From 8f3f1e2accc84b2d59a0d9e54c88d99292bcd2a0 Mon Sep 17 00:00:00 2001
From: Vinayak Dev <104419489+vinayakdsci@users.noreply.github.com>
Date: Tue, 8 Oct 2024 22:10:19 +0530
Subject: [PATCH] [docs] Remove call to `t()` in external param example.
 (#18706)

Fixes https://github.com/iree-org/iree/issues/18564.

The example in
https://iree.dev/guides/ml-frameworks/pytorch/#using-external-parameters
has an erroneous call to `t()` that actually transposes the underlying
tensor instead of accessing it unmodified.

This patch fixes this error, and the example now outputs a numerical
match with the torch output.
---
 docs/website/docs/guides/ml-frameworks/pytorch.md | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/docs/website/docs/guides/ml-frameworks/pytorch.md b/docs/website/docs/guides/ml-frameworks/pytorch.md
index e80dec9e852d..54efe6ef2c58 100644
--- a/docs/website/docs/guides/ml-frameworks/pytorch.md
+++ b/docs/website/docs/guides/ml-frameworks/pytorch.md
@@ -355,8 +355,8 @@ linear_module = LinearModule(4,3)
 # Create a params dictionary. Note that the keys here match LinearModule's
 # attributes. We will use the saved safetensor file for use from the command
 # line.
-wt = linear_module.weight.t().contiguous()
-bias = linear_module.bias.t().contiguous()
+wt = linear_module.weight.data.contiguous()
+bias = linear_module.bias.data.contiguous()
 params = { "weight": wt, "bias": bias }
 save_file(params, "params.safetensors")