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pipeline_tag: image-classification |
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library_name: tf-keras |
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--- |
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Not a large MNIST model with 200 parameters, accuracy: 0.8353000283241272 loss: 0.5836790204048157 |
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<div class="display_data output-id-1"><div class="output_subarea output_html rendered_html"><pre style="white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace"><span style="font-weight: bold">Model: "MNIST_model"</span> |
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</pre> |
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</div></div><div class="display_data output-id-2"><div class="output_subarea output_html rendered_html"><pre style="white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace">┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┓ |
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┃<span style="font-weight: bold"> Layer (type) </span>┃<span style="font-weight: bold"> Output Shape </span>┃<span style="font-weight: bold"> Param # </span>┃ |
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┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━┩ |
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│ input_layer_8 (<span style="color: #0087ff; text-decoration-color: #0087ff">InputLayer</span>) │ (<span style="color: #00d7ff; text-decoration-color: #00d7ff">None</span>, <span style="color: #00af00; text-decoration-color: #00af00">28</span>, <span style="color: #00af00; text-decoration-color: #00af00">28</span>) │ <span style="color: #00af00; text-decoration-color: #00af00">0</span> │ |
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├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤ |
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│ reshape_16 (<span style="color: #0087ff; text-decoration-color: #0087ff">Reshape</span>) │ (<span style="color: #00d7ff; text-decoration-color: #00d7ff">None</span>, <span style="color: #00af00; text-decoration-color: #00af00">28</span>, <span style="color: #00af00; text-decoration-color: #00af00">28</span>, <span style="color: #00af00; text-decoration-color: #00af00">1</span>) │ <span style="color: #00af00; text-decoration-color: #00af00">0</span> │ |
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├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤ |
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│ depthwise_conv2d_32 │ (<span style="color: #00d7ff; text-decoration-color: #00d7ff">None</span>, <span style="color: #00af00; text-decoration-color: #00af00">13</span>, <span style="color: #00af00; text-decoration-color: #00af00">13</span>, <span style="color: #00af00; text-decoration-color: #00af00">5</span>) │ <span style="color: #00af00; text-decoration-color: #00af00">50</span> │ |
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│ (<span style="color: #0087ff; text-decoration-color: #0087ff">DepthwiseConv2D</span>) │ │ │ |
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├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤ |
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│ depthwise_conv2d_33 │ (<span style="color: #00d7ff; text-decoration-color: #00d7ff">None</span>, <span style="color: #00af00; text-decoration-color: #00af00">6</span>, <span style="color: #00af00; text-decoration-color: #00af00">6</span>, <span style="color: #00af00; text-decoration-color: #00af00">5</span>) │ <span style="color: #00af00; text-decoration-color: #00af00">50</span> │ |
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│ (<span style="color: #0087ff; text-decoration-color: #0087ff">DepthwiseConv2D</span>) │ │ │ |
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├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤ |
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│ depthwise_conv2d_34 │ (<span style="color: #00d7ff; text-decoration-color: #00d7ff">None</span>, <span style="color: #00af00; text-decoration-color: #00af00">2</span>, <span style="color: #00af00; text-decoration-color: #00af00">2</span>, <span style="color: #00af00; text-decoration-color: #00af00">5</span>) │ <span style="color: #00af00; text-decoration-color: #00af00">50</span> │ |
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│ (<span style="color: #0087ff; text-decoration-color: #0087ff">DepthwiseConv2D</span>) │ │ │ |
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├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤ |
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│ depthwise_conv2d_35 │ (<span style="color: #00d7ff; text-decoration-color: #00d7ff">None</span>, <span style="color: #00af00; text-decoration-color: #00af00">1</span>, <span style="color: #00af00; text-decoration-color: #00af00">1</span>, <span style="color: #00af00; text-decoration-color: #00af00">10</span>) │ <span style="color: #00af00; text-decoration-color: #00af00">50</span> │ |
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│ (<span style="color: #0087ff; text-decoration-color: #0087ff">DepthwiseConv2D</span>) │ │ │ |
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├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤ |
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│ reshape_17 (<span style="color: #0087ff; text-decoration-color: #0087ff">Reshape</span>) │ (<span style="color: #00d7ff; text-decoration-color: #00d7ff">None</span>, <span style="color: #00af00; text-decoration-color: #00af00">10</span>) │ <span style="color: #00af00; text-decoration-color: #00af00">0</span> │ |
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└──────────────────────────────────────┴─────────────────────────────┴─────────────────┘ |
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</pre> |
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</div></div><div class="display_data output-id-3"><div class="output_subarea output_html rendered_html"><pre style="white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace"><span style="font-weight: bold"> Total params: </span><span style="color: #00af00; text-decoration-color: #00af00">200</span> (800.00 B) |
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</pre> |
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</div></div><div class="display_data output-id-4"><div class="output_subarea output_html rendered_html"><pre style="white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace"><span style="font-weight: bold"> Trainable params: </span><span style="color: #00af00; text-decoration-color: #00af00">200</span> (800.00 B) |
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</pre> |
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</div></div><div class="display_data output-id-5"><div class="output_subarea output_html rendered_html"><pre style="white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace"><span style="font-weight: bold"> Non-trainable params: </span><span style="color: #00af00; text-decoration-color: #00af00">0</span> (0.00 B) |
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</pre> |
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</div></div> |
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![image/png](https://cdn-uploads.huggingface.co/production/uploads/631a02620d7478ae006c64da/MQ6VoLA8tZ03ySTVmF_UQ.png) |