normalize validation models names

remove unused validation models

validation/networks/full_net/resnet/resnet_depth_68.onnx

@@ -1 +0,0 @@
-../../resnet/depth_68/resnetv2_depth_68.onnx

validation/networks/full_net/resnet18/resnet18_depth_68.onnx

@@ -0,0 +1 @@
+../../resnet18/depth_68/resnet18_depth_68.onnx

validation/networks/pimcomp_models/README.md

@@ -9,12 +9,12 @@ and energy results.
 
 ## Models and provenance
 
-| Directory | Model | Input | Provenance |
-| --- | --- | --- | --- |
-| `resnet18/` | ResNet-18 v1 | `1x3x224x224` | Symlink to the complete ONNX Model Zoo model already present at `../resnetv2/depth_68/resnetv2_depth_68.onnx`. |
-| `resnet34/` | ResNet-34 v1 | `1x3x224x224` | [ONNX Model Zoo `resnet34-v1-7`](https://huggingface.co/onnxmodelzoo/resnet34-v1-7), with its symbolic batch fixed to 1 as PIMCOMP's frontend does. |
-| `googlenet/` | GoogLeNet | `1x3x224x224` | Unmodified [ONNX Model Zoo `googlenet-12`](https://huggingface.co/onnxmodelzoo/googlenet-12). |
-| `vgg8/` | VGG-8 reconstruction | `1x1x28x28` | Deterministic compiler workload with six convolution and two fully connected layers. |
+| Directory    | Model                | Input         | Provenance                                                                                                                                                                          |
+|--------------|----------------------|---------------|-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
+| `resnet18/`  | ResNet-18 v1         | `1x3x224x224` | Symlink to the complete [ONNX Model Zoo `resnet18-v1-7`](https://huggingface.co/onnxmodelzoo/resnet18-v1-7) model already present at `../resnet18/depth_68/resnet18_depth_68.onnx`. |
+| `resnet34/`  | ResNet-34 v1         | `1x3x224x224` | [ONNX Model Zoo `resnet34-v1-7`](https://huggingface.co/onnxmodelzoo/resnet34-v1-7), with its symbolic batch fixed to 1 as PIMCOMP's frontend does.                                 |
+| `googlenet/` | GoogLeNet            | `1x3x224x224` | Unmodified [ONNX Model Zoo `googlenet-12`](https://huggingface.co/onnxmodelzoo/googlenet-12).                                                                                       |
+| `vgg8/`      | VGG-8 reconstruction | `1x1x28x28`   | Reconstruction of the [PIMCOMP VGG-8 benchmark](https://arxiv.org/html/2411.09159#S8.SS1), with six convolution and two fully connected layers.                                     |
 
 `googlenet/googlenet-12-latency.onnx` is the explicit common latency model.
 It exposes the original model's final FC logits (`loss3/classifier_1`) and
@@ -52,11 +52,11 @@ Each profile subdirectory contains pre-generated latency and throughput
 `pimsim-nn` configs plus its matching mesh; comparison and validation select
 these checked-in artifacts without generating configs at runtime.
 
-| Config | Cores | Crossbars/core | Crossbar | Cell | PIMCOMP layout |
-| --- | ---: | ---: | --- | ---: | --- |
-| `arch-a/latency_config.json` | 168 | 96 | `128x128` | 2-bit | `12x14` |
-| `arch-b/latency_config.json` | 138 | 128 | `128x128` | 2-bit | `6x23` |
-| `arch-c/latency_config.json` | 64 (16 chips x 4) | 8 | `512x1024` | 2-bit | flattened `8x8` |
+| Config                       |             Cores | Crossbars/core | Crossbar   |  Cell | PIMCOMP layout  |
+|------------------------------|------------------:|---------------:|------------|------:|-----------------|
+| `arch-a/latency_config.json` |               168 |             96 | `128x128`  | 2-bit | `12x14`         |
+| `arch-b/latency_config.json` |               138 |            128 | `128x128`  | 2-bit | `6x23`          |
+| `arch-c/latency_config.json` | 64 (16 chips x 4) |              8 | `512x1024` | 2-bit | flattened `8x8` |
 
 `adc_count` is 16, matching the paper's 16-bit fixed-point weight precision.
 The paper does not give a two-dimensional core topology for Arch-A/B, so the
@@ -244,7 +244,7 @@ longer be a paper-matched comparison.
 
 The local `monolith` SSH alias points to the high-memory host. Copy only this
 suite and the comparison driver; `-L` materializes the ResNet-18 symlink because
-the canonical `resnetv2/depth_68` file may not exist remotely:
+the canonical `resnet18/depth_68/resnet18_depth_68.onnx` file may not exist remotely:
 
 ```bash
 REMOTE_REPO=/home/gmagnani/Project/Raptor

validation/networks/pimcomp_models/resnet18/resnet18-v1-7.onnx

@@ -1 +1 @@
-../../resnet/depth_68/resnetv2_depth_68.onnx
+../../resnet18/depth_68/resnet18_depth_68.onnx