From e4e1c965d7d11da4e75856ae8cc4b34e034971ee Mon Sep 17 00:00:00 2001
From: auphelia <jakobapk@web.de>
Date: Fri, 3 May 2024 15:21:14 +0100
Subject: [PATCH] [MNV1,RN18,VGG] Cleanup specialize layer and folding configs

---
 build/mobilenet-v1/build.py                   |   9 +-
 .../U200_specialize_layers_config.json        | 180 ------------
 .../U250_specialize_layers_config.json        | 180 ------------
 .../U280_specialize_layers_config.json        | 180 ------------
 .../U50_specialize_layers_config.json         | 180 ------------
 .../ZCU102_specialize_layers_config.json      | 261 ------------------
 build/resnet50/build.py                       |   2 +-
 ...olded_16.json => U250_folding_config.json} |   0
 .../specialize_layers_config.json             | 129 ---------
 9 files changed, 8 insertions(+), 1113 deletions(-)
 delete mode 100644 build/mobilenet-v1/specialize_layers_config/U200_specialize_layers_config.json
 delete mode 100644 build/mobilenet-v1/specialize_layers_config/U250_specialize_layers_config.json
 delete mode 100644 build/mobilenet-v1/specialize_layers_config/U280_specialize_layers_config.json
 delete mode 100644 build/mobilenet-v1/specialize_layers_config/U50_specialize_layers_config.json
 delete mode 100644 build/mobilenet-v1/specialize_layers_config/ZCU102_specialize_layers_config.json
 rename build/resnet50/folding_config/{U250_folding_config_no_doublepack_pe_folded_16.json => U250_folding_config.json} (100%)
 delete mode 100644 build/vgg10-radioml/specialize_layers_config.json

diff --git a/build/mobilenet-v1/build.py b/build/mobilenet-v1/build.py
index c2d3821..711a603 100644
--- a/build/mobilenet-v1/build.py
+++ b/build/mobilenet-v1/build.py
@@ -124,6 +124,12 @@ def select_build_steps(platform):
         # for Zynq, use the board name as the release name
         # e.g. ZCU104
         release_platform_name = platform_name
+        # for ZCU104 we provide a specialize layer json
+        specialize_layer_file = (
+            "specialize_layers_config/ZCU104_specialize_layers_config.json"
+            if platform_name == "ZCU104"
+            else None
+        )
     platform_dir = "release/%s" % release_platform_name
     os.makedirs(platform_dir, exist_ok=True)
 
@@ -131,8 +137,7 @@ def select_build_steps(platform):
         steps=select_build_steps(platform_name),
         output_dir="output_%s_%s" % (model_name, release_platform_name),
         folding_config_file="folding_config/%s_folding_config.json" % platform_name,
-        specialize_layers_config_file="specialize_layers_config/%s_specialize_layers_config.json"
-        % platform_name,
+        specialize_layers_config_file=specialize_layer_file,
         synth_clk_period_ns=select_clk_period(platform_name),
         board=platform_name,
         shell_flow_type=shell_flow_type,
diff --git a/build/mobilenet-v1/specialize_layers_config/U200_specialize_layers_config.json b/build/mobilenet-v1/specialize_layers_config/U200_specialize_layers_config.json
deleted file mode 100644
index 5a33106..0000000
--- a/build/mobilenet-v1/specialize_layers_config/U200_specialize_layers_config.json
+++ /dev/null
@@ -1,180 +0,0 @@
-{
-    "Defaults": {},
-    "ConvolutionInputGenerator_0": {
-      "preferred_impl_style": "rtl"
-    },
-    "MVAU_0": {
-      "preferred_impl_style": "hls"
-    },
-    "FMPadding_0": {
-      "preferred_impl_style": "rtl"
-    },
-    "ConvolutionInputGenerator_1": {
-      "preferred_impl_style": "rtl"
-    },
-    "VVAU_0": {
-      "preferred_impl_style": "hls"
-    },
-    "MVAU_1": {
-      "preferred_impl_style": "hls"
-    },
-    "FMPadding_1": {
-      "preferred_impl_style": "rtl"
-    },
-    "ConvolutionInputGenerator_2": {
-      "preferred_impl_style": "rtl"
-    },
-    "VVAU_1": {
-      "preferred_impl_style": "hls"
-    },
-    "MVAU_2": {
-      "preferred_impl_style": "hls"
-    },
-    "FMPadding_2": {
-      "preferred_impl_style": "rtl"
-    },
-    "ConvolutionInputGenerator_3": {
-      "preferred_impl_style": "rtl"
-    },
-    "VVAU_2": {
-      "preferred_impl_style": "hls"
-    },
-    "MVAU_3": {
-      "preferred_impl_style": "hls"
-    },
-    "FMPadding_3": {
-      "preferred_impl_style": "rtl"
-    },
-    "ConvolutionInputGenerator_4": {
-      "preferred_impl_style": "rtl"
-    },
-    "VVAU_3": {
-      "preferred_impl_style": "hls"
-    },
-    "MVAU_4": {
-      "preferred_impl_style": "hls"
-    },
-    "FMPadding_4": {
-      "preferred_impl_style": "rtl"
-    },
-    "ConvolutionInputGenerator_5": {
-      "preferred_impl_style": "rtl"
-    },
-    "VVAU_4": {
-      "preferred_impl_style": "hls"
-    },
-    "MVAU_5": {
-      "preferred_impl_style": "hls"
-    },
-    "FMPadding_5": {
-      "preferred_impl_style": "rtl"
-    },
-    "ConvolutionInputGenerator_6": {
-      "preferred_impl_style": "rtl"
-    },
-    "VVAU_5": {
-      "preferred_impl_style": "hls"
-    },
-    "MVAU_6": {
-      "preferred_impl_style": "hls"
-    },
-    "FMPadding_6": {
-      "preferred_impl_style": "rtl"
-    },
-    "ConvolutionInputGenerator_7": {
-      "preferred_impl_style": "rtl"
-    },
-    "VVAU_6": {
-      "preferred_impl_style": "hls"
-    },
-    "MVAU_7": {
-      "preferred_impl_style": "hls"
-    },
-    "FMPadding_7": {
-      "preferred_impl_style": "rtl"
-    },
-    "ConvolutionInputGenerator_8": {
-      "preferred_impl_style": "rtl"
-    },
-    "VVAU_7": {
-      "preferred_impl_style": "hls"
-    },
-    "MVAU_8": {
-      "preferred_impl_style": "hls"
-    },
-    "FMPadding_8": {
-      "preferred_impl_style": "rtl"
-    },
-    "ConvolutionInputGenerator_9": {
-      "preferred_impl_style": "rtl"
-    },
-    "VVAU_8": {
-      "preferred_impl_style": "hls"
-    },
-    "MVAU_9": {
-      "preferred_impl_style": "hls"
-    },
-    "FMPadding_9": {
-      "preferred_impl_style": "rtl"
-    },
-    "ConvolutionInputGenerator_10": {
-      "preferred_impl_style": "rtl"
-    },
-    "VVAU_9": {
-      "preferred_impl_style": "hls"
-    },
-    "MVAU_10": {
-      "preferred_impl_style": "hls"
-    },
-    "FMPadding_10": {
-      "preferred_impl_style": "rtl"
-    },
-    "ConvolutionInputGenerator_11": {
-      "preferred_impl_style": "rtl"
-    },
-    "VVAU_10": {
-      "preferred_impl_style": "hls"
-    },
-    "MVAU_11": {
-      "preferred_impl_style": "hls"
-    },
-    "FMPadding_11": {
-      "preferred_impl_style": "rtl"
-    },
-    "ConvolutionInputGenerator_12": {
-      "preferred_impl_style": "rtl"
-    },
-    "VVAU_11": {
-      "preferred_impl_style": "hls"
-    },
-    "MVAU_12": {
-      "preferred_impl_style": "hls"
-    },
-    "FMPadding_12": {
-      "preferred_impl_style": "rtl"
-    },
-    "ConvolutionInputGenerator_13": {
-      "preferred_impl_style": "rtl"
-    },
-    "VVAU_12": {
-      "preferred_impl_style": "hls"
-    },
-    "MVAU_13": {
-      "preferred_impl_style": "hls"
-    },
-    "ConvolutionInputGenerator_14": {
-      "preferred_impl_style": "rtl"
-    },
-    "Pool_0": {
-      "preferred_impl_style": "hls"
-    },
-    "MVAU_14": {
-      "preferred_impl_style": "hls"
-    },
-    "ChannelwiseOp_0": {
-      "preferred_impl_style": "hls"
-    },
-    "LabelSelect_0": {
-      "preferred_impl_style": "hls"
-    }
-  }
diff --git a/build/mobilenet-v1/specialize_layers_config/U250_specialize_layers_config.json b/build/mobilenet-v1/specialize_layers_config/U250_specialize_layers_config.json
deleted file mode 100644
index 5a33106..0000000
--- a/build/mobilenet-v1/specialize_layers_config/U250_specialize_layers_config.json
+++ /dev/null
@@ -1,180 +0,0 @@
-{
-    "Defaults": {},
-    "ConvolutionInputGenerator_0": {
-      "preferred_impl_style": "rtl"
-    },
-    "MVAU_0": {
-      "preferred_impl_style": "hls"
-    },
-    "FMPadding_0": {
-      "preferred_impl_style": "rtl"
-    },
-    "ConvolutionInputGenerator_1": {
-      "preferred_impl_style": "rtl"
-    },
-    "VVAU_0": {
-      "preferred_impl_style": "hls"
-    },
-    "MVAU_1": {
-      "preferred_impl_style": "hls"
-    },
-    "FMPadding_1": {
-      "preferred_impl_style": "rtl"
-    },
-    "ConvolutionInputGenerator_2": {
-      "preferred_impl_style": "rtl"
-    },
-    "VVAU_1": {
-      "preferred_impl_style": "hls"
-    },
-    "MVAU_2": {
-      "preferred_impl_style": "hls"
-    },
-    "FMPadding_2": {
-      "preferred_impl_style": "rtl"
-    },
-    "ConvolutionInputGenerator_3": {
-      "preferred_impl_style": "rtl"
-    },
-    "VVAU_2": {
-      "preferred_impl_style": "hls"
-    },
-    "MVAU_3": {
-      "preferred_impl_style": "hls"
-    },
-    "FMPadding_3": {
-      "preferred_impl_style": "rtl"
-    },
-    "ConvolutionInputGenerator_4": {
-      "preferred_impl_style": "rtl"
-    },
-    "VVAU_3": {
-      "preferred_impl_style": "hls"
-    },
-    "MVAU_4": {
-      "preferred_impl_style": "hls"
-    },
-    "FMPadding_4": {
-      "preferred_impl_style": "rtl"
-    },
-    "ConvolutionInputGenerator_5": {
-      "preferred_impl_style": "rtl"
-    },
-    "VVAU_4": {
-      "preferred_impl_style": "hls"
-    },
-    "MVAU_5": {
-      "preferred_impl_style": "hls"
-    },
-    "FMPadding_5": {
-      "preferred_impl_style": "rtl"
-    },
-    "ConvolutionInputGenerator_6": {
-      "preferred_impl_style": "rtl"
-    },
-    "VVAU_5": {
-      "preferred_impl_style": "hls"
-    },
-    "MVAU_6": {
-      "preferred_impl_style": "hls"
-    },
-    "FMPadding_6": {
-      "preferred_impl_style": "rtl"
-    },
-    "ConvolutionInputGenerator_7": {
-      "preferred_impl_style": "rtl"
-    },
-    "VVAU_6": {
-      "preferred_impl_style": "hls"
-    },
-    "MVAU_7": {
-      "preferred_impl_style": "hls"
-    },
-    "FMPadding_7": {
-      "preferred_impl_style": "rtl"
-    },
-    "ConvolutionInputGenerator_8": {
-      "preferred_impl_style": "rtl"
-    },
-    "VVAU_7": {
-      "preferred_impl_style": "hls"
-    },
-    "MVAU_8": {
-      "preferred_impl_style": "hls"
-    },
-    "FMPadding_8": {
-      "preferred_impl_style": "rtl"
-    },
-    "ConvolutionInputGenerator_9": {
-      "preferred_impl_style": "rtl"
-    },
-    "VVAU_8": {
-      "preferred_impl_style": "hls"
-    },
-    "MVAU_9": {
-      "preferred_impl_style": "hls"
-    },
-    "FMPadding_9": {
-      "preferred_impl_style": "rtl"
-    },
-    "ConvolutionInputGenerator_10": {
-      "preferred_impl_style": "rtl"
-    },
-    "VVAU_9": {
-      "preferred_impl_style": "hls"
-    },
-    "MVAU_10": {
-      "preferred_impl_style": "hls"
-    },
-    "FMPadding_10": {
-      "preferred_impl_style": "rtl"
-    },
-    "ConvolutionInputGenerator_11": {
-      "preferred_impl_style": "rtl"
-    },
-    "VVAU_10": {
-      "preferred_impl_style": "hls"
-    },
-    "MVAU_11": {
-      "preferred_impl_style": "hls"
-    },
-    "FMPadding_11": {
-      "preferred_impl_style": "rtl"
-    },
-    "ConvolutionInputGenerator_12": {
-      "preferred_impl_style": "rtl"
-    },
-    "VVAU_11": {
-      "preferred_impl_style": "hls"
-    },
-    "MVAU_12": {
-      "preferred_impl_style": "hls"
-    },
-    "FMPadding_12": {
-      "preferred_impl_style": "rtl"
-    },
-    "ConvolutionInputGenerator_13": {
-      "preferred_impl_style": "rtl"
-    },
-    "VVAU_12": {
-      "preferred_impl_style": "hls"
-    },
-    "MVAU_13": {
-      "preferred_impl_style": "hls"
-    },
-    "ConvolutionInputGenerator_14": {
-      "preferred_impl_style": "rtl"
-    },
-    "Pool_0": {
-      "preferred_impl_style": "hls"
-    },
-    "MVAU_14": {
-      "preferred_impl_style": "hls"
-    },
-    "ChannelwiseOp_0": {
-      "preferred_impl_style": "hls"
-    },
-    "LabelSelect_0": {
-      "preferred_impl_style": "hls"
-    }
-  }
diff --git a/build/mobilenet-v1/specialize_layers_config/U280_specialize_layers_config.json b/build/mobilenet-v1/specialize_layers_config/U280_specialize_layers_config.json
deleted file mode 100644
index 5a33106..0000000
--- a/build/mobilenet-v1/specialize_layers_config/U280_specialize_layers_config.json
+++ /dev/null
@@ -1,180 +0,0 @@
-{
-    "Defaults": {},
-    "ConvolutionInputGenerator_0": {
-      "preferred_impl_style": "rtl"
-    },
-    "MVAU_0": {
-      "preferred_impl_style": "hls"
-    },
-    "FMPadding_0": {
-      "preferred_impl_style": "rtl"
-    },
-    "ConvolutionInputGenerator_1": {
-      "preferred_impl_style": "rtl"
-    },
-    "VVAU_0": {
-      "preferred_impl_style": "hls"
-    },
-    "MVAU_1": {
-      "preferred_impl_style": "hls"
-    },
-    "FMPadding_1": {
-      "preferred_impl_style": "rtl"
-    },
-    "ConvolutionInputGenerator_2": {
-      "preferred_impl_style": "rtl"
-    },
-    "VVAU_1": {
-      "preferred_impl_style": "hls"
-    },
-    "MVAU_2": {
-      "preferred_impl_style": "hls"
-    },
-    "FMPadding_2": {
-      "preferred_impl_style": "rtl"
-    },
-    "ConvolutionInputGenerator_3": {
-      "preferred_impl_style": "rtl"
-    },
-    "VVAU_2": {
-      "preferred_impl_style": "hls"
-    },
-    "MVAU_3": {
-      "preferred_impl_style": "hls"
-    },
-    "FMPadding_3": {
-      "preferred_impl_style": "rtl"
-    },
-    "ConvolutionInputGenerator_4": {
-      "preferred_impl_style": "rtl"
-    },
-    "VVAU_3": {
-      "preferred_impl_style": "hls"
-    },
-    "MVAU_4": {
-      "preferred_impl_style": "hls"
-    },
-    "FMPadding_4": {
-      "preferred_impl_style": "rtl"
-    },
-    "ConvolutionInputGenerator_5": {
-      "preferred_impl_style": "rtl"
-    },
-    "VVAU_4": {
-      "preferred_impl_style": "hls"
-    },
-    "MVAU_5": {
-      "preferred_impl_style": "hls"
-    },
-    "FMPadding_5": {
-      "preferred_impl_style": "rtl"
-    },
-    "ConvolutionInputGenerator_6": {
-      "preferred_impl_style": "rtl"
-    },
-    "VVAU_5": {
-      "preferred_impl_style": "hls"
-    },
-    "MVAU_6": {
-      "preferred_impl_style": "hls"
-    },
-    "FMPadding_6": {
-      "preferred_impl_style": "rtl"
-    },
-    "ConvolutionInputGenerator_7": {
-      "preferred_impl_style": "rtl"
-    },
-    "VVAU_6": {
-      "preferred_impl_style": "hls"
-    },
-    "MVAU_7": {
-      "preferred_impl_style": "hls"
-    },
-    "FMPadding_7": {
-      "preferred_impl_style": "rtl"
-    },
-    "ConvolutionInputGenerator_8": {
-      "preferred_impl_style": "rtl"
-    },
-    "VVAU_7": {
-      "preferred_impl_style": "hls"
-    },
-    "MVAU_8": {
-      "preferred_impl_style": "hls"
-    },
-    "FMPadding_8": {
-      "preferred_impl_style": "rtl"
-    },
-    "ConvolutionInputGenerator_9": {
-      "preferred_impl_style": "rtl"
-    },
-    "VVAU_8": {
-      "preferred_impl_style": "hls"
-    },
-    "MVAU_9": {
-      "preferred_impl_style": "hls"
-    },
-    "FMPadding_9": {
-      "preferred_impl_style": "rtl"
-    },
-    "ConvolutionInputGenerator_10": {
-      "preferred_impl_style": "rtl"
-    },
-    "VVAU_9": {
-      "preferred_impl_style": "hls"
-    },
-    "MVAU_10": {
-      "preferred_impl_style": "hls"
-    },
-    "FMPadding_10": {
-      "preferred_impl_style": "rtl"
-    },
-    "ConvolutionInputGenerator_11": {
-      "preferred_impl_style": "rtl"
-    },
-    "VVAU_10": {
-      "preferred_impl_style": "hls"
-    },
-    "MVAU_11": {
-      "preferred_impl_style": "hls"
-    },
-    "FMPadding_11": {
-      "preferred_impl_style": "rtl"
-    },
-    "ConvolutionInputGenerator_12": {
-      "preferred_impl_style": "rtl"
-    },
-    "VVAU_11": {
-      "preferred_impl_style": "hls"
-    },
-    "MVAU_12": {
-      "preferred_impl_style": "hls"
-    },
-    "FMPadding_12": {
-      "preferred_impl_style": "rtl"
-    },
-    "ConvolutionInputGenerator_13": {
-      "preferred_impl_style": "rtl"
-    },
-    "VVAU_12": {
-      "preferred_impl_style": "hls"
-    },
-    "MVAU_13": {
-      "preferred_impl_style": "hls"
-    },
-    "ConvolutionInputGenerator_14": {
-      "preferred_impl_style": "rtl"
-    },
-    "Pool_0": {
-      "preferred_impl_style": "hls"
-    },
-    "MVAU_14": {
-      "preferred_impl_style": "hls"
-    },
-    "ChannelwiseOp_0": {
-      "preferred_impl_style": "hls"
-    },
-    "LabelSelect_0": {
-      "preferred_impl_style": "hls"
-    }
-  }
diff --git a/build/mobilenet-v1/specialize_layers_config/U50_specialize_layers_config.json b/build/mobilenet-v1/specialize_layers_config/U50_specialize_layers_config.json
deleted file mode 100644
index 5a33106..0000000
--- a/build/mobilenet-v1/specialize_layers_config/U50_specialize_layers_config.json
+++ /dev/null
@@ -1,180 +0,0 @@
-{
-    "Defaults": {},
-    "ConvolutionInputGenerator_0": {
-      "preferred_impl_style": "rtl"
-    },
-    "MVAU_0": {
-      "preferred_impl_style": "hls"
-    },
-    "FMPadding_0": {
-      "preferred_impl_style": "rtl"
-    },
-    "ConvolutionInputGenerator_1": {
-      "preferred_impl_style": "rtl"
-    },
-    "VVAU_0": {
-      "preferred_impl_style": "hls"
-    },
-    "MVAU_1": {
-      "preferred_impl_style": "hls"
-    },
-    "FMPadding_1": {
-      "preferred_impl_style": "rtl"
-    },
-    "ConvolutionInputGenerator_2": {
-      "preferred_impl_style": "rtl"
-    },
-    "VVAU_1": {
-      "preferred_impl_style": "hls"
-    },
-    "MVAU_2": {
-      "preferred_impl_style": "hls"
-    },
-    "FMPadding_2": {
-      "preferred_impl_style": "rtl"
-    },
-    "ConvolutionInputGenerator_3": {
-      "preferred_impl_style": "rtl"
-    },
-    "VVAU_2": {
-      "preferred_impl_style": "hls"
-    },
-    "MVAU_3": {
-      "preferred_impl_style": "hls"
-    },
-    "FMPadding_3": {
-      "preferred_impl_style": "rtl"
-    },
-    "ConvolutionInputGenerator_4": {
-      "preferred_impl_style": "rtl"
-    },
-    "VVAU_3": {
-      "preferred_impl_style": "hls"
-    },
-    "MVAU_4": {
-      "preferred_impl_style": "hls"
-    },
-    "FMPadding_4": {
-      "preferred_impl_style": "rtl"
-    },
-    "ConvolutionInputGenerator_5": {
-      "preferred_impl_style": "rtl"
-    },
-    "VVAU_4": {
-      "preferred_impl_style": "hls"
-    },
-    "MVAU_5": {
-      "preferred_impl_style": "hls"
-    },
-    "FMPadding_5": {
-      "preferred_impl_style": "rtl"
-    },
-    "ConvolutionInputGenerator_6": {
-      "preferred_impl_style": "rtl"
-    },
-    "VVAU_5": {
-      "preferred_impl_style": "hls"
-    },
-    "MVAU_6": {
-      "preferred_impl_style": "hls"
-    },
-    "FMPadding_6": {
-      "preferred_impl_style": "rtl"
-    },
-    "ConvolutionInputGenerator_7": {
-      "preferred_impl_style": "rtl"
-    },
-    "VVAU_6": {
-      "preferred_impl_style": "hls"
-    },
-    "MVAU_7": {
-      "preferred_impl_style": "hls"
-    },
-    "FMPadding_7": {
-      "preferred_impl_style": "rtl"
-    },
-    "ConvolutionInputGenerator_8": {
-      "preferred_impl_style": "rtl"
-    },
-    "VVAU_7": {
-      "preferred_impl_style": "hls"
-    },
-    "MVAU_8": {
-      "preferred_impl_style": "hls"
-    },
-    "FMPadding_8": {
-      "preferred_impl_style": "rtl"
-    },
-    "ConvolutionInputGenerator_9": {
-      "preferred_impl_style": "rtl"
-    },
-    "VVAU_8": {
-      "preferred_impl_style": "hls"
-    },
-    "MVAU_9": {
-      "preferred_impl_style": "hls"
-    },
-    "FMPadding_9": {
-      "preferred_impl_style": "rtl"
-    },
-    "ConvolutionInputGenerator_10": {
-      "preferred_impl_style": "rtl"
-    },
-    "VVAU_9": {
-      "preferred_impl_style": "hls"
-    },
-    "MVAU_10": {
-      "preferred_impl_style": "hls"
-    },
-    "FMPadding_10": {
-      "preferred_impl_style": "rtl"
-    },
-    "ConvolutionInputGenerator_11": {
-      "preferred_impl_style": "rtl"
-    },
-    "VVAU_10": {
-      "preferred_impl_style": "hls"
-    },
-    "MVAU_11": {
-      "preferred_impl_style": "hls"
-    },
-    "FMPadding_11": {
-      "preferred_impl_style": "rtl"
-    },
-    "ConvolutionInputGenerator_12": {
-      "preferred_impl_style": "rtl"
-    },
-    "VVAU_11": {
-      "preferred_impl_style": "hls"
-    },
-    "MVAU_12": {
-      "preferred_impl_style": "hls"
-    },
-    "FMPadding_12": {
-      "preferred_impl_style": "rtl"
-    },
-    "ConvolutionInputGenerator_13": {
-      "preferred_impl_style": "rtl"
-    },
-    "VVAU_12": {
-      "preferred_impl_style": "hls"
-    },
-    "MVAU_13": {
-      "preferred_impl_style": "hls"
-    },
-    "ConvolutionInputGenerator_14": {
-      "preferred_impl_style": "rtl"
-    },
-    "Pool_0": {
-      "preferred_impl_style": "hls"
-    },
-    "MVAU_14": {
-      "preferred_impl_style": "hls"
-    },
-    "ChannelwiseOp_0": {
-      "preferred_impl_style": "hls"
-    },
-    "LabelSelect_0": {
-      "preferred_impl_style": "hls"
-    }
-  }
diff --git a/build/mobilenet-v1/specialize_layers_config/ZCU102_specialize_layers_config.json b/build/mobilenet-v1/specialize_layers_config/ZCU102_specialize_layers_config.json
deleted file mode 100644
index 640b16a..0000000
--- a/build/mobilenet-v1/specialize_layers_config/ZCU102_specialize_layers_config.json
+++ /dev/null
@@ -1,261 +0,0 @@
-{
-    "Defaults": {},
-    "ConvolutionInputGenerator_0": {
-      "preferred_impl_style": "rtl"
-    },
-    "MVAU_0": {
-      "preferred_impl_style": "rtl"
-    },
-    "Thresholding_0": {
-      "preferred_impl_style": "rtl"
-    },
-    "FMPadding_0": {
-      "preferred_impl_style": "rtl"
-    },
-    "ConvolutionInputGenerator_1": {
-      "preferred_impl_style": "rtl"
-    },
-    "VVAU_0": {
-      "preferred_impl_style": "hls"
-    },
-    "Thresholding_1": {
-      "preferred_impl_style": "rtl"
-    },
-    "MVAU_1": {
-      "preferred_impl_style": "rtl"
-    },
-    "Thresholding_2": {
-      "preferred_impl_style": "rtl"
-    },
-    "FMPadding_1": {
-      "preferred_impl_style": "rtl"
-    },
-    "ConvolutionInputGenerator_2": {
-      "preferred_impl_style": "rtl"
-    },
-    "VVAU_1": {
-      "preferred_impl_style": "hls"
-    },
-    "Thresholding_3": {
-      "preferred_impl_style": "rtl"
-    },
-    "MVAU_2": {
-      "preferred_impl_style": "rtl"
-    },
-    "Thresholding_4": {
-      "preferred_impl_style": "rtl"
-    },
-    "FMPadding_2": {
-      "preferred_impl_style": "rtl"
-    },
-    "ConvolutionInputGenerator_3": {
-      "preferred_impl_style": "rtl"
-    },
-    "VVAU_2": {
-      "preferred_impl_style": "hls"
-    },
-    "Thresholding_5": {
-      "preferred_impl_style": "rtl"
-    },
-    "MVAU_3": {
-      "preferred_impl_style": "rtl"
-    },
-    "Thresholding_6": {
-      "preferred_impl_style": "rtl"
-    },
-    "FMPadding_3": {
-      "preferred_impl_style": "rtl"
-    },
-    "ConvolutionInputGenerator_4": {
-      "preferred_impl_style": "rtl"
-    },
-    "VVAU_3": {
-      "preferred_impl_style": "hls"
-    },
-    "Thresholding_7": {
-      "preferred_impl_style": "rtl"
-    },
-    "MVAU_4": {
-      "preferred_impl_style": "rtl"
-    },
-    "Thresholding_8": {
-      "preferred_impl_style": "rtl"
-    },
-    "FMPadding_4": {
-      "preferred_impl_style": "rtl"
-    },
-    "ConvolutionInputGenerator_5": {
-      "preferred_impl_style": "rtl"
-    },
-    "VVAU_4": {
-      "preferred_impl_style": "hls"
-    },
-    "Thresholding_9": {
-      "preferred_impl_style": "rtl"
-    },
-    "MVAU_5": {
-      "preferred_impl_style": "rtl"
-    },
-    "Thresholding_10": {
-      "preferred_impl_style": "rtl"
-    },
-    "FMPadding_5": {
-      "preferred_impl_style": "rtl"
-    },
-    "ConvolutionInputGenerator_6": {
-      "preferred_impl_style": "rtl"
-    },
-    "VVAU_5": {
-      "preferred_impl_style": "hls"
-    },
-    "Thresholding_11": {
-      "preferred_impl_style": "rtl"
-    },
-    "MVAU_6": {
-      "preferred_impl_style": "rtl"
-    },
-    "Thresholding_12": {
-      "preferred_impl_style": "rtl"
-    },
-    "FMPadding_6": {
-      "preferred_impl_style": "rtl"
-    },
-    "ConvolutionInputGenerator_7": {
-      "preferred_impl_style": "rtl"
-    },
-    "VVAU_6": {
-      "preferred_impl_style": "hls"
-    },
-    "Thresholding_13": {
-      "preferred_impl_style": "rtl"
-    },
-    "MVAU_7": {
-      "preferred_impl_style": "rtl"
-    },
-    "Thresholding_14": {
-      "preferred_impl_style": "rtl"
-    },
-    "FMPadding_7": {
-      "preferred_impl_style": "rtl"
-    },
-    "ConvolutionInputGenerator_8": {
-      "preferred_impl_style": "rtl"
-    },
-    "VVAU_7": {
-      "preferred_impl_style": "hls"
-    },
-    "Thresholding_15": {
-      "preferred_impl_style": "rtl"
-    },
-    "MVAU_8": {
-      "preferred_impl_style": "rtl"
-    },
-    "Thresholding_16": {
-      "preferred_impl_style": "rtl"
-    },
-    "FMPadding_8": {
-      "preferred_impl_style": "rtl"
-    },
-    "ConvolutionInputGenerator_9": {
-      "preferred_impl_style": "rtl"
-    },
-    "VVAU_8": {
-      "preferred_impl_style": "hls"
-    },
-    "Thresholding_17": {
-      "preferred_impl_style": "rtl"
-    },
-    "MVAU_9": {
-      "preferred_impl_style": "rtl"
-    },
-    "Thresholding_18": {
-      "preferred_impl_style": "rtl"
-    },
-    "FMPadding_9": {
-      "preferred_impl_style": "rtl"
-    },
-    "ConvolutionInputGenerator_10": {
-      "preferred_impl_style": "rtl"
-    },
-    "VVAU_9": {
-      "preferred_impl_style": "hls"
-    },
-    "Thresholding_19": {
-      "preferred_impl_style": "rtl"
-    },
-    "MVAU_10": {
-      "preferred_impl_style": "rtl"
-    },
-    "Thresholding_20": {
-      "preferred_impl_style": "rtl"
-    },
-    "FMPadding_10": {
-      "preferred_impl_style": "rtl"
-    },
-    "ConvolutionInputGenerator_11": {
-      "preferred_impl_style": "rtl"
-    },
-    "VVAU_10": {
-      "preferred_impl_style": "hls"
-    },
-    "Thresholding_21": {
-      "preferred_impl_style": "rtl"
-    },
-    "MVAU_11": {
-      "preferred_impl_style": "rtl"
-    },
-    "Thresholding_22": {
-      "preferred_impl_style": "rtl"
-    },
-    "FMPadding_11": {
-      "preferred_impl_style": "rtl"
-    },
-    "ConvolutionInputGenerator_12": {
-      "preferred_impl_style": "rtl"
-    },
-    "VVAU_11": {
-      "preferred_impl_style": "hls"
-    },
-    "Thresholding_23": {
-      "preferred_impl_style": "rtl"
-    },
-    "MVAU_12": {
-      "preferred_impl_style": "rtl"
-    },
-    "Thresholding_24": {
-      "preferred_impl_style": "rtl"
-    },
-    "FMPadding_12": {
-      "preferred_impl_style": "rtl"
-    },
-    "ConvolutionInputGenerator_13": {
-      "preferred_impl_style": "rtl"
-    },
-    "VVAU_12": {
-      "preferred_impl_style": "hls"
-    },
-    "Thresholding_25": {
-      "preferred_impl_style": "rtl"
-    },
-    "MVAU_13": {
-      "preferred_impl_style": "rtl"
-    },
-    "Thresholding_26": {
-      "preferred_impl_style": "rtl"
-    },
-    "ConvolutionInputGenerator_14": {
-      "preferred_impl_style": "rtl"
-    },
-    "Pool_0": {
-      "preferred_impl_style": "hls"
-    },
-    "MVAU_14": {
-      "preferred_impl_style": "rtl"
-    },
-    "ChannelwiseOp_0": {
-      "preferred_impl_style": "hls"
-    },
-    "LabelSelect_0": {
-      "preferred_impl_style": "hls"
-    }
-  }
diff --git a/build/resnet50/build.py b/build/resnet50/build.py
index 6688aed..6f0dfc8 100644
--- a/build/resnet50/build.py
+++ b/build/resnet50/build.py
@@ -101,7 +101,7 @@ def platform_to_shell(platform):
     platform_dir = "release/%s" % release_platform_name
     os.makedirs(platform_dir, exist_ok=True)
 
-    folding_config_file = "folding_config/U250_folding_config_no_doublepack_pe_folded_16.json"
+    folding_config_file = "folding_config/U250_folding_config.json"
 
     cfg = build_cfg.DataflowBuildConfig(
         steps=resnet50_build_steps,
diff --git a/build/resnet50/folding_config/U250_folding_config_no_doublepack_pe_folded_16.json b/build/resnet50/folding_config/U250_folding_config.json
similarity index 100%
rename from build/resnet50/folding_config/U250_folding_config_no_doublepack_pe_folded_16.json
rename to build/resnet50/folding_config/U250_folding_config.json
diff --git a/build/vgg10-radioml/specialize_layers_config.json b/build/vgg10-radioml/specialize_layers_config.json
deleted file mode 100644
index 04279b2..0000000
--- a/build/vgg10-radioml/specialize_layers_config.json
+++ /dev/null
@@ -1,129 +0,0 @@
-{
-  "Defaults": {},
-  "FMPadding_0": {
-    "preferred_impl_style": "rtl"
-  },
-  "ConvolutionInputGenerator_0": {
-    "preferred_impl_style": "rtl"
-  },
-  "MVAU_0": {
-    "preferred_impl_style": "rtl"
-  },
-  "Thresholding_0": {
-    "preferred_impl_style": "rtl"
-  },
-  "StreamingMaxPool_0": {
-    "preferred_impl_style": "hls"
-  },
-  "FMPadding_1": {
-    "preferred_impl_style": "rtl"
-  },
-  "ConvolutionInputGenerator_1": {
-    "preferred_impl_style": "rtl"
-  },
-  "MVAU_1": {
-    "preferred_impl_style": "rtl"
-  },
-  "Thresholding_1": {
-    "preferred_impl_style": "rtl"
-  },
-  "StreamingMaxPool_1": {
-    "preferred_impl_style": "hls"
-  },
-  "FMPadding_2": {
-    "preferred_impl_style": "rtl"
-  },
-  "ConvolutionInputGenerator_2": {
-    "preferred_impl_style": "rtl"
-  },
-  "MVAU_2": {
-    "preferred_impl_style": "rtl"
-  },
-  "Thresholding_2": {
-    "preferred_impl_style": "rtl"
-  },
-  "StreamingMaxPool_2": {
-    "preferred_impl_style": "hls"
-  },
-  "FMPadding_3": {
-    "preferred_impl_style": "rtl"
-  },
-  "ConvolutionInputGenerator_3": {
-    "preferred_impl_style": "rtl"
-  },
-  "MVAU_3": {
-    "preferred_impl_style": "rtl"
-  },
-  "Thresholding_3": {
-    "preferred_impl_style": "rtl"
-  },
-  "StreamingMaxPool_3": {
-    "preferred_impl_style": "hls"
-  },
-  "FMPadding_4": {
-    "preferred_impl_style": "rtl"
-  },
-  "ConvolutionInputGenerator_4": {
-    "preferred_impl_style": "rtl"
-  },
-  "MVAU_4": {
-    "preferred_impl_style": "rtl"
-  },
-  "Thresholding_4": {
-    "preferred_impl_style": "rtl"
-  },
-  "StreamingMaxPool_4": {
-    "preferred_impl_style": "hls"
-  },
-  "FMPadding_5": {
-    "preferred_impl_style": "rtl"
-  },
-  "ConvolutionInputGenerator_5": {
-    "preferred_impl_style": "rtl"
-  },
-  "MVAU_5": {
-    "preferred_impl_style": "rtl"
-  },
-  "Thresholding_5": {
-    "preferred_impl_style": "rtl"
-  },
-  "StreamingMaxPool_5": {
-    "preferred_impl_style": "hls"
-  },
-  "FMPadding_6": {
-    "preferred_impl_style": "rtl"
-  },
-  "ConvolutionInputGenerator_6": {
-    "preferred_impl_style": "rtl"
-  },
-  "MVAU_6": {
-    "preferred_impl_style": "rtl"
-  },
-  "Thresholding_6": {
-    "preferred_impl_style": "rtl"
-  },
-  "StreamingMaxPool_6": {
-    "preferred_impl_style": "hls"
-  },
-  "MVAU_7": {
-    "preferred_impl_style": "rtl"
-  },
-  "Thresholding_7": {
-    "preferred_impl_style": "rtl"
-  },
-  "MVAU_8": {
-    "preferred_impl_style": "rtl"
-  },
-  "Thresholding_8": {
-    "preferred_impl_style": "rtl"
-  },
-  "MVAU_9": {
-    "preferred_impl_style": "rtl"
-  },
-  "ChannelwiseOp_0": {
-    "preferred_impl_style": "rtl"
-  },
-  "LabelSelect_0": {
-    "preferred_impl_style": "hls"
-  }
-}