From 7322026005de0ad339eb00176f603f83ad843ec3 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Carlos=20Mochol=C3=AD?= <carlossmocholi@gmail.com>
Date: Mon, 25 Mar 2024 04:34:39 +0100
Subject: [PATCH] Update Thunder's GPT traces in the README (#1190)

---
 extensions/thunder/README.md | 108 +++--------------------------------
 1 file changed, 9 insertions(+), 99 deletions(-)

diff --git a/extensions/thunder/README.md b/extensions/thunder/README.md
index b84da74e5f..df2d0461a7 100644
--- a/extensions/thunder/README.md
+++ b/extensions/thunder/README.md
@@ -41,27 +41,8 @@ print(forward_trace)
 @no_autocast()
 def augmented_forward_fn(*args):
   # args: "Collection"
-  t0, \
-  t1, \
-  t2, \
-  t3, \
-  t4, \
-  t5, \
-  t6, \
-  t7, \
-  t8, \
-  t9, \
-  t10, \
-  t11, \
-  t12, \
-  t13, \
-  t14, \
-  t15, \
-  t16, \
-  t17, \
-  t18, \
-  t19, \
-  = args
+  t0, t1, t2, t3, t4, t5, t6, t7, t8, t9, t10, t11, t12, t13, t14, t15, t16, t17, \
+  t18, t19, = args
   del args
   t24 = torch.nn.functional.embedding(t0, t19, None, None, 2.0, False, False)  # t24: "cuda:0 f32[2, 5, 4096]"
   t20 = torch_slice_prim_impl(t1, [0, 0], [5, 128], [1, 1])  # t20: "cuda:0 f32[5, 128]"
@@ -247,90 +228,19 @@ print(backward_trace)
 def backward_fn(saved_for_backward, cotangents):
   # saved_for_backward: "Collection"
   # cotangents: "Collection"
-  C0, \
-  C1, \
-  = saved_for_backward
+  C0, C1, = saved_for_backward
   clear_collection(saved_for_backward)
   del saved_for_backward
-  t178, \
-  = cotangents
+  t178, = cotangents
   clear_collection(cotangents)
   del cotangents
-  t0, \
-  t101, \
-  t104, \
-  t105, \
-  t114, \
-  t136, \
-  t138, \
-  t139, \
-  t140, \
-  t141, \
-  t142, \
-  t144, \
-  t146, \
-  t15, \
-  t152, \
-  t155, \
-  t156, \
-  t157, \
-  t158, \
-  t16, \
-  t164, \
-  t166, \
-  t17, \
-  t172, \
-  t175, \
-  t176, \
-  t18, \
-  t24, \
-  t3, \
-  t30, \
-  t33, \
-  t34, \
-  t4, \
-  t43, \
-  t49, \
-  t5, \
-  t51, \
-  t6, \
-  t65, \
-  t67, \
-  t68, \
-  t69, \
-  t7, \
-  t70, \
-  t71, \
-  t73, \
-  t75, \
-  t8, \
-  t81, \
-  t84, \
-  t85, \
-  t86, \
-  t87, \
-  t9, \
-  t93, \
-  t95, \
-  = C0
+  t0, t101, t104, t105, t114, t136, t138, t139, t140, t141, t142, t144, t146, \
+  t15, t152, t155, t156, t157, t158, t16, t164, t166, t17, t172, t175, t176, t18, \
+  t24, t3, t30, t33, t34, t4, t43, t49, t5, t51, t6, t65, t67, t68, t69, t7, t70, \
+  t71, t73, t75, t8, t81, t84, t85, t86, t87, t9, t93, t95, = C0
   clear_collection(C0)
   del C0
-  b1, \
-  b2, \
-  b41, \
-  b91, \
-  f101, \
-  f106, \
-  f40, \
-  f42, \
-  f51, \
-  f56, \
-  f6, \
-  f90, \
-  f92, \
-  i0, \
-  i23, \
-  i73, \
+  b1, b2, b41, b91, f101, f106, f40, f42, f51, f56, f6, f90, f92, i0, i23, i73, \
   = C1
   clear_collection(C1)
   del C1