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

@@ -10,11 +10,11 @@ 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`. |
+| `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` | Deterministic compiler workload with six convolution and two fully connected layers. |
+| `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
@@ -53,7 +53,7 @@ Each profile subdirectory contains pre-generated latency and throughput
 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` |
@@ -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