New fully-connected image
This commit is contained in:
148
drawings/convolution.drawio
Normal file
148
drawings/convolution.drawio
Normal file
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||||
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217
drawings/dnn.drawio
Normal file
217
drawings/dnn.drawio
Normal file
@@ -0,0 +1,217 @@
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905
public/dnn.svg
905
public/dnn.svg
File diff suppressed because one or more lines are too long
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Before Width: | Height: | Size: 159 KiB After Width: | Height: | Size: 368 KiB |
@@ -1,19 +1,14 @@
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---
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layout: figure
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figureUrl: /dnn.svg
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figureCaption: A fully connected DNN layer
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figureFootnoteNumber: 1
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---
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## Processing-in-Memory
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### Applicable Workloads
|
||||
<hr/>
|
||||
|
||||
<Footnotes separator>
|
||||
<Footnote :number=1>
|
||||
He et al. „Newton: A DRAM-maker’s Accelerator-in-Memory (AiM) Architecture for Machine Learning“, 2020.
|
||||
</Footnote>
|
||||
</Footnotes>
|
||||
- Fully connected layers have a large weight matrix
|
||||
- Weight matrix does not fit onto on-chip cache
|
||||
- No data reuse in the matrix
|
||||
|
||||
<div class="flex justify-center">
|
||||
<img src="/dnn.svg">
|
||||
</div>
|
||||
|
||||
<!--
|
||||
- Workload must be memory-bound
|
||||
@@ -36,10 +31,9 @@ clicks: 1
|
||||
### Applicable Workloads
|
||||
<hr/>
|
||||
|
||||
<br>
|
||||
|
||||
- Convolutional layers have excessive data reuse
|
||||
- Small filter matrix fits onto on-chip cache
|
||||
- Fully connected layers have a small filter matrix
|
||||
- Matrix does fit onto on-chip cache
|
||||
- Excessive data reuse in the matrix
|
||||
|
||||
<br>
|
||||
|
||||
|
||||
Reference in New Issue
Block a user