{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"hide_input": false
},
"outputs": [],
"source": [
"#hide\n",
"from utils import *"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# CNN interpretation with CAM"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## CAM and hooks"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
\n",
" \n",
" \n",
" epoch | \n",
" train_loss | \n",
" valid_loss | \n",
" error_rate | \n",
" time | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" 0.166899 | \n",
" 0.026620 | \n",
" 0.005413 | \n",
" 00:13 | \n",
"
\n",
" \n",
"
"
],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"\n",
" \n",
" \n",
" epoch | \n",
" train_loss | \n",
" valid_loss | \n",
" error_rate | \n",
" time | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" 0.061859 | \n",
" 0.009713 | \n",
" 0.004060 | \n",
" 00:18 | \n",
"
\n",
" \n",
"
"
],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"path = untar_data(URLs.PETS)/'images'\n",
"def is_cat(x): return x[0].isupper()\n",
"dls = ImageDataLoaders.from_name_func(\n",
" path, get_image_files(path), valid_pct=0.2, seed=42,\n",
" label_func=is_cat, item_tfms=Resize(224))\n",
"learn = cnn_learner(dls, resnet34, metrics=error_rate)\n",
"learn.fine_tune(1)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"img = PILImage.create('images/chapter1_cat_example.jpg')\n",
"x, = first(dls.test_dl([img]))"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"class Hook():\n",
" def hook_func(self, m, i, o): self.stored = o.detach().clone()"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"hook_output = Hook()\n",
"hook = learn.model[0].register_forward_hook(hook_output.hook_func)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"with torch.no_grad(): output = learn.model.eval()(x)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"act = hook_output.stored[0]"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"tensor([[1.4325e-06, 1.0000e+00]], device='cuda:0')"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"F.softmax(output, dim=-1)"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(#2) [False,True]"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dls.vocab"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"torch.Size([1, 3, 224, 224])"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"x.shape"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"torch.Size([2, 7, 7])"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"cam_map = torch.einsum('ck,kij->cij', learn.model[1][-1].weight, act)\n",
"cam_map.shape"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
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