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fix docs
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‎Nbs/00_ModelConstructor.ipynb

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"cell_type": "code",
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"The autoreload extension is already loaded. To reload it, use:\n",
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" %reload_ext autoreload\n"
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]
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}
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],
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"source": [
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"#hide\n",
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"%load_ext autoreload\n",
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},
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"cell_type": "code",
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"\n",
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"> <code>ResBlock</code>(**`expansion`**, **`in_channels`**, **`mid_channels`**, **`stride`**=*`1`*, **`conv_layer`**=*`ConvBnAct`*, **`act_fn`**=*`ReLU(inplace=True)`*, **`zero_bn`**=*`True`*, **`bn_1st`**=*`True`*, **`groups`**=*`1`*, **`dw`**=*`False`*, **`div_groups`**=*`None`*, **`pool`**=*`None`*, **`se`**=*`None`*, **`sa`**=*`None`*) :: `Module`\n",
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"\n",
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"Resnet block\n",
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"\n",
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"||Type|Default|Details|\n",
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"|---|---|---|---|\n",
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"|**`expansion`**|||*No Content*|\n",
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"|**`in_channels`**|||*No Content*|\n",
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"|**`mid_channels`**|||*No Content*|\n",
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"|**`stride`**|`int`|`1`|*No Content*|\n",
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"|**`conv_layer`**|`type`|`ConvBnAct`|*No Content*|\n",
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"|**`act_fn`**|`ReLU`|`ReLU(inplace=True)`|*No Content*|\n",
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"|**`zero_bn`**|`bool`|`True`|*No Content*|\n",
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"|**`bn_1st`**|`bool`|`True`|*No Content*|\n",
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"|**`groups`**|`int`|`1`|*No Content*|\n",
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"|**`dw`**|`bool`|`False`|*No Content*|\n",
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"|**`div_groups`**||`None`|*No Content*|\n",
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"|**`pool`**||`None`|pool defined at ModelConstructor.|\n",
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"|**`se`**||`None`|*No Content*|\n",
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"|**`sa`**||`None`|*No Content*|\n"
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"Resnet block"
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],
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"text/plain": [
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"<IPython.core.display.Markdown object>"
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{
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"text/markdown": [
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"<h4 id=\"ModelConstructor\" class=\"doc_header\"><code>class</code> <code>ModelConstructor</code><a href=\"model_constructor/model_constructor.py#L116\" class=\"source_link\" style=\"float:right\">[source]</a></h4>\n",
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"<h4 id=\"ModelConstructor\" class=\"doc_header\"><code>class</code> <code>ModelConstructor</code><a href=\"model_constructor/model_constructor.py#L117\" class=\"source_link\" style=\"float:right\">[source]</a></h4>\n",
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"> <code>ModelConstructor</code>(**`name`**=*`'MC'`*, **`in_chans`**=*`3`*, **`num_classes`**=*`1000`*, **`block`**=*`ResBlock`*, **`conv_layer`**=*`ConvBnAct`*, **`block_sizes`**=*`[64, 128, 256, 512]`*, **`layers`**=*`[2, 2, 2, 2]`*, **`norm`**=*`BatchNorm2d`*, **`act_fn`**=*`ReLU(inplace=True)`*, **`pool`**=*`AvgPool2d(kernel_size=2, stride=2, padding=0)`*, **`expansion`**=*`1`*, **`groups`**=*`1`*, **`dw`**=*`False`*, **`div_groups`**=*`None`*, **`sa`**:`Union`\\[`bool`, `int`, `typing.Callable`\\]=*`False`*, **`se`**:`Union`\\[`bool`, `int`, `typing.Callable`\\]=*`False`*, **`se_module`**=*`None`*, **`se_reduction`**=*`None`*, **`bn_1st`**=*`True`*, **`zero_bn`**=*`True`*, **`stem_stride_on`**=*`0`*, **`stem_sizes`**=*`[32, 32, 64]`*, **`stem_pool`**=*`MaxPool2d(kernel_size=3, stride=2, padding=1, dilation=1, ceil_mode=False)`*, **`stem_bn_end`**=*`False`*, **`_init_cnn`**=*`init_cnn`*, **`_make_stem`**=*`_make_stem`*, **`_make_layer`**=*`_make_layer`*, **`_make_body`**=*`_make_body`*, **`_make_head`**=*`_make_head`*)\n",
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"Model constructor. As default - xresnet18\n",
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"\n",
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"||Type|Default|Details|\n",
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"|---|---|---|---|\n",
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"|**`name`**|`str`|`MC`|*No Content*|\n",
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"|**`in_chans`**|`int`|`3`|*No Content*|\n",
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"|**`num_classes`**|`int`|`1000`|*No Content*|\n",
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"|**`block`**|`type`|`ResBlock`|*No Content*|\n",
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"|**`conv_layer`**|`type`|`ConvBnAct`|*No Content*|\n",
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"|**`block_sizes`**|`list`|`(64, 128, 256, 512)`|*No Content*|\n",
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"|**`layers`**|`list`|`(2, 2, 2, 2)`|*No Content*|\n",
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"|**`norm`**|`type`|`BatchNorm2d`|*No Content*|\n",
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"|**`act_fn`**|`ReLU`|`ReLU(inplace=True)`|*No Content*|\n",
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"|**`pool`**|`AvgPool2d`|`AvgPool2d(kernel_size=2, stride=2, padding=0)`|*No Content*|\n",
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"|**`expansion`**|`int`|`1`|*No Content*|\n",
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"|**`groups`**|`int`|`1`|*No Content*|\n",
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"|**`dw`**|`bool`|`False`|*No Content*|\n",
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"|**`div_groups`**||`None`|*No Content*|\n",
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"|**`sa`**|`typing.Union[bool, int, typing.Callable]`|`False`|*No Content*|\n",
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"|**`se`**|`typing.Union[bool, int, typing.Callable]`|`False`|se can be bool, int (0, 1) or nn.Module|\n",
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"|**`se_module`**||`None`|*No Content*|\n",
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"|**`se_reduction`**||`None`|deprecated. Leaved for worning and checks.|\n",
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"|**`bn_1st`**|`bool`|`True`|*No Content*|\n",
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"|**`zero_bn`**|`bool`|`True`|*No Content*|\n",
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"|**`stem_stride_on`**|`int`|`0`|*No Content*|\n",
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"|**`stem_sizes`**|`list`|`(32, 32, 64)`|*No Content*|\n",
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"|**`stem_pool`**|`MaxPool2d`|`MaxPool2d(kernel_size=3, stride=2, padding=1, dilation=1, ceil_mode=False)`|if stem_pool is False - no pool at stem|\n",
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"|**`stem_bn_end`**|`bool`|`False`|*No Content*|\n",
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"|**`_init_cnn`**|`function`|`init_cnn`|*No Content*|\n",
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"|**`_make_stem`**|`function`|`_make_stem`|*No Content*|\n",
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"|**`_make_layer`**|`function`|`_make_layer`|*No Content*|\n",
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"|**`_make_body`**|`function`|`_make_body`|*No Content*|\n",
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"|**`_make_head`**|`function`|`_make_head`|*No Content*|\n"
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"Model constructor. As default - xresnet18"
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"text/plain": [
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"<IPython.core.display.Markdown object>"

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