From 996a1bb47231fc5feb6418554ec58d2c1dcd2d08 Mon Sep 17 00:00:00 2001
From: Stuart Siegel <12914116+ssiegel95@users.noreply.github.com>
Date: Thu, 16 Jan 2025 18:46:07 -0500
Subject: [PATCH] ditch a legacy heading

---
 services/finetuning/examples/finetuning.md | 19 +++++++------------
 1 file changed, 7 insertions(+), 12 deletions(-)

diff --git a/services/finetuning/examples/finetuning.md b/services/finetuning/examples/finetuning.md
index e954d8e7..95d08d40 100644
--- a/services/finetuning/examples/finetuning.md
+++ b/services/finetuning/examples/finetuning.md
@@ -1,7 +1,5 @@
 # Finetuning
 
-## Redis & Redis-queue (RQ)-based
-
 ```mermaid
 %%{init: { "sequence": { "wrap": true, "width":200 } } }%%
 sequenceDiagram
@@ -9,27 +7,24 @@ sequenceDiagram
     participant K as KFTO
     participant T as TSFM Container
     participant P as PVC-Mount (or local filesystem)
-    
+
     activate P
     C-->>+K:create PyTorchJob (via k8s-api or kubectl)
     K-->>+T:ftmain
     T-->>P: read base model
     T-->>T: performs fine tuning
     T-->>P: (termination) logging
-   
-    C-->>P: read logs 
-    
-   
+
+    C-->>P: read logs
+
+
     T-->>P: write fine tuned model
     deactivate T
     K-->>-C: obtain job status
-    
+
     C-->>P: read fine tuned model
     deactivate P
-    
-    
-   
-```
 
 
 
+```