latch, editor, other_stop_on);
 
         let set1: HashSet<_> = HashSet::from_iter(uses);
         let set2: HashSet<_> = HashSet::from_iter(users);
@@ -526,19 +542,16 @@ pub fn analyze_phis<'a>(
         // we use `phis` because this phi can actually contain the loop iv and its fine.
         if uses_for_dependance.any(|node| phis.contains(&node) && node != *phi) {
             LoopPHI::LoopDependant(*phi)
-        }
-        else if intersection.clone().iter().any(|node| true) {
-
-
+        } else if intersection.clone().iter().any(|node| true) {
             // PHIs on the frontier of the uses by the candidate phi, i.e in uses_for_dependance need
             // to have headers that postdominate the loop continue latch. The value of the PHI used needs to be defined
             // by the time the reduce is triggered (at the end of the loop's internal control).
 
             // No nodes in data cycles with this phi (in the loop) are used outside the loop, besides the loop_continue_latch.
-            // If some other node in the cycle is used, there is not a valid node to assign it after making the cycle a reduce. 
+            // If some other node in the cycle is used, there is not a valid node to assign it after making the cycle a reduce.
             if intersection
                 .iter()
-                .filter(|node| **node != loop_continue_latch )
+                .filter(|node| **node != loop_continue_latch)
                 .filter(|node| !(editor.node(*node).is_reduce() || editor.node(*node).is_phi()))
                 .any(|data_node| {
                     editor
@@ -553,8 +566,8 @@ pub fn analyze_phis<'a>(
                 return LoopPHI::LoopDependant(*phi);
             }
 
-            // FIXME: Do we want to calculate associativity here, there might be a case where this information is used in forkify 
-            // i.e as described above. 
+            // FIXME: Do we want to calculate associativity here, there might be a case where this information is used in forkify
+            // i.e as described above.
             let is_associative = false;
 
             // No nodes in the data cycle are used outside of the loop, besides the latched value of the phi
diff --git a/hercules_opt/src/ivar.rs b/hercules_opt/src/ivar.rs
index 1f31e22088f170e2726241fc8796a3b496e81af3..15f9416c1a203b7cbd55b5d1515538e41714cb2c 100644
--- a/hercules_opt/src/ivar.rs
+++ b/hercules_opt/src/ivar.rs
@@ -139,7 +139,11 @@ pub fn calculate_loop_nodes(editor: &FunctionEditor, natural_loop: &Loop) -> Has
         })
         .collect();
 
-    all_users.intersection(&all_uses).chain(phis.iter()).cloned().collect()
+    all_users
+        .intersection(&all_uses)
+        .chain(phis.iter())
+        .cloned()
+        .collect()
 }
 
 /** returns PHIs that are on any regions inside the loop. */
diff --git a/hercules_test/hercules_tests/tests/fork_transform_tests.rs b/hercules_test/hercules_tests/tests/fork_transform_tests.rs
index 432fdda029e0b1fec52cd20857430df9ddd5387d..3799ca0ac7e8abe9907603269692fbd438c4e33d 100644
--- a/hercules_test/hercules_tests/tests/fork_transform_tests.rs
+++ b/hercules_test/hercules_tests/tests/fork_transform_tests.rs
@@ -18,7 +18,7 @@ fn fission_simple1() {
     println!("result: {:?}", result_1);
 
     let sched = Some(default_schedule![
-        Verify, //Xdot,
+        Verify,    //Xdot,
         Unforkify, //Xdot,
         DCE, Verify,
     ]);
diff --git a/juno_samples/matmul/src/main.rs b/juno_samples/matmul/src/main.rs
index fa5d1f04d48cdf48cf377e8f3d08de80d30e688e..624ee5652a78d9c2ab7bc84d3974bf2df5b02838 100644
--- a/juno_samples/matmul/src/main.rs
+++ b/juno_samples/matmul/src/main.rs
@@ -24,10 +24,14 @@ fn main() {
         let a = HerculesCPURef::from_slice(&a);
         let b = HerculesCPURef::from_slice(&b);
         let mut r = runner!(matmul);
-        let c = r.run(I as u64, J as u64, K as u64, a.clone(), b.clone()).await;
+        let c = r
+            .run(I as u64, J as u64, K as u64, a.clone(), b.clone())
+            .await;
         assert_eq!(c.as_slice::<i32>(), &*correct_c);
         let mut r = runner!(tiled_64_matmul);
-        let tiled_c = r.run(I as u64, J as u64, K as u64, a.clone(), b.clone()).await;
+        let tiled_c = r
+            .run(I as u64, J as u64, K as u64, a.clone(), b.clone())
+            .await;
         assert_eq!(tiled_c.as_slice::<i32>(), &*correct_c);
     });
 }
@@ -36,4 +40,3 @@ fn main() {
 fn matmul_test() {
     main();
 }
-