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Update model analysis docs #974

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592 changes: 592 additions & 0 deletions model_analysis_docs/Models/albert/pt_albert_base_v1_masked_lm.md
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<h1>Unique ops configuration and compiler support info</h1>
<table border="1" class="dataframe">
<thead>
<tr>
<th colspan="3" halign="left">Operation Details</th>
<th colspan="4" halign="left">Component Passing Check</th>
<th>Issues</th>
</tr>
<tr>
<th>Name</th>
<th>Operands</th>
<th>Arguments</th>
<th>Forge-Fe</th>
<th>MLIR</th>
<th>Metalium</th>
<th>N/A</th>
<th>Failure Reason</th>
</tr>
</thead>
<tbody>
<tr>
<td>Add</td>
<td>Operand(type=Activation, shape=(1, 16, 28, 28), dtype=float32)<br><div align='center'>X</div>Operand(type=Activation, shape=(16, 1, 1), dtype=float32)</td>
<td></td>
<td>&#x2705;</td>
<td>&#x2705;</td>
<td>&#x2705;</td>
<td></td>
<td></td>
</tr>
<tr>
<td>Add</td>
<td>Operand(type=Activation, shape=(1, 4, 14, 14), dtype=float32)<br><div align='center'>X</div>Operand(type=Activation, shape=(4, 1, 1), dtype=float32)</td>
<td></td>
<td>&#x2705;</td>
<td>&#x2705;</td>
<td>&#x2705;</td>
<td></td>
<td></td>
</tr>
<tr>
<td>Add</td>
<td>Operand(type=Activation, shape=(1, 16, 14, 14), dtype=float32)<br><div align='center'>X</div>Operand(type=Activation, shape=(16, 1, 1), dtype=float32)</td>
<td></td>
<td>&#x2705;</td>
<td>&#x2705;</td>
<td>&#x2705;</td>
<td></td>
<td></td>
</tr>
<tr>
<td>Add</td>
<td>Operand(type=Activation, shape=(1, 1, 28, 28), dtype=float32)<br><div align='center'>X</div>Operand(type=Activation, shape=(1, 1, 1), dtype=float32)</td>
<td></td>
<td>&#x2705;</td>
<td>&#x2705;</td>
<td>&#x2705;</td>
<td></td>
<td></td>
</tr>
<tr>
<td>Conv2d</td>
<td>Operand(type=Activation, shape=(1, 1, 28, 28), dtype=float32)<br><div align='center'>X</div>Operand(type=Parameter, shape=(16, 1, 3, 3), dtype=float32)</td>
<td>stride : [1, 1]<br>padding : [1, 1, 1, 1]<br>dilation : 1<br>groups : 1<br>channel_last : 0</td>
<td>&#x2705;</td>
<td>&#x2705;</td>
<td>&#x2705;</td>
<td></td>
<td></td>
</tr>
<tr>
<td>Conv2d</td>
<td>Operand(type=Activation, shape=(1, 16, 14, 14), dtype=float32)<br><div align='center'>X</div>Operand(type=Parameter, shape=(4, 16, 3, 3), dtype=float32)</td>
<td>stride : [1, 1]<br>padding : [1, 1, 1, 1]<br>dilation : 1<br>groups : 1<br>channel_last : 0</td>
<td>&#x2705;</td>
<td>&#x2705;</td>
<td>&#x2705;</td>
<td></td>
<td></td>
</tr>
<tr>
<td>Conv2dTranspose</td>
<td>Operand(type=Activation, shape=(1, 4, 7, 7), dtype=float32)<br><div align='center'>X</div>Operand(type=Parameter, shape=(4, 16, 2, 2), dtype=float32)</td>
<td>stride : 2<br>padding : 0<br>dilation : 1<br>groups : 1<br>channel_last : 0</td>
<td>&#x274C;</td>
<td>&#x274C;</td>
<td>&#x274C;</td>
<td></td>
<td>[FORGE][lower_to_mlir] RuntimeError Found Unsupported operations while lowering from TTForge to TTIR in forward graph</td>
</tr>
<tr>
<td>Conv2dTranspose</td>
<td>Operand(type=Activation, shape=(1, 16, 14, 14), dtype=float32)<br><div align='center'>X</div>Operand(type=Parameter, shape=(16, 1, 2, 2), dtype=float32)</td>
<td>stride : 2<br>padding : 0<br>dilation : 1<br>groups : 1<br>channel_last : 0</td>
<td>&#x274C;</td>
<td>&#x274C;</td>
<td>&#x274C;</td>
<td></td>
<td>[FORGE][lower_to_mlir] RuntimeError Found Unsupported operations while lowering from TTForge to TTIR in forward graph</td>
</tr>
<tr>
<td>MaxPool2d</td>
<td>Operand(type=Activation, shape=(1, 16, 28, 28), dtype=float32)</td>
<td>kernel_size : 2<br>stride : 2<br>padding : [0, 0, 0, 0]<br>dilation : 1<br>ceil_mode : False<br>max_pool_add_sub_surround : False<br>max_pool_add_sub_surround_value : 1.0<br>channel_last : 0</td>
<td>&#x2705;</td>
<td>&#x274C;</td>
<td>&#x274C;</td>
<td></td>
<td>[MLIR][ttnn.maxpool2d mlir pipeline] RuntimeError ttnn.max_pool2d currently only supports an input type of bfloat16 Failed to run MLIR compiler pass pipeline</td>
</tr>
<tr>
<td>MaxPool2d</td>
<td>Operand(type=Activation, shape=(1, 4, 14, 14), dtype=float32)</td>
<td>kernel_size : 2<br>stride : 2<br>padding : [0, 0, 0, 0]<br>dilation : 1<br>ceil_mode : False<br>max_pool_add_sub_surround : False<br>max_pool_add_sub_surround_value : 1.0<br>channel_last : 0</td>
<td>&#x2705;</td>
<td>&#x274C;</td>
<td>&#x274C;</td>
<td></td>
<td>[MLIR][ttnn.maxpool2d mlir pipeline] RuntimeError ttnn.max_pool2d currently only supports an input type of bfloat16 Failed to run MLIR compiler pass pipeline</td>
</tr>
<tr>
<td>Relu</td>
<td>Operand(type=Activation, shape=(1, 16, 28, 28), dtype=float32)</td>
<td></td>
<td>&#x2705;</td>
<td>&#x2705;</td>
<td>&#x2705;</td>
<td></td>
<td></td>
</tr>
<tr>
<td>Relu</td>
<td>Operand(type=Activation, shape=(1, 4, 14, 14), dtype=float32)</td>
<td></td>
<td>&#x2705;</td>
<td>&#x2705;</td>
<td>&#x2705;</td>
<td></td>
<td></td>
</tr>
<tr>
<td>Relu</td>
<td>Operand(type=Activation, shape=(1, 16, 14, 14), dtype=float32)</td>
<td></td>
<td>&#x2705;</td>
<td>&#x2705;</td>
<td>&#x2705;</td>
<td></td>
<td></td>
</tr>
<tr>
<td>Unsqueeze</td>
<td>Operand(type=Parameter, shape=(16,), dtype=float32)</td>
<td>dim : 1</td>
<td>&#x2705;</td>
<td>&#x2705;</td>
<td>&#x2705;</td>
<td></td>
<td></td>
</tr>
<tr>
<td>Unsqueeze</td>
<td>Operand(type=Activation, shape=(16, 1), dtype=float32)</td>
<td>dim : 1</td>
<td>&#x2705;</td>
<td>&#x2705;</td>
<td>&#x2705;</td>
<td></td>
<td></td>
</tr>
<tr>
<td>Unsqueeze</td>
<td>Operand(type=Parameter, shape=(4,), dtype=float32)</td>
<td>dim : 1</td>
<td>&#x2705;</td>
<td>&#x2705;</td>
<td>&#x2705;</td>
<td></td>
<td></td>
</tr>
<tr>
<td>Unsqueeze</td>
<td>Operand(type=Activation, shape=(4, 1), dtype=float32)</td>
<td>dim : 1</td>
<td>&#x2705;</td>
<td>&#x2705;</td>
<td>&#x2705;</td>
<td></td>
<td></td>
</tr>
<tr>
<td>Unsqueeze</td>
<td>Operand(type=Parameter, shape=(1,), dtype=float32)</td>
<td>dim : 1</td>
<td>&#x2705;</td>
<td>&#x2705;</td>
<td>&#x2705;</td>
<td></td>
<td></td>
</tr>
<tr>
<td>Unsqueeze</td>
<td>Operand(type=Activation, shape=(1, 1), dtype=float32)</td>
<td>dim : 1</td>
<td>&#x2705;</td>
<td>&#x2705;</td>
<td>&#x2705;</td>
<td></td>
<td></td>
</tr>
</tbody>
</table>
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