diff --git a/.ipynb_checkpoints/07_convolutions-checkpoint.ipynb b/.ipynb_checkpoints/07_convolutions-checkpoint.ipynb
index 09c226f7..7c54e466 100644
--- a/.ipynb_checkpoints/07_convolutions-checkpoint.ipynb
+++ b/.ipynb_checkpoints/07_convolutions-checkpoint.ipynb
@@ -118,343 +118,343 @@
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+ " 0.1 | \n",
+ " -0.6 | \n",
+ " -0.6 | \n",
+ " -0.6 | \n",
+ " -0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
"
\n",
" \n",
- " 10 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.4 | \n",
- " 1.2 | \n",
- " 2.1 | \n",
- " 2.4 | \n",
- " 1.7 | \n",
- " 0.7 | \n",
- " -0.2 | \n",
- " -0.7 | \n",
- " -0.7 | \n",
- " -0.5 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
+ " 10 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.4 | \n",
+ " 1.2 | \n",
+ " 2.1 | \n",
+ " 2.4 | \n",
+ " 1.7 | \n",
+ " 0.7 | \n",
+ " -0.2 | \n",
+ " -0.7 | \n",
+ " -0.7 | \n",
+ " -0.5 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
"
\n",
" \n",
- " 11 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.1 | \n",
- " 0.6 | \n",
- " 1.4 | \n",
- " 2.0 | \n",
- " 2.3 | \n",
- " 2.5 | \n",
- " 2.7 | \n",
- " 2.6 | \n",
- " 1.9 | \n",
- " 0.8 | \n",
- " -0.4 | \n",
- " -1.5 | \n",
- " -1.5 | \n",
- " -0.9 | \n",
- " -0.1 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
+ " 11 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.1 | \n",
+ " 0.6 | \n",
+ " 1.4 | \n",
+ " 2.0 | \n",
+ " 2.3 | \n",
+ " 2.5 | \n",
+ " 2.7 | \n",
+ " 2.6 | \n",
+ " 1.9 | \n",
+ " 0.8 | \n",
+ " -0.4 | \n",
+ " -1.5 | \n",
+ " -1.5 | \n",
+ " -0.9 | \n",
+ " -0.1 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
"
\n",
" \n",
- " 12 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.2 | \n",
- " 1.0 | \n",
- " 2.0 | \n",
- " 2.8 | \n",
- " 3.0 | \n",
- " 3.0 | \n",
- " 2.6 | \n",
- " 1.8 | \n",
- " 0.8 | \n",
- " 0.2 | \n",
- " -0.3 | \n",
- " -1.3 | \n",
- " -2.1 | \n",
- " -1.8 | \n",
- " -0.8 | \n",
- " -0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
+ " 12 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.2 | \n",
+ " 1.0 | \n",
+ " 2.0 | \n",
+ " 2.8 | \n",
+ " 3.0 | \n",
+ " 3.0 | \n",
+ " 2.6 | \n",
+ " 1.8 | \n",
+ " 0.8 | \n",
+ " 0.2 | \n",
+ " -0.3 | \n",
+ " -1.3 | \n",
+ " -2.1 | \n",
+ " -1.8 | \n",
+ " -0.8 | \n",
+ " -0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
"
\n",
" \n",
- " 13 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.2 | \n",
- " 0.9 | \n",
- " 1.4 | \n",
- " 1.5 | \n",
- " 1.0 | \n",
- " 0.7 | \n",
- " 0.5 | \n",
- " 0.2 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.1 | \n",
- " -0.0 | \n",
- " -0.2 | \n",
- " -0.2 | \n",
- " -0.1 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
+ " 13 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.2 | \n",
+ " 0.9 | \n",
+ " 1.4 | \n",
+ " 1.5 | \n",
+ " 1.0 | \n",
+ " 0.7 | \n",
+ " 0.5 | \n",
+ " 0.2 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.1 | \n",
+ " -0.0 | \n",
+ " -0.2 | \n",
+ " -0.2 | \n",
+ " -0.1 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
"
\n",
" \n",
- " 14 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " -0.2 | \n",
- " -0.9 | \n",
- " -1.4 | \n",
- " -2.0 | \n",
- " -2.1 | \n",
- " -2.4 | \n",
- " -2.4 | \n",
- " -2.4 | \n",
- " -2.1 | \n",
- " -1.2 | \n",
- " -0.1 | \n",
- " 0.6 | \n",
- " 0.6 | \n",
- " 0.3 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
+ " 14 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " -0.2 | \n",
+ " -0.9 | \n",
+ " -1.4 | \n",
+ " -2.0 | \n",
+ " -2.1 | \n",
+ " -2.4 | \n",
+ " -2.4 | \n",
+ " -2.4 | \n",
+ " -2.1 | \n",
+ " -1.2 | \n",
+ " -0.1 | \n",
+ " 0.6 | \n",
+ " 0.6 | \n",
+ " 0.3 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
"
\n",
" \n",
- " 15 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " -0.2 | \n",
- " -1.0 | \n",
- " -2.0 | \n",
- " -2.8 | \n",
- " -3.0 | \n",
- " -3.0 | \n",
- " -3.0 | \n",
- " -3.0 | \n",
- " -2.9 | \n",
- " -1.9 | \n",
- " -0.9 | \n",
- " -0.0 | \n",
- " -0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
+ " 15 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " -0.2 | \n",
+ " -1.0 | \n",
+ " -2.0 | \n",
+ " -2.8 | \n",
+ " -3.0 | \n",
+ " -3.0 | \n",
+ " -3.0 | \n",
+ " -3.0 | \n",
+ " -2.9 | \n",
+ " -1.9 | \n",
+ " -0.9 | \n",
+ " -0.0 | \n",
+ " -0.0 | \n",
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+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
"
\n",
" \n",
- " 16 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " -0.1 | \n",
- " -0.6 | \n",
- " -0.8 | \n",
- " -0.9 | \n",
- " -0.5 | \n",
- " -0.5 | \n",
- " -0.5 | \n",
- " -0.6 | \n",
- " -0.4 | \n",
- " -0.2 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
+ " 16 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " -0.1 | \n",
+ " -0.6 | \n",
+ " -0.8 | \n",
+ " -0.9 | \n",
+ " -0.5 | \n",
+ " -0.5 | \n",
+ " -0.5 | \n",
+ " -0.6 | \n",
+ " -0.4 | \n",
+ " -0.2 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
"
\n",
" \n",
- " 17 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.3 | \n",
- " 0.3 | \n",
- " 0.3 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.4 | \n",
- " 1.3 | \n",
- " 1.3 | \n",
- " 0.9 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
+ " 17 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.3 | \n",
+ " 0.3 | \n",
+ " 0.3 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.4 | \n",
+ " 1.3 | \n",
+ " 1.3 | \n",
+ " 0.9 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
"
\n",
" \n",
- " 18 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.2 | \n",
- " 1.0 | \n",
- " 1.9 | \n",
- " 1.8 | \n",
- " 1.1 | \n",
- " 0.1 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.1 | \n",
- " 0.4 | \n",
- " 1.4 | \n",
- " 1.9 | \n",
- " 1.6 | \n",
- " 0.6 | \n",
- " -0.1 | \n",
- " -0.1 | \n",
- " -0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
+ " 18 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.2 | \n",
+ " 1.0 | \n",
+ " 1.9 | \n",
+ " 1.8 | \n",
+ " 1.1 | \n",
+ " 0.1 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.1 | \n",
+ " 0.4 | \n",
+ " 1.4 | \n",
+ " 1.9 | \n",
+ " 1.6 | \n",
+ " 0.6 | \n",
+ " -0.1 | \n",
+ " -0.1 | \n",
+ " -0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
"
\n",
" \n",
- " 19 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.8 | \n",
- " 1.8 | \n",
- " 2.5 | \n",
- " 2.2 | \n",
- " 1.8 | \n",
- " 1.6 | \n",
- " 1.6 | \n",
- " 1.6 | \n",
- " 1.8 | \n",
- " 2.3 | \n",
- " 2.4 | \n",
- " 1.6 | \n",
- " 0.4 | \n",
- " -0.9 | \n",
- " -1.2 | \n",
- " -0.9 | \n",
- " -0.3 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
+ " 19 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.8 | \n",
+ " 1.8 | \n",
+ " 2.5 | \n",
+ " 2.2 | \n",
+ " 1.8 | \n",
+ " 1.6 | \n",
+ " 1.6 | \n",
+ " 1.6 | \n",
+ " 1.8 | \n",
+ " 2.3 | \n",
+ " 2.4 | \n",
+ " 1.6 | \n",
+ " 0.4 | \n",
+ " -0.9 | \n",
+ " -1.2 | \n",
+ " -0.9 | \n",
+ " -0.3 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
"
\n",
" \n",
- " 20 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.6 | \n",
- " 0.8 | \n",
- " 0.8 | \n",
- " 1.1 | \n",
- " 1.9 | \n",
- " 2.8 | \n",
- " 3.0 | \n",
- " 3.0 | \n",
- " 2.9 | \n",
- " 2.5 | \n",
- " 1.5 | \n",
- " 0.2 | \n",
- " -1.4 | \n",
- " -2.3 | \n",
- " -2.2 | \n",
- " -1.2 | \n",
- " -0.3 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
+ " 20 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.6 | \n",
+ " 0.8 | \n",
+ " 0.8 | \n",
+ " 1.1 | \n",
+ " 1.9 | \n",
+ " 2.8 | \n",
+ " 3.0 | \n",
+ " 3.0 | \n",
+ " 2.9 | \n",
+ " 2.5 | \n",
+ " 1.5 | \n",
+ " 0.2 | \n",
+ " -1.4 | \n",
+ " -2.3 | \n",
+ " -2.2 | \n",
+ " -1.2 | \n",
+ " -0.3 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
"
\n",
" \n",
- " 21 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " -0.6 | \n",
- " -1.0 | \n",
- " -1.0 | \n",
- " 0.0 | \n",
- " 0.9 | \n",
- " 1.3 | \n",
- " 1.4 | \n",
- " 1.2 | \n",
- " 0.8 | \n",
- " -0.1 | \n",
- " -1.2 | \n",
- " -2.2 | \n",
- " -2.5 | \n",
- " -2.0 | \n",
- " -1.1 | \n",
- " -0.3 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
+ " 21 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " -0.6 | \n",
+ " -1.0 | \n",
+ " -1.0 | \n",
+ " 0.0 | \n",
+ " 0.9 | \n",
+ " 1.3 | \n",
+ " 1.4 | \n",
+ " 1.2 | \n",
+ " 0.8 | \n",
+ " -0.1 | \n",
+ " -1.2 | \n",
+ " -2.2 | \n",
+ " -2.5 | \n",
+ " -2.0 | \n",
+ " -1.1 | \n",
+ " -0.3 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
"
\n",
" \n",
- " 22 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " -0.8 | \n",
- " -1.8 | \n",
- " -2.4 | \n",
- " -1.6 | \n",
- " -0.6 | \n",
- " -0.4 | \n",
- " -0.9 | \n",
- " -1.8 | \n",
- " -2.5 | \n",
- " -2.9 | \n",
- " -2.9 | \n",
- " -2.5 | \n",
- " -1.5 | \n",
- " -0.6 | \n",
- " -0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
+ " 22 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " -0.8 | \n",
+ " -1.8 | \n",
+ " -2.4 | \n",
+ " -1.6 | \n",
+ " -0.6 | \n",
+ " -0.4 | \n",
+ " -0.9 | \n",
+ " -1.8 | \n",
+ " -2.5 | \n",
+ " -2.9 | \n",
+ " -2.9 | \n",
+ " -2.5 | \n",
+ " -1.5 | \n",
+ " -0.6 | \n",
+ " -0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
"
\n",
" \n",
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+ " 25 | \n",
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"
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"
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@@ -3243,7 +3243,7 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "8.3 ms ± 1.43 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n"
+ "8.6 ms ± 1.36 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n"
]
}
],
@@ -3261,7 +3261,7 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "57 µs ± 21.9 µs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n"
+ "54.1 µs ± 24.1 µs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n"
]
}
],
@@ -3279,7 +3279,8 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "47.6 µs ± 28.5 µs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n"
+ "The slowest run took 6.82 times longer than the fastest. This could mean that an intermediate result is being cached.\n",
+ "42.1 µs ± 29.3 µs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n"
]
},
{
@@ -3601,8 +3602,39 @@
"bs = 256\n",
"lr = 0.4\n",
"train_dl, valid_dl = get_dls(train_ds, valid_ds, bs, collate_fn=collate_device)\n",
- "opt = optim.SGD(simple_cnn.parameters(), lr=lr)\n",
- " \n"
+ "opt = optim.SGD(simple_cnn.parameters(), lr=lr)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "f75175bc",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "def fit(epochs, model, loss_func, opt, train_dl, valid_dl):\n",
+ " for epoch in range(epochs):\n",
+ " model.train()\n",
+ " for xb, yb in train_dl:\n",
+ " preds = model(xb)\n",
+ " loss = loss_func(preds, yb)\n",
+ " loss.backward()\n",
+ " opt.step()\n",
+ " opt.zero_grad()\n",
+ " \n",
+ " model.eval()\n",
+ " with torch.no_grad():\n",
+ " total_loss, total_acc, count = 0., 0., 0\n",
+ " for xb, yb in valid_dl:\n",
+ " preds = model(xb)\n",
+ " n = len(xb)\n",
+ " count += n\n",
+ " total_loss += loss_func(preds, yb).item()*n\n",
+ " total_acc += accuracy(preds, yb).item()*n\n",
+ " \n",
+ " print(epoch, total_loss/count, total_acc/count)\n",
+ " \n",
+ " return total_loss/count, total_acc/count "
]
},
{
@@ -3610,19 +3642,7 @@
"execution_count": null,
"id": "8338744f",
"metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "0 0.2615232038497925 0.0\n",
- "1 0.1606189539670944 0.0\n",
- "2 0.12759257712364197 0.0\n",
- "3 0.23388885581493377 0.0\n",
- "4 0.09892643284797668 0.0\n"
- ]
- }
- ],
+ "outputs": [],
"source": [
"loss,acc = fit(5, simple_cnn.to(def_device), F.cross_entropy, opt, train_dl, valid_dl)"
]
diff --git a/07_convolutions.ipynb b/07_convolutions.ipynb
index 5779c892..7c54e466 100644
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" \n",
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" \n",
- " 15 | \n",
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" \n",
- " 16 | \n",
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" \n",
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" \n",
- " 18 | \n",
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" \n",
- " 19 | \n",
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\n",
" \n",
- " 20 | \n",
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- " 0.1 | \n",
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- " 0.0 | \n",
- " 0.0 | \n",
- " 0.7 | \n",
- " 1.7 | \n",
- " 2.5 | \n",
- " 2.6 | \n",
- " 2.2 | \n",
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- " 0.6 | \n",
- " -0.0 | \n",
- " -0.0 | \n",
- " -0.0 | \n",
- " -0.0 | \n",
- " 0.3 | \n",
- " 1.3 | \n",
- " 1.5 | \n",
- " 1.2 | \n",
- " 0.2 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
+ " 5 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.7 | \n",
+ " 1.7 | \n",
+ " 2.5 | \n",
+ " 2.6 | \n",
+ " 2.2 | \n",
+ " 1.4 | \n",
+ " 0.6 | \n",
+ " -0.0 | \n",
+ " -0.0 | \n",
+ " -0.0 | \n",
+ " -0.0 | \n",
+ " 0.3 | \n",
+ " 1.3 | \n",
+ " 1.5 | \n",
+ " 1.2 | \n",
+ " 0.2 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
"
\n",
" \n",
- " 6 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.3 | \n",
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- " 0.8 | \n",
- " 0.6 | \n",
- " -0.3 | \n",
- " -0.9 | \n",
- " -1.4 | \n",
- " -1.4 | \n",
- " -1.2 | \n",
- " -0.7 | \n",
- " -0.2 | \n",
- " 0.0 | \n",
- " 0.4 | \n",
- " 0.5 | \n",
- " 0.5 | \n",
- " 0.2 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
+ " 6 | \n",
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+ " 0.0 | \n",
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+ " 0.0 | \n",
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+ " -0.3 | \n",
+ " -0.9 | \n",
+ " -1.4 | \n",
+ " -1.4 | \n",
+ " -1.2 | \n",
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+ " -0.2 | \n",
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+ " 0.5 | \n",
+ " 0.2 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
"
\n",
" \n",
- " 7 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
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- " -0.7 | \n",
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- " -2.4 | \n",
- " -2.6 | \n",
- " -2.7 | \n",
- " -2.9 | \n",
- " -3.0 | \n",
- " -3.0 | \n",
- " -2.9 | \n",
- " -2.0 | \n",
- " -1.0 | \n",
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- " -0.3 | \n",
- " -0.5 | \n",
- " -0.5 | \n",
- " -0.2 | \n",
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- " 0.0 | \n",
- " 0.0 | \n",
+ " 7 | \n",
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+ " -1.6 | \n",
+ " -2.4 | \n",
+ " -2.6 | \n",
+ " -2.7 | \n",
+ " -2.9 | \n",
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+ " -0.5 | \n",
+ " -0.2 | \n",
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+ " 0.0 | \n",
+ " 0.0 | \n",
"
\n",
" \n",
- " 8 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
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- " -0.4 | \n",
- " -1.4 | \n",
- " -2.4 | \n",
- " -2.9 | \n",
- " -2.4 | \n",
- " -1.9 | \n",
- " -1.6 | \n",
- " -1.6 | \n",
- " -1.4 | \n",
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- " -0.4 | \n",
- " -0.0 | \n",
- " -0.4 | \n",
- " -0.7 | \n",
- " -0.7 | \n",
- " -0.2 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
+ " 8 | \n",
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+ " -2.4 | \n",
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+ " 0.0 | \n",
+ " 0.0 | \n",
"
\n",
" \n",
- " 9 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
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- " -0.1 | \n",
- " -0.2 | \n",
- " -0.3 | \n",
- " -0.2 | \n",
- " -0.1 | \n",
- " 0.0 | \n",
- " 0.3 | \n",
- " 1.0 | \n",
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- " 0.8 | \n",
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- " -0.6 | \n",
- " -0.6 | \n",
- " -0.6 | \n",
- " -0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
+ " 9 | \n",
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+ " 0.0 | \n",
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+ " -0.1 | \n",
+ " -0.2 | \n",
+ " -0.3 | \n",
+ " -0.2 | \n",
+ " -0.1 | \n",
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+ " 0.3 | \n",
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+ " -0.6 | \n",
+ " -0.6 | \n",
+ " -0.6 | \n",
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+ " 0.0 | \n",
+ " 0.0 | \n",
"
\n",
" \n",
- " 10 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.4 | \n",
- " 1.2 | \n",
- " 2.1 | \n",
- " 2.4 | \n",
- " 1.7 | \n",
- " 0.7 | \n",
- " -0.2 | \n",
- " -0.7 | \n",
- " -0.7 | \n",
- " -0.5 | \n",
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- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
+ " 10 | \n",
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+ " 0.0 | \n",
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+ " 0.4 | \n",
+ " 1.2 | \n",
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+ " -0.7 | \n",
+ " -0.7 | \n",
+ " -0.5 | \n",
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+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
"
\n",
" \n",
- " 11 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.1 | \n",
- " 0.6 | \n",
- " 1.4 | \n",
- " 2.0 | \n",
- " 2.3 | \n",
- " 2.5 | \n",
- " 2.7 | \n",
- " 2.6 | \n",
- " 1.9 | \n",
- " 0.8 | \n",
- " -0.4 | \n",
- " -1.5 | \n",
- " -1.5 | \n",
- " -0.9 | \n",
- " -0.1 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
+ " 11 | \n",
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+ " 0.0 | \n",
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+ " 0.0 | \n",
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+ " 0.1 | \n",
+ " 0.6 | \n",
+ " 1.4 | \n",
+ " 2.0 | \n",
+ " 2.3 | \n",
+ " 2.5 | \n",
+ " 2.7 | \n",
+ " 2.6 | \n",
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+ " -0.4 | \n",
+ " -1.5 | \n",
+ " -1.5 | \n",
+ " -0.9 | \n",
+ " -0.1 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
"
\n",
" \n",
- " 12 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.2 | \n",
- " 1.0 | \n",
- " 2.0 | \n",
- " 2.8 | \n",
- " 3.0 | \n",
- " 3.0 | \n",
- " 2.6 | \n",
- " 1.8 | \n",
- " 0.8 | \n",
- " 0.2 | \n",
- " -0.3 | \n",
- " -1.3 | \n",
- " -2.1 | \n",
- " -1.8 | \n",
- " -0.8 | \n",
- " -0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
+ " 12 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
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+ " 2.0 | \n",
+ " 2.8 | \n",
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+ " 1.8 | \n",
+ " 0.8 | \n",
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+ " -0.3 | \n",
+ " -1.3 | \n",
+ " -2.1 | \n",
+ " -1.8 | \n",
+ " -0.8 | \n",
+ " -0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
"
\n",
" \n",
- " 13 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.2 | \n",
- " 0.9 | \n",
- " 1.4 | \n",
- " 1.5 | \n",
- " 1.0 | \n",
- " 0.7 | \n",
- " 0.5 | \n",
- " 0.2 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.1 | \n",
- " -0.0 | \n",
- " -0.2 | \n",
- " -0.2 | \n",
- " -0.1 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
+ " 13 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.2 | \n",
+ " 0.9 | \n",
+ " 1.4 | \n",
+ " 1.5 | \n",
+ " 1.0 | \n",
+ " 0.7 | \n",
+ " 0.5 | \n",
+ " 0.2 | \n",
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+ " 0.0 | \n",
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+ " -0.2 | \n",
+ " -0.2 | \n",
+ " -0.1 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
"
\n",
" \n",
- " 14 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " -0.2 | \n",
- " -0.9 | \n",
- " -1.4 | \n",
- " -2.0 | \n",
- " -2.1 | \n",
- " -2.4 | \n",
- " -2.4 | \n",
- " -2.4 | \n",
- " -2.1 | \n",
- " -1.2 | \n",
- " -0.1 | \n",
- " 0.6 | \n",
- " 0.6 | \n",
- " 0.3 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
+ " 14 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " -0.2 | \n",
+ " -0.9 | \n",
+ " -1.4 | \n",
+ " -2.0 | \n",
+ " -2.1 | \n",
+ " -2.4 | \n",
+ " -2.4 | \n",
+ " -2.4 | \n",
+ " -2.1 | \n",
+ " -1.2 | \n",
+ " -0.1 | \n",
+ " 0.6 | \n",
+ " 0.6 | \n",
+ " 0.3 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
"
\n",
" \n",
- " 15 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " -0.2 | \n",
- " -1.0 | \n",
- " -2.0 | \n",
- " -2.8 | \n",
- " -3.0 | \n",
- " -3.0 | \n",
- " -3.0 | \n",
- " -3.0 | \n",
- " -2.9 | \n",
- " -1.9 | \n",
- " -0.9 | \n",
- " -0.0 | \n",
- " -0.0 | \n",
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- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
+ " 15 | \n",
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+ " 0.0 | \n",
+ " 0.0 | \n",
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+ " -2.8 | \n",
+ " -3.0 | \n",
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+ " -1.9 | \n",
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+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
"
\n",
" \n",
- " 16 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
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- " -0.6 | \n",
- " -0.8 | \n",
- " -0.9 | \n",
- " -0.5 | \n",
- " -0.5 | \n",
- " -0.5 | \n",
- " -0.6 | \n",
- " -0.4 | \n",
- " -0.2 | \n",
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- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
+ " 16 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
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+ " -0.6 | \n",
+ " -0.8 | \n",
+ " -0.9 | \n",
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+ " -0.5 | \n",
+ " -0.5 | \n",
+ " -0.6 | \n",
+ " -0.4 | \n",
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+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
"
\n",
" \n",
- " 17 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.3 | \n",
- " 0.3 | \n",
- " 0.3 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.4 | \n",
- " 1.3 | \n",
- " 1.3 | \n",
- " 0.9 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
+ " 17 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.3 | \n",
+ " 0.3 | \n",
+ " 0.3 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.4 | \n",
+ " 1.3 | \n",
+ " 1.3 | \n",
+ " 0.9 | \n",
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+ " 0.0 | \n",
+ " 0.0 | \n",
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+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
"
\n",
" \n",
- " 18 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.2 | \n",
- " 1.0 | \n",
- " 1.9 | \n",
- " 1.8 | \n",
- " 1.1 | \n",
- " 0.1 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.1 | \n",
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- " 1.6 | \n",
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+ " 2.5 | \n",
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+ " 1.6 | \n",
+ " 1.6 | \n",
+ " 1.6 | \n",
+ " 1.8 | \n",
+ " 2.3 | \n",
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- " 1.5 | \n",
- " 0.2 | \n",
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+ " 2.5 | \n",
+ " 1.5 | \n",
+ " 0.2 | \n",
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- " 0.0 | \n",
- " 0.9 | \n",
- " 1.3 | \n",
- " 1.4 | \n",
- " 1.2 | \n",
- " 0.8 | \n",
- " -0.1 | \n",
- " -1.2 | \n",
- " -2.2 | \n",
- " -2.5 | \n",
- " -2.0 | \n",
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"
\n",
" \n",
- " 22 | \n",
- " 0.0 | \n",
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- " -0.8 | \n",
- " -1.8 | \n",
- " -2.4 | \n",
- " -1.6 | \n",
- " -0.6 | \n",
- " -0.4 | \n",
- " -0.9 | \n",
- " -1.8 | \n",
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+ " -0.4 | \n",
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+ " -1.8 | \n",
+ " -2.5 | \n",
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"
\n",
" \n",
- " 23 | \n",
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- " -1.8 | \n",
- " -2.6 | \n",
- " -3.0 | \n",
- " -3.0 | \n",
- " -3.0 | \n",
- " -2.8 | \n",
- " -2.6 | \n",
- " -2.2 | \n",
- " -1.6 | \n",
- " -0.7 | \n",
- " -0.2 | \n",
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+ " -1.8 | \n",
+ " -2.6 | \n",
+ " -3.0 | \n",
+ " -3.0 | \n",
+ " -3.0 | \n",
+ " -2.8 | \n",
+ " -2.6 | \n",
+ " -2.2 | \n",
+ " -1.6 | \n",
+ " -0.7 | \n",
+ " -0.2 | \n",
+ " 0.0 | \n",
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"
\n",
" \n",
- " 24 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " -0.0 | \n",
- " -0.4 | \n",
- " -1.3 | \n",
- " -2.3 | \n",
- " -2.6 | \n",
- " -2.1 | \n",
- " -1.2 | \n",
- " -0.5 | \n",
- " -0.1 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
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- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
+ " 24 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " -0.0 | \n",
+ " -0.4 | \n",
+ " -1.3 | \n",
+ " -2.3 | \n",
+ " -2.6 | \n",
+ " -2.1 | \n",
+ " -1.2 | \n",
+ " -0.5 | \n",
+ " -0.1 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
"
\n",
" \n",
- " 25 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
+ " 25 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
"
\n",
" \n",
"
\n"
@@ -3243,7 +3243,7 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "8.3 ms ± 1.43 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n"
+ "8.6 ms ± 1.36 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n"
]
}
],
@@ -3261,7 +3261,7 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "57 µs ± 21.9 µs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n"
+ "54.1 µs ± 24.1 µs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n"
]
}
],
@@ -3279,7 +3279,8 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "47.6 µs ± 28.5 µs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n"
+ "The slowest run took 6.82 times longer than the fastest. This could mean that an intermediate result is being cached.\n",
+ "42.1 µs ± 29.3 µs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n"
]
},
{
@@ -3604,24 +3605,44 @@
"opt = optim.SGD(simple_cnn.parameters(), lr=lr)"
]
},
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "f75175bc",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "def fit(epochs, model, loss_func, opt, train_dl, valid_dl):\n",
+ " for epoch in range(epochs):\n",
+ " model.train()\n",
+ " for xb, yb in train_dl:\n",
+ " preds = model(xb)\n",
+ " loss = loss_func(preds, yb)\n",
+ " loss.backward()\n",
+ " opt.step()\n",
+ " opt.zero_grad()\n",
+ " \n",
+ " model.eval()\n",
+ " with torch.no_grad():\n",
+ " total_loss, total_acc, count = 0., 0., 0\n",
+ " for xb, yb in valid_dl:\n",
+ " preds = model(xb)\n",
+ " n = len(xb)\n",
+ " count += n\n",
+ " total_loss += loss_func(preds, yb).item()*n\n",
+ " total_acc += accuracy(preds, yb).item()*n\n",
+ " \n",
+ " print(epoch, total_loss/count, total_acc/count)\n",
+ " \n",
+ " return total_loss/count, total_acc/count "
+ ]
+ },
{
"cell_type": "code",
"execution_count": null,
"id": "8338744f",
"metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "0 0.2615232038497925 0.0\n",
- "1 0.1606189539670944 0.0\n",
- "2 0.12759257712364197 0.0\n",
- "3 0.23388885581493377 0.0\n",
- "4 0.09892643284797668 0.0\n"
- ]
- }
- ],
+ "outputs": [],
"source": [
"loss,acc = fit(5, simple_cnn.to(def_device), F.cross_entropy, opt, train_dl, valid_dl)"
]
diff --git a/nbs/04_mini_batch_training.ipynb b/nbs/04_mini_batch_training.ipynb
index fade6c19..4f9de714 100644
--- a/nbs/04_mini_batch_training.ipynb
+++ b/nbs/04_mini_batch_training.ipynb
@@ -166,13 +166,13 @@
{
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- " [-2.3725, -2.2966, -2.2658, ..., -2.2858, -2.3270, -2.3698],\n",
+ "tensor([[-2.3105, -2.3146, -2.1153, ..., -2.2368, -2.4307, -2.4524],\n",
+ " [-2.3483, -2.3038, -2.2801, ..., -2.2111, -2.5152, -2.3177],\n",
+ " [-2.4311, -2.3641, -2.1093, ..., -2.1862, -2.4990, -2.3351],\n",
" ...,\n",
- " [-2.4004, -2.3082, -2.1309, ..., -2.3633, -2.4319, -2.2571],\n",
- " [-2.4322, -2.3229, -2.1224, ..., -2.3613, -2.4487, -2.2554],\n",
- " [-2.3660, -2.2850, -2.0563, ..., -2.3602, -2.5124, -2.3140]],\n",
+ " [-2.3080, -2.3101, -2.1713, ..., -2.2585, -2.3865, -2.3988],\n",
+ " [-2.3447, -2.2730, -2.1000, ..., -2.3432, -2.4177, -2.3100],\n",
+ " [-2.3322, -2.2556, -2.1236, ..., -2.3390, -2.3710, -2.4355]],\n",
" grad_fn=)"
]
},
@@ -216,13 +216,13 @@
{
"data": {
"text/plain": [
- "tensor([[-2.3917, -2.3172, -2.1445, ..., -2.3604, -2.4435, -2.3298],\n",
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- " [-2.3725, -2.2966, -2.2658, ..., -2.2858, -2.3270, -2.3698],\n",
+ "tensor([[-2.3105, -2.3146, -2.1153, ..., -2.2368, -2.4307, -2.4524],\n",
+ " [-2.3483, -2.3038, -2.2801, ..., -2.2111, -2.5152, -2.3177],\n",
+ " [-2.4311, -2.3641, -2.1093, ..., -2.1862, -2.4990, -2.3351],\n",
" ...,\n",
- " [-2.4004, -2.3082, -2.1309, ..., -2.3633, -2.4319, -2.2571],\n",
- " [-2.4322, -2.3229, -2.1224, ..., -2.3613, -2.4487, -2.2554],\n",
- " [-2.3660, -2.2850, -2.0563, ..., -2.3602, -2.5124, -2.3140]],\n",
+ " [-2.3080, -2.3101, -2.1713, ..., -2.2585, -2.3865, -2.3988],\n",
+ " [-2.3447, -2.2730, -2.1000, ..., -2.3432, -2.4177, -2.3100],\n",
+ " [-2.3322, -2.2556, -2.1236, ..., -2.3390, -2.3710, -2.4355]],\n",
" grad_fn=)"
]
},
@@ -279,13 +279,13 @@
{
"data": {
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- " [-2.3725, -2.2966, -2.2658, ..., -2.2858, -2.3270, -2.3698],\n",
+ "tensor([[-2.3105, -2.3146, -2.1153, ..., -2.2368, -2.4307, -2.4524],\n",
+ " [-2.3483, -2.3038, -2.2801, ..., -2.2111, -2.5152, -2.3177],\n",
+ " [-2.4311, -2.3641, -2.1093, ..., -2.1862, -2.4990, -2.3351],\n",
" ...,\n",
- " [-2.4004, -2.3082, -2.1309, ..., -2.3633, -2.4319, -2.2571],\n",
- " [-2.4322, -2.3229, -2.1224, ..., -2.3613, -2.4487, -2.2554],\n",
- " [-2.3660, -2.2850, -2.0563, ..., -2.3602, -2.5124, -2.3140]],\n",
+ " [-2.3080, -2.3101, -2.1713, ..., -2.2585, -2.3865, -2.3988],\n",
+ " [-2.3447, -2.2730, -2.1000, ..., -2.3432, -2.4177, -2.3100],\n",
+ " [-2.3322, -2.2556, -2.1236, ..., -2.3390, -2.3710, -2.4355]],\n",
" grad_fn=)"
]
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@@ -329,13 +329,13 @@
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- " [-2.3725, -2.2966, -2.2658, ..., -2.2858, -2.3270, -2.3698],\n",
+ "tensor([[-2.3105, -2.3146, -2.1153, ..., -2.2368, -2.4307, -2.4524],\n",
+ " [-2.3483, -2.3038, -2.2801, ..., -2.2111, -2.5152, -2.3177],\n",
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- " [-2.3660, -2.2850, -2.0563, ..., -2.3602, -2.5124, -2.3140]],\n",
+ " [-2.3080, -2.3101, -2.1713, ..., -2.2585, -2.3865, -2.3988],\n",
+ " [-2.3447, -2.2730, -2.1000, ..., -2.3432, -2.4177, -2.3100],\n",
+ " [-2.3322, -2.2556, -2.1236, ..., -2.3390, -2.3710, -2.4355]],\n",
" grad_fn=)"
]
},
@@ -380,7 +380,7 @@
{
"data": {
"text/plain": [
- "tensor(2.3028, grad_fn=)"
+ "tensor(2.3041, grad_fn=)"
]
},
"execution_count": null,
@@ -414,7 +414,7 @@
{
"data": {
"text/plain": [
- "tensor(2.3028, grad_fn=)"
+ "tensor(2.3041, grad_fn=)"
]
},
"execution_count": null,
@@ -447,7 +447,7 @@
{
"data": {
"text/plain": [
- "tensor(2.3028, grad_fn=)"
+ "tensor(2.3041, grad_fn=)"
]
},
"execution_count": null,
@@ -498,7 +498,7 @@
{
"cell_type": "code",
"execution_count": null,
- "id": "dcca7a8d",
+ "id": "a0c302d0",
"metadata": {},
"outputs": [],
"source": [
@@ -514,8 +514,8 @@
{
"data": {
"text/plain": [
- "tensor([-0.0843, -0.0098, 0.1629, 0.1187, 0.1040, 0.0934, -0.1870, -0.0530,\n",
- " -0.1361, -0.0224], grad_fn=)"
+ "tensor([ 0.0027, -0.0013, 0.1980, 0.0608, -0.1618, 0.0345, 0.0952, 0.0764,\n",
+ " -0.1174, -0.1391], grad_fn=)"
]
},
"execution_count": null,
@@ -540,7 +540,7 @@
{
"data": {
"text/plain": [
- "tensor(2.2846, grad_fn=)"
+ "tensor(2.3156, grad_fn=)"
]
},
"execution_count": null,
@@ -561,7 +561,7 @@
{
"data": {
"text/plain": [
- "tensor(0.1400)"
+ "tensor(0.0600)"
]
},
"execution_count": null,
@@ -596,7 +596,7 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "loss: 2.30, accuracy: 0.14\n"
+ "loss: 2.30, accuracy: 0.06\n"
]
}
],
@@ -614,7 +614,7 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "loss: 2.28, accuracy: 0.14\n"
+ "loss: 2.32, accuracy: 0.06\n"
]
}
],
@@ -638,9 +638,9 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "loss: 0.17, accuracy: 0.94\n",
- "loss: 0.13, accuracy: 0.94\n",
- "loss: 0.13, accuracy: 0.96\n"
+ "loss: 0.08, accuracy: 0.98\n",
+ "loss: 0.07, accuracy: 0.98\n",
+ "loss: 0.03, accuracy: 1.00\n"
]
}
],
@@ -731,12 +731,12 @@
"data": {
"text/plain": [
"[Parameter containing:\n",
- " tensor([[-0.4626, -0.5572, -0.2930],\n",
- " [-0.2142, 0.2954, -0.5759],\n",
- " [-0.0873, 0.5067, 0.0329],\n",
- " [ 0.1627, 0.2251, -0.2415]], requires_grad=True),\n",
+ " tensor([[-0.3483, -0.5673, 0.0903],\n",
+ " [ 0.3015, -0.0302, 0.1472],\n",
+ " [ 0.4863, -0.3693, 0.5638],\n",
+ " [ 0.2693, -0.4972, 0.1921]], requires_grad=True),\n",
" Parameter containing:\n",
- " tensor([-0.4074, 0.0654, 0.3297, -0.2555], requires_grad=True)]"
+ " tensor([-0.1241, -0.4176, -0.2312, -0.1247], requires_grad=True)]"
]
},
"execution_count": null,
@@ -867,9 +867,9 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "loss: 0.02, accuracy: 1.00\n",
- "loss: 0.05, accuracy: 0.98\n",
- "loss: 0.03, accuracy: 1.00\n"
+ "loss: 0.13, accuracy: 0.94\n",
+ "loss: 0.10, accuracy: 0.96\n",
+ "loss: 0.06, accuracy: 0.96\n"
]
}
],
@@ -1138,9 +1138,9 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "loss: 0.14, accuracy: 0.96\n",
- "loss: 0.11, accuracy: 0.96\n",
- "loss: 0.05, accuracy: 1.00\n"
+ "loss: 0.12, accuracy: 0.94\n",
+ "loss: 0.06, accuracy: 0.98\n",
+ "loss: 0.06, accuracy: 0.98\n"
]
}
],
@@ -1235,9 +1235,9 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "loss: 0.13, accuracy: 0.96\n",
- "loss: 0.12, accuracy: 0.92\n",
- "loss: 0.08, accuracy: 0.96\n"
+ "loss: 0.12, accuracy: 0.98\n",
+ "loss: 0.09, accuracy: 0.98\n",
+ "loss: 0.09, accuracy: 0.98\n"
]
}
],
@@ -1286,7 +1286,7 @@
{
"data": {
"text/plain": [
- "tensor(2.2912, grad_fn=)"
+ "tensor(2.3295, grad_fn=)"
]
},
"execution_count": null,
@@ -1309,9 +1309,9 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "loss: 0.15, accuracy: 0.96\n",
+ "loss: 0.14, accuracy: 0.92\n",
"loss: 0.11, accuracy: 0.96\n",
- "loss: 0.06, accuracy: 1.00\n"
+ "loss: 0.05, accuracy: 1.00\n"
]
}
],
@@ -1390,8 +1390,8 @@
"output_type": "stream",
"text": [
"loss: 0.13, accuracy: 0.96\n",
- "loss: 0.10, accuracy: 0.98\n",
- "loss: 0.12, accuracy: 0.96\n"
+ "loss: 0.11, accuracy: 0.94\n",
+ "loss: 0.09, accuracy: 0.96\n"
]
}
],
@@ -1505,9 +1505,9 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "loss: 0.16, accuracy: 0.96\n",
- "loss: 0.11, accuracy: 0.98\n",
- "loss: 0.07, accuracy: 0.98\n"
+ "loss: 0.12, accuracy: 0.98\n",
+ "loss: 0.11, accuracy: 0.96\n",
+ "loss: 0.11, accuracy: 0.96\n"
]
}
],
@@ -1722,7 +1722,7 @@
"outputs": [
{
"data": {
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+ "image/png": "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",
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