From 38c56081ac23f866bfb00786fbd7d3e947f5cd77 Mon Sep 17 00:00:00 2001
From: Jeremy Jordan <13970565+jeremyjordan@users.noreply.github.com>
Date: Sun, 5 Apr 2020 11:10:44 -0400
Subject: [PATCH] fix docs on saving checkpoints manually (#1373)

---
 docs/source/weights_loading.rst | 8 +++++---
 1 file changed, 5 insertions(+), 3 deletions(-)

diff --git a/docs/source/weights_loading.rst b/docs/source/weights_loading.rst
index 339469fe33..5f3e4389dd 100644
--- a/docs/source/weights_loading.rst
+++ b/docs/source/weights_loading.rst
@@ -74,12 +74,14 @@ The Lightning checkpoint also saves the hparams (hyperparams) passed into the Li
 
 Manual saving
 ^^^^^^^^^^^^^
-
-To save your own checkpoint call:
+You can manually save checkpoints and restore your model from the checkpointed state.
 
 .. code-block:: python
 
-   model.save_checkpoint(PATH)
+    model = MyModel(hparams)
+    trainer.fit(model)
+    trainer.save_checkpoint("example.ckpt")
+    new_model = MyModel.load_from_checkpoint(checkpoint_path="example.ckpt")
 
 Checkpoint Loading
 ------------------