diff --git a/hannah/nas/performance_prediction/nn_meter/predictor.py b/hannah/nas/performance_prediction/nn_meter/predictor.py
index d4da5261..56d6be6b 100644
--- a/hannah/nas/performance_prediction/nn_meter/predictor.py
+++ b/hannah/nas/performance_prediction/nn_meter/predictor.py
@@ -41,12 +41,12 @@ def __init__(self, hardware_name, predictor_version: Optional[float] = None):
             hardware_name, predictor_version
         )
 
-    def predict(self, model):
+    def predict(self, model, input=None):
         self.tmp_dir = TemporaryDirectory()
         tmp_dir = Path(self.tmp_dir.name)
 
         logging.info("transfering model to onnx")
-        dummy_input = model.example_input_array
+        dummy_input = model.example_input_array if input is None else input
         torch.onnx.export(model, dummy_input, tmp_dir / "model.onnx", verbose=False)
         logging.info("Creating onnxrt-model")
         onnx_model = onnx.load(tmp_dir / "model.onnx")
diff --git a/hannah/nas/performance_prediction/simple.py b/hannah/nas/performance_prediction/simple.py
index 112bfa84..e55fa72b 100644
--- a/hannah/nas/performance_prediction/simple.py
+++ b/hannah/nas/performance_prediction/simple.py
@@ -129,8 +129,6 @@ def predict(self, model, input=None):
 
         result, std_dev = self.predictor.predict(dgl_graph)
 
-        print(result, std_dev)
-
         metrics = {"val_error": result.item()}
 
         logger.info("Predicted performance metrics")
diff --git a/hannah/nas/search/search.py b/hannah/nas/search/search.py
index 99e81236..952672c9 100644
--- a/hannah/nas/search/search.py
+++ b/hannah/nas/search/search.py
@@ -249,6 +249,7 @@ def sample_candidates(
         candidates = []
         skip_ct = 0
         while len(candidates) < num_total:
+            msglogger.info(f"Sampling candidate {len(candidates)}")
             parameters = self.sample(constrain)
             model = self.build_model(parameters)
             estimated_metrics, satisfied_bounds = self.estimate_metrics(
diff --git a/poetry.lock b/poetry.lock
index 5442301e..3417ceb5 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1395,13 +1395,13 @@ files = [
 
 [[package]]
 name = "fsspec"
-version = "2024.6.1"
+version = "2024.9.0"
 description = "File-system specification"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "fsspec-2024.6.1-py3-none-any.whl", hash = "sha256:3cb443f8bcd2efb31295a5b9fdb02aee81d8452c80d28f97a6d0959e6cee101e"},
-    {file = "fsspec-2024.6.1.tar.gz", hash = "sha256:fad7d7e209dd4c1208e3bbfda706620e0da5142bebbd9c384afb95b07e798e49"},
+    {file = "fsspec-2024.9.0-py3-none-any.whl", hash = "sha256:a0947d552d8a6efa72cc2c730b12c41d043509156966cca4fb157b0f2a0c574b"},
+    {file = "fsspec-2024.9.0.tar.gz", hash = "sha256:4b0afb90c2f21832df142f292649035d80b421f60a9e1c027802e5a0da2b04e8"},
 ]
 
 [package.dependencies]
@@ -2160,115 +2160,125 @@ test = ["ipykernel", "pre-commit", "pytest (<8)", "pytest-cov", "pytest-timeout"
 
 [[package]]
 name = "kiwisolver"
-version = "1.4.5"
+version = "1.4.7"
 description = "A fast implementation of the Cassowary constraint solver"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
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 [[package]]
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 [[package]]
 name = "mpmath"
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 [package.dependencies]
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 [[package]]
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 [[package]]
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 [package.dependencies]
@@ -5705,41 +5715,41 @@ test = ["covdefaults (>=2.3)", "coverage (>=7.2.7)", "coverage-enable-subprocess
 
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 [package.extras]
@@ -5902,103 +5912,103 @@ scikit-learn = ["scikit-learn"]
 
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+    {file = "yarl-1.9.8-cp39-cp39-musllinux_1_2_i686.whl", hash = "sha256:15fb127bcc19065fd912391a43bc80114635f0062e0465765633ab5d0c7fc3a1"},
+    {file = "yarl-1.9.8-cp39-cp39-musllinux_1_2_ppc64le.whl", hash = "sha256:6f4f87a7c97ba77fdc764b893ae4083c74e5857904962a70025ade0cd42bdbaf"},
+    {file = "yarl-1.9.8-cp39-cp39-musllinux_1_2_s390x.whl", hash = "sha256:d336601d9ff3dc3b12263739ab1add25bdd2345d675f59ad49f72d9a6ccbc865"},
+    {file = "yarl-1.9.8-cp39-cp39-musllinux_1_2_x86_64.whl", hash = "sha256:3574834e4aaf24e24d12fa4fd53d0b0fd1d70b24a67bed81c44b284377e81d45"},
+    {file = "yarl-1.9.8-cp39-cp39-win32.whl", hash = "sha256:db9305328486539bb7182c15f1ad1ea95dae52245e93a049f2b1d6f04e63674d"},
+    {file = "yarl-1.9.8-cp39-cp39-win_amd64.whl", hash = "sha256:588d62a57c7a43b230557728ec9f252b3f81ad073cb5c0ef48d87cd3f8b6ace2"},
+    {file = "yarl-1.9.8-py3-none-any.whl", hash = "sha256:d1612ce50f23b94897b9ef5eb65b72398a9a83ea990b42825272590f3484dae3"},
+    {file = "yarl-1.9.8.tar.gz", hash = "sha256:3089553548d9ab23152cecb5a71131caaa9e9b16d7fc8196057c374fdc53cc4b"},
 ]
 
 [package.dependencies]
@@ -6075,4 +6085,4 @@ vision = ["albumentations", "gdown", "imagecorruptions", "kornia", "pycocotools"
 [metadata]
 lock-version = "2.0"
 python-versions = ">=3.9 <3.12"
-content-hash = "2cc9bd18bb42ed3fe37a445e9888ca4a8c12d4450d6e1b6bc46ec8e0b25ad70f"
+content-hash = "d275654a25806516343788bd684ae299a3edb1a426b71265b641e6171804ddd7"
diff --git a/pyproject.toml b/pyproject.toml
index 963deef9..65918f73 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -42,7 +42,6 @@ sympy = "^1.7.1"
 nvsmi = "^0.4.2"
 libsvm="^3.23.0.4"
 fairscale = "^0.4.5"
-numpy = {version = "^1.26.4", optional = true}
 scikit-learn = "~1.2.2"
 hydra-colorlog = "^1.2.0"
 z3-solver = "^4.11.2.0"
@@ -68,6 +67,7 @@ tensorboard = "^2.17.1"
 pymoo = {version = "^0.6.1.3", optional = true}
 zigzag-dse = {version = "^3.6.1", optional = true, python = ">=3.11"}
 nn-meter = {version = "^2.0", optional = true}
+numpy = "1.26.4"
 
 [tool.poetry.dev-dependencies]
 pytest = ">=7.2.0"
@@ -94,6 +94,7 @@ vision = ["pycocotools", "albumentations", "imagecorruptions", "timm", "gdown",
 optimizers = ["pymoo"]
 performancemodel = ["zigzag-dse", "nn-meter"]
 
+
 [tool.poetry.scripts]
 hannah-train = 'hannah.tools.train:main'
 hannah-characterize = 'hannah.tools.characterize:main'
diff --git a/tutorials/automlschool24/hannah_handson_automlschool24.ipynb b/tutorials/automlschool24/hannah_handson_automlschool24.ipynb
index 3c8adfdd..c3ef3f6b 100644
--- a/tutorials/automlschool24/hannah_handson_automlschool24.ipynb
+++ b/tutorials/automlschool24/hannah_handson_automlschool24.ipynb
@@ -21,12 +21,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
+   "execution_count": 143,
    "id": "5b13300d",
    "metadata": {},
    "outputs": [],
    "source": [
-    "#!pip install  hannah[vision,models]@git+https://github.com/ekut-es/hannah.git"
+    "!pip install  hannah[vision,models]@git+https://github.com/ekut-es/hannah.git@pub/automlschool2024\n",
+    "!pip install mlc-ai -f https://mlc.ai/wheels"
    ]
   },
   {
@@ -39,7 +40,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 24,
+   "execution_count": 144,
    "id": "3c12b2a6",
    "metadata": {},
    "outputs": [],
@@ -50,6 +51,9 @@
     "import os\n",
     "from contextlib import contextmanager\n",
     "import sys\n",
+    "import nn_meter\n",
+    "import tvm\n",
+    "from IPython.display import Code, display\n",
     "\n",
     "\n",
     "\n",
@@ -75,7 +79,9 @@
     "    finally:\n",
     "        os.chdir(current)\n",
     "    \n",
-    "    \n"
+    "# Setup logging\n",
+    "import logging\n",
+    "logging.basicConfig(level=logging.INFO)\n"
    ]
   },
   {
@@ -93,7 +99,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 25,
+   "execution_count": 145,
    "id": "07617fb3",
    "metadata": {},
    "outputs": [
@@ -183,7 +189,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 26,
+   "execution_count": 146,
    "id": "6fe5a4a5",
    "metadata": {},
    "outputs": [],
@@ -204,22 +210,6 @@
     "OmegaConf.save(config=cfg, f=\"model/cnn_search_space.yaml\")\n"
    ]
   },
-  {
-   "cell_type": "markdown",
-   "id": "a706118e",
-   "metadata": {},
-   "source": [
-    "### Define Hardware Description"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "34e587f9",
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
   {
    "cell_type": "markdown",
    "id": "f5e57dec",
@@ -254,10 +244,32 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 28,
+   "execution_count": 147,
    "id": "02c94b94",
    "metadata": {},
    "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "INFO:hannah.utils.utils:Environment info:\n",
+      "INFO:hannah.utils.utils:  Number of GPUs: 2\n",
+      "INFO:hannah.utils.utils:  CUDA version: 12.1\n",
+      "INFO:hannah.utils.utils:  CUDNN version: 8907\n",
+      "INFO:hannah.utils.utils:  Kernel: 4.18.0-553.16.1.el8_10.x86_64\n",
+      "INFO:hannah.utils.utils:  Python: 3.11.9 (main, Jun 24 2024, 06:19:13) [GCC 8.5.0 20210514 (Red Hat 8.5.0-22)]\n",
+      "INFO:hannah.utils.utils:  PyTorch: 2.2.2+cu121\n",
+      "INFO:hannah.utils.utils:  Pytorch Lightning: 2.4.0\n",
+      "INFO:hannah.utils.utils:  Numpy: 1.26.4\n",
+      "INFO:hannah.utils.utils:  Hannah version info:\n",
+      "INFO:hannah.utils.utils:    Cannot find a Git repository.  You probably downloaded an archive\n",
+      "INFO:hannah.utils.utils:  Command line: /local/gerum/.cache/pypoetry/virtualenvs/hannah-8Yp6PnCx-py3.11/lib/python3.11/site-packages/ipykernel_launcher.py --f=/home/gerum/.local/share/jupyter/runtime/kernel-v2-2090420HcS9vqNt563N.json\n",
+      "INFO:hannah.utils.utils:  \n",
+      "INFO:hannah.nas.search.sampler.base_sampler:Loaded 5 points from history\n",
+      "INFO:hannah.callbacks.optimization:Monitoring the following values for optimization\n",
+      "INFO:hannah.callbacks.optimization:  - val_error direction: minimize(1)\n"
+     ]
+    },
     {
      "name": "stdout",
      "output_type": "stream",
@@ -284,7 +296,7 @@
       "  name: cnn_search_space\n",
       "  num_classes: 10\n",
       "  max_channels: 32\n",
-      "  max_blocks: 1\n",
+      "  max_blocks: 2\n",
       "scheduler:\n",
       "  _target_: torch.optim.lr_scheduler.OneCycleLR\n",
       "  max_lr: 0.001\n",
@@ -367,7 +379,7 @@
       "  n_jobs: 10\n",
       "  total_candidates: 5\n",
       "  num_selected_candidates: 10\n",
-      "  presample: true\n",
+      "  presample: false\n",
       "  bounds:\n",
       "    val_error: 0.1\n",
       "    total_macs: 128000000\n",
@@ -382,7033 +394,7 @@
       "seed:\n",
       "- 1234\n",
       "validate_output: false\n",
-      "\n",
-      "0.0 [10.70874696]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 5762640.00000000\n",
-      "  total_weights: 29640.00000000\n",
-      "  total_act: 19658.00000000\n",
-      "  est_act: 9408.00000000\n",
-      "0.0 [10.60860516]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 2496496.00000000\n",
-      "  total_weights: 10624.00000000\n",
-      "  total_act: 35338.00000000\n",
-      "  est_act: 25088.00000000\n",
-      "0.0 [10.162938]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 564640.00000000\n",
-      "  total_weights: 2608.00000000\n",
-      "  total_act: 32186.00000000\n",
-      "  est_act: 25088.00000000\n",
-      "0.0 [11.44558047]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 7846592.00000000\n",
-      "  total_weights: 38552.00000000\n",
-      "  total_act: 51034.00000000\n",
-      "  est_act: 37632.00000000\n",
-      "0.0 [9.76432843]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 1094624.00000000\n",
-      "  total_weights: 21296.00000000\n",
-      "  total_act: 8666.00000000\n",
-      "  est_act: 6272.00000000\n",
-      "0.0 [10.62045981]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 846880.00000000\n",
-      "  total_weights: 3832.00000000\n",
-      "  total_act: 44730.00000000\n",
-      "  est_act: 37632.00000000\n",
-      "0.0 [10.19825486]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 6175024.00000000\n",
-      "  total_weights: 31744.00000000\n",
-      "  total_act: 16522.00000000\n",
-      "  est_act: 9408.00000000\n",
-      "0.0 [10.32456976]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 4679072.00000000\n",
-      "  total_weights: 21680.00000000\n",
-      "  total_act: 32186.00000000\n",
-      "  est_act: 25088.00000000\n",
-      "0.0 [11.62051797]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 10142144.00000000\n",
-      "  total_weights: 52064.00000000\n",
-      "  total_act: 25946.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [10.62531881]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 2763136.00000000\n",
-      "  total_weights: 14416.00000000\n",
-      "  total_act: 19674.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [9.87614222]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 2537184.00000000\n",
-      "  total_weights: 13104.00000000\n",
-      "  total_act: 13370.00000000\n",
-      "  est_act: 6272.00000000\n",
-      "0.0 [10.26833063]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 4378016.00000000\n",
-      "  total_weights: 21296.00000000\n",
-      "  total_act: 32186.00000000\n",
-      "  est_act: 25088.00000000\n",
-      "0.0 [11.16756534]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 5143200.00000000\n",
-      "  total_weights: 25536.00000000\n",
-      "  total_act: 57274.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [10.96324537]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 983456.00000000\n",
-      "  total_weights: 19736.00000000\n",
-      "  total_act: 13402.00000000\n",
-      "  est_act: 9408.00000000\n",
-      "0.0 [12.37475462]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 41370432.00000000\n",
-      "  total_weights: 53088.00000000\n",
-      "  total_act: 101210.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [11.9000994]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 15680240.00000000\n",
-      "  total_weights: 20240.00000000\n",
-      "  total_act: 88650.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [10.42572856]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 1257856.00000000\n",
-      "  total_weights: 25552.00000000\n",
-      "  total_act: 10266.00000000\n",
-      "  est_act: 6272.00000000\n",
-      "0.0 [11.02597793]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 720032.00000000\n",
-      "  total_weights: 9176.00000000\n",
-      "  total_act: 13402.00000000\n",
-      "  est_act: 9408.00000000\n",
-      "0.0 [11.22401207]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 12701040.00000000\n",
-      "  total_weights: 65040.00000000\n",
-      "  total_act: 22794.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [10.7588922]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 17273248.00000000\n",
-      "  total_weights: 22192.00000000\n",
-      "  total_act: 51002.00000000\n",
-      "  est_act: 25088.00000000\n",
-      "0.0 [10.60860516]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 2496496.00000000\n",
-      "  total_weights: 10624.00000000\n",
-      "  total_act: 35338.00000000\n",
-      "  est_act: 25088.00000000\n",
-      "0.0 [11.28620645]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 4227648.00000000\n",
-      "  total_weights: 5712.00000000\n",
-      "  total_act: 76122.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [11.05931709]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 7493792.00000000\n",
-      "  total_weights: 38552.00000000\n",
-      "  total_act: 22810.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [11.02597793]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 720032.00000000\n",
-      "  total_weights: 9176.00000000\n",
-      "  total_act: 13402.00000000\n",
-      "  est_act: 9408.00000000\n",
-      "0.0 [10.7182731]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 382752.00000000\n",
-      "  total_weights: 5568.00000000\n",
-      "  total_act: 14938.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [10.6727518]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 2897904.00000000\n",
-      "  total_weights: 11136.00000000\n",
-      "  total_act: 35338.00000000\n",
-      "  est_act: 25088.00000000\n",
-      "0.0 [11.75633361]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 15523520.00000000\n",
-      "  total_weights: 20120.00000000\n",
-      "  total_act: 88666.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [10.20008307]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 3766576.00000000\n",
-      "  total_weights: 19456.00000000\n",
-      "  total_act: 16522.00000000\n",
-      "  est_act: 9408.00000000\n",
-      "0.0 [10.61165795]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 936336.00000000\n",
-      "  total_weights: 15816.00000000\n",
-      "  total_act: 12602.00000000\n",
-      "  est_act: 9408.00000000\n",
-      "0.0 [10.47475559]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 1919392.00000000\n",
-      "  total_weights: 2608.00000000\n",
-      "  total_act: 51002.00000000\n",
-      "  est_act: 25088.00000000\n",
-      "0.0 [11.63866909]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 2113984.00000000\n",
-      "  total_weights: 11104.00000000\n",
-      "  total_act: 25946.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [10.8532406]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 3016992.00000000\n",
-      "  total_weights: 15552.00000000\n",
-      "  total_act: 19642.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [10.37813254]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 2262784.00000000\n",
-      "  total_weights: 11704.00000000\n",
-      "  total_act: 16506.00000000\n",
-      "  est_act: 9408.00000000\n",
-      "0.0 [11.02597793]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 720032.00000000\n",
-      "  total_weights: 9176.00000000\n",
-      "  total_act: 13402.00000000\n",
-      "  est_act: 9408.00000000\n",
-      "0.0 [11.10569511]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 3556464.00000000\n",
-      "  total_weights: 65040.00000000\n",
-      "  total_act: 15738.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [10.88994825]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 2622016.00000000\n",
-      "  total_weights: 13264.00000000\n",
-      "  total_act: 38490.00000000\n",
-      "  est_act: 25088.00000000\n",
-      "0.0 [11.06541758]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 4233760.00000000\n",
-      "  total_weights: 5560.00000000\n",
-      "  total_act: 63546.00000000\n",
-      "  est_act: 37632.00000000\n",
-      "0.0 [10.97386116]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 15366640.00000000\n",
-      "  total_weights: 19840.00000000\n",
-      "  total_act: 63562.00000000\n",
-      "  est_act: 37632.00000000\n",
-      "0.0 [11.44558047]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 7846592.00000000\n",
-      "  total_weights: 38552.00000000\n",
-      "  total_act: 51034.00000000\n",
-      "  est_act: 37632.00000000\n",
-      "0.0 [9.91390436]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 4218080.00000000\n",
-      "  total_weights: 21680.00000000\n",
-      "  total_act: 13370.00000000\n",
-      "  est_act: 6272.00000000\n",
-      "0.0 [10.71642935]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 1246800.00000000\n",
-      "  total_weights: 6600.00000000\n",
-      "  total_act: 19658.00000000\n",
-      "  est_act: 9408.00000000\n",
-      "0.0 [10.90302253]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 24498672.00000000\n",
-      "  total_weights: 31488.00000000\n",
-      "  total_act: 63562.00000000\n",
-      "  est_act: 37632.00000000\n",
-      "0.0 [11.51466099]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 1411520.00000000\n",
-      "  total_weights: 26720.00000000\n",
-      "  total_act: 16538.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [10.61165795]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 936336.00000000\n",
-      "  total_weights: 15816.00000000\n",
-      "  total_act: 12602.00000000\n",
-      "  est_act: 9408.00000000\n",
-      "0.0 [11.48367743]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 8298176.00000000\n",
-      "  total_weights: 39128.00000000\n",
-      "  total_act: 51034.00000000\n",
-      "  est_act: 37632.00000000\n",
-      "0.0 [10.31992142]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 719872.00000000\n",
-      "  total_weights: 3832.00000000\n",
-      "  total_act: 16506.00000000\n",
-      "  est_act: 9408.00000000\n",
-      "0.0 [10.71419577]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 934688.00000000\n",
-      "  total_weights: 14528.00000000\n",
-      "  total_act: 14938.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [10.45307683]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 2186112.00000000\n",
-      "  total_weights: 42576.00000000\n",
-      "  total_act: 10266.00000000\n",
-      "  est_act: 6272.00000000\n",
-      "0.0 [11.06833749]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 3805856.00000000\n",
-      "  total_weights: 19736.00000000\n",
-      "  total_act: 22810.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [10.20008307]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 3766576.00000000\n",
-      "  total_weights: 19456.00000000\n",
-      "  total_act: 16522.00000000\n",
-      "  est_act: 9408.00000000\n",
-      "0.0 [10.98773168]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 381344.00000000\n",
-      "  total_weights: 7448.00000000\n",
-      "  total_act: 13402.00000000\n",
-      "  est_act: 9408.00000000\n",
-      "0.0 [11.94159409]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 30733040.00000000\n",
-      "  total_weights: 39440.00000000\n",
-      "  total_act: 88650.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [12.30453373]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 7852864.00000000\n",
-      "  total_weights: 10336.00000000\n",
-      "  total_act: 101210.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [10.45563033]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 705920.00000000\n",
-      "  total_weights: 13520.00000000\n",
-      "  total_act: 10266.00000000\n",
-      "  est_act: 6272.00000000\n",
-      "0.0 [11.33895933]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 11459184.00000000\n",
-      "  total_weights: 14856.00000000\n",
-      "  total_act: 76106.00000000\n",
-      "  est_act: 37632.00000000\n",
-      "0.0 [10.57654464]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 2403984.00000000\n",
-      "  total_weights: 47496.00000000\n",
-      "  total_act: 12602.00000000\n",
-      "  est_act: 9408.00000000\n",
-      "0.0 [10.7588922]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 17273248.00000000\n",
-      "  total_weights: 22192.00000000\n",
-      "  total_act: 51002.00000000\n",
-      "  est_act: 25088.00000000\n",
-      "0.0 [11.78610914]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 6341312.00000000\n",
-      "  total_weights: 8408.00000000\n",
-      "  total_act: 88666.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [10.74214595]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 733984.00000000\n",
-      "  total_weights: 7360.00000000\n",
-      "  total_act: 14938.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [10.6944718]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 1285920.00000000\n",
-      "  total_weights: 25536.00000000\n",
-      "  total_act: 14938.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [12.36209574]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 66257728.00000000\n",
-      "  total_weights: 84832.00000000\n",
-      "  total_act: 101210.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [9.76112943]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 341984.00000000\n",
-      "  total_weights: 6704.00000000\n",
-      "  total_act: 8666.00000000\n",
-      "  est_act: 6272.00000000\n",
-      "0.0 [10.69477677]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 2940240.00000000\n",
-      "  total_weights: 15240.00000000\n",
-      "  total_act: 19658.00000000\n",
-      "  est_act: 9408.00000000\n",
-      "0.0 [10.72802262]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 533280.00000000\n",
-      "  total_weights: 6336.00000000\n",
-      "  total_act: 14938.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [10.41367458]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 2060672.00000000\n",
-      "  total_weights: 41936.00000000\n",
-      "  total_act: 10266.00000000\n",
-      "  est_act: 6272.00000000\n",
-      "0.0 [12.03142756]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 11064128.00000000\n",
-      "  total_weights: 52064.00000000\n",
-      "  total_act: 63578.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [11.21593965]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 19782208.00000000\n",
-      "  total_weights: 25552.00000000\n",
-      "  total_act: 76122.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [10.99522296]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 8743488.00000000\n",
-      "  total_weights: 42576.00000000\n",
-      "  total_act: 38490.00000000\n",
-      "  est_act: 25088.00000000\n",
-      "0.0 [12.34972289]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 9257792.00000000\n",
-      "  total_weights: 12128.00000000\n",
-      "  total_act: 101210.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [11.72727815]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 29673152.00000000\n",
-      "  total_weights: 38168.00000000\n",
-      "  total_act: 88666.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [11.63663942]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 16765376.00000000\n",
-      "  total_weights: 85856.00000000\n",
-      "  total_act: 25946.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [11.04767128]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 15222304.00000000\n",
-      "  total_weights: 19576.00000000\n",
-      "  total_act: 63546.00000000\n",
-      "  est_act: 37632.00000000\n",
-      "0.0 [12.34844526]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 40567616.00000000\n",
-      "  total_weights: 52064.00000000\n",
-      "  total_act: 101210.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [11.646251]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 34546336.00000000\n",
-      "  total_weights: 44224.00000000\n",
-      "  total_act: 76090.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [11.19425547]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 5544608.00000000\n",
-      "  total_weights: 26048.00000000\n",
-      "  total_act: 57274.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [10.19825486]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 6175024.00000000\n",
-      "  total_weights: 31744.00000000\n",
-      "  total_act: 16522.00000000\n",
-      "  est_act: 9408.00000000\n",
-      "0.0 [11.22118604]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 6146720.00000000\n",
-      "  total_weights: 26816.00000000\n",
-      "  total_act: 57274.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [9.76432843]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 1094624.00000000\n",
-      "  total_weights: 21296.00000000\n",
-      "  total_act: 8666.00000000\n",
-      "  est_act: 6272.00000000\n",
-      "0.0 [10.53976685]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 6209520.00000000\n",
-      "  total_weights: 31488.00000000\n",
-      "  total_act: 35338.00000000\n",
-      "  est_act: 25088.00000000\n",
-      "0.0 [10.20958016]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 1641856.00000000\n",
-      "  total_weights: 31864.00000000\n",
-      "  total_act: 11802.00000000\n",
-      "  est_act: 9408.00000000\n",
-      "0.0 [9.80153904]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 768480.00000000\n",
-      "  total_weights: 13488.00000000\n",
-      "  total_act: 8666.00000000\n",
-      "  est_act: 6272.00000000\n",
-      "0.0 [9.74013274]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 1044448.00000000\n",
-      "  total_weights: 21040.00000000\n",
-      "  total_act: 8666.00000000\n",
-      "  est_act: 6272.00000000\n",
-      "0.0 [11.50055594]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 2615744.00000000\n",
-      "  total_weights: 51296.00000000\n",
-      "  total_act: 16538.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [9.77482067]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 693216.00000000\n",
-      "  total_weights: 13104.00000000\n",
-      "  total_act: 8666.00000000\n",
-      "  est_act: 6272.00000000\n",
-      "0.0 [11.08104845]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 3744624.00000000\n",
-      "  total_weights: 15816.00000000\n",
-      "  total_act: 47882.00000000\n",
-      "  est_act: 37632.00000000\n",
-      "0.0 [11.54680298]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 959936.00000000\n",
-      "  total_weights: 12128.00000000\n",
-      "  total_act: 16538.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [10.99809908]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 1185648.00000000\n",
-      "  total_weights: 5640.00000000\n",
-      "  total_act: 47882.00000000\n",
-      "  est_act: 37632.00000000\n",
-      "0.0 [10.63836511]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 2822560.00000000\n",
-      "  total_weights: 3760.00000000\n",
-      "  total_act: 51002.00000000\n",
-      "  est_act: 25088.00000000\n",
-      "0.0 [11.52173849]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 1311168.00000000\n",
-      "  total_weights: 26208.00000000\n",
-      "  total_act: 16538.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [12.00657855]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 2433856.00000000\n",
-      "  total_weights: 10336.00000000\n",
-      "  total_act: 63578.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [11.08867897]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 2001008.00000000\n",
-      "  total_weights: 38672.00000000\n",
-      "  total_act: 15738.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [10.55536225]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 2195440.00000000\n",
-      "  total_weights: 10240.00000000\n",
-      "  total_act: 35338.00000000\n",
-      "  est_act: 25088.00000000\n",
-      "0.0 [11.34924385]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 4629056.00000000\n",
-      "  total_weights: 6224.00000000\n",
-      "  total_act: 76122.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [9.77482067]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 693216.00000000\n",
-      "  total_weights: 13104.00000000\n",
-      "  total_act: 8666.00000000\n",
-      "  est_act: 6272.00000000\n",
-      "0.0 [11.42055436]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 12211824.00000000\n",
-      "  total_weights: 15816.00000000\n",
-      "  total_act: 76106.00000000\n",
-      "  est_act: 37632.00000000\n",
-      "0.0 [10.71070066]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 3053136.00000000\n",
-      "  total_weights: 15816.00000000\n",
-      "  total_act: 19658.00000000\n",
-      "  est_act: 9408.00000000\n",
-      "0.0 [10.14130737]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 323248.00000000\n",
-      "  total_weights: 4480.00000000\n",
-      "  total_act: 9466.00000000\n",
-      "  est_act: 6272.00000000\n",
-      "0.0 [11.17594099]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 1530528.00000000\n",
-      "  total_weights: 5568.00000000\n",
-      "  total_act: 57274.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [10.68695067]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 4158496.00000000\n",
-      "  total_weights: 19576.00000000\n",
-      "  total_act: 44730.00000000\n",
-      "  est_act: 37632.00000000\n",
-      "0.0 [11.60470286]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 8605424.00000000\n",
-      "  total_weights: 39440.00000000\n",
-      "  total_act: 60426.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [10.88994825]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 2622016.00000000\n",
-      "  total_weights: 13264.00000000\n",
-      "  total_act: 38490.00000000\n",
-      "  est_act: 25088.00000000\n",
-      "0.0 [10.22964951]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 1754752.00000000\n",
-      "  total_weights: 32440.00000000\n",
-      "  total_act: 11802.00000000\n",
-      "  est_act: 9408.00000000\n",
-      "0.0 [11.52325675]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 5287616.00000000\n",
-      "  total_weights: 21464.00000000\n",
-      "  total_act: 51034.00000000\n",
-      "  est_act: 37632.00000000\n",
-      "0.0 [11.27879886]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 32827968.00000000\n",
-      "  total_weights: 42192.00000000\n",
-      "  total_act: 76122.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [11.11861039]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 2540400.00000000\n",
-      "  total_weights: 7368.00000000\n",
-      "  total_act: 47882.00000000\n",
-      "  est_act: 37632.00000000\n",
-      "0.0 [10.98819863]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 1518144.00000000\n",
-      "  total_weights: 5712.00000000\n",
-      "  total_act: 38490.00000000\n",
-      "  est_act: 25088.00000000\n",
-      "0.0 [11.00410316]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 14921248.00000000\n",
-      "  total_weights: 19192.00000000\n",
-      "  total_act: 63546.00000000\n",
-      "  est_act: 37632.00000000\n",
-      "0.0 [10.73515466]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 9525840.00000000\n",
-      "  total_weights: 48840.00000000\n",
-      "  total_act: 19658.00000000\n",
-      "  est_act: 9408.00000000\n",
-      "0.0 [11.22641673]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 2935456.00000000\n",
-      "  total_weights: 7360.00000000\n",
-      "  total_act: 57274.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [11.1953217]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 7432560.00000000\n",
-      "  total_weights: 38160.00000000\n",
-      "  total_act: 22794.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [10.72847776]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 4610080.00000000\n",
-      "  total_weights: 20152.00000000\n",
-      "  total_act: 44730.00000000\n",
-      "  est_act: 37632.00000000\n",
-      "0.0 [11.88884883]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 6046448.00000000\n",
-      "  total_weights: 7952.00000000\n",
-      "  total_act: 88650.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [10.61447628]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 8382848.00000000\n",
-      "  total_weights: 43088.00000000\n",
-      "  total_act: 19674.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [12.01553293]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 16884544.00000000\n",
-      "  total_weights: 84064.00000000\n",
-      "  total_act: 63578.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [10.11959996]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 247984.00000000\n",
-      "  total_weights: 4096.00000000\n",
-      "  total_act: 9466.00000000\n",
-      "  est_act: 6272.00000000\n",
-      "0.0 [11.44941533]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 12663488.00000000\n",
-      "  total_weights: 63128.00000000\n",
-      "  total_act: 51034.00000000\n",
-      "  est_act: 37632.00000000\n",
-      "0.0 [11.15757833]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 2734752.00000000\n",
-      "  total_weights: 13248.00000000\n",
-      "  total_act: 57274.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [10.47475559]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 1919392.00000000\n",
-      "  total_weights: 2608.00000000\n",
-      "  total_act: 51002.00000000\n",
-      "  est_act: 25088.00000000\n",
-      "0.0 [10.51284731]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 881536.00000000\n",
-      "  total_weights: 14416.00000000\n",
-      "  total_act: 10266.00000000\n",
-      "  est_act: 6272.00000000\n",
-      "0.0 [12.3353351]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 21300032.00000000\n",
-      "  total_weights: 27488.00000000\n",
-      "  total_act: 101210.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [12.37475462]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 41370432.00000000\n",
-      "  total_weights: 53088.00000000\n",
-      "  total_act: 101210.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [10.5185619]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 2120096.00000000\n",
-      "  total_weights: 2864.00000000\n",
-      "  total_act: 51002.00000000\n",
-      "  est_act: 25088.00000000\n",
-      "0.0 [9.83687485]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 1270240.00000000\n",
-      "  total_weights: 22192.00000000\n",
-      "  total_act: 8666.00000000\n",
-      "  est_act: 6272.00000000\n",
-      "0.0 [10.68695067]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 4158496.00000000\n",
-      "  total_weights: 19576.00000000\n",
-      "  total_act: 44730.00000000\n",
-      "  est_act: 37632.00000000\n",
-      "0.0 [11.11861039]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 2540400.00000000\n",
-      "  total_weights: 7368.00000000\n",
-      "  total_act: 47882.00000000\n",
-      "  est_act: 37632.00000000\n",
-      "0.0 [11.53090198]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 1762752.00000000\n",
-      "  total_weights: 28512.00000000\n",
-      "  total_act: 16538.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [9.76112943]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 341984.00000000\n",
-      "  total_weights: 6704.00000000\n",
-      "  total_act: 8666.00000000\n",
-      "  est_act: 6272.00000000\n",
-      "0.0 [10.8918677]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 7840240.00000000\n",
-      "  total_weights: 10240.00000000\n",
-      "  total_act: 63562.00000000\n",
-      "  est_act: 37632.00000000\n",
-      "0.0 [11.11985883]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 495728.00000000\n",
-      "  total_weights: 7952.00000000\n",
-      "  total_act: 15738.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [9.94752505]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 2712800.00000000\n",
-      "  total_weights: 14000.00000000\n",
-      "  total_act: 13370.00000000\n",
-      "  est_act: 6272.00000000\n",
-      "0.0 [11.05802249]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 12310688.00000000\n",
-      "  total_weights: 63128.00000000\n",
-      "  total_act: 22810.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [11.07258965]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 9615216.00000000\n",
-      "  total_weights: 47496.00000000\n",
-      "  total_act: 47882.00000000\n",
-      "  est_act: 37632.00000000\n",
-      "0.0 [10.62531881]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 2763136.00000000\n",
-      "  total_weights: 14416.00000000\n",
-      "  total_act: 19674.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [10.72159247]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 2540320.00000000\n",
-      "  total_weights: 44224.00000000\n",
-      "  total_act: 14938.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [11.52173849]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 1311168.00000000\n",
-      "  total_weights: 26208.00000000\n",
-      "  total_act: 16538.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [11.3593656]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 11051584.00000000\n",
-      "  total_weights: 14416.00000000\n",
-      "  total_act: 76122.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [11.11138975]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 1585568.00000000\n",
-      "  total_weights: 8408.00000000\n",
-      "  total_act: 22810.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [10.98773168]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 381344.00000000\n",
-      "  total_weights: 7448.00000000\n",
-      "  total_act: 13402.00000000\n",
-      "  est_act: 9408.00000000\n",
-      "0.0 [11.56106806]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 12418800.00000000\n",
-      "  total_weights: 62736.00000000\n",
-      "  total_act: 60426.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [11.00410316]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 14921248.00000000\n",
-      "  total_weights: 19192.00000000\n",
-      "  total_act: 63546.00000000\n",
-      "  est_act: 37632.00000000\n",
-      "0.0 [9.84713445]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 1282784.00000000\n",
-      "  total_weights: 6704.00000000\n",
-      "  total_act: 13370.00000000\n",
-      "  est_act: 6272.00000000\n",
-      "0.0 [11.7160954]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 15222464.00000000\n",
-      "  total_weights: 19736.00000000\n",
-      "  total_act: 88666.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [10.26674605]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 3942192.00000000\n",
-      "  total_weights: 20352.00000000\n",
-      "  total_act: 16522.00000000\n",
-      "  est_act: 9408.00000000\n",
-      "0.0 [9.86953546]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 1332960.00000000\n",
-      "  total_weights: 6960.00000000\n",
-      "  total_act: 13370.00000000\n",
-      "  est_act: 6272.00000000\n",
-      "0.0 [11.3593656]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 11051584.00000000\n",
-      "  total_weights: 14416.00000000\n",
-      "  total_act: 76122.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [10.16224695]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 724656.00000000\n",
-      "  total_weights: 11136.00000000\n",
-      "  total_act: 9466.00000000\n",
-      "  est_act: 6272.00000000\n",
-      "0.0 [11.12511418]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 25307680.00000000\n",
-      "  total_weights: 32440.00000000\n",
-      "  total_act: 63546.00000000\n",
-      "  est_act: 37632.00000000\n",
-      "0.0 [11.50055594]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 2615744.00000000\n",
-      "  total_weights: 51296.00000000\n",
-      "  total_act: 16538.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [10.33798601]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 6214144.00000000\n",
-      "  total_weights: 31864.00000000\n",
-      "  total_act: 16506.00000000\n",
-      "  est_act: 9408.00000000\n",
-      "0.0 [10.50946527]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 5130656.00000000\n",
-      "  total_weights: 6704.00000000\n",
-      "  total_act: 51002.00000000\n",
-      "  est_act: 25088.00000000\n",
-      "0.0 [11.18136173]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 8354464.00000000\n",
-      "  total_weights: 41920.00000000\n",
-      "  total_act: 57274.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [11.62051797]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 10142144.00000000\n",
-      "  total_weights: 52064.00000000\n",
-      "  total_act: 25946.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [11.93511076]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 49398512.00000000\n",
-      "  total_weights: 63248.00000000\n",
-      "  total_act: 88650.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [10.60960871]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 5632416.00000000\n",
-      "  total_weights: 7344.00000000\n",
-      "  total_act: 51002.00000000\n",
-      "  est_act: 25088.00000000\n",
-      "0.0 [10.7397689]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 1397328.00000000\n",
-      "  total_weights: 7368.00000000\n",
-      "  total_act: 19658.00000000\n",
-      "  est_act: 9408.00000000\n",
-      "0.0 [11.12690804]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 646256.00000000\n",
-      "  total_weights: 8720.00000000\n",
-      "  total_act: 15738.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [11.90778844]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 48997104.00000000\n",
-      "  total_weights: 62736.00000000\n",
-      "  total_act: 88650.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [10.94923199]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 1961888.00000000\n",
-      "  total_weights: 38552.00000000\n",
-      "  total_act: 13402.00000000\n",
-      "  est_act: 9408.00000000\n",
-      "0.0 [10.70972403]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 2803744.00000000\n",
-      "  total_weights: 10936.00000000\n",
-      "  total_act: 44730.00000000\n",
-      "  est_act: 37632.00000000\n",
-      "0.0 [11.07977842]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 3104880.00000000\n",
-      "  total_weights: 62736.00000000\n",
-      "  total_act: 15738.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [10.94657304]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 8141296.00000000\n",
-      "  total_weights: 10624.00000000\n",
-      "  total_act: 63562.00000000\n",
-      "  est_act: 37632.00000000\n",
-      "0.0 [10.32520672]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 1467808.00000000\n",
-      "  total_weights: 3760.00000000\n",
-      "  total_act: 32186.00000000\n",
-      "  est_act: 25088.00000000\n",
-      "0.0 [10.35982056]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 3474848.00000000\n",
-      "  total_weights: 14000.00000000\n",
-      "  total_act: 32186.00000000\n",
-      "  est_act: 25088.00000000\n",
-      "0.0 [11.44941533]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 12663488.00000000\n",
-      "  total_weights: 63128.00000000\n",
-      "  total_act: 51034.00000000\n",
-      "  est_act: 37632.00000000\n",
-      "0.0 [10.23677401]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 1152640.00000000\n",
-      "  total_weights: 20152.00000000\n",
-      "  total_act: 11802.00000000\n",
-      "  est_act: 9408.00000000\n",
-      "0.0 [11.05564608]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 8448544.00000000\n",
-      "  total_weights: 10936.00000000\n",
-      "  total_act: 63546.00000000\n",
-      "  est_act: 37632.00000000\n",
-      "0.0 [10.59401358]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 2516880.00000000\n",
-      "  total_weights: 48072.00000000\n",
-      "  total_act: 12602.00000000\n",
-      "  est_act: 9408.00000000\n",
-      "0.0 [10.24350402]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 287104.00000000\n",
-      "  total_weights: 4216.00000000\n",
-      "  total_act: 11802.00000000\n",
-      "  est_act: 9408.00000000\n",
-      "0.0 [12.34844526]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 40567616.00000000\n",
-      "  total_weights: 52064.00000000\n",
-      "  total_act: 101210.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [10.21733471]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 1568160.00000000\n",
-      "  total_weights: 6960.00000000\n",
-      "  total_act: 32186.00000000\n",
-      "  est_act: 25088.00000000\n",
-      "0.0 [10.86915659]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 3023344.00000000\n",
-      "  total_weights: 4096.00000000\n",
-      "  total_act: 63562.00000000\n",
-      "  est_act: 37632.00000000\n",
-      "0.0 [10.57654464]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 2403984.00000000\n",
-      "  total_weights: 47496.00000000\n",
-      "  total_act: 12602.00000000\n",
-      "  est_act: 9408.00000000\n",
-      "0.0 [11.61575442]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 33743520.00000000\n",
-      "  total_weights: 43200.00000000\n",
-      "  total_act: 76090.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [9.84557275]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 479968.00000000\n",
-      "  total_weights: 2608.00000000\n",
-      "  total_act: 13370.00000000\n",
-      "  est_act: 6272.00000000\n",
-      "0.0 [10.37813254]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 2262784.00000000\n",
-      "  total_weights: 11704.00000000\n",
-      "  total_act: 16506.00000000\n",
-      "  est_act: 9408.00000000\n",
-      "0.0 [10.56095089]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 2328720.00000000\n",
-      "  total_weights: 47112.00000000\n",
-      "  total_act: 12602.00000000\n",
-      "  est_act: 9408.00000000\n",
-      "0.0 [11.5811617]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 20898464.00000000\n",
-      "  total_weights: 26816.00000000\n",
-      "  total_act: 76090.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [10.70188747]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 1133904.00000000\n",
-      "  total_weights: 6024.00000000\n",
-      "  total_act: 19658.00000000\n",
-      "  est_act: 9408.00000000\n",
-      "0.0 [11.61354731]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 13422320.00000000\n",
-      "  total_weights: 64016.00000000\n",
-      "  total_act: 60426.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [10.57023383]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 931712.00000000\n",
-      "  total_weights: 5072.00000000\n",
-      "  total_act: 19674.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [10.11959996]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 247984.00000000\n",
-      "  total_weights: 4096.00000000\n",
-      "  total_act: 9466.00000000\n",
-      "  est_act: 6272.00000000\n",
-      "0.0 [11.52111669]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 4842144.00000000\n",
-      "  total_weights: 6336.00000000\n",
-      "  total_act: 76090.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [10.75472564]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 7018528.00000000\n",
-      "  total_weights: 32440.00000000\n",
-      "  total_act: 44730.00000000\n",
-      "  est_act: 37632.00000000\n",
-      "0.0 [12.3353351]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 21300032.00000000\n",
-      "  total_weights: 27488.00000000\n",
-      "  total_act: 101210.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [10.5128513]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 1994736.00000000\n",
-      "  total_weights: 9984.00000000\n",
-      "  total_act: 35338.00000000\n",
-      "  est_act: 25088.00000000\n",
-      "0.0 [11.03802023]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 1486704.00000000\n",
-      "  total_weights: 6024.00000000\n",
-      "  total_act: 47882.00000000\n",
-      "  est_act: 37632.00000000\n",
-      "0.0 [11.34924385]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 4629056.00000000\n",
-      "  total_weights: 6224.00000000\n",
-      "  total_act: 76122.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [11.07977842]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 3104880.00000000\n",
-      "  total_weights: 62736.00000000\n",
-      "  total_act: 15738.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [11.08104845]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 3744624.00000000\n",
-      "  total_weights: 15816.00000000\n",
-      "  total_act: 47882.00000000\n",
-      "  est_act: 37632.00000000\n",
-      "0.0 [11.07827307]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 3205232.00000000\n",
-      "  total_weights: 63248.00000000\n",
-      "  total_act: 15738.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [10.82751622]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 959776.00000000\n",
-      "  total_weights: 5056.00000000\n",
-      "  total_act: 19642.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [11.00112216]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 2991984.00000000\n",
-      "  total_weights: 14856.00000000\n",
-      "  total_act: 47882.00000000\n",
-      "  est_act: 37632.00000000\n",
-      "0.0 [11.01186009]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 8542704.00000000\n",
-      "  total_weights: 11136.00000000\n",
-      "  total_act: 63562.00000000\n",
-      "  est_act: 37632.00000000\n",
-      "0.0 [10.64073685]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 1157504.00000000\n",
-      "  total_weights: 6224.00000000\n",
-      "  total_act: 19674.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [10.98751226]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 3725808.00000000\n",
-      "  total_weights: 4992.00000000\n",
-      "  total_act: 63562.00000000\n",
-      "  est_act: 37632.00000000\n",
-      "0.0 [11.80802776]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 30425792.00000000\n",
-      "  total_weights: 39128.00000000\n",
-      "  total_act: 88666.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [11.61354731]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 13422320.00000000\n",
-      "  total_weights: 64016.00000000\n",
-      "  total_act: 60426.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [10.26674605]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 3942192.00000000\n",
-      "  total_weights: 20352.00000000\n",
-      "  total_act: 16522.00000000\n",
-      "  est_act: 9408.00000000\n",
-      "0.0 [11.1953217]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 7432560.00000000\n",
-      "  total_weights: 38160.00000000\n",
-      "  total_act: 22794.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [11.72727815]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 29673152.00000000\n",
-      "  total_weights: 38168.00000000\n",
-      "  total_act: 88666.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [10.89118612]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 5030464.00000000\n",
-      "  total_weights: 25552.00000000\n",
-      "  total_act: 38490.00000000\n",
-      "  est_act: 25088.00000000\n",
-      "0.0 [10.52339871]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 3801072.00000000\n",
-      "  total_weights: 19200.00000000\n",
-      "  total_act: 35338.00000000\n",
-      "  est_act: 25088.00000000\n",
-      "0.0 [11.12491771]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 4346736.00000000\n",
-      "  total_weights: 16584.00000000\n",
-      "  total_act: 47882.00000000\n",
-      "  est_act: 37632.00000000\n",
-      "0.0 [9.84713445]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 1282784.00000000\n",
-      "  total_weights: 6704.00000000\n",
-      "  total_act: 13370.00000000\n",
-      "  est_act: 6272.00000000\n",
-      "0.0 [10.31868415]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 3730432.00000000\n",
-      "  total_weights: 19192.00000000\n",
-      "  total_act: 16506.00000000\n",
-      "  est_act: 9408.00000000\n",
-      "0.0 [10.60798845]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 1292272.00000000\n",
-      "  total_weights: 4480.00000000\n",
-      "  total_act: 35338.00000000\n",
-      "  est_act: 25088.00000000\n",
-      "0.0 [11.98765183]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 10060608.00000000\n",
-      "  total_weights: 50784.00000000\n",
-      "  total_act: 63578.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [10.5185619]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 2120096.00000000\n",
-      "  total_weights: 2864.00000000\n",
-      "  total_act: 51002.00000000\n",
-      "  est_act: 25088.00000000\n",
-      "0.0 [10.35873793]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 6327040.00000000\n",
-      "  total_weights: 32440.00000000\n",
-      "  total_act: 16506.00000000\n",
-      "  est_act: 9408.00000000\n",
-      "0.0 [11.74908963]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 5889728.00000000\n",
-      "  total_weights: 7832.00000000\n",
-      "  total_act: 88666.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [11.80802776]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 30425792.00000000\n",
-      "  total_weights: 39128.00000000\n",
-      "  total_act: 88666.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [10.51427434]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 790512.00000000\n",
-      "  total_weights: 3840.00000000\n",
-      "  total_act: 35338.00000000\n",
-      "  est_act: 25088.00000000\n",
-      "0.0 [10.19825486]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 6175024.00000000\n",
-      "  total_weights: 31744.00000000\n",
-      "  total_act: 16522.00000000\n",
-      "  est_act: 9408.00000000\n",
-      "0.0 [11.4948281]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 23651952.00000000\n",
-      "  total_weights: 30408.00000000\n",
-      "  total_act: 76106.00000000\n",
-      "  est_act: 37632.00000000\n",
-      "0.0 [10.72847776]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 4610080.00000000\n",
-      "  total_weights: 20152.00000000\n",
-      "  total_act: 44730.00000000\n",
-      "  est_act: 37632.00000000\n",
-      "0.0 [10.2725515]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 851584.00000000\n",
-      "  total_weights: 11704.00000000\n",
-      "  total_act: 11802.00000000\n",
-      "  est_act: 9408.00000000\n",
-      "0.0 [10.21583221]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 756016.00000000\n",
-      "  total_weights: 4096.00000000\n",
-      "  total_act: 16522.00000000\n",
-      "  est_act: 9408.00000000\n",
-      "0.0 [11.22641673]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 2935456.00000000\n",
-      "  total_weights: 7360.00000000\n",
-      "  total_act: 57274.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [11.11080232]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 1248368.00000000\n",
-      "  total_weights: 21008.00000000\n",
-      "  total_act: 15738.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [11.33895933]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 11459184.00000000\n",
-      "  total_weights: 14856.00000000\n",
-      "  total_act: 76106.00000000\n",
-      "  est_act: 37632.00000000\n",
-      "0.0 [10.28382577]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 550528.00000000\n",
-      "  total_weights: 5560.00000000\n",
-      "  total_act: 11802.00000000\n",
-      "  est_act: 9408.00000000\n",
-      "0.0 [11.58719254]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 12820208.00000000\n",
-      "  total_weights: 63248.00000000\n",
-      "  total_act: 60426.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [10.73515466]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 9525840.00000000\n",
-      "  total_weights: 48840.00000000\n",
-      "  total_act: 19658.00000000\n",
-      "  est_act: 9408.00000000\n",
-      "0.0 [10.27208619]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 1869216.00000000\n",
-      "  total_weights: 7344.00000000\n",
-      "  total_act: 32186.00000000\n",
-      "  est_act: 25088.00000000\n",
-      "0.0 [11.98773393]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 2032448.00000000\n",
-      "  total_weights: 9824.00000000\n",
-      "  total_act: 63578.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [10.70654029]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 1536800.00000000\n",
-      "  total_weights: 26816.00000000\n",
-      "  total_act: 14938.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [10.24350402]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 287104.00000000\n",
-      "  total_weights: 4216.00000000\n",
-      "  total_act: 11802.00000000\n",
-      "  est_act: 9408.00000000\n",
-      "0.0 [11.57982299]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 8003312.00000000\n",
-      "  total_weights: 38672.00000000\n",
-      "  total_act: 60426.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [11.05564608]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 8448544.00000000\n",
-      "  total_weights: 10936.00000000\n",
-      "  total_act: 63546.00000000\n",
-      "  est_act: 37632.00000000\n",
-      "0.0 [11.26756543]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 10160800.00000000\n",
-      "  total_weights: 44224.00000000\n",
-      "  total_act: 57274.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [11.06541758]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 4233760.00000000\n",
-      "  total_weights: 5560.00000000\n",
-      "  total_act: 63546.00000000\n",
-      "  est_act: 37632.00000000\n",
-      "0.0 [11.18136173]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 8354464.00000000\n",
-      "  total_weights: 41920.00000000\n",
-      "  total_act: 57274.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [10.97288466]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 1058720.00000000\n",
-      "  total_weights: 20120.00000000\n",
-      "  total_act: 13402.00000000\n",
-      "  est_act: 9408.00000000\n",
-      "0.0 [10.06033928]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 1552560.00000000\n",
-      "  total_weights: 31488.00000000\n",
-      "  total_act: 9466.00000000\n",
-      "  est_act: 6272.00000000\n",
-      "0.0 [11.23545677]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 32627264.00000000\n",
-      "  total_weights: 41936.00000000\n",
-      "  total_act: 76122.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [12.2902296]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 20296512.00000000\n",
-      "  total_weights: 26208.00000000\n",
-      "  total_act: 101210.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [11.20359114]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 3920240.00000000\n",
-      "  total_weights: 20240.00000000\n",
-      "  total_act: 22794.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [11.50782178]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 2766272.00000000\n",
-      "  total_weights: 52064.00000000\n",
-      "  total_act: 16538.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [11.29544383]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 10650176.00000000\n",
-      "  total_weights: 13904.00000000\n",
-      "  total_act: 76122.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [10.53361869]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 8157056.00000000\n",
-      "  total_weights: 41936.00000000\n",
-      "  total_act: 19674.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [11.54189266]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 508352.00000000\n",
-      "  total_weights: 9824.00000000\n",
-      "  total_act: 16538.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [10.74552895]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 2201632.00000000\n",
-      "  total_weights: 5560.00000000\n",
-      "  total_act: 44730.00000000\n",
-      "  est_act: 37632.00000000\n",
-      "0.0 [10.85116526]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 1411360.00000000\n",
-      "  total_weights: 7360.00000000\n",
-      "  total_act: 19642.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [11.24971177]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 6949536.00000000\n",
-      "  total_weights: 27840.00000000\n",
-      "  total_act: 57274.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [12.3353351]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 21300032.00000000\n",
-      "  total_weights: 27488.00000000\n",
-      "  total_act: 101210.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [10.43127877]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 2110848.00000000\n",
-      "  total_weights: 42192.00000000\n",
-      "  total_act: 10266.00000000\n",
-      "  est_act: 6272.00000000\n",
-      "0.0 [12.02620379]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 6247232.00000000\n",
-      "  total_weights: 27488.00000000\n",
-      "  total_act: 63578.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [9.85179096]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 567776.00000000\n",
-      "  total_weights: 7856.00000000\n",
-      "  total_act: 8666.00000000\n",
-      "  est_act: 6272.00000000\n",
-      "0.0 [11.49408736]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 4121024.00000000\n",
-      "  total_weights: 83552.00000000\n",
-      "  total_act: 16538.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [9.84538057]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 868832.00000000\n",
-      "  total_weights: 14000.00000000\n",
-      "  total_act: 8666.00000000\n",
-      "  est_act: 6272.00000000\n",
-      "0.0 [10.44054729]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 655744.00000000\n",
-      "  total_weights: 13264.00000000\n",
-      "  total_act: 10266.00000000\n",
-      "  est_act: 6272.00000000\n",
-      "0.0 [11.61171825]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 16414144.00000000\n",
-      "  total_weights: 84064.00000000\n",
-      "  total_act: 25946.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [11.33359546]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 33129024.00000000\n",
-      "  total_weights: 42576.00000000\n",
-      "  total_act: 76122.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [11.00410316]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 14921248.00000000\n",
-      "  total_weights: 19192.00000000\n",
-      "  total_act: 63546.00000000\n",
-      "  est_act: 37632.00000000\n",
-      "0.0 [10.35873793]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 6327040.00000000\n",
-      "  total_weights: 32440.00000000\n",
-      "  total_act: 16506.00000000\n",
-      "  est_act: 9408.00000000\n",
-      "0.0 [10.22394357]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 6250288.00000000\n",
-      "  total_weights: 32128.00000000\n",
-      "  total_act: 16522.00000000\n",
-      "  est_act: 9408.00000000\n",
-      "0.0 [10.53976685]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 6209520.00000000\n",
-      "  total_weights: 31488.00000000\n",
-      "  total_act: 35338.00000000\n",
-      "  est_act: 25088.00000000\n",
-      "0.0 [10.53976685]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 6209520.00000000\n",
-      "  total_weights: 31488.00000000\n",
-      "  total_act: 35338.00000000\n",
-      "  est_act: 25088.00000000\n",
-      "0.0 [10.98751226]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 3725808.00000000\n",
-      "  total_weights: 4992.00000000\n",
-      "  total_act: 63562.00000000\n",
-      "  est_act: 37632.00000000\n",
-      "0.0 [11.63149351]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 9408240.00000000\n",
-      "  total_weights: 40464.00000000\n",
-      "  total_act: 60426.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [10.64073685]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 1157504.00000000\n",
-      "  total_weights: 6224.00000000\n",
-      "  total_act: 19674.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [11.98765183]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 10060608.00000000\n",
-      "  total_weights: 50784.00000000\n",
-      "  total_act: 63578.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [10.12165231]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 624304.00000000\n",
-      "  total_weights: 10624.00000000\n",
-      "  total_act: 9466.00000000\n",
-      "  est_act: 6272.00000000\n",
-      "0.0 [10.31868415]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 3730432.00000000\n",
-      "  total_weights: 19192.00000000\n",
-      "  total_act: 16506.00000000\n",
-      "  est_act: 9408.00000000\n",
-      "0.0 [10.58433091]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 748176.00000000\n",
-      "  total_weights: 14856.00000000\n",
-      "  total_act: 12602.00000000\n",
-      "  est_act: 9408.00000000\n",
-      "0.0 [10.31992142]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 719872.00000000\n",
-      "  total_weights: 3832.00000000\n",
-      "  total_act: 16506.00000000\n",
-      "  est_act: 9408.00000000\n",
-      "0.0 [11.01492961]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 7996960.00000000\n",
-      "  total_weights: 10360.00000000\n",
-      "  total_act: 63546.00000000\n",
-      "  est_act: 37632.00000000\n",
-      "0.0 [11.18289925]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 3136160.00000000\n",
-      "  total_weights: 13760.00000000\n",
-      "  total_act: 57274.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [10.70972403]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 2803744.00000000\n",
-      "  total_weights: 10936.00000000\n",
-      "  total_act: 44730.00000000\n",
-      "  est_act: 37632.00000000\n",
-      "0.0 [10.60860516]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 2496496.00000000\n",
-      "  total_weights: 10624.00000000\n",
-      "  total_act: 35338.00000000\n",
-      "  est_act: 25088.00000000\n",
-      "0.0 [11.62532223]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 5325248.00000000\n",
-      "  total_weights: 27488.00000000\n",
-      "  total_act: 25946.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [11.62428528]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 5795568.00000000\n",
-      "  total_weights: 22032.00000000\n",
-      "  total_act: 60426.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [11.21593965]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 19782208.00000000\n",
-      "  total_weights: 25552.00000000\n",
-      "  total_act: 76122.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [10.18091244]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 423600.00000000\n",
-      "  total_weights: 4992.00000000\n",
-      "  total_act: 9466.00000000\n",
-      "  est_act: 6272.00000000\n",
-      "0.0 [11.99224667]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 50803440.00000000\n",
-      "  total_weights: 65040.00000000\n",
-      "  total_act: 88650.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [11.10137488]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 9050656.00000000\n",
-      "  total_weights: 11704.00000000\n",
-      "  total_act: 63546.00000000\n",
-      "  est_act: 37632.00000000\n",
-      "0.0 [11.02597793]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 720032.00000000\n",
-      "  total_weights: 9176.00000000\n",
-      "  total_act: 13402.00000000\n",
-      "  est_act: 9408.00000000\n",
-      "0.0 [11.49408736]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 4121024.00000000\n",
-      "  total_weights: 83552.00000000\n",
-      "  total_act: 16538.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [12.30453373]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 7852864.00000000\n",
-      "  total_weights: 10336.00000000\n",
-      "  total_act: 101210.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [10.66181653]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 1147936.00000000\n",
-      "  total_weights: 4216.00000000\n",
-      "  total_act: 44730.00000000\n",
-      "  est_act: 37632.00000000\n",
-      "0.0 [10.60450006]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 371856.00000000\n",
-      "  total_weights: 6024.00000000\n",
-      "  total_act: 12602.00000000\n",
-      "  est_act: 9408.00000000\n",
-      "0.0 [10.5185619]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 2120096.00000000\n",
-      "  total_weights: 2864.00000000\n",
-      "  total_act: 51002.00000000\n",
-      "  est_act: 25088.00000000\n",
-      "0.0 [10.68609717]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 4704240.00000000\n",
-      "  total_weights: 20352.00000000\n",
-      "  total_act: 35338.00000000\n",
-      "  est_act: 25088.00000000\n",
-      "0.0 [10.5128513]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 1994736.00000000\n",
-      "  total_weights: 9984.00000000\n",
-      "  total_act: 35338.00000000\n",
-      "  est_act: 25088.00000000\n",
-      "0.0 [10.35168153]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 2112256.00000000\n",
-      "  total_weights: 10936.00000000\n",
-      "  total_act: 16506.00000000\n",
-      "  est_act: 9408.00000000\n",
-      "0.0 [12.00940781]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 10462016.00000000\n",
-      "  total_weights: 51296.00000000\n",
-      "  total_act: 63578.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [11.52111669]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 4842144.00000000\n",
-      "  total_weights: 6336.00000000\n",
-      "  total_act: 76090.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [10.58433091]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 748176.00000000\n",
-      "  total_weights: 14856.00000000\n",
-      "  total_act: 12602.00000000\n",
-      "  est_act: 9408.00000000\n",
-      "0.0 [9.80878548]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 467424.00000000\n",
-      "  total_weights: 7344.00000000\n",
-      "  total_act: 8666.00000000\n",
-      "  est_act: 6272.00000000\n",
-      "0.0 [10.47514417]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 781184.00000000\n",
-      "  total_weights: 13904.00000000\n",
-      "  total_act: 10266.00000000\n",
-      "  est_act: 6272.00000000\n",
-      "0.0 [10.67238257]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 9187152.00000000\n",
-      "  total_weights: 47112.00000000\n",
-      "  total_act: 19658.00000000\n",
-      "  est_act: 9408.00000000\n",
-      "0.0 [11.4885781]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 13115072.00000000\n",
-      "  total_weights: 63704.00000000\n",
-      "  total_act: 51034.00000000\n",
-      "  est_act: 37632.00000000\n",
-      "0.0 [10.5128513]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 1994736.00000000\n",
-      "  total_weights: 9984.00000000\n",
-      "  total_act: 35338.00000000\n",
-      "  est_act: 25088.00000000\n",
-      "0.0 [10.44209161]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 1308032.00000000\n",
-      "  total_weights: 25808.00000000\n",
-      "  total_act: 10266.00000000\n",
-      "  est_act: 6272.00000000\n",
-      "0.0 [11.36501872]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 22297200.00000000\n",
-      "  total_weights: 28680.00000000\n",
-      "  total_act: 76106.00000000\n",
-      "  est_act: 37632.00000000\n",
-      "0.0 [10.70118596]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 1599520.00000000\n",
-      "  total_weights: 4792.00000000\n",
-      "  total_act: 44730.00000000\n",
-      "  est_act: 37632.00000000\n",
-      "0.0 [10.80226559]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 7620640.00000000\n",
-      "  total_weights: 33208.00000000\n",
-      "  total_act: 44730.00000000\n",
-      "  est_act: 37632.00000000\n",
-      "0.0 [10.71210917]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 6566944.00000000\n",
-      "  total_weights: 31864.00000000\n",
-      "  total_act: 44730.00000000\n",
-      "  est_act: 37632.00000000\n",
-      "0.0 [10.55186044]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 8207232.00000000\n",
-      "  total_weights: 42192.00000000\n",
-      "  total_act: 19674.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [10.55186044]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 8207232.00000000\n",
-      "  total_weights: 42192.00000000\n",
-      "  total_act: 19674.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [11.12491771]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 4346736.00000000\n",
-      "  total_weights: 16584.00000000\n",
-      "  total_act: 47882.00000000\n",
-      "  est_act: 37632.00000000\n",
-      "0.0 [10.1794739]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 3716400.00000000\n",
-      "  total_weights: 19200.00000000\n",
-      "  total_act: 16522.00000000\n",
-      "  est_act: 9408.00000000\n",
-      "0.0 [11.3593656]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 11051584.00000000\n",
-      "  total_weights: 14416.00000000\n",
-      "  total_act: 76122.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [11.04334217]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 3525184.00000000\n",
-      "  total_weights: 14416.00000000\n",
-      "  total_act: 38490.00000000\n",
-      "  est_act: 25088.00000000\n",
-      "0.0 [11.54828227]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 5644960.00000000\n",
-      "  total_weights: 7360.00000000\n",
-      "  total_act: 76090.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [10.22471776]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 3841840.00000000\n",
-      "  total_weights: 19840.00000000\n",
-      "  total_act: 16522.00000000\n",
-      "  est_act: 9408.00000000\n",
-      "0.0 [11.23576234]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 4541088.00000000\n",
-      "  total_weights: 15552.00000000\n",
-      "  total_act: 57274.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [11.55230098]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 3989232.00000000\n",
-      "  total_weights: 19728.00000000\n",
-      "  total_act: 60426.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [11.51466099]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 1411520.00000000\n",
-      "  total_weights: 26720.00000000\n",
-      "  total_act: 16538.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [10.23825703]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 831280.00000000\n",
-      "  total_weights: 4480.00000000\n",
-      "  total_act: 16522.00000000\n",
-      "  est_act: 9408.00000000\n",
-      "0.0 [10.6303116]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 1764240.00000000\n",
-      "  total_weights: 30408.00000000\n",
-      "  total_act: 12602.00000000\n",
-      "  est_act: 9408.00000000\n",
-      "0.0 [10.21417414]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 512896.00000000\n",
-      "  total_weights: 9976.00000000\n",
-      "  total_act: 11802.00000000\n",
-      "  est_act: 9408.00000000\n",
-      "0.0 [10.59536308]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 10148256.00000000\n",
-      "  total_weights: 13104.00000000\n",
-      "  total_act: 51002.00000000\n",
-      "  est_act: 25088.00000000\n",
-      "0.0 [11.57543947]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 4390640.00000000\n",
-      "  total_weights: 20240.00000000\n",
-      "  total_act: 60426.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [10.69190683]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 16871840.00000000\n",
-      "  total_weights: 21680.00000000\n",
-      "  total_act: 51002.00000000\n",
-      "  est_act: 25088.00000000\n",
-      "0.0 [12.00657855]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 2433856.00000000\n",
-      "  total_weights: 10336.00000000\n",
-      "  total_act: 63578.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [11.52325675]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 5287616.00000000\n",
-      "  total_weights: 21464.00000000\n",
-      "  total_act: 51034.00000000\n",
-      "  est_act: 37632.00000000\n",
-      "0.0 [10.60860516]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 2496496.00000000\n",
-      "  total_weights: 10624.00000000\n",
-      "  total_act: 35338.00000000\n",
-      "  est_act: 25088.00000000\n",
-      "0.0 [11.48993342]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 4221376.00000000\n",
-      "  total_weights: 84064.00000000\n",
-      "  total_act: 16538.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [12.0473962]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 3838784.00000000\n",
-      "  total_weights: 12128.00000000\n",
-      "  total_act: 63578.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [11.99229883]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 16483136.00000000\n",
-      "  total_weights: 83552.00000000\n",
-      "  total_act: 63578.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [11.99229883]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 16483136.00000000\n",
-      "  total_weights: 83552.00000000\n",
-      "  total_act: 63578.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [11.11985883]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 495728.00000000\n",
-      "  total_weights: 7952.00000000\n",
-      "  total_act: 15738.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [11.61575442]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 33743520.00000000\n",
-      "  total_weights: 43200.00000000\n",
-      "  total_act: 76090.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [11.31376784]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 4233840.00000000\n",
-      "  total_weights: 5640.00000000\n",
-      "  total_act: 76106.00000000\n",
-      "  est_act: 37632.00000000\n",
-      "0.0 [11.48993342]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 4221376.00000000\n",
-      "  total_weights: 84064.00000000\n",
-      "  total_act: 16538.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [11.57543947]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 4390640.00000000\n",
-      "  total_weights: 20240.00000000\n",
-      "  total_act: 60426.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [11.33895933]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 11459184.00000000\n",
-      "  total_weights: 14856.00000000\n",
-      "  total_act: 76106.00000000\n",
-      "  est_act: 37632.00000000\n",
-      "0.0 [10.71070066]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 3053136.00000000\n",
-      "  total_weights: 15816.00000000\n",
-      "  total_act: 19658.00000000\n",
-      "  est_act: 9408.00000000\n",
-      "0.0 [12.02572862]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 3035968.00000000\n",
-      "  total_weights: 11104.00000000\n",
-      "  total_act: 63578.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [11.07977842]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 3104880.00000000\n",
-      "  total_weights: 62736.00000000\n",
-      "  total_act: 15738.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [10.70972403]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 2803744.00000000\n",
-      "  total_weights: 10936.00000000\n",
-      "  total_act: 44730.00000000\n",
-      "  est_act: 37632.00000000\n",
-      "0.0 [10.53918846]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 4945792.00000000\n",
-      "  total_weights: 25552.00000000\n",
-      "  total_act: 19674.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [10.35168153]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 2112256.00000000\n",
-      "  total_weights: 10936.00000000\n",
-      "  total_act: 16506.00000000\n",
-      "  est_act: 9408.00000000\n",
-      "0.0 [10.98077794]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 3123776.00000000\n",
-      "  total_weights: 13904.00000000\n",
-      "  total_act: 38490.00000000\n",
-      "  est_act: 25088.00000000\n",
-      "0.0 [11.22810913]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 4271472.00000000\n",
-      "  total_weights: 22032.00000000\n",
-      "  total_act: 22794.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [11.02597793]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 720032.00000000\n",
-      "  total_weights: 9176.00000000\n",
-      "  total_act: 13402.00000000\n",
-      "  est_act: 9408.00000000\n",
-      "0.0 [10.82152802]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 8185120.00000000\n",
-      "  total_weights: 41920.00000000\n",
-      "  total_act: 19642.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [11.87095172]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 50295488.00000000\n",
-      "  total_weights: 64472.00000000\n",
-      "  total_act: 88666.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [10.9320058]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 5231168.00000000\n",
-      "  total_weights: 25808.00000000\n",
-      "  total_act: 38490.00000000\n",
-      "  est_act: 25088.00000000\n",
-      "0.0 [10.19322297]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 2571680.00000000\n",
-      "  total_weights: 12848.00000000\n",
-      "  total_act: 32186.00000000\n",
-      "  est_act: 25088.00000000\n",
-      "0.0 [11.07977842]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 3104880.00000000\n",
-      "  total_weights: 62736.00000000\n",
-      "  total_act: 15738.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [9.85179096]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 567776.00000000\n",
-      "  total_weights: 7856.00000000\n",
-      "  total_act: 8666.00000000\n",
-      "  est_act: 6272.00000000\n",
-      "0.0 [10.11959996]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 247984.00000000\n",
-      "  total_weights: 4096.00000000\n",
-      "  total_act: 9466.00000000\n",
-      "  est_act: 6272.00000000\n",
-      "0.0 [10.8918677]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 7840240.00000000\n",
-      "  total_weights: 10240.00000000\n",
-      "  total_act: 63562.00000000\n",
-      "  est_act: 37632.00000000\n",
-      "0.0 [10.83585336]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 1210656.00000000\n",
-      "  total_weights: 6336.00000000\n",
-      "  total_act: 19642.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [11.23776427]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 9357984.00000000\n",
-      "  total_weights: 43200.00000000\n",
-      "  total_act: 57274.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [11.19354324]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 7532912.00000000\n",
-      "  total_weights: 38672.00000000\n",
-      "  total_act: 22794.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [12.31253718]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 20697920.00000000\n",
-      "  total_weights: 26720.00000000\n",
-      "  total_act: 101210.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [10.70317668]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 2339616.00000000\n",
-      "  total_weights: 43200.00000000\n",
-      "  total_act: 14938.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [10.1976889]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 705840.00000000\n",
-      "  total_weights: 3840.00000000\n",
-      "  total_act: 16522.00000000\n",
-      "  est_act: 9408.00000000\n",
-      "0.0 [11.18289925]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 3136160.00000000\n",
-      "  total_weights: 13760.00000000\n",
-      "  total_act: 57274.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [10.44054729]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 655744.00000000\n",
-      "  total_weights: 13264.00000000\n",
-      "  total_act: 10266.00000000\n",
-      "  est_act: 6272.00000000\n",
-      "0.0 [11.5579878]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 32740000.00000000\n",
-      "  total_weights: 41920.00000000\n",
-      "  total_act: 76090.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [10.49598508]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 379776.00000000\n",
-      "  total_weights: 5712.00000000\n",
-      "  total_act: 10266.00000000\n",
-      "  est_act: 6272.00000000\n",
-      "0.0 [10.17275177]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 1367456.00000000\n",
-      "  total_weights: 6704.00000000\n",
-      "  total_act: 32186.00000000\n",
-      "  est_act: 25088.00000000\n",
-      "0.0 [11.61054011]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 21701280.00000000\n",
-      "  total_weights: 27840.00000000\n",
-      "  total_act: 76090.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [9.76432843]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 1094624.00000000\n",
-      "  total_weights: 21296.00000000\n",
-      "  total_act: 8666.00000000\n",
-      "  est_act: 6272.00000000\n",
-      "0.0 [10.92979116]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 3166112.00000000\n",
-      "  total_weights: 63128.00000000\n",
-      "  total_act: 13402.00000000\n",
-      "  est_act: 9408.00000000\n",
-      "0.0 [11.07977842]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 3104880.00000000\n",
-      "  total_weights: 62736.00000000\n",
-      "  total_act: 15738.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [10.70118596]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 1599520.00000000\n",
-      "  total_weights: 4792.00000000\n",
-      "  total_act: 44730.00000000\n",
-      "  est_act: 37632.00000000\n",
-      "0.0 [10.1118229]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 1075888.00000000\n",
-      "  total_weights: 19840.00000000\n",
-      "  total_act: 9466.00000000\n",
-      "  est_act: 6272.00000000\n",
-      "0.0 [10.61776954]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 484752.00000000\n",
-      "  total_weights: 6600.00000000\n",
-      "  total_act: 12602.00000000\n",
-      "  est_act: 9408.00000000\n",
-      "0.0 [10.51427434]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 790512.00000000\n",
-      "  total_weights: 3840.00000000\n",
-      "  total_act: 35338.00000000\n",
-      "  est_act: 25088.00000000\n",
-      "0.0 [10.31885827]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 6138880.00000000\n",
-      "  total_weights: 31480.00000000\n",
-      "  total_act: 16506.00000000\n",
-      "  est_act: 9408.00000000\n",
-      "0.0 [12.2902296]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 20296512.00000000\n",
-      "  total_weights: 26208.00000000\n",
-      "  total_act: 101210.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [11.49408736]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 4121024.00000000\n",
-      "  total_weights: 83552.00000000\n",
-      "  total_act: 16538.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [10.11959996]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 247984.00000000\n",
-      "  total_weights: 4096.00000000\n",
-      "  total_act: 9466.00000000\n",
-      "  est_act: 6272.00000000\n",
-      "0.0 [10.29409498]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 3073440.00000000\n",
-      "  total_weights: 13488.00000000\n",
-      "  total_act: 32186.00000000\n",
-      "  est_act: 25088.00000000\n",
-      "0.0 [11.6119285]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 9991616.00000000\n",
-      "  total_weights: 51296.00000000\n",
-      "  total_act: 25946.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [11.57839451]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 12067488.00000000\n",
-      "  total_weights: 15552.00000000\n",
-      "  total_act: 76090.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [10.93806569]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 1217088.00000000\n",
-      "  total_weights: 5328.00000000\n",
-      "  total_act: 38490.00000000\n",
-      "  est_act: 25088.00000000\n",
-      "0.0 [10.82313746]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 8285472.00000000\n",
-      "  total_weights: 42432.00000000\n",
-      "  total_act: 19642.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [12.02572862]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 3035968.00000000\n",
-      "  total_weights: 11104.00000000\n",
-      "  total_act: 63578.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [10.22198491]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 4177312.00000000\n",
-      "  total_weights: 21040.00000000\n",
-      "  total_act: 32186.00000000\n",
-      "  est_act: 25088.00000000\n",
-      "0.0 [11.93511076]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 49398512.00000000\n",
-      "  total_weights: 63248.00000000\n",
-      "  total_act: 88650.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [11.35439337]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 4534896.00000000\n",
-      "  total_weights: 6024.00000000\n",
-      "  total_act: 76106.00000000\n",
-      "  est_act: 37632.00000000\n",
-      "0.0 [10.31868415]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 3730432.00000000\n",
-      "  total_weights: 19192.00000000\n",
-      "  total_act: 16506.00000000\n",
-      "  est_act: 9408.00000000\n",
-      "0.0 [11.19376134]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 12249456.00000000\n",
-      "  total_weights: 62736.00000000\n",
-      "  total_act: 22794.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [11.08237237]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 24856096.00000000\n",
-      "  total_weights: 31864.00000000\n",
-      "  total_act: 63546.00000000\n",
-      "  est_act: 37632.00000000\n",
-      "0.0 [11.02061577]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 3631648.00000000\n",
-      "  total_weights: 4792.00000000\n",
-      "  total_act: 63546.00000000\n",
-      "  est_act: 37632.00000000\n",
-      "0.0 [10.56095089]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 2328720.00000000\n",
-      "  total_weights: 47112.00000000\n",
-      "  total_act: 12602.00000000\n",
-      "  est_act: 9408.00000000\n",
-      "0.0 [10.08153558]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 1602736.00000000\n",
-      "  total_weights: 31744.00000000\n",
-      "  total_act: 9466.00000000\n",
-      "  est_act: 6272.00000000\n",
-      "0.0 [11.7160954]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 15222464.00000000\n",
-      "  total_weights: 19736.00000000\n",
-      "  total_act: 88666.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [11.12378335]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 1449072.00000000\n",
-      "  total_weights: 22032.00000000\n",
-      "  total_act: 15738.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [11.20136821]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 10148416.00000000\n",
-      "  total_weights: 13264.00000000\n",
-      "  total_act: 76122.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [10.06785829]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 950448.00000000\n",
-      "  total_weights: 19200.00000000\n",
-      "  total_act: 9466.00000000\n",
-      "  est_act: 6272.00000000\n",
-      "0.0 [11.26756543]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 10160800.00000000\n",
-      "  total_weights: 44224.00000000\n",
-      "  total_act: 57274.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [10.86915659]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 3023344.00000000\n",
-      "  total_weights: 4096.00000000\n",
-      "  total_act: 63562.00000000\n",
-      "  est_act: 37632.00000000\n",
-      "0.0 [10.26674605]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 3942192.00000000\n",
-      "  total_weights: 20352.00000000\n",
-      "  total_act: 16522.00000000\n",
-      "  est_act: 9408.00000000\n",
-      "0.0 [11.53339281]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 608704.00000000\n",
-      "  total_weights: 10336.00000000\n",
-      "  total_act: 16538.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [10.1976889]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 705840.00000000\n",
-      "  total_weights: 3840.00000000\n",
-      "  total_act: 16522.00000000\n",
-      "  est_act: 9408.00000000\n",
-      "0.0 [10.26361743]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 1303168.00000000\n",
-      "  total_weights: 20920.00000000\n",
-      "  total_act: 11802.00000000\n",
-      "  est_act: 9408.00000000\n",
-      "0.0 [11.76868657]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 29974208.00000000\n",
-      "  total_weights: 38552.00000000\n",
-      "  total_act: 88666.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [11.94159409]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 30733040.00000000\n",
-      "  total_weights: 39440.00000000\n",
-      "  total_act: 88650.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [10.37696544]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 1058560.00000000\n",
-      "  total_weights: 5560.00000000\n",
-      "  total_act: 16506.00000000\n",
-      "  est_act: 9408.00000000\n",
-      "0.0 [10.08153558]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 1602736.00000000\n",
-      "  total_weights: 31744.00000000\n",
-      "  total_act: 9466.00000000\n",
-      "  est_act: 6272.00000000\n",
-      "0.0 [10.54982164]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 9947552.00000000\n",
-      "  total_weights: 12848.00000000\n",
-      "  total_act: 51002.00000000\n",
-      "  est_act: 25088.00000000\n",
-      "0.0 [10.26689913]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 6350640.00000000\n",
-      "  total_weights: 32640.00000000\n",
-      "  total_act: 16522.00000000\n",
-      "  est_act: 9408.00000000\n",
-      "0.0 [10.55186044]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 8207232.00000000\n",
-      "  total_weights: 42192.00000000\n",
-      "  total_act: 19674.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [11.28620645]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 4227648.00000000\n",
-      "  total_weights: 5712.00000000\n",
-      "  total_act: 76122.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [10.98773168]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 381344.00000000\n",
-      "  total_weights: 7448.00000000\n",
-      "  total_act: 13402.00000000\n",
-      "  est_act: 9408.00000000\n",
-      "0.0 [11.01667147]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 5701488.00000000\n",
-      "  total_weights: 28680.00000000\n",
-      "  total_act: 47882.00000000\n",
-      "  est_act: 37632.00000000\n",
-      "0.0 [11.63292399]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 1963456.00000000\n",
-      "  total_weights: 10336.00000000\n",
-      "  total_act: 25946.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [10.22394357]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 6250288.00000000\n",
-      "  total_weights: 32128.00000000\n",
-      "  total_act: 16522.00000000\n",
-      "  est_act: 9408.00000000\n",
-      "0.0 [10.60570866]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 1613712.00000000\n",
-      "  total_weights: 29640.00000000\n",
-      "  total_act: 12602.00000000\n",
-      "  est_act: 9408.00000000\n",
-      "0.0 [11.38072547]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 11760240.00000000\n",
-      "  total_weights: 15240.00000000\n",
-      "  total_act: 76106.00000000\n",
-      "  est_act: 37632.00000000\n",
-      "0.0 [9.86686777]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 530144.00000000\n",
-      "  total_weights: 2864.00000000\n",
-      "  total_act: 13370.00000000\n",
-      "  est_act: 6272.00000000\n",
-      "0.0 [10.53261587]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 480128.00000000\n",
-      "  total_weights: 6224.00000000\n",
-      "  total_act: 10266.00000000\n",
-      "  est_act: 6272.00000000\n",
-      "0.0 [10.55536225]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 2195440.00000000\n",
-      "  total_weights: 10240.00000000\n",
-      "  total_act: 35338.00000000\n",
-      "  est_act: 25088.00000000\n",
-      "0.0 [11.20848358]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 3738272.00000000\n",
-      "  total_weights: 14528.00000000\n",
-      "  total_act: 57274.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [10.49598508]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 379776.00000000\n",
-      "  total_weights: 5712.00000000\n",
-      "  total_act: 10266.00000000\n",
-      "  est_act: 6272.00000000\n",
-      "0.0 [10.63970289]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 635280.00000000\n",
-      "  total_weights: 7368.00000000\n",
-      "  total_act: 12602.00000000\n",
-      "  est_act: 9408.00000000\n",
-      "0.0 [11.62051797]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 10142144.00000000\n",
-      "  total_weights: 52064.00000000\n",
-      "  total_act: 25946.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [11.48993342]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 4221376.00000000\n",
-      "  total_weights: 84064.00000000\n",
-      "  total_act: 16538.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [10.22974907]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 588160.00000000\n",
-      "  total_weights: 10360.00000000\n",
-      "  total_act: 11802.00000000\n",
-      "  est_act: 9408.00000000\n",
-      "0.0 [9.80878548]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 467424.00000000\n",
-      "  total_weights: 7344.00000000\n",
-      "  total_act: 8666.00000000\n",
-      "  est_act: 6272.00000000\n",
-      "0.0 [11.98765183]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 10060608.00000000\n",
-      "  total_weights: 50784.00000000\n",
-      "  total_act: 63578.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [11.50782178]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 2766272.00000000\n",
-      "  total_weights: 52064.00000000\n",
-      "  total_act: 16538.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [11.07827307]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 3205232.00000000\n",
-      "  total_weights: 63248.00000000\n",
-      "  total_act: 15738.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [11.43687429]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 5588592.00000000\n",
-      "  total_weights: 7368.00000000\n",
-      "  total_act: 76106.00000000\n",
-      "  est_act: 37632.00000000\n",
-      "0.0 [10.20958016]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 1641856.00000000\n",
-      "  total_weights: 31864.00000000\n",
-      "  total_act: 11802.00000000\n",
-      "  est_act: 9408.00000000\n",
-      "0.0 [10.68919778]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 2189088.00000000\n",
-      "  total_weights: 42432.00000000\n",
-      "  total_act: 14938.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [11.07394937]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 12423584.00000000\n",
-      "  total_weights: 63704.00000000\n",
-      "  total_act: 22810.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [10.9848532]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 2225312.00000000\n",
-      "  total_weights: 39896.00000000\n",
-      "  total_act: 13402.00000000\n",
-      "  est_act: 9408.00000000\n",
-      "0.0 [10.22964951]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 1754752.00000000\n",
-      "  total_weights: 32440.00000000\n",
-      "  total_act: 11802.00000000\n",
-      "  est_act: 9408.00000000\n",
-      "0.0 [11.33895933]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 11459184.00000000\n",
-      "  total_weights: 14856.00000000\n",
-      "  total_act: 76106.00000000\n",
-      "  est_act: 37632.00000000\n",
-      "0.0 [11.40522991]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 7545536.00000000\n",
-      "  total_weights: 38168.00000000\n",
-      "  total_act: 51034.00000000\n",
-      "  est_act: 37632.00000000\n",
-      "0.0 [11.86572867]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 5645040.00000000\n",
-      "  total_weights: 7440.00000000\n",
-      "  total_act: 88650.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [10.71210917]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 6566944.00000000\n",
-      "  total_weights: 31864.00000000\n",
-      "  total_act: 44730.00000000\n",
-      "  est_act: 37632.00000000\n",
-      "0.0 [10.98773168]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 381344.00000000\n",
-      "  total_weights: 7448.00000000\n",
-      "  total_act: 13402.00000000\n",
-      "  est_act: 9408.00000000\n",
-      "0.0 [11.87095172]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 50295488.00000000\n",
-      "  total_weights: 64472.00000000\n",
-      "  total_act: 88666.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [11.63663942]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 16765376.00000000\n",
-      "  total_weights: 85856.00000000\n",
-      "  total_act: 25946.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [10.83585336]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 1210656.00000000\n",
-      "  total_weights: 6336.00000000\n",
-      "  total_act: 19642.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [10.32456976]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 4679072.00000000\n",
-      "  total_weights: 21680.00000000\n",
-      "  total_act: 32186.00000000\n",
-      "  est_act: 25088.00000000\n",
-      "0.0 [11.05931709]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 7493792.00000000\n",
-      "  total_weights: 38552.00000000\n",
-      "  total_act: 22810.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [11.11985883]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 495728.00000000\n",
-      "  total_weights: 7952.00000000\n",
-      "  total_act: 15738.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [11.48131204]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 4685504.00000000\n",
-      "  total_weights: 20696.00000000\n",
-      "  total_act: 51034.00000000\n",
-      "  est_act: 37632.00000000\n",
-      "0.0 [9.77204711]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 141280.00000000\n",
-      "  total_weights: 2608.00000000\n",
-      "  total_act: 8666.00000000\n",
-      "  est_act: 6272.00000000\n",
-      "0.0 [11.00450008]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 25000432.00000000\n",
-      "  total_weights: 32128.00000000\n",
-      "  total_act: 63562.00000000\n",
-      "  est_act: 37632.00000000\n",
-      "0.0 [11.53782074]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 759232.00000000\n",
-      "  total_weights: 11104.00000000\n",
-      "  total_act: 16538.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [10.29409498]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 3073440.00000000\n",
-      "  total_weights: 13488.00000000\n",
-      "  total_act: 32186.00000000\n",
-      "  est_act: 25088.00000000\n",
-      "0.0 [11.61054011]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 21701280.00000000\n",
-      "  total_weights: 27840.00000000\n",
-      "  total_act: 76090.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [12.0473962]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 3838784.00000000\n",
-      "  total_weights: 12128.00000000\n",
-      "  total_act: 63578.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [11.40508877]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 3932864.00000000\n",
-      "  total_weights: 19736.00000000\n",
-      "  total_act: 51034.00000000\n",
-      "  est_act: 37632.00000000\n",
-      "0.0 [9.86953546]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 1332960.00000000\n",
-      "  total_weights: 6960.00000000\n",
-      "  total_act: 13370.00000000\n",
-      "  est_act: 6272.00000000\n",
-      "0.0 [10.83585336]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 1210656.00000000\n",
-      "  total_weights: 6336.00000000\n",
-      "  total_act: 19642.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [10.17275177]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 1367456.00000000\n",
-      "  total_weights: 6704.00000000\n",
-      "  total_act: 32186.00000000\n",
-      "  est_act: 25088.00000000\n",
-      "0.0 [10.69477677]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 2940240.00000000\n",
-      "  total_weights: 15240.00000000\n",
-      "  total_act: 19658.00000000\n",
-      "  est_act: 9408.00000000\n",
-      "0.0 [10.5669391]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 2587520.00000000\n",
-      "  total_weights: 13520.00000000\n",
-      "  total_act: 19674.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [11.33359546]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 33129024.00000000\n",
-      "  total_weights: 42576.00000000\n",
-      "  total_act: 76122.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [11.63390313]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 10342848.00000000\n",
-      "  total_weights: 53088.00000000\n",
-      "  total_act: 25946.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [10.29409498]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 3073440.00000000\n",
-      "  total_weights: 13488.00000000\n",
-      "  total_act: 32186.00000000\n",
-      "  est_act: 25088.00000000\n",
-      "0.0 [11.24971177]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 6949536.00000000\n",
-      "  total_weights: 27840.00000000\n",
-      "  total_act: 57274.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [10.83791262]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 8436000.00000000\n",
-      "  total_weights: 43200.00000000\n",
-      "  total_act: 19642.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [11.90778844]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 48997104.00000000\n",
-      "  total_weights: 62736.00000000\n",
-      "  total_act: 88650.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [11.31210074]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 20283968.00000000\n",
-      "  total_weights: 26192.00000000\n",
-      "  total_act: 76122.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [10.9848532]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 2225312.00000000\n",
-      "  total_weights: 39896.00000000\n",
-      "  total_act: 13402.00000000\n",
-      "  est_act: 9408.00000000\n",
-      "0.0 [12.31253718]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 20697920.00000000\n",
-      "  total_weights: 26720.00000000\n",
-      "  total_act: 101210.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [11.80802776]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 30425792.00000000\n",
-      "  total_weights: 39128.00000000\n",
-      "  total_act: 88666.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [10.71642935]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 1246800.00000000\n",
-      "  total_weights: 6600.00000000\n",
-      "  total_act: 19658.00000000\n",
-      "  est_act: 9408.00000000\n",
-      "0.0 [10.82118185]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 5074208.00000000\n",
-      "  total_weights: 26048.00000000\n",
-      "  total_act: 19642.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [10.55415041]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 5331360.00000000\n",
-      "  total_weights: 6960.00000000\n",
-      "  total_act: 51002.00000000\n",
-      "  est_act: 25088.00000000\n",
-      "0.0 [11.05931709]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 7493792.00000000\n",
-      "  total_weights: 38552.00000000\n",
-      "  total_act: 22810.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [11.62176928]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 16564672.00000000\n",
-      "  total_weights: 84832.00000000\n",
-      "  total_act: 25946.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [11.50055594]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 2615744.00000000\n",
-      "  total_weights: 51296.00000000\n",
-      "  total_act: 16538.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [10.55415041]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 5331360.00000000\n",
-      "  total_weights: 6960.00000000\n",
-      "  total_act: 51002.00000000\n",
-      "  est_act: 25088.00000000\n",
-      "0.0 [11.59515553]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 2584304.00000000\n",
-      "  total_weights: 8720.00000000\n",
-      "  total_act: 60426.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [11.20686106]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 3819888.00000000\n",
-      "  total_weights: 19728.00000000\n",
-      "  total_act: 22794.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [10.37696544]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 1058560.00000000\n",
-      "  total_weights: 5560.00000000\n",
-      "  total_act: 16506.00000000\n",
-      "  est_act: 9408.00000000\n",
-      "0.0 [12.03900927]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 17486656.00000000\n",
-      "  total_weights: 84832.00000000\n",
-      "  total_act: 63578.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [10.63491753]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 1086864.00000000\n",
-      "  total_weights: 16584.00000000\n",
-      "  total_act: 12602.00000000\n",
-      "  est_act: 9408.00000000\n",
-      "0.0 [10.56095089]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 2328720.00000000\n",
-      "  total_weights: 47112.00000000\n",
-      "  total_act: 12602.00000000\n",
-      "  est_act: 9408.00000000\n",
-      "0.0 [11.53090198]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 1762752.00000000\n",
-      "  total_weights: 28512.00000000\n",
-      "  total_act: 16538.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [11.17594099]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 1530528.00000000\n",
-      "  total_weights: 5568.00000000\n",
-      "  total_act: 57274.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [10.87400936]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 14864880.00000000\n",
-      "  total_weights: 19200.00000000\n",
-      "  total_act: 63562.00000000\n",
-      "  est_act: 37632.00000000\n",
-      "0.0 [10.08004161]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 498864.00000000\n",
-      "  total_weights: 9984.00000000\n",
-      "  total_act: 9466.00000000\n",
-      "  est_act: 6272.00000000\n",
-      "0.0 [11.55230098]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 3989232.00000000\n",
-      "  total_weights: 19728.00000000\n",
-      "  total_act: 60426.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [9.86106217]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 4092640.00000000\n",
-      "  total_weights: 21040.00000000\n",
-      "  total_act: 13370.00000000\n",
-      "  est_act: 6272.00000000\n",
-      "0.0 [10.63495053]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 16570784.00000000\n",
-      "  total_weights: 21296.00000000\n",
-      "  total_act: 51002.00000000\n",
-      "  est_act: 25088.00000000\n",
-      "0.0 [10.7182731]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 382752.00000000\n",
-      "  total_weights: 5568.00000000\n",
-      "  total_act: 14938.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [10.94227644]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 8442432.00000000\n",
-      "  total_weights: 42192.00000000\n",
-      "  total_act: 38490.00000000\n",
-      "  est_act: 25088.00000000\n",
-      "0.0 [10.6893673]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 1058640.00000000\n",
-      "  total_weights: 5640.00000000\n",
-      "  total_act: 19658.00000000\n",
-      "  est_act: 9408.00000000\n",
-      "0.0 [10.33720777]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 2270624.00000000\n",
-      "  total_weights: 7856.00000000\n",
-      "  total_act: 32186.00000000\n",
-      "  est_act: 25088.00000000\n",
-      "0.0 [11.54828227]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 5644960.00000000\n",
-      "  total_weights: 7360.00000000\n",
-      "  total_act: 76090.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [10.82507827]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 1060128.00000000\n",
-      "  total_weights: 5568.00000000\n",
-      "  total_act: 19642.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [11.22102558]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 7884144.00000000\n",
-      "  total_weights: 40464.00000000\n",
-      "  total_act: 22794.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [11.9000994]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 15680240.00000000\n",
-      "  total_weights: 20240.00000000\n",
-      "  total_act: 88650.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [10.83791262]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 8436000.00000000\n",
-      "  total_weights: 43200.00000000\n",
-      "  total_act: 19642.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [11.82542463]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 49693376.00000000\n",
-      "  total_weights: 63704.00000000\n",
-      "  total_act: 88666.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [12.38968165]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 67060544.00000000\n",
-      "  total_weights: 85856.00000000\n",
-      "  total_act: 101210.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [11.99224667]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 50803440.00000000\n",
-      "  total_weights: 65040.00000000\n",
-      "  total_act: 88650.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [11.12511418]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 25307680.00000000\n",
-      "  total_weights: 32440.00000000\n",
-      "  total_act: 63546.00000000\n",
-      "  est_act: 37632.00000000\n",
-      "0.0 [9.90334646]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 2612448.00000000\n",
-      "  total_weights: 13488.00000000\n",
-      "  total_act: 13370.00000000\n",
-      "  est_act: 6272.00000000\n",
-      "0.0 [12.34972289]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 9257792.00000000\n",
-      "  total_weights: 12128.00000000\n",
-      "  total_act: 101210.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [10.90032256]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 8241728.00000000\n",
-      "  total_weights: 41936.00000000\n",
-      "  total_act: 38490.00000000\n",
-      "  est_act: 25088.00000000\n",
-      "0.0 [11.78610914]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 6341312.00000000\n",
-      "  total_weights: 8408.00000000\n",
-      "  total_act: 88666.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [9.7518168]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 643040.00000000\n",
-      "  total_weights: 12848.00000000\n",
-      "  total_act: 8666.00000000\n",
-      "  est_act: 6272.00000000\n",
-      "0.0 [11.36501872]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 22297200.00000000\n",
-      "  total_weights: 28680.00000000\n",
-      "  total_act: 76106.00000000\n",
-      "  est_act: 37632.00000000\n",
-      "0.0 [10.62118103]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 4302832.00000000\n",
-      "  total_weights: 19840.00000000\n",
-      "  total_act: 35338.00000000\n",
-      "  est_act: 25088.00000000\n",
-      "0.0 [10.98483236]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 1171616.00000000\n",
-      "  total_weights: 20696.00000000\n",
-      "  total_act: 13402.00000000\n",
-      "  est_act: 9408.00000000\n",
-      "0.0 [11.47067236]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 3838624.00000000\n",
-      "  total_weights: 5056.00000000\n",
-      "  total_act: 76090.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [9.86106217]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 4092640.00000000\n",
-      "  total_weights: 21040.00000000\n",
-      "  total_act: 13370.00000000\n",
-      "  est_act: 6272.00000000\n",
-      "0.0 [10.52339871]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 3801072.00000000\n",
-      "  total_weights: 19200.00000000\n",
-      "  total_act: 35338.00000000\n",
-      "  est_act: 25088.00000000\n",
-      "0.0 [10.26833063]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 4378016.00000000\n",
-      "  total_weights: 21296.00000000\n",
-      "  total_act: 32186.00000000\n",
-      "  est_act: 25088.00000000\n",
-      "0.0 [10.72967098]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 1135392.00000000\n",
-      "  total_weights: 15552.00000000\n",
-      "  total_act: 14938.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [11.52180073]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 2879168.00000000\n",
-      "  total_weights: 9176.00000000\n",
-      "  total_act: 51034.00000000\n",
-      "  est_act: 37632.00000000\n",
-      "0.0 [10.46276138]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 1383296.00000000\n",
-      "  total_weights: 26192.00000000\n",
-      "  total_act: 10266.00000000\n",
-      "  est_act: 6272.00000000\n",
-      "0.0 [10.59700255]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 823440.00000000\n",
-      "  total_weights: 15240.00000000\n",
-      "  total_act: 12602.00000000\n",
-      "  est_act: 9408.00000000\n",
-      "0.0 [11.50055594]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 2615744.00000000\n",
-      "  total_weights: 51296.00000000\n",
-      "  total_act: 16538.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [9.89216262]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 605408.00000000\n",
-      "  total_weights: 3248.00000000\n",
-      "  total_act: 13370.00000000\n",
-      "  est_act: 6272.00000000\n",
-      "0.0 [12.03900927]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 17486656.00000000\n",
-      "  total_weights: 84832.00000000\n",
-      "  total_act: 63578.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [9.7518168]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 643040.00000000\n",
-      "  total_weights: 12848.00000000\n",
-      "  total_act: 8666.00000000\n",
-      "  est_act: 6272.00000000\n",
-      "0.0 [10.69145692]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 5649744.00000000\n",
-      "  total_weights: 29064.00000000\n",
-      "  total_act: 19658.00000000\n",
-      "  est_act: 9408.00000000\n",
-      "0.0 [10.88994825]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 2622016.00000000\n",
-      "  total_weights: 13264.00000000\n",
-      "  total_act: 38490.00000000\n",
-      "  est_act: 25088.00000000\n",
-      "0.0 [11.20945146]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 8755872.00000000\n",
-      "  total_weights: 42432.00000000\n",
-      "  total_act: 57274.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [11.19354324]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 7532912.00000000\n",
-      "  total_weights: 38672.00000000\n",
-      "  total_act: 22794.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [11.55519921]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 7601904.00000000\n",
-      "  total_weights: 38160.00000000\n",
-      "  total_act: 60426.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [11.90778844]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 48997104.00000000\n",
-      "  total_weights: 62736.00000000\n",
-      "  total_act: 88650.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [12.3353351]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 21300032.00000000\n",
-      "  total_weights: 27488.00000000\n",
-      "  total_act: 101210.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [11.12511418]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 25307680.00000000\n",
-      "  total_weights: 32440.00000000\n",
-      "  total_act: 63546.00000000\n",
-      "  est_act: 37632.00000000\n",
-      "0.0 [11.40790402]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 22598256.00000000\n",
-      "  total_weights: 29064.00000000\n",
-      "  total_act: 76106.00000000\n",
-      "  est_act: 37632.00000000\n",
-      "0.0 [10.1976889]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 705840.00000000\n",
-      "  total_weights: 3840.00000000\n",
-      "  total_act: 16522.00000000\n",
-      "  est_act: 9408.00000000\n",
-      "0.0 [10.74214595]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 733984.00000000\n",
-      "  total_weights: 7360.00000000\n",
-      "  total_act: 14938.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [10.09878311]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 549040.00000000\n",
-      "  total_weights: 10240.00000000\n",
-      "  total_act: 9466.00000000\n",
-      "  est_act: 6272.00000000\n",
-      "0.0 [11.94159409]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 30733040.00000000\n",
-      "  total_weights: 39440.00000000\n",
-      "  total_act: 88650.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [10.6303116]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 1764240.00000000\n",
-      "  total_weights: 30408.00000000\n",
-      "  total_act: 12602.00000000\n",
-      "  est_act: 9408.00000000\n",
-      "0.0 [11.5579878]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 32740000.00000000\n",
-      "  total_weights: 41920.00000000\n",
-      "  total_act: 76090.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [11.12580543]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 395376.00000000\n",
-      "  total_weights: 7440.00000000\n",
-      "  total_act: 15738.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [11.44512252]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 1825472.00000000\n",
-      "  total_weights: 7832.00000000\n",
-      "  total_act: 51034.00000000\n",
-      "  est_act: 37632.00000000\n",
-      "0.0 [11.38908102]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 36747888.00000000\n",
-      "  total_weights: 47112.00000000\n",
-      "  total_act: 76106.00000000\n",
-      "  est_act: 37632.00000000\n",
-      "0.0 [10.50946527]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 5130656.00000000\n",
-      "  total_weights: 6704.00000000\n",
-      "  total_act: 51002.00000000\n",
-      "  est_act: 25088.00000000\n",
-      "0.0 [10.50946527]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 5130656.00000000\n",
-      "  total_weights: 6704.00000000\n",
-      "  total_act: 51002.00000000\n",
-      "  est_act: 25088.00000000\n",
-      "0.0 [10.83457501]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 5224736.00000000\n",
-      "  total_weights: 26816.00000000\n",
-      "  total_act: 19642.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [11.22102558]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 7884144.00000000\n",
-      "  total_weights: 40464.00000000\n",
-      "  total_act: 22794.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [10.22974907]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 588160.00000000\n",
-      "  total_weights: 10360.00000000\n",
-      "  total_act: 11802.00000000\n",
-      "  est_act: 9408.00000000\n",
-      "0.0 [10.93806569]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 1217088.00000000\n",
-      "  total_weights: 5328.00000000\n",
-      "  total_act: 38490.00000000\n",
-      "  est_act: 25088.00000000\n",
-      "0.0 [11.04215175]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 3293040.00000000\n",
-      "  total_weights: 15240.00000000\n",
-      "  total_act: 47882.00000000\n",
-      "  est_act: 37632.00000000\n",
-      "0.0 [12.37475462]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 41370432.00000000\n",
-      "  total_weights: 53088.00000000\n",
-      "  total_act: 101210.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [10.17275177]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 1367456.00000000\n",
-      "  total_weights: 6704.00000000\n",
-      "  total_act: 32186.00000000\n",
-      "  est_act: 25088.00000000\n",
-      "0.0 [10.65154227]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 10449312.00000000\n",
-      "  total_weights: 13488.00000000\n",
-      "  total_act: 51002.00000000\n",
-      "  est_act: 25088.00000000\n",
-      "0.0 [11.20945146]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 8755872.00000000\n",
-      "  total_weights: 42432.00000000\n",
-      "  total_act: 57274.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [11.9000994]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 15680240.00000000\n",
-      "  total_weights: 20240.00000000\n",
-      "  total_act: 88650.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [10.17275177]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 1367456.00000000\n",
-      "  total_weights: 6704.00000000\n",
-      "  total_act: 32186.00000000\n",
-      "  est_act: 25088.00000000\n",
-      "0.0 [9.84713445]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 1282784.00000000\n",
-      "  total_weights: 6704.00000000\n",
-      "  total_act: 13370.00000000\n",
-      "  est_act: 6272.00000000\n",
-      "0.0 [9.89578879]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 1408224.00000000\n",
-      "  total_weights: 7344.00000000\n",
-      "  total_act: 13370.00000000\n",
-      "  est_act: 6272.00000000\n",
-      "0.0 [10.06785829]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 950448.00000000\n",
-      "  total_weights: 19200.00000000\n",
-      "  total_act: 9466.00000000\n",
-      "  est_act: 6272.00000000\n",
-      "0.0 [11.22118604]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 6146720.00000000\n",
-      "  total_weights: 26816.00000000\n",
-      "  total_act: 57274.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [10.32520672]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 1467808.00000000\n",
-      "  total_weights: 3760.00000000\n",
-      "  total_act: 32186.00000000\n",
-      "  est_act: 25088.00000000\n",
-      "0.0 [10.65154227]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 10449312.00000000\n",
-      "  total_weights: 13488.00000000\n",
-      "  total_act: 51002.00000000\n",
-      "  est_act: 25088.00000000\n",
-      "0.0 [11.11461712]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 4144544.00000000\n",
-      "  total_weights: 21464.00000000\n",
-      "  total_act: 22810.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [9.79281995]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 191456.00000000\n",
-      "  total_weights: 2864.00000000\n",
-      "  total_act: 8666.00000000\n",
-      "  est_act: 6272.00000000\n",
-      "0.0 [11.34924385]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 4629056.00000000\n",
-      "  total_weights: 6224.00000000\n",
-      "  total_act: 76122.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [11.61575442]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 33743520.00000000\n",
-      "  total_weights: 43200.00000000\n",
-      "  total_act: 76090.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [9.86106217]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 4092640.00000000\n",
-      "  total_weights: 21040.00000000\n",
-      "  total_act: 13370.00000000\n",
-      "  est_act: 6272.00000000\n",
-      "0.0 [11.57543947]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 4390640.00000000\n",
-      "  total_weights: 20240.00000000\n",
-      "  total_act: 60426.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [11.23545677]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 32627264.00000000\n",
-      "  total_weights: 41936.00000000\n",
-      "  total_act: 76122.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [12.38968165]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 67060544.00000000\n",
-      "  total_weights: 85856.00000000\n",
-      "  total_act: 101210.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [11.82542463]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 49693376.00000000\n",
-      "  total_weights: 63704.00000000\n",
-      "  total_act: 88666.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [10.63970289]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 635280.00000000\n",
-      "  total_weights: 7368.00000000\n",
-      "  total_act: 12602.00000000\n",
-      "  est_act: 9408.00000000\n",
-      "0.0 [11.01186009]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 8542704.00000000\n",
-      "  total_weights: 11136.00000000\n",
-      "  total_act: 63562.00000000\n",
-      "  est_act: 37632.00000000\n",
-      "0.0 [9.93468738]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 705760.00000000\n",
-      "  total_weights: 3760.00000000\n",
-      "  total_act: 13370.00000000\n",
-      "  est_act: 6272.00000000\n",
-      "0.0 [11.61054011]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 21701280.00000000\n",
-      "  total_weights: 27840.00000000\n",
-      "  total_act: 76090.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [10.72967098]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 1135392.00000000\n",
-      "  total_weights: 15552.00000000\n",
-      "  total_act: 14938.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [11.12378335]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 1449072.00000000\n",
-      "  total_weights: 22032.00000000\n",
-      "  total_act: 15738.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [11.02061577]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 3631648.00000000\n",
-      "  total_weights: 4792.00000000\n",
-      "  total_act: 63546.00000000\n",
-      "  est_act: 37632.00000000\n",
-      "0.0 [9.74013274]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 1044448.00000000\n",
-      "  total_weights: 21040.00000000\n",
-      "  total_act: 8666.00000000\n",
-      "  est_act: 6272.00000000\n",
-      "0.0 [10.46276138]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 1383296.00000000\n",
-      "  total_weights: 26192.00000000\n",
-      "  total_act: 10266.00000000\n",
-      "  est_act: 6272.00000000\n",
-      "0.0 [11.64916646]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 2314688.00000000\n",
-      "  total_weights: 12128.00000000\n",
-      "  total_act: 25946.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [10.59401358]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 2516880.00000000\n",
-      "  total_weights: 48072.00000000\n",
-      "  total_act: 12602.00000000\n",
-      "  est_act: 9408.00000000\n",
-      "0.0 [10.70516383]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 7112688.00000000\n",
-      "  total_weights: 32640.00000000\n",
-      "  total_act: 35338.00000000\n",
-      "  est_act: 25088.00000000\n",
-      "0.0 [10.70118596]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 1599520.00000000\n",
-      "  total_weights: 4792.00000000\n",
-      "  total_act: 44730.00000000\n",
-      "  est_act: 37632.00000000\n",
-      "0.0 [11.03981615]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 15768048.00000000\n",
-      "  total_weights: 20352.00000000\n",
-      "  total_act: 63562.00000000\n",
-      "  est_act: 37632.00000000\n",
-      "0.0 [11.93806113]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 7451376.00000000\n",
-      "  total_weights: 9744.00000000\n",
-      "  total_act: 88650.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [11.05564608]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 8448544.00000000\n",
-      "  total_weights: 10936.00000000\n",
-      "  total_act: 63546.00000000\n",
-      "  est_act: 37632.00000000\n",
-      "0.0 [11.55519921]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 7601904.00000000\n",
-      "  total_weights: 38160.00000000\n",
-      "  total_act: 60426.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [9.95902517]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 4318432.00000000\n",
-      "  total_weights: 22192.00000000\n",
-      "  total_act: 13370.00000000\n",
-      "  est_act: 6272.00000000\n",
-      "0.0 [12.04919205]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 7050048.00000000\n",
-      "  total_weights: 28512.00000000\n",
-      "  total_act: 63578.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [11.98773393]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 2032448.00000000\n",
-      "  total_weights: 9824.00000000\n",
-      "  total_act: 63578.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [11.11461712]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 4144544.00000000\n",
-      "  total_weights: 21464.00000000\n",
-      "  total_act: 22810.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [11.44884091]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 23049840.00000000\n",
-      "  total_weights: 29640.00000000\n",
-      "  total_act: 76106.00000000\n",
-      "  est_act: 37632.00000000\n",
-      "0.0 [12.04919205]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 7050048.00000000\n",
-      "  total_weights: 28512.00000000\n",
-      "  total_act: 63578.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [11.27879886]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 32827968.00000000\n",
-      "  total_weights: 42192.00000000\n",
-      "  total_act: 76122.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [10.99522296]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 8743488.00000000\n",
-      "  total_weights: 42576.00000000\n",
-      "  total_act: 38490.00000000\n",
-      "  est_act: 25088.00000000\n",
-      "0.0 [11.220279]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 1411440.00000000\n",
-      "  total_weights: 7440.00000000\n",
-      "  total_act: 22794.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [10.63950139]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 6711280.00000000\n",
-      "  total_weights: 32128.00000000\n",
-      "  total_act: 35338.00000000\n",
-      "  est_act: 25088.00000000\n",
-      "0.0 [10.5871421]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 2662784.00000000\n",
-      "  total_weights: 13904.00000000\n",
-      "  total_act: 19674.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [11.62176928]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 16564672.00000000\n",
-      "  total_weights: 84832.00000000\n",
-      "  total_act: 25946.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [9.76432843]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 1094624.00000000\n",
-      "  total_weights: 21296.00000000\n",
-      "  total_act: 8666.00000000\n",
-      "  est_act: 6272.00000000\n",
-      "0.0 [11.0710716]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 25401840.00000000\n",
-      "  total_weights: 32640.00000000\n",
-      "  total_act: 63562.00000000\n",
-      "  est_act: 37632.00000000\n",
-      "0.0 [10.21733471]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 1568160.00000000\n",
-      "  total_weights: 6960.00000000\n",
-      "  total_act: 32186.00000000\n",
-      "  est_act: 25088.00000000\n",
-      "0.0 [11.91245763]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 6648560.00000000\n",
-      "  total_weights: 8720.00000000\n",
-      "  total_act: 88650.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [10.1976889]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 705840.00000000\n",
-      "  total_weights: 3840.00000000\n",
-      "  total_act: 16522.00000000\n",
-      "  est_act: 9408.00000000\n",
-      "0.0 [10.94829301]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 24699376.00000000\n",
-      "  total_weights: 31744.00000000\n",
-      "  total_act: 63562.00000000\n",
-      "  est_act: 37632.00000000\n",
-      "0.0 [10.47475559]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 1919392.00000000\n",
-      "  total_weights: 2608.00000000\n",
-      "  total_act: 51002.00000000\n",
-      "  est_act: 25088.00000000\n",
-      "0.0 [11.14384117]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 7056240.00000000\n",
-      "  total_weights: 30408.00000000\n",
-      "  total_act: 47882.00000000\n",
-      "  est_act: 37632.00000000\n",
-      "0.0 [11.19439723]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 3725888.00000000\n",
-      "  total_weights: 5072.00000000\n",
-      "  total_act: 76122.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [10.162938]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 564640.00000000\n",
-      "  total_weights: 2608.00000000\n",
-      "  total_act: 32186.00000000\n",
-      "  est_act: 25088.00000000\n",
-      "0.0 [11.54189266]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 508352.00000000\n",
-      "  total_weights: 9824.00000000\n",
-      "  total_act: 16538.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [10.88994825]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 2622016.00000000\n",
-      "  total_weights: 13264.00000000\n",
-      "  total_act: 38490.00000000\n",
-      "  est_act: 25088.00000000\n",
-      "0.0 [11.25821233]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 19982912.00000000\n",
-      "  total_weights: 25808.00000000\n",
-      "  total_act: 76122.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [10.57755773]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 5071232.00000000\n",
-      "  total_weights: 26192.00000000\n",
-      "  total_act: 19674.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [10.75472564]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 7018528.00000000\n",
-      "  total_weights: 32440.00000000\n",
-      "  total_act: 44730.00000000\n",
-      "  est_act: 37632.00000000\n",
-      "0.0 [11.5579878]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 32740000.00000000\n",
-      "  total_weights: 41920.00000000\n",
-      "  total_act: 76090.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [11.52173849]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 1311168.00000000\n",
-      "  total_weights: 26208.00000000\n",
-      "  total_act: 16538.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [11.63390313]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 10342848.00000000\n",
-      "  total_weights: 53088.00000000\n",
-      "  total_act: 25946.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [11.44432323]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 4233920.00000000\n",
-      "  total_weights: 20120.00000000\n",
-      "  total_act: 51034.00000000\n",
-      "  est_act: 37632.00000000\n",
-      "0.0 [10.5185619]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 2120096.00000000\n",
-      "  total_weights: 2864.00000000\n",
-      "  total_act: 51002.00000000\n",
-      "  est_act: 25088.00000000\n",
-      "0.0 [10.77494154]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 5212192.00000000\n",
-      "  total_weights: 20920.00000000\n",
-      "  total_act: 44730.00000000\n",
-      "  est_act: 37632.00000000\n",
-      "0.0 [11.07394937]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 12423584.00000000\n",
-      "  total_weights: 63704.00000000\n",
-      "  total_act: 22810.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [11.09886271]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 12574112.00000000\n",
-      "  total_weights: 64472.00000000\n",
-      "  total_act: 22810.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [10.32520672]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 1467808.00000000\n",
-      "  total_weights: 3760.00000000\n",
-      "  total_act: 32186.00000000\n",
-      "  est_act: 25088.00000000\n",
-      "0.0 [11.61646047]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 9891264.00000000\n",
-      "  total_weights: 50784.00000000\n",
-      "  total_act: 25946.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [10.60570866]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 1613712.00000000\n",
-      "  total_weights: 29640.00000000\n",
-      "  total_act: 12602.00000000\n",
-      "  est_act: 9408.00000000\n",
-      "0.0 [10.7588922]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 17273248.00000000\n",
-      "  total_weights: 22192.00000000\n",
-      "  total_act: 51002.00000000\n",
-      "  est_act: 25088.00000000\n",
-      "0.0 [11.52346994]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 10662560.00000000\n",
-      "  total_weights: 13760.00000000\n",
-      "  total_act: 76090.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [11.04428757]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 12235424.00000000\n",
-      "  total_weights: 62744.00000000\n",
-      "  total_act: 22810.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [11.48131204]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 4685504.00000000\n",
-      "  total_weights: 20696.00000000\n",
-      "  total_act: 51034.00000000\n",
-      "  est_act: 37632.00000000\n",
-      "0.0 [10.23825703]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 831280.00000000\n",
-      "  total_weights: 4480.00000000\n",
-      "  total_act: 16522.00000000\n",
-      "  est_act: 9408.00000000\n",
-      "0.0 [11.21593965]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 19782208.00000000\n",
-      "  total_weights: 25552.00000000\n",
-      "  total_act: 76122.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [11.04700795]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 7418528.00000000\n",
-      "  total_weights: 38168.00000000\n",
-      "  total_act: 22810.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [11.0988524]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 6454128.00000000\n",
-      "  total_weights: 29640.00000000\n",
-      "  total_act: 47882.00000000\n",
-      "  est_act: 37632.00000000\n",
-      "0.0 [11.5220987]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 38102640.00000000\n",
-      "  total_weights: 48840.00000000\n",
-      "  total_act: 76106.00000000\n",
-      "  est_act: 37632.00000000\n",
-      "0.0 [11.646251]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 34546336.00000000\n",
-      "  total_weights: 44224.00000000\n",
-      "  total_act: 76090.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [10.2725515]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 851584.00000000\n",
-      "  total_weights: 11704.00000000\n",
-      "  total_act: 11802.00000000\n",
-      "  est_act: 9408.00000000\n",
-      "0.0 [11.52346994]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 10662560.00000000\n",
-      "  total_weights: 13760.00000000\n",
-      "  total_act: 76090.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [10.51427434]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 790512.00000000\n",
-      "  total_weights: 3840.00000000\n",
-      "  total_act: 35338.00000000\n",
-      "  est_act: 25088.00000000\n",
-      "0.0 [11.9152753]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 30130928.00000000\n",
-      "  total_weights: 38672.00000000\n",
-      "  total_act: 88650.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [11.61354731]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 13422320.00000000\n",
-      "  total_weights: 64016.00000000\n",
-      "  total_act: 60426.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [11.80802776]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 30425792.00000000\n",
-      "  total_weights: 39128.00000000\n",
-      "  total_act: 88666.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [12.3353351]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 21300032.00000000\n",
-      "  total_weights: 27488.00000000\n",
-      "  total_act: 101210.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [11.63663942]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 16765376.00000000\n",
-      "  total_weights: 85856.00000000\n",
-      "  total_act: 25946.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [11.57839451]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 12067488.00000000\n",
-      "  total_weights: 15552.00000000\n",
-      "  total_act: 76090.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [10.06785829]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 950448.00000000\n",
-      "  total_weights: 19200.00000000\n",
-      "  total_act: 9466.00000000\n",
-      "  est_act: 6272.00000000\n",
-      "0.0 [11.52672887]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 8900288.00000000\n",
-      "  total_weights: 39896.00000000\n",
-      "  total_act: 51034.00000000\n",
-      "  est_act: 37632.00000000\n",
-      "0.0 [10.77494154]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 5212192.00000000\n",
-      "  total_weights: 20920.00000000\n",
-      "  total_act: 44730.00000000\n",
-      "  est_act: 37632.00000000\n",
-      "0.0 [10.97386116]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 15366640.00000000\n",
-      "  total_weights: 19840.00000000\n",
-      "  total_act: 63562.00000000\n",
-      "  est_act: 37632.00000000\n",
-      "0.0 [11.83780604]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 16577216.00000000\n",
-      "  total_weights: 21464.00000000\n",
-      "  total_act: 88666.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [11.5220987]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 38102640.00000000\n",
-      "  total_weights: 48840.00000000\n",
-      "  total_act: 76106.00000000\n",
-      "  est_act: 37632.00000000\n",
-      "0.0 [10.23825703]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 831280.00000000\n",
-      "  total_weights: 4480.00000000\n",
-      "  total_act: 16522.00000000\n",
-      "  est_act: 9408.00000000\n",
-      "0.0 [10.82574886]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 2565408.00000000\n",
-      "  total_weights: 13248.00000000\n",
-      "  total_act: 19642.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [10.83791262]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 8436000.00000000\n",
-      "  total_weights: 43200.00000000\n",
-      "  total_act: 19642.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [9.89578879]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 1408224.00000000\n",
-      "  total_weights: 7344.00000000\n",
-      "  total_act: 13370.00000000\n",
-      "  est_act: 6272.00000000\n",
-      "0.0 [11.46544531]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 12813936.00000000\n",
-      "  total_weights: 16584.00000000\n",
-      "  total_act: 76106.00000000\n",
-      "  est_act: 37632.00000000\n",
-      "0.0 [10.59700255]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 823440.00000000\n",
-      "  total_weights: 15240.00000000\n",
-      "  total_act: 12602.00000000\n",
-      "  est_act: 9408.00000000\n",
-      "0.0 [10.69145692]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 5649744.00000000\n",
-      "  total_weights: 29064.00000000\n",
-      "  total_act: 19658.00000000\n",
-      "  est_act: 9408.00000000\n",
-      "0.0 [10.1794739]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 3716400.00000000\n",
-      "  total_weights: 19200.00000000\n",
-      "  total_act: 16522.00000000\n",
-      "  est_act: 9408.00000000\n",
-      "0.0 [11.40790402]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 22598256.00000000\n",
-      "  total_weights: 29064.00000000\n",
-      "  total_act: 76106.00000000\n",
-      "  est_act: 37632.00000000\n",
-      "0.0 [11.0897206]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 3355760.00000000\n",
-      "  total_weights: 64016.00000000\n",
-      "  total_act: 15738.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [10.69401343]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 1386272.00000000\n",
-      "  total_weights: 26048.00000000\n",
-      "  total_act: 14938.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [11.13230605]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 1736096.00000000\n",
-      "  total_weights: 9176.00000000\n",
-      "  total_act: 22810.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [10.19322297]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 2571680.00000000\n",
-      "  total_weights: 12848.00000000\n",
-      "  total_act: 32186.00000000\n",
-      "  est_act: 25088.00000000\n",
-      "0.0 [10.50146474]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 1483648.00000000\n",
-      "  total_weights: 26704.00000000\n",
-      "  total_act: 10266.00000000\n",
-      "  est_act: 6272.00000000\n",
-      "0.0 [10.69477677]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 2940240.00000000\n",
-      "  total_weights: 15240.00000000\n",
-      "  total_act: 19658.00000000\n",
-      "  est_act: 9408.00000000\n",
-      "0.0 [10.20661565]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 765344.00000000\n",
-      "  total_weights: 2864.00000000\n",
-      "  total_act: 32186.00000000\n",
-      "  est_act: 25088.00000000\n",
-      "0.0 [11.57317392]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 1982192.00000000\n",
-      "  total_weights: 7952.00000000\n",
-      "  total_act: 60426.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [11.03802023]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 1486704.00000000\n",
-      "  total_weights: 6024.00000000\n",
-      "  total_act: 47882.00000000\n",
-      "  est_act: 37632.00000000\n",
-      "0.0 [11.0897206]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 3355760.00000000\n",
-      "  total_weights: 64016.00000000\n",
-      "  total_act: 15738.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [10.22471776]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 3841840.00000000\n",
-      "  total_weights: 19840.00000000\n",
-      "  total_act: 16522.00000000\n",
-      "  est_act: 9408.00000000\n",
-      "0.0 [10.2725515]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 851584.00000000\n",
-      "  total_weights: 11704.00000000\n",
-      "  total_act: 11802.00000000\n",
-      "  est_act: 9408.00000000\n",
-      "0.0 [11.78610914]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 6341312.00000000\n",
-      "  total_weights: 8408.00000000\n",
-      "  total_act: 88666.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [10.61447628]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 8382848.00000000\n",
-      "  total_weights: 43088.00000000\n",
-      "  total_act: 19674.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [11.52049287]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 1562048.00000000\n",
-      "  total_weights: 27488.00000000\n",
-      "  total_act: 16538.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [11.04215175]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 3293040.00000000\n",
-      "  total_weights: 15240.00000000\n",
-      "  total_act: 47882.00000000\n",
-      "  est_act: 37632.00000000\n",
-      "0.0 [11.47505335]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 37500528.00000000\n",
-      "  total_weights: 48072.00000000\n",
-      "  total_act: 76106.00000000\n",
-      "  est_act: 37632.00000000\n",
-      "0.0 [9.87614222]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 2537184.00000000\n",
-      "  total_weights: 13104.00000000\n",
-      "  total_act: 13370.00000000\n",
-      "  est_act: 6272.00000000\n",
-      "0.0 [11.18136173]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 8354464.00000000\n",
-      "  total_weights: 41920.00000000\n",
-      "  total_act: 57274.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [10.70874696]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 5762640.00000000\n",
-      "  total_weights: 29640.00000000\n",
-      "  total_act: 19658.00000000\n",
-      "  est_act: 9408.00000000\n",
-      "0.0 [10.43127877]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 2110848.00000000\n",
-      "  total_weights: 42192.00000000\n",
-      "  total_act: 10266.00000000\n",
-      "  est_act: 6272.00000000\n",
-      "0.0 [11.48098244]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 2277056.00000000\n",
-      "  total_weights: 8408.00000000\n",
-      "  total_act: 51034.00000000\n",
-      "  est_act: 37632.00000000\n",
-      "0.0 [10.57023383]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 931712.00000000\n",
-      "  total_weights: 5072.00000000\n",
-      "  total_act: 19674.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [10.53976685]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 6209520.00000000\n",
-      "  total_weights: 31488.00000000\n",
-      "  total_act: 35338.00000000\n",
-      "  est_act: 25088.00000000\n",
-      "0.0 [10.94657304]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 8141296.00000000\n",
-      "  total_weights: 10624.00000000\n",
-      "  total_act: 63562.00000000\n",
-      "  est_act: 37632.00000000\n",
-      "0.0 [10.35168153]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 2112256.00000000\n",
-      "  total_weights: 10936.00000000\n",
-      "  total_act: 16506.00000000\n",
-      "  est_act: 9408.00000000\n",
-      "0.0 [10.63950139]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 6711280.00000000\n",
-      "  total_weights: 32128.00000000\n",
-      "  total_act: 35338.00000000\n",
-      "  est_act: 25088.00000000\n",
-      "0.0 [11.07977842]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 3104880.00000000\n",
-      "  total_weights: 62736.00000000\n",
-      "  total_act: 15738.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [11.50055594]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 2615744.00000000\n",
-      "  total_weights: 51296.00000000\n",
-      "  total_act: 16538.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [11.63724718]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 5525952.00000000\n",
-      "  total_weights: 28512.00000000\n",
-      "  total_act: 25946.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [9.93468738]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 705760.00000000\n",
-      "  total_weights: 3760.00000000\n",
-      "  total_act: 13370.00000000\n",
-      "  est_act: 6272.00000000\n",
-      "0.0 [11.07977842]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 3104880.00000000\n",
-      "  total_weights: 62736.00000000\n",
-      "  total_act: 15738.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [12.36037189]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 22102848.00000000\n",
-      "  total_weights: 28512.00000000\n",
-      "  total_act: 101210.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [11.24971177]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 6949536.00000000\n",
-      "  total_weights: 27840.00000000\n",
-      "  total_act: 57274.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [11.10230675]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 1097840.00000000\n",
-      "  total_weights: 20240.00000000\n",
-      "  total_act: 15738.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [10.38779001]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 6477568.00000000\n",
-      "  total_weights: 33208.00000000\n",
-      "  total_act: 16506.00000000\n",
-      "  est_act: 9408.00000000\n",
-      "0.0 [10.11959996]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 247984.00000000\n",
-      "  total_weights: 4096.00000000\n",
-      "  total_act: 9466.00000000\n",
-      "  est_act: 6272.00000000\n",
-      "0.0 [10.67135311]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 1693680.00000000\n",
-      "  total_weights: 4992.00000000\n",
-      "  total_act: 35338.00000000\n",
-      "  est_act: 25088.00000000\n",
-      "0.0 [9.95902517]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 4318432.00000000\n",
-      "  total_weights: 22192.00000000\n",
-      "  total_act: 13370.00000000\n",
-      "  est_act: 6272.00000000\n",
-      "0.0 [10.19825486]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 6175024.00000000\n",
-      "  total_weights: 31744.00000000\n",
-      "  total_act: 16522.00000000\n",
-      "  est_act: 9408.00000000\n",
-      "0.0 [11.09021903]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 1397408.00000000\n",
-      "  total_weights: 7448.00000000\n",
-      "  total_act: 22810.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [10.21733471]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 1568160.00000000\n",
-      "  total_weights: 6960.00000000\n",
-      "  total_act: 32186.00000000\n",
-      "  est_act: 25088.00000000\n",
-      "0.0 [11.04729248]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 5933632.00000000\n",
-      "  total_weights: 26704.00000000\n",
-      "  total_act: 38490.00000000\n",
-      "  est_act: 25088.00000000\n",
-      "0.0 [11.13841313]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 846960.00000000\n",
-      "  total_weights: 9744.00000000\n",
-      "  total_act: 15738.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [11.93806113]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 7451376.00000000\n",
-      "  total_weights: 9744.00000000\n",
-      "  total_act: 88650.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [11.08867897]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 2001008.00000000\n",
-      "  total_weights: 38672.00000000\n",
-      "  total_act: 15738.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [11.63663942]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 16765376.00000000\n",
-      "  total_weights: 85856.00000000\n",
-      "  total_act: 25946.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [10.56701528]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 4001776.00000000\n",
-      "  total_weights: 19456.00000000\n",
-      "  total_act: 35338.00000000\n",
-      "  est_act: 25088.00000000\n",
-      "0.0 [9.85975842]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 367072.00000000\n",
-      "  total_weights: 3760.00000000\n",
-      "  total_act: 8666.00000000\n",
-      "  est_act: 6272.00000000\n",
-      "0.0 [9.76112943]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 341984.00000000\n",
-      "  total_weights: 6704.00000000\n",
-      "  total_act: 8666.00000000\n",
-      "  est_act: 6272.00000000\n",
-      "0.0 [11.26756543]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 10160800.00000000\n",
-      "  total_weights: 44224.00000000\n",
-      "  total_act: 57274.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [11.16756534]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 5143200.00000000\n",
-      "  total_weights: 25536.00000000\n",
-      "  total_act: 57274.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [10.32520672]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 1467808.00000000\n",
-      "  total_weights: 3760.00000000\n",
-      "  total_act: 32186.00000000\n",
-      "  est_act: 25088.00000000\n",
-      "0.0 [11.22400697]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 1662320.00000000\n",
-      "  total_weights: 8720.00000000\n",
-      "  total_act: 22794.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [10.98483236]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 1171616.00000000\n",
-      "  total_weights: 20696.00000000\n",
-      "  total_act: 13402.00000000\n",
-      "  est_act: 9408.00000000\n",
-      "0.0 [9.95902517]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 4318432.00000000\n",
-      "  total_weights: 22192.00000000\n",
-      "  total_act: 13370.00000000\n",
-      "  est_act: 6272.00000000\n",
-      "0.0 [11.52049287]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 1562048.00000000\n",
-      "  total_weights: 27488.00000000\n",
-      "  total_act: 16538.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [10.98819863]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 1518144.00000000\n",
-      "  total_weights: 5712.00000000\n",
-      "  total_act: 38490.00000000\n",
-      "  est_act: 25088.00000000\n",
-      "0.0 [10.67238257]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 9187152.00000000\n",
-      "  total_weights: 47112.00000000\n",
-      "  total_act: 19658.00000000\n",
-      "  est_act: 9408.00000000\n",
-      "0.0 [11.52672887]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 8900288.00000000\n",
-      "  total_weights: 39896.00000000\n",
-      "  total_act: 51034.00000000\n",
-      "  est_act: 37632.00000000\n",
-      "0.0 [11.75633361]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 15523520.00000000\n",
-      "  total_weights: 20120.00000000\n",
-      "  total_act: 88666.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [11.38908102]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 36747888.00000000\n",
-      "  total_weights: 47112.00000000\n",
-      "  total_act: 76106.00000000\n",
-      "  est_act: 37632.00000000\n",
-      "0.0 [10.55119088]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 2537344.00000000\n",
-      "  total_weights: 13264.00000000\n",
-      "  total_act: 19674.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [10.58849859]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 16370080.00000000\n",
-      "  total_weights: 21040.00000000\n",
-      "  total_act: 51002.00000000\n",
-      "  est_act: 25088.00000000\n",
-      "0.0 [10.22964951]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 1754752.00000000\n",
-      "  total_weights: 32440.00000000\n",
-      "  total_act: 11802.00000000\n",
-      "  est_act: 9408.00000000\n",
-      "0.0 [11.15757833]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 2734752.00000000\n",
-      "  total_weights: 13248.00000000\n",
-      "  total_act: 57274.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [12.03900927]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 17486656.00000000\n",
-      "  total_weights: 84832.00000000\n",
-      "  total_act: 63578.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [10.57330564]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 2421152.00000000\n",
-      "  total_weights: 3248.00000000\n",
-      "  total_act: 51002.00000000\n",
-      "  est_act: 25088.00000000\n",
-      "0.0 [10.9848532]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 2225312.00000000\n",
-      "  total_weights: 39896.00000000\n",
-      "  total_act: 13402.00000000\n",
-      "  est_act: 9408.00000000\n",
-      "0.0 [10.22927958]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 211840.00000000\n",
-      "  total_weights: 3832.00000000\n",
-      "  total_act: 11802.00000000\n",
-      "  est_act: 9408.00000000\n",
-      "0.0 [10.21814038]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 1039744.00000000\n",
-      "  total_weights: 19576.00000000\n",
-      "  total_act: 11802.00000000\n",
-      "  est_act: 9408.00000000\n",
-      "0.0 [10.94923199]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 1961888.00000000\n",
-      "  total_weights: 38552.00000000\n",
-      "  total_act: 13402.00000000\n",
-      "  est_act: 9408.00000000\n",
-      "0.0 [10.97386116]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 15366640.00000000\n",
-      "  total_weights: 19840.00000000\n",
-      "  total_act: 63562.00000000\n",
-      "  est_act: 37632.00000000\n",
-      "0.0 [10.21733471]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 1568160.00000000\n",
-      "  total_weights: 6960.00000000\n",
-      "  total_act: 32186.00000000\n",
-      "  est_act: 25088.00000000\n",
-      "0.0 [10.62118103]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 4302832.00000000\n",
-      "  total_weights: 19840.00000000\n",
-      "  total_act: 35338.00000000\n",
-      "  est_act: 25088.00000000\n",
-      "0.0 [10.72847776]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 4610080.00000000\n",
-      "  total_weights: 20152.00000000\n",
-      "  total_act: 44730.00000000\n",
-      "  est_act: 37632.00000000\n",
-      "0.0 [11.0988524]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 6454128.00000000\n",
-      "  total_weights: 29640.00000000\n",
-      "  total_act: 47882.00000000\n",
-      "  est_act: 37632.00000000\n",
-      "0.0 [11.08237237]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 24856096.00000000\n",
-      "  total_weights: 31864.00000000\n",
-      "  total_act: 63546.00000000\n",
-      "  est_act: 37632.00000000\n",
-      "0.0 [11.22810913]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 4271472.00000000\n",
-      "  total_weights: 22032.00000000\n",
-      "  total_act: 22794.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [11.08939519]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 15673888.00000000\n",
-      "  total_weights: 20152.00000000\n",
-      "  total_act: 63546.00000000\n",
-      "  est_act: 37632.00000000\n",
-      "0.0 [10.57023383]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 931712.00000000\n",
-      "  total_weights: 5072.00000000\n",
-      "  total_act: 19674.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [11.7945142]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 15975104.00000000\n",
-      "  total_weights: 20696.00000000\n",
-      "  total_act: 88666.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [11.33895933]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 11459184.00000000\n",
-      "  total_weights: 14856.00000000\n",
-      "  total_act: 76106.00000000\n",
-      "  est_act: 37632.00000000\n",
-      "0.0 [11.93806113]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 7451376.00000000\n",
-      "  total_weights: 9744.00000000\n",
-      "  total_act: 88650.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [11.52049287]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 1562048.00000000\n",
-      "  total_weights: 27488.00000000\n",
-      "  total_act: 16538.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [11.52180073]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 2879168.00000000\n",
-      "  total_weights: 9176.00000000\n",
-      "  total_act: 51034.00000000\n",
-      "  est_act: 37632.00000000\n",
-      "0.0 [9.80153904]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 768480.00000000\n",
-      "  total_weights: 13488.00000000\n",
-      "  total_act: 8666.00000000\n",
-      "  est_act: 6272.00000000\n",
-      "0.0 [10.8532406]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 3016992.00000000\n",
-      "  total_weights: 15552.00000000\n",
-      "  total_act: 19642.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [11.01186009]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 8542704.00000000\n",
-      "  total_weights: 11136.00000000\n",
-      "  total_act: 63562.00000000\n",
-      "  est_act: 37632.00000000\n",
-      "0.0 [12.05574756]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 11866944.00000000\n",
-      "  total_weights: 53088.00000000\n",
-      "  total_act: 63578.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [11.50618014]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 2515392.00000000\n",
-      "  total_weights: 50784.00000000\n",
-      "  total_act: 16538.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [11.98765183]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 10060608.00000000\n",
-      "  total_weights: 50784.00000000\n",
-      "  total_act: 63578.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [9.84557275]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 479968.00000000\n",
-      "  total_weights: 2608.00000000\n",
-      "  total_act: 13370.00000000\n",
-      "  est_act: 6272.00000000\n",
-      "0.0 [11.20136821]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 10148416.00000000\n",
-      "  total_weights: 13264.00000000\n",
-      "  total_act: 76122.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [10.08153558]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 1602736.00000000\n",
-      "  total_weights: 31744.00000000\n",
-      "  total_act: 9466.00000000\n",
-      "  est_act: 6272.00000000\n",
-      "0.0 [11.90778844]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 48997104.00000000\n",
-      "  total_weights: 62736.00000000\n",
-      "  total_act: 88650.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [10.33798601]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 6214144.00000000\n",
-      "  total_weights: 31864.00000000\n",
-      "  total_act: 16506.00000000\n",
-      "  est_act: 9408.00000000\n",
-      "0.0 [11.09886271]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 12574112.00000000\n",
-      "  total_weights: 64472.00000000\n",
-      "  total_act: 22810.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [10.70311502]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 784160.00000000\n",
-      "  total_weights: 13760.00000000\n",
-      "  total_act: 14938.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [11.19376134]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 12249456.00000000\n",
-      "  total_weights: 62736.00000000\n",
-      "  total_act: 22794.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [11.5811617]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 20898464.00000000\n",
-      "  total_weights: 26816.00000000\n",
-      "  total_act: 76090.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [11.11985883]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 495728.00000000\n",
-      "  total_weights: 7952.00000000\n",
-      "  total_act: 15738.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [11.09236347]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 3994016.00000000\n",
-      "  total_weights: 20696.00000000\n",
-      "  total_act: 22810.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [10.33720777]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 2270624.00000000\n",
-      "  total_weights: 7856.00000000\n",
-      "  total_act: 32186.00000000\n",
-      "  est_act: 25088.00000000\n",
-      "0.0 [11.44512252]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 1825472.00000000\n",
-      "  total_weights: 7832.00000000\n",
-      "  total_act: 51034.00000000\n",
-      "  est_act: 37632.00000000\n",
-      "0.0 [10.67238257]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 9187152.00000000\n",
-      "  total_weights: 47112.00000000\n",
-      "  total_act: 19658.00000000\n",
-      "  est_act: 9408.00000000\n",
-      "0.0 [12.37475462]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 41370432.00000000\n",
-      "  total_weights: 53088.00000000\n",
-      "  total_act: 101210.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [12.0473962]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 3838784.00000000\n",
-      "  total_weights: 12128.00000000\n",
-      "  total_act: 63578.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [11.00450008]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 25000432.00000000\n",
-      "  total_weights: 32128.00000000\n",
-      "  total_act: 63562.00000000\n",
-      "  est_act: 37632.00000000\n",
-      "0.0 [10.61776954]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 484752.00000000\n",
-      "  total_weights: 6600.00000000\n",
-      "  total_act: 12602.00000000\n",
-      "  est_act: 9408.00000000\n",
-      "0.0 [11.20945146]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 8755872.00000000\n",
-      "  total_weights: 42432.00000000\n",
-      "  total_act: 57274.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [11.07258965]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 9615216.00000000\n",
-      "  total_weights: 47496.00000000\n",
-      "  total_act: 47882.00000000\n",
-      "  est_act: 37632.00000000\n",
-      "0.0 [10.69145692]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 5649744.00000000\n",
-      "  total_weights: 29064.00000000\n",
-      "  total_act: 19658.00000000\n",
-      "  est_act: 9408.00000000\n",
-      "0.0 [10.1976889]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 705840.00000000\n",
-      "  total_weights: 3840.00000000\n",
-      "  total_act: 16522.00000000\n",
-      "  est_act: 9408.00000000\n",
-      "0.0 [10.82313746]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 8285472.00000000\n",
-      "  total_weights: 42432.00000000\n",
-      "  total_act: 19642.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [10.08153558]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 1602736.00000000\n",
-      "  total_weights: 31744.00000000\n",
-      "  total_act: 9466.00000000\n",
-      "  est_act: 6272.00000000\n",
-      "0.0 [11.09744863]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 7757216.00000000\n",
-      "  total_weights: 39896.00000000\n",
-      "  total_act: 22810.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [10.44209161]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 1308032.00000000\n",
-      "  total_weights: 25808.00000000\n",
-      "  total_act: 10266.00000000\n",
-      "  est_act: 6272.00000000\n",
-      "0.0 [10.68819385]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 2088736.00000000\n",
-      "  total_weights: 41920.00000000\n",
-      "  total_act: 14938.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [10.56701528]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 4001776.00000000\n",
-      "  total_weights: 19456.00000000\n",
-      "  total_act: 35338.00000000\n",
-      "  est_act: 25088.00000000\n",
-      "0.0 [11.61646047]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 9891264.00000000\n",
-      "  total_weights: 50784.00000000\n",
-      "  total_act: 25946.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [10.69190683]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 16871840.00000000\n",
-      "  total_weights: 21680.00000000\n",
-      "  total_act: 51002.00000000\n",
-      "  est_act: 25088.00000000\n",
-      "0.0 [10.66746311]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 6265888.00000000\n",
-      "  total_weights: 31480.00000000\n",
-      "  total_act: 44730.00000000\n",
-      "  est_act: 37632.00000000\n",
-      "0.0 [10.82459619]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 2665760.00000000\n",
-      "  total_weights: 13760.00000000\n",
-      "  total_act: 19642.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [10.5871421]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 2662784.00000000\n",
-      "  total_weights: 13904.00000000\n",
-      "  total_act: 19674.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [10.58849859]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 16370080.00000000\n",
-      "  total_weights: 21040.00000000\n",
-      "  total_act: 51002.00000000\n",
-      "  est_act: 25088.00000000\n",
-      "0.0 [9.77482067]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 693216.00000000\n",
-      "  total_weights: 13104.00000000\n",
-      "  total_act: 8666.00000000\n",
-      "  est_act: 6272.00000000\n",
-      "0.0 [10.82507827]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 1060128.00000000\n",
-      "  total_weights: 5568.00000000\n",
-      "  total_act: 19642.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [10.83791262]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 8436000.00000000\n",
-      "  total_weights: 43200.00000000\n",
-      "  total_act: 19642.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [10.5185619]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 2120096.00000000\n",
-      "  total_weights: 2864.00000000\n",
-      "  total_act: 51002.00000000\n",
-      "  est_act: 25088.00000000\n",
-      "0.0 [10.857278]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 8636704.00000000\n",
-      "  total_weights: 44224.00000000\n",
-      "  total_act: 19642.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [11.2342969]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 3926592.00000000\n",
-      "  total_weights: 5328.00000000\n",
-      "  total_act: 76122.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [9.86686777]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 530144.00000000\n",
-      "  total_weights: 2864.00000000\n",
-      "  total_act: 13370.00000000\n",
-      "  est_act: 6272.00000000\n",
-      "0.0 [10.27208619]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 1869216.00000000\n",
-      "  total_weights: 7344.00000000\n",
-      "  total_act: 32186.00000000\n",
-      "  est_act: 25088.00000000\n",
-      "0.0 [11.76868657]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 29974208.00000000\n",
-      "  total_weights: 38552.00000000\n",
-      "  total_act: 88666.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [9.79281995]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 191456.00000000\n",
-      "  total_weights: 2864.00000000\n",
-      "  total_act: 8666.00000000\n",
-      "  est_act: 6272.00000000\n",
-      "0.0 [10.22198491]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 4177312.00000000\n",
-      "  total_weights: 21040.00000000\n",
-      "  total_act: 32186.00000000\n",
-      "  est_act: 25088.00000000\n",
-      "0.0 [10.67135311]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 1693680.00000000\n",
-      "  total_weights: 4992.00000000\n",
-      "  total_act: 35338.00000000\n",
-      "  est_act: 25088.00000000\n",
-      "0.0 [10.70503519]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 683808.00000000\n",
-      "  total_weights: 13248.00000000\n",
-      "  total_act: 14938.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [11.04428757]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 12235424.00000000\n",
-      "  total_weights: 62744.00000000\n",
-      "  total_act: 22810.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [9.84538057]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 868832.00000000\n",
-      "  total_weights: 14000.00000000\n",
-      "  total_act: 8666.00000000\n",
-      "  est_act: 6272.00000000\n",
-      "0.0 [10.20661565]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 765344.00000000\n",
-      "  total_weights: 2864.00000000\n",
-      "  total_act: 32186.00000000\n",
-      "  est_act: 25088.00000000\n",
-      "0.0 [10.71070066]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 3053136.00000000\n",
-      "  total_weights: 15816.00000000\n",
-      "  total_act: 19658.00000000\n",
-      "  est_act: 9408.00000000\n",
-      "0.0 [11.28620645]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 4227648.00000000\n",
-      "  total_weights: 5712.00000000\n",
-      "  total_act: 76122.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [11.86572867]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 5645040.00000000\n",
-      "  total_weights: 7440.00000000\n",
-      "  total_act: 88650.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [12.36209574]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 66257728.00000000\n",
-      "  total_weights: 84832.00000000\n",
-      "  total_act: 101210.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [11.75633361]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 15523520.00000000\n",
-      "  total_weights: 20120.00000000\n",
-      "  total_act: 88666.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [11.42055436]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 12211824.00000000\n",
-      "  total_weights: 15816.00000000\n",
-      "  total_act: 76106.00000000\n",
-      "  est_act: 37632.00000000\n",
-      "0.0 [11.04334217]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 3525184.00000000\n",
-      "  total_weights: 14416.00000000\n",
-      "  total_act: 38490.00000000\n",
-      "  est_act: 25088.00000000\n",
-      "0.0 [10.35168153]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 2112256.00000000\n",
-      "  total_weights: 10936.00000000\n",
-      "  total_act: 16506.00000000\n",
-      "  est_act: 9408.00000000\n",
-      "0.0 [10.70188747]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 1133904.00000000\n",
-      "  total_weights: 6024.00000000\n",
-      "  total_act: 19658.00000000\n",
-      "  est_act: 9408.00000000\n",
-      "0.0 [11.03981615]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 15768048.00000000\n",
-      "  total_weights: 20352.00000000\n",
-      "  total_act: 63562.00000000\n",
-      "  est_act: 37632.00000000\n",
-      "0.0 [10.57432373]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 8282496.00000000\n",
-      "  total_weights: 42576.00000000\n",
-      "  total_act: 19674.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [10.70516383]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 7112688.00000000\n",
-      "  total_weights: 32640.00000000\n",
-      "  total_act: 35338.00000000\n",
-      "  est_act: 25088.00000000\n",
-      "0.0 [10.83585336]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 1210656.00000000\n",
-      "  total_weights: 6336.00000000\n",
-      "  total_act: 19642.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [10.71210917]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 6566944.00000000\n",
-      "  total_weights: 31864.00000000\n",
-      "  total_act: 44730.00000000\n",
-      "  est_act: 37632.00000000\n",
-      "0.0 [11.09236347]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 3994016.00000000\n",
-      "  total_weights: 20696.00000000\n",
-      "  total_act: 22810.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [11.03778038]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 24555040.00000000\n",
-      "  total_weights: 31480.00000000\n",
-      "  total_act: 63546.00000000\n",
-      "  est_act: 37632.00000000\n",
-      "0.0 [9.86953546]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 1332960.00000000\n",
-      "  total_weights: 6960.00000000\n",
-      "  total_act: 13370.00000000\n",
-      "  est_act: 6272.00000000\n",
-      "0.0 [9.83687485]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 1270240.00000000\n",
-      "  total_weights: 22192.00000000\n",
-      "  total_act: 8666.00000000\n",
-      "  est_act: 6272.00000000\n",
-      "0.0 [12.31141123]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 65254208.00000000\n",
-      "  total_weights: 83552.00000000\n",
-      "  total_act: 101210.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [11.64916646]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 2314688.00000000\n",
-      "  total_weights: 12128.00000000\n",
-      "  total_act: 25946.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [10.1794739]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 3716400.00000000\n",
-      "  total_weights: 19200.00000000\n",
-      "  total_act: 16522.00000000\n",
-      "  est_act: 9408.00000000\n",
-      "0.0 [10.1794739]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 3716400.00000000\n",
-      "  total_weights: 19200.00000000\n",
-      "  total_act: 16522.00000000\n",
-      "  est_act: 9408.00000000\n",
-      "0.0 [10.62531881]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 2763136.00000000\n",
-      "  total_weights: 14416.00000000\n",
-      "  total_act: 19674.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [11.09886271]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 12574112.00000000\n",
-      "  total_weights: 64472.00000000\n",
-      "  total_act: 22810.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [9.84713445]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 1282784.00000000\n",
-      "  total_weights: 6704.00000000\n",
-      "  total_act: 13370.00000000\n",
-      "  est_act: 6272.00000000\n",
-      "0.0 [11.50782178]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 2766272.00000000\n",
-      "  total_weights: 52064.00000000\n",
-      "  total_act: 16538.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [11.71002344]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 5588672.00000000\n",
-      "  total_weights: 7448.00000000\n",
-      "  total_act: 88666.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [11.40799296]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 12362432.00000000\n",
-      "  total_weights: 62744.00000000\n",
-      "  total_act: 51034.00000000\n",
-      "  est_act: 37632.00000000\n",
-      "0.0 [11.54189266]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 508352.00000000\n",
-      "  total_weights: 9824.00000000\n",
-      "  total_act: 16538.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [11.04215175]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 3293040.00000000\n",
-      "  total_weights: 15240.00000000\n",
-      "  total_act: 47882.00000000\n",
-      "  est_act: 37632.00000000\n",
-      "0.0 [10.89118612]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 5030464.00000000\n",
-      "  total_weights: 25552.00000000\n",
-      "  total_act: 38490.00000000\n",
-      "  est_act: 25088.00000000\n",
-      "0.0 [12.36037189]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 22102848.00000000\n",
-      "  total_weights: 28512.00000000\n",
-      "  total_act: 101210.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [10.87400936]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 14864880.00000000\n",
-      "  total_weights: 19200.00000000\n",
-      "  total_act: 63562.00000000\n",
-      "  est_act: 37632.00000000\n",
-      "0.0 [10.22964951]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 1754752.00000000\n",
-      "  total_weights: 32440.00000000\n",
-      "  total_act: 11802.00000000\n",
-      "  est_act: 9408.00000000\n",
-      "0.0 [10.28382577]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 550528.00000000\n",
-      "  total_weights: 5560.00000000\n",
-      "  total_act: 11802.00000000\n",
-      "  est_act: 9408.00000000\n",
-      "0.0 [10.21814038]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 1039744.00000000\n",
-      "  total_weights: 19576.00000000\n",
-      "  total_act: 11802.00000000\n",
-      "  est_act: 9408.00000000\n",
-      "0.0 [9.95902517]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 4318432.00000000\n",
-      "  total_weights: 22192.00000000\n",
-      "  total_act: 13370.00000000\n",
-      "  est_act: 6272.00000000\n",
-      "0.0 [10.66934894]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 2352160.00000000\n",
-      "  total_weights: 10360.00000000\n",
-      "  total_act: 44730.00000000\n",
-      "  est_act: 37632.00000000\n",
-      "0.0 [11.57543947]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 4390640.00000000\n",
-      "  total_weights: 20240.00000000\n",
-      "  total_act: 60426.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [11.13841313]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 846960.00000000\n",
-      "  total_weights: 9744.00000000\n",
-      "  total_act: 15738.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [11.0897206]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 3355760.00000000\n",
-      "  total_weights: 64016.00000000\n",
-      "  total_act: 15738.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [10.6891828]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 9262416.00000000\n",
-      "  total_weights: 47496.00000000\n",
-      "  total_act: 19658.00000000\n",
-      "  est_act: 9408.00000000\n",
-      "0.0 [11.19349927]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 12349808.00000000\n",
-      "  total_weights: 63248.00000000\n",
-      "  total_act: 22794.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [12.28362905]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 7451456.00000000\n",
-      "  total_weights: 9824.00000000\n",
-      "  total_act: 101210.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [10.22927958]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 211840.00000000\n",
-      "  total_weights: 3832.00000000\n",
-      "  total_act: 11802.00000000\n",
-      "  est_act: 9408.00000000\n",
-      "0.0 [11.61478361]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 16313792.00000000\n",
-      "  total_weights: 83552.00000000\n",
-      "  total_act: 25946.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [11.1953217]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 7432560.00000000\n",
-      "  total_weights: 38160.00000000\n",
-      "  total_act: 22794.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [10.26067188]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 1066400.00000000\n",
-      "  total_weights: 3248.00000000\n",
-      "  total_act: 32186.00000000\n",
-      "  est_act: 25088.00000000\n",
-      "0.0 [11.29544383]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 10650176.00000000\n",
-      "  total_weights: 13904.00000000\n",
-      "  total_act: 76122.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [11.50055594]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 2615744.00000000\n",
-      "  total_weights: 51296.00000000\n",
-      "  total_act: 16538.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [9.77204711]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 141280.00000000\n",
-      "  total_weights: 2608.00000000\n",
-      "  total_act: 8666.00000000\n",
-      "  est_act: 6272.00000000\n",
-      "0.0 [10.17275177]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 1367456.00000000\n",
-      "  total_weights: 6704.00000000\n",
-      "  total_act: 32186.00000000\n",
-      "  est_act: 25088.00000000\n",
-      "0.0 [10.21417414]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 512896.00000000\n",
-      "  total_weights: 9976.00000000\n",
-      "  total_act: 11802.00000000\n",
-      "  est_act: 9408.00000000\n",
-      "0.0 [12.30453373]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 7852864.00000000\n",
-      "  total_weights: 10336.00000000\n",
-      "  total_act: 101210.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [11.53090198]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 1762752.00000000\n",
-      "  total_weights: 28512.00000000\n",
-      "  total_act: 16538.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [9.86686777]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 530144.00000000\n",
-      "  total_weights: 2864.00000000\n",
-      "  total_act: 13370.00000000\n",
-      "  est_act: 6272.00000000\n",
-      "0.0 [11.09962707]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 1472672.00000000\n",
-      "  total_weights: 7832.00000000\n",
-      "  total_act: 22810.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [11.34924385]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 4629056.00000000\n",
-      "  total_weights: 6224.00000000\n",
-      "  total_act: 76122.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [10.87400936]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 14864880.00000000\n",
-      "  total_weights: 19200.00000000\n",
-      "  total_act: 63562.00000000\n",
-      "  est_act: 37632.00000000\n",
-      "0.0 [11.78610914]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 6341312.00000000\n",
-      "  total_weights: 8408.00000000\n",
-      "  total_act: 88666.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [10.20958016]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 1641856.00000000\n",
-      "  total_weights: 31864.00000000\n",
-      "  total_act: 11802.00000000\n",
-      "  est_act: 9408.00000000\n",
-      "0.0 [11.49725973]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 10261152.00000000\n",
-      "  total_weights: 13248.00000000\n",
-      "  total_act: 76090.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [10.49598508]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 379776.00000000\n",
-      "  total_weights: 5712.00000000\n",
-      "  total_act: 10266.00000000\n",
-      "  est_act: 6272.00000000\n",
-      "0.0 [11.15188299]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 1129120.00000000\n",
-      "  total_weights: 5056.00000000\n",
-      "  total_act: 57274.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [10.69401343]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 1386272.00000000\n",
-      "  total_weights: 26048.00000000\n",
-      "  total_act: 14938.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [11.07977842]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 3104880.00000000\n",
-      "  total_weights: 62736.00000000\n",
-      "  total_act: 15738.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [10.19322297]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 2571680.00000000\n",
-      "  total_weights: 12848.00000000\n",
-      "  total_act: 32186.00000000\n",
-      "  est_act: 25088.00000000\n",
-      "0.0 [10.1794739]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 3716400.00000000\n",
-      "  total_weights: 19200.00000000\n",
-      "  total_act: 16522.00000000\n",
-      "  est_act: 9408.00000000\n",
-      "0.0 [10.55620753]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 4995968.00000000\n",
-      "  total_weights: 25808.00000000\n",
-      "  total_act: 19674.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [10.68919778]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 2189088.00000000\n",
-      "  total_weights: 42432.00000000\n",
-      "  total_act: 14938.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [11.49725973]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 10261152.00000000\n",
-      "  total_weights: 13248.00000000\n",
-      "  total_act: 76090.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [11.52346994]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 10662560.00000000\n",
-      "  total_weights: 13760.00000000\n",
-      "  total_act: 76090.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [12.05574756]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 11866944.00000000\n",
-      "  total_weights: 53088.00000000\n",
-      "  total_act: 63578.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [11.02928079]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 9314160.00000000\n",
-      "  total_weights: 47112.00000000\n",
-      "  total_act: 47882.00000000\n",
-      "  est_act: 37632.00000000\n",
-      "0.0 [12.30453373]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 7852864.00000000\n",
-      "  total_weights: 10336.00000000\n",
-      "  total_act: 101210.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [11.646251]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 34546336.00000000\n",
-      "  total_weights: 44224.00000000\n",
-      "  total_act: 76090.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [10.47770868]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 304512.00000000\n",
-      "  total_weights: 5328.00000000\n",
-      "  total_act: 10266.00000000\n",
-      "  est_act: 6272.00000000\n",
-      "0.0 [11.20686106]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 3819888.00000000\n",
-      "  total_weights: 19728.00000000\n",
-      "  total_act: 22794.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [11.18289925]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 3136160.00000000\n",
-      "  total_weights: 13760.00000000\n",
-      "  total_act: 57274.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [12.05574756]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 11866944.00000000\n",
-      "  total_weights: 53088.00000000\n",
-      "  total_act: 63578.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [11.48993342]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 4221376.00000000\n",
-      "  total_weights: 84064.00000000\n",
-      "  total_act: 16538.00000000\n",
-      "  est_act: 12544.00000000\n",
-      "0.0 [11.60470286]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 8605424.00000000\n",
-      "  total_weights: 39440.00000000\n",
-      "  total_act: 60426.00000000\n",
-      "  est_act: 50176.00000000\n",
-      "0.0 [9.89578879]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 1408224.00000000\n",
-      "  total_weights: 7344.00000000\n",
-      "  total_act: 13370.00000000\n",
-      "  est_act: 6272.00000000\n",
-      "0.0 [10.37696544]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 1058560.00000000\n",
-      "  total_weights: 5560.00000000\n",
-      "  total_act: 16506.00000000\n",
-      "  est_act: 9408.00000000\n",
-      "0.0 [9.85975842]\n",
-      "Predicted metrics for gcn:\n",
-      "  val_error: 0.00000000\n",
-      "Predicted metrics for macs:\n",
-      "  total_macs: 367072.00000000\n",
-      "  total_weights: 3760.00000000\n",
-      "  total_act: 8666.00000000\n",
-      "  est_act: 6272.00000000\n"
-     ]
-    },
-    {
-     "ename": "KeyboardInterrupt",
-     "evalue": "",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[0;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)",
-      "Cell \u001b[0;32mIn[28], line 10\u001b[0m\n\u001b[1;32m      7\u001b[0m cfg \u001b[38;5;241m=\u001b[39m compose(config_name\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mconfig\u001b[39m\u001b[38;5;124m\"\u001b[39m, overrides\u001b[38;5;241m=\u001b[39m[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mmodel=cnn_search_space\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mnas=random_nas\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mtrainer.max_epochs=1\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mdataset=mnist\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mdataset.data_folder=\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mwd\u001b[38;5;250m \u001b[39m\u001b[38;5;241m/\u001b[39m\u001b[38;5;250m \u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mdata\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m+trainer.enable_progress_bar=false\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mmodule.num_workers=8\u001b[39m\u001b[38;5;124m\"\u001b[39m])\n\u001b[1;32m      9\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m change_wd(wd \u001b[38;5;241m/\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mrun1\u001b[39m\u001b[38;5;124m\"\u001b[39m, create\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m, clean\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m):\n\u001b[0;32m---> 10\u001b[0m     \u001b[43mmain\u001b[49m\u001b[43m(\u001b[49m\u001b[43mcfg\u001b[49m\u001b[43m)\u001b[49m\n",
-      "File \u001b[0;32m/local/gerum/.cache/pypoetry/virtualenvs/hannah-8Yp6PnCx-py3.11/lib/python3.11/site-packages/hydra/main.py:83\u001b[0m, in \u001b[0;36mmain.<locals>.main_decorator.<locals>.decorated_main\u001b[0;34m(cfg_passthrough)\u001b[0m\n\u001b[1;32m     80\u001b[0m \u001b[38;5;129m@functools\u001b[39m\u001b[38;5;241m.\u001b[39mwraps(task_function)\n\u001b[1;32m     81\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mdecorated_main\u001b[39m(cfg_passthrough: Optional[DictConfig] \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m Any:\n\u001b[1;32m     82\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m cfg_passthrough \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[0;32m---> 83\u001b[0m         \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mtask_function\u001b[49m\u001b[43m(\u001b[49m\u001b[43mcfg_passthrough\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m     84\u001b[0m     \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m     85\u001b[0m         args_parser \u001b[38;5;241m=\u001b[39m get_args_parser()\n",
-      "File \u001b[0;32m/local/gerum/hannah/hannah/tools/train.py:42\u001b[0m, in \u001b[0;36mmain\u001b[0;34m(config)\u001b[0m\n\u001b[1;32m     40\u001b[0m     handle_dataset(config)\n\u001b[1;32m     41\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m config\u001b[38;5;241m.\u001b[39mget(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mnas\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;28;01mNone\u001b[39;00m) \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[0;32m---> 42\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mnas\u001b[49m\u001b[43m(\u001b[49m\u001b[43mconfig\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m     43\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m     44\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m train(config)\n",
-      "File \u001b[0;32m/local/gerum/hannah/hannah/train.py:266\u001b[0m, in \u001b[0;36mnas\u001b[0;34m(config)\u001b[0m\n\u001b[1;32m    264\u001b[0m \u001b[38;5;28mprint\u001b[39m(OmegaConf\u001b[38;5;241m.\u001b[39mto_yaml(config))\n\u001b[1;32m    265\u001b[0m nas_trainer \u001b[38;5;241m=\u001b[39m instantiate(config\u001b[38;5;241m.\u001b[39mnas, parent_config\u001b[38;5;241m=\u001b[39mconfig, _recursive_\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mFalse\u001b[39;00m)\n\u001b[0;32m--> 266\u001b[0m \u001b[43mnas_trainer\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mrun\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n",
-      "File \u001b[0;32m/local/gerum/hannah/hannah/nas/search/search.py:79\u001b[0m, in \u001b[0;36mNASBase.run\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m     77\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mrun\u001b[39m(\u001b[38;5;28mself\u001b[39m):\n\u001b[1;32m     78\u001b[0m     \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mbefore_search()\n\u001b[0;32m---> 79\u001b[0m     \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msearch\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m     80\u001b[0m     \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mafter_search()\n",
-      "File \u001b[0;32m/local/gerum/hannah/hannah/nas/search/search.py:179\u001b[0m, in \u001b[0;36mDirectNAS.search\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m    176\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mnew_points \u001b[38;5;241m=\u001b[39m []\n\u001b[1;32m    178\u001b[0m \u001b[38;5;66;03m# first batch of candidates\u001b[39;00m\n\u001b[0;32m--> 179\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43minit_candidates\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    181\u001b[0m \u001b[38;5;28;01mwhile\u001b[39;00m \u001b[38;5;28mlen\u001b[39m(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39msampler\u001b[38;5;241m.\u001b[39mhistory) \u001b[38;5;241m<\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mbudget:\n\u001b[1;32m    182\u001b[0m     \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mworklist \u001b[38;5;241m=\u001b[39m []\n",
-      "File \u001b[0;32m/local/gerum/hannah/hannah/nas/search/search.py:167\u001b[0m, in \u001b[0;36mDirectNAS.init_candidates\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m    165\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mcandidates \u001b[38;5;241m=\u001b[39m []\n\u001b[1;32m    166\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m remaining_candidates \u001b[38;5;241m>\u001b[39m \u001b[38;5;241m0\u001b[39m:\n\u001b[0;32m--> 167\u001b[0m     \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mcandidates \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msample_candidates\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m    168\u001b[0m \u001b[43m        \u001b[49m\u001b[43mremaining_candidates\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    169\u001b[0m \u001b[43m        \u001b[49m\u001b[43mremaining_candidates\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    170\u001b[0m \u001b[43m        \u001b[49m\u001b[43mpresample\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mpresample\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    171\u001b[0m \u001b[43m        \u001b[49m\u001b[43mconstrain\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mFalse\u001b[39;49;00m\u001b[43m,\u001b[49m\n\u001b[1;32m    172\u001b[0m \u001b[43m    \u001b[49m\u001b[43m)\u001b[49m\n",
-      "File \u001b[0;32m/local/gerum/hannah/hannah/nas/search/search.py:257\u001b[0m, in \u001b[0;36mDirectNAS.sample_candidates\u001b[0;34m(self, num_total, num_candidates, sort_key, presample, constrain)\u001b[0m\n\u001b[1;32m    255\u001b[0m parameters \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39msample(constrain)\n\u001b[1;32m    256\u001b[0m model \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mbuild_model(parameters)\n\u001b[0;32m--> 257\u001b[0m estimated_metrics, satisfied_bounds \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mestimate_metrics\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m    258\u001b[0m \u001b[43m    \u001b[49m\u001b[43mcopy\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdeepcopy\u001b[49m\u001b[43m(\u001b[49m\u001b[43mmodel\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    259\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    260\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m presample:\n\u001b[1;32m    261\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mpresampler\u001b[38;5;241m.\u001b[39mcheck(model, estimated_metrics):\n",
-      "File \u001b[0;32m/local/gerum/hannah/hannah/nas/search/search.py:374\u001b[0m, in \u001b[0;36mDirectNAS.estimate_metrics\u001b[0;34m(self, model)\u001b[0m\n\u001b[1;32m    372\u001b[0m estimated_metrics \u001b[38;5;241m=\u001b[39m {}\n\u001b[1;32m    373\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m name, predictor \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mpredictors\u001b[38;5;241m.\u001b[39mitems():\n\u001b[0;32m--> 374\u001b[0m     metrics \u001b[38;5;241m=\u001b[39m \u001b[43mpredictor\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mpredict\u001b[49m\u001b[43m(\u001b[49m\u001b[43mmodel\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mexample_input_array\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    376\u001b[0m     \u001b[38;5;28mprint\u001b[39m(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mPredicted metrics for \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mname\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m:\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m    377\u001b[0m     \u001b[38;5;28;01mfor\u001b[39;00m k, v \u001b[38;5;129;01min\u001b[39;00m metrics\u001b[38;5;241m.\u001b[39mitems():\n",
-      "File \u001b[0;32m/local/gerum/hannah/hannah/nas/performance_prediction/simple.py:130\u001b[0m, in \u001b[0;36mGCNPredictor.predict\u001b[0;34m(self, model, input)\u001b[0m\n\u001b[1;32m    127\u001b[0m     nx_graph\u001b[38;5;241m.\u001b[39mnodes[n][\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mfeatures\u001b[39m\u001b[38;5;124m\"\u001b[39m] \u001b[38;5;241m=\u001b[39m fea\u001b[38;5;241m.\u001b[39miloc[i]\u001b[38;5;241m.\u001b[39mto_numpy()\n\u001b[1;32m    128\u001b[0m dgl_graph \u001b[38;5;241m=\u001b[39m to_dgl_graph(nx_graph)\n\u001b[0;32m--> 130\u001b[0m result, std_dev \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mpredictor\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mpredict\u001b[49m\u001b[43m(\u001b[49m\u001b[43mdgl_graph\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    132\u001b[0m \u001b[38;5;28mprint\u001b[39m(result, std_dev)\n\u001b[1;32m    134\u001b[0m metrics \u001b[38;5;241m=\u001b[39m {\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mval_error\u001b[39m\u001b[38;5;124m\"\u001b[39m: result\u001b[38;5;241m.\u001b[39mitem()}\n",
-      "File \u001b[0;32m/local/gerum/hannah/hannah/nas/performance_prediction/gcn/predictor.py:395\u001b[0m, in \u001b[0;36mGaussianProcessPredictor.predict\u001b[0;34m(self, X, return_std)\u001b[0m\n\u001b[1;32m    393\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(X, dgl\u001b[38;5;241m.\u001b[39mDGLGraph):\n\u001b[1;32m    394\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m X\u001b[38;5;241m.\u001b[39mbatch_size \u001b[38;5;241m==\u001b[39m \u001b[38;5;241m1\u001b[39m:\n\u001b[0;32m--> 395\u001b[0m         embeddings \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mget_embedding\u001b[49m\u001b[43m(\u001b[49m\u001b[43mX\u001b[49m\u001b[43m)\u001b[49m\u001b[38;5;241m.\u001b[39mdetach()\u001b[38;5;241m.\u001b[39mnumpy()\n\u001b[1;32m    396\u001b[0m     \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m    397\u001b[0m         embeddings \u001b[38;5;241m=\u001b[39m []\n",
-      "File \u001b[0;32m/local/gerum/hannah/hannah/nas/performance_prediction/gcn/predictor.py:372\u001b[0m, in \u001b[0;36mGaussianProcessPredictor.get_embedding\u001b[0;34m(self, graph)\u001b[0m\n\u001b[1;32m    369\u001b[0m     \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39minput_feature_size \u001b[38;5;241m=\u001b[39m shape[\u001b[38;5;241m1\u001b[39m]\n\u001b[1;32m    370\u001b[0m     \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39minit_embeddings()\n\u001b[0;32m--> 372\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mmodel\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mget_embedding\u001b[49m\u001b[43m(\u001b[49m\u001b[43mgraph\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mgraph\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mndata\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mfea_name\u001b[49m\u001b[43m]\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mfloat\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m\n",
-      "File \u001b[0;32m/local/gerum/hannah/hannah/nas/performance_prediction/gcn/model.py:73\u001b[0m, in \u001b[0;36mGCNEmbedding.get_embedding\u001b[0;34m(self, g, in_feat)\u001b[0m\n\u001b[1;32m     72\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mget_embedding\u001b[39m(\u001b[38;5;28mself\u001b[39m, g, in_feat):\n\u001b[0;32m---> 73\u001b[0m     h \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mconv1\u001b[49m\u001b[43m(\u001b[49m\u001b[43mg\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43min_feat\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m     74\u001b[0m     h \u001b[38;5;241m=\u001b[39m F\u001b[38;5;241m.\u001b[39mrelu(h)\n\u001b[1;32m     75\u001b[0m     \u001b[38;5;28;01mfor\u001b[39;00m conv \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mconvs:\n",
-      "File \u001b[0;32m/local/gerum/.cache/pypoetry/virtualenvs/hannah-8Yp6PnCx-py3.11/lib64/python3.11/site-packages/torch/nn/modules/module.py:1511\u001b[0m, in \u001b[0;36mModule._wrapped_call_impl\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m   1509\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_compiled_call_impl(\u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)  \u001b[38;5;66;03m# type: ignore[misc]\u001b[39;00m\n\u001b[1;32m   1510\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m-> 1511\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_call_impl\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
-      "File \u001b[0;32m/local/gerum/.cache/pypoetry/virtualenvs/hannah-8Yp6PnCx-py3.11/lib64/python3.11/site-packages/torch/nn/modules/module.py:1520\u001b[0m, in \u001b[0;36mModule._call_impl\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m   1515\u001b[0m \u001b[38;5;66;03m# If we don't have any hooks, we want to skip the rest of the logic in\u001b[39;00m\n\u001b[1;32m   1516\u001b[0m \u001b[38;5;66;03m# this function, and just call forward.\u001b[39;00m\n\u001b[1;32m   1517\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m (\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_backward_hooks \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_backward_pre_hooks \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_forward_hooks \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_forward_pre_hooks\n\u001b[1;32m   1518\u001b[0m         \u001b[38;5;129;01mor\u001b[39;00m _global_backward_pre_hooks \u001b[38;5;129;01mor\u001b[39;00m _global_backward_hooks\n\u001b[1;32m   1519\u001b[0m         \u001b[38;5;129;01mor\u001b[39;00m _global_forward_hooks \u001b[38;5;129;01mor\u001b[39;00m _global_forward_pre_hooks):\n\u001b[0;32m-> 1520\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mforward_call\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m   1522\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m   1523\u001b[0m     result \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m\n",
-      "File \u001b[0;32m/local/gerum/.cache/pypoetry/virtualenvs/hannah-8Yp6PnCx-py3.11/lib64/python3.11/site-packages/dgl/nn/pytorch/conv/graphconv.py:460\u001b[0m, in \u001b[0;36mGraphConv.forward\u001b[0;34m(self, graph, feat, weight, edge_weight)\u001b[0m\n\u001b[1;32m    458\u001b[0m     rst \u001b[38;5;241m=\u001b[39m graph\u001b[38;5;241m.\u001b[39mdstdata[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mh\u001b[39m\u001b[38;5;124m\"\u001b[39m]\n\u001b[1;32m    459\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m weight \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[0;32m--> 460\u001b[0m         rst \u001b[38;5;241m=\u001b[39m \u001b[43mth\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mmatmul\u001b[49m\u001b[43m(\u001b[49m\u001b[43mrst\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mweight\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    462\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_norm \u001b[38;5;129;01min\u001b[39;00m [\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mright\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mboth\u001b[39m\u001b[38;5;124m\"\u001b[39m]:\n\u001b[1;32m    463\u001b[0m     degs \u001b[38;5;241m=\u001b[39m graph\u001b[38;5;241m.\u001b[39min_degrees()\u001b[38;5;241m.\u001b[39mto(feat_dst)\u001b[38;5;241m.\u001b[39mclamp(\u001b[38;5;28mmin\u001b[39m\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m1\u001b[39m)\n",
-      "\u001b[0;31mKeyboardInterrupt\u001b[0m: "
+      "\n"
      ]
     }
    ],
@@ -7419,9 +405,9 @@
     "wd = pathlib.Path.cwd()\n",
     "\n",
     "with initialize_config_module(\"hannah.conf\", version_base=\"1.2\"):\n",
-    "    cfg = compose(config_name=\"config\", overrides=[\"model=cnn_search_space\", \"nas=random_nas\", \"trainer.max_epochs=1\", \"dataset=mnist\", f\"dataset.data_folder={wd / 'data'}\", \"+trainer.enable_progress_bar=false\", \"module.num_workers=8\"])\n",
+    "    cfg = compose(config_name=\"config\", overrides=[\"model=cnn_search_space\", \"nas=random_nas\", \"trainer.max_epochs=1\", \"dataset=mnist\", f\"dataset.data_folder={wd / 'data'}\", \"+trainer.enable_progress_bar=false\", \"module.num_workers=8\", \"nas.presample=false\"])\n",
     "    \n",
-    "    with change_wd(wd / \"run1\", create=True, clean=True):\n",
+    "    with change_wd(wd / \"run1\", create=True, clean=False):\n",
     "        main(cfg)"
    ]
   },
@@ -7437,7 +423,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 148,
    "id": "60134d78",
    "metadata": {},
    "outputs": [
@@ -7473,63 +459,63 @@
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
-       "      <td>100352.0</td>\n",
-       "      <td>0.292995</td>\n",
-       "      <td>138874.0</td>\n",
-       "      <td>72153568.0</td>\n",
-       "      <td>363808.0</td>\n",
-       "      <td>0.052310</td>\n",
+       "      <td>12544.0</td>\n",
+       "      <td>0.028927</td>\n",
+       "      <td>16778.0</td>\n",
+       "      <td>2011328.0</td>\n",
+       "      <td>45152.0</td>\n",
+       "      <td>0.109545</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
-       "      <td>21952.0</td>\n",
-       "      <td>0.167889</td>\n",
-       "      <td>51098.0</td>\n",
-       "      <td>51642720.0</td>\n",
-       "      <td>288312.0</td>\n",
-       "      <td>0.074898</td>\n",
+       "      <td>37632.0</td>\n",
+       "      <td>0.011582</td>\n",
+       "      <td>44730.0</td>\n",
+       "      <td>2201632.0</td>\n",
+       "      <td>5560.0</td>\n",
+       "      <td>0.348166</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
-       "      <td>87808.0</td>\n",
-       "      <td>0.502111</td>\n",
-       "      <td>201626.0</td>\n",
-       "      <td>207622656.0</td>\n",
-       "      <td>289656.0</td>\n",
-       "      <td>0.072520</td>\n",
+       "      <td>50176.0</td>\n",
+       "      <td>0.018490</td>\n",
+       "      <td>57274.0</td>\n",
+       "      <td>2734752.0</td>\n",
+       "      <td>13248.0</td>\n",
+       "      <td>0.521909</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
-       "      <td>21952.0</td>\n",
-       "      <td>0.325369</td>\n",
-       "      <td>44730.0</td>\n",
-       "      <td>49857856.0</td>\n",
-       "      <td>254536.0</td>\n",
-       "      <td>0.065048</td>\n",
+       "      <td>9408.0</td>\n",
+       "      <td>0.056489</td>\n",
+       "      <td>19674.0</td>\n",
+       "      <td>6766240.0</td>\n",
+       "      <td>44440.0</td>\n",
+       "      <td>0.111073</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
-       "      <td>6272.0</td>\n",
-       "      <td>0.070293</td>\n",
-       "      <td>17386.0</td>\n",
-       "      <td>12955456.0</td>\n",
-       "      <td>261136.0</td>\n",
-       "      <td>0.057575</td>\n",
+       "      <td>12544.0</td>\n",
+       "      <td>0.027557</td>\n",
+       "      <td>38490.0</td>\n",
+       "      <td>12149184.0</td>\n",
+       "      <td>62304.0</td>\n",
+       "      <td>0.080673</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
-       "    est_act        ff  total_act   total_macs  total_weights  val_error\n",
-       "0  100352.0  0.292995   138874.0   72153568.0       363808.0   0.052310\n",
-       "1   21952.0  0.167889    51098.0   51642720.0       288312.0   0.074898\n",
-       "2   87808.0  0.502111   201626.0  207622656.0       289656.0   0.072520\n",
-       "3   21952.0  0.325369    44730.0   49857856.0       254536.0   0.065048\n",
-       "4    6272.0  0.070293    17386.0   12955456.0       261136.0   0.057575"
+       "   est_act        ff  total_act  total_macs  total_weights  val_error\n",
+       "0  12544.0  0.028927    16778.0   2011328.0        45152.0   0.109545\n",
+       "1  37632.0  0.011582    44730.0   2201632.0         5560.0   0.348166\n",
+       "2  50176.0  0.018490    57274.0   2734752.0        13248.0   0.521909\n",
+       "3   9408.0  0.056489    19674.0   6766240.0        44440.0   0.111073\n",
+       "4  12544.0  0.027557    38490.0  12149184.0        62304.0   0.080673"
       ]
      },
-     "execution_count": 22,
+     "execution_count": 148,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -7546,18 +532,803 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d5cced93-a8fd-4e98-8e37-d48a4e3b3bf4",
+   "id": "8b6e7268",
+   "metadata": {},
+   "source": [
+    "# Getting Hardware into the Picture"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "ff3b0453",
+   "metadata": {},
+   "source": [
+    "## Hardware aware NAS\n",
+    "\n",
+    "Many approaches to integrate hardware properties into the optimization loop use hardware measurements of inference latency or energy consumption as target functions for the optimization loop. We can do the same, by using\n",
+    "\n",
+    "1. By directly measuring the neural network`s  exection time using a compilation backend\n",
+    "2. By using a prefitted estimator that predicts the performance measurements\n",
+    "3. By using a hardware model that estimates harware metrics using analytical or functional modeling"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "8291e260",
+   "metadata": {},
+   "source": [
+    "## Hardware Aware-NAS\n",
+    "\n",
+    "In this case we use a pretrained performance estimator [nn-meter](https://github.com/microsoft/nn-Meter). \n",
+    "\n",
+    "The performance estimator has been pretrained for the following devices and inference frameworks:\n",
+    "\n",
+    "|       Device       |   Framework   |   Processor   |      Hardware name      |\n",
+    "| :-----------------: | :------------: | :------------: | :----------------------: |\n",
+    "|       Pixel4       |  TFLite v2.1  | CortexA76 CPU |    cortexA76cpu_tflite21  |\n",
+    "|         Mi9         |  TFLite v2.1  | Adreno 640 GPU |    adreno640gpu_tflite21  |\n",
+    "|      Pixel3XL      |  TFLite v2.1  | Adreno 630 GPU |   adreno630gpu_tflite21  |\n",
+    "| Intel Movidius NCS2 | OpenVINO2019R2 |   Myriad VPU   |   myriadvpu_openvino2019r2 |\n",
+    "\n",
+    "`nn-meter` has been integrated into hannah and can be used as a performance estimator by adding it to the configuration. \n",
+    "\n",
+    "Using the overwrites: `nas/predictor=nn-meter nas.predictor.nn_meter.hardware_name=<hardware_name>\n",
+    "\n",
+    "The following adds the `nn-meter` predictor to the list of predictors, and configures the multiobjective optimization to also consider the reported duration per inference, searching for models with an uper execution time bound of 0.1 ms on the given target hardware. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 149,
+   "id": "4ac4c2dd",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "INFO:hannah.utils.utils:Environment info:\n",
+      "INFO:hannah.utils.utils:  Number of GPUs: 2\n",
+      "INFO:hannah.utils.utils:  CUDA version: 12.1\n",
+      "INFO:hannah.utils.utils:  CUDNN version: 8907\n",
+      "INFO:hannah.utils.utils:  Kernel: 4.18.0-553.16.1.el8_10.x86_64\n",
+      "INFO:hannah.utils.utils:  Python: 3.11.9 (main, Jun 24 2024, 06:19:13) [GCC 8.5.0 20210514 (Red Hat 8.5.0-22)]\n",
+      "INFO:hannah.utils.utils:  PyTorch: 2.2.2+cu121\n",
+      "INFO:hannah.utils.utils:  Pytorch Lightning: 2.4.0\n",
+      "INFO:hannah.utils.utils:  Numpy: 1.26.4\n",
+      "INFO:hannah.utils.utils:  Hannah version info:\n",
+      "INFO:hannah.utils.utils:    Cannot find a Git repository.  You probably downloaded an archive\n",
+      "INFO:hannah.utils.utils:  Command line: /local/gerum/.cache/pypoetry/virtualenvs/hannah-8Yp6PnCx-py3.11/lib/python3.11/site-packages/ipykernel_launcher.py --f=/home/gerum/.local/share/jupyter/runtime/kernel-v2-2090420HcS9vqNt563N.json\n",
+      "INFO:hannah.utils.utils:  \n",
+      "INFO:hannah.nas.search.sampler.base_sampler:Loaded 5 points from history\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      " **                                            **\n",
+      "/**                                           /**\n",
+      "/**       ******   *******  *******   ******  /**\n",
+      "/******  //////** //**///**//**///** //////** /******\n",
+      "/**///**  *******  /**  /** /**  /**  ******* /**///**\n",
+      "/**  /** **////**  /**  /** /**  /** **////** /**  /**\n",
+      "/**  /**//******** ***  /** ***  /**//********/**  /**\n",
+      "//   //  //////// ///   // ///   //  //////// //   //\n",
+      "\n",
+      "dataset:\n",
+      "  data_folder: /local/gerum/hannah/tutorials/automlschool24/data\n",
+      "  cls: hannah.datasets.vision.MNISTDataset\n",
+      "  dataset: mnist\n",
+      "  val_percent: 0.1\n",
+      "features:\n",
+      "  _target_: torch.nn.Identity\n",
+      "model:\n",
+      "  _target_: space.cnn_search_space\n",
+      "  name: cnn_search_space\n",
+      "  num_classes: 10\n",
+      "  max_channels: 32\n",
+      "  max_blocks: 2\n",
+      "scheduler:\n",
+      "  _target_: torch.optim.lr_scheduler.OneCycleLR\n",
+      "  max_lr: 0.001\n",
+      "  pct_start: 0.3\n",
+      "  anneal_strategy: cos\n",
+      "  cycle_momentum: true\n",
+      "  base_momentum: 0.85\n",
+      "  max_momentum: 0.95\n",
+      "  div_factor: 25.0\n",
+      "  final_div_factor: 10000.0\n",
+      "  last_epoch: -1\n",
+      "optimizer:\n",
+      "  _target_: torch.optim.adamw.AdamW\n",
+      "  lr: 0.001\n",
+      "  betas:\n",
+      "  - 0.9\n",
+      "  - 0.999\n",
+      "  eps: 1.0e-08\n",
+      "  weight_decay: 1.0e-05\n",
+      "  amsgrad: false\n",
+      "module:\n",
+      "  _target_: hannah.modules.vision.ImageClassifierModule\n",
+      "  num_workers: 8\n",
+      "  batch_size: 128\n",
+      "  shuffle_all_dataloaders: false\n",
+      "trainer:\n",
+      "  _target_: pytorch_lightning.trainer.Trainer\n",
+      "  accelerator: auto\n",
+      "  devices: 1\n",
+      "  limit_train_batches: 1.0\n",
+      "  limit_val_batches: 1.0\n",
+      "  limit_test_batches: 1.0\n",
+      "  max_epochs: 1\n",
+      "  default_root_dir: .\n",
+      "  fast_dev_run: false\n",
+      "  overfit_batches: 0.0\n",
+      "  benchmark: false\n",
+      "  deterministic: warn\n",
+      "  gradient_clip_val: 0\n",
+      "  accumulate_grad_batches: 1\n",
+      "  plugins: null\n",
+      "  strategy: auto\n",
+      "  reload_dataloaders_every_n_epochs: 0\n",
+      "  precision: 32\n",
+      "  enable_progress_bar: false\n",
+      "checkpoint:\n",
+      "  _target_: pytorch_lightning.callbacks.ModelCheckpoint\n",
+      "  dirpath: checkpoints\n",
+      "  save_top_k: 1\n",
+      "  verbose: true\n",
+      "  monitor: val_error\n",
+      "  mode: min\n",
+      "  save_last: true\n",
+      "nas:\n",
+      "  sampler:\n",
+      "    _target_: hannah.nas.search.sampler.random_sampler.RandomSampler\n",
+      "  model_trainer:\n",
+      "    _target_: hannah.nas.search.model_trainer.simple_model_trainer.SimpleModelTrainer\n",
+      "    per_process_memory_fraction: null\n",
+      "  constraint_model:\n",
+      "    _target_: hannah.nas.constraints.constraint_model.ConstraintModel\n",
+      "    method: naive\n",
+      "    fix_strategy: last\n",
+      "    timeout: 300\n",
+      "  predictor:\n",
+      "    nn_meter:\n",
+      "      _target_: hannah.nas.performance_prediction.nn_meter.NNMeterPredictor\n",
+      "      hardware_name: adreno630gpu_tflite21\n",
+      "      predictor_version: null\n",
+      "    macs:\n",
+      "      _target_: hannah.nas.performance_prediction.simple.MACPredictor\n",
+      "      predictor: fx\n",
+      "    gcn:\n",
+      "      _target_: hannah.nas.performance_prediction.simple.GCNPredictor\n",
+      "      model:\n",
+      "        _target_: hannah.nas.performance_prediction.gcn.predictor.GaussianProcessPredictor\n",
+      "        input_feature_size: 35\n",
+      "  presampler:\n",
+      "    _target_: hannah.nas.search.presampler.simple.SingleRangeChecker\n",
+      "    min: 250000\n",
+      "    max: 550000\n",
+      "  _target_: hannah.nas.search.search.DirectNAS\n",
+      "  budget: 5\n",
+      "  n_jobs: 10\n",
+      "  total_candidates: 5\n",
+      "  num_selected_candidates: 10\n",
+      "  presample: false\n",
+      "  bounds:\n",
+      "    val_error: 0.1\n",
+      "    total_macs: 128000000\n",
+      "    total_weights: 500000\n",
+      "experiment_id: test\n",
+      "output_dir: trained_models\n",
+      "auto_lr: false\n",
+      "resume: false\n",
+      "fx_mac_summary: true\n",
+      "skip_test: false\n",
+      "skip_val: false\n",
+      "seed:\n",
+      "- 1234\n",
+      "validate_output: false\n",
+      "hannah:\n",
+      "  nas:\n",
+      "    bounds:\n",
+      "      duration: 0.2\n",
+      "\n",
+      "(nn-Meter) checking local kernel predictors at /local/gerum/.nn_meter/data/predictor/adreno630gpu_tflite21\n",
+      "(nn-Meter) load predictor /local/gerum/.nn_meter/data/predictor/adreno630gpu_tflite21/concat.pkl\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "WARNING:py.warnings:/local/gerum/.cache/pypoetry/virtualenvs/hannah-8Yp6PnCx-py3.11/lib64/python3.11/site-packages/sklearn/base.py:318: UserWarning: Trying to unpickle estimator DecisionTreeRegressor from version 0.23.1 when using version 1.2.2. This might lead to breaking code or invalid results. Use at your own risk. For more info please refer to:\n",
+      "https://scikit-learn.org/stable/model_persistence.html#security-maintainability-limitations\n",
+      "  warnings.warn(\n",
+      "\n",
+      "WARNING:py.warnings:/local/gerum/.cache/pypoetry/virtualenvs/hannah-8Yp6PnCx-py3.11/lib64/python3.11/site-packages/sklearn/base.py:318: UserWarning: Trying to unpickle estimator RandomForestRegressor from version 0.23.1 when using version 1.2.2. This might lead to breaking code or invalid results. Use at your own risk. For more info please refer to:\n",
+      "https://scikit-learn.org/stable/model_persistence.html#security-maintainability-limitations\n",
+      "  warnings.warn(\n",
+      "\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "(nn-Meter) load predictor /local/gerum/.nn_meter/data/predictor/adreno630gpu_tflite21/dwconv-bn-relu.pkl\n",
+      "(nn-Meter) load predictor /local/gerum/.nn_meter/data/predictor/adreno630gpu_tflite21/relu.pkl\n",
+      "(nn-Meter) load predictor /local/gerum/.nn_meter/data/predictor/adreno630gpu_tflite21/maxpool.pkl\n",
+      "(nn-Meter) load predictor /local/gerum/.nn_meter/data/predictor/adreno630gpu_tflite21/hswish.pkl\n",
+      "(nn-Meter) load predictor /local/gerum/.nn_meter/data/predictor/adreno630gpu_tflite21/se.pkl\n",
+      "(nn-Meter) load predictor /local/gerum/.nn_meter/data/predictor/adreno630gpu_tflite21/avgpool.pkl\n",
+      "(nn-Meter) load predictor /local/gerum/.nn_meter/data/predictor/adreno630gpu_tflite21/bn.pkl\n",
+      "(nn-Meter) load predictor /local/gerum/.nn_meter/data/predictor/adreno630gpu_tflite21/conv-bn-relu.pkl\n",
+      "(nn-Meter) load predictor /local/gerum/.nn_meter/data/predictor/adreno630gpu_tflite21/bnrelu.pkl\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "INFO:hannah.callbacks.optimization:Monitoring the following values for optimization\n",
+      "INFO:hannah.callbacks.optimization:  - val_error direction: minimize(1)\n"
+     ]
+    }
+   ],
+   "source": [
+    "from hannah.tools.train import main\n",
+    "from hydra import compose, initialize_config_module\n",
+    "\n",
+    "wd = pathlib.Path.cwd()\n",
+    "\n",
+    "with initialize_config_module(\"hannah.conf\", version_base=\"1.2\"):\n",
+    "    cfg = compose(config_name=\"config\", overrides=[\"nas/predictor=[nn-meter,macs,gcn]\", \"+hannah.nas.bounds.duration=0.2\", \"model=cnn_search_space\", \"nas=random_nas\", \"trainer.max_epochs=1\", \"dataset=mnist\", f\"dataset.data_folder={wd / 'data'}\", \"+trainer.enable_progress_bar=false\", \"module.num_workers=8\", \"nas.presample=false\"])\n",
+    "    \n",
+    "    with change_wd(wd / \"run_nn_meter\", create=True, clean=False):\n",
+    "        main(cfg)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "4078b475",
+   "metadata": {},
+   "source": [
+    "The search yielded the following results:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 150,
+   "id": "78c6aeca",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>duration</th>\n",
+       "      <th>est_act</th>\n",
+       "      <th>ff</th>\n",
+       "      <th>total_act</th>\n",
+       "      <th>total_macs</th>\n",
+       "      <th>total_weights</th>\n",
+       "      <th>val_error</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>0.510169</td>\n",
+       "      <td>9408.0</td>\n",
+       "      <td>0.101720</td>\n",
+       "      <td>14170.0</td>\n",
+       "      <td>2827344.0</td>\n",
+       "      <td>52104.0</td>\n",
+       "      <td>0.082371</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>0.540972</td>\n",
+       "      <td>25088.0</td>\n",
+       "      <td>0.131675</td>\n",
+       "      <td>51002.0</td>\n",
+       "      <td>17273248.0</td>\n",
+       "      <td>22192.0</td>\n",
+       "      <td>0.175102</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>0.279779</td>\n",
+       "      <td>6272.0</td>\n",
+       "      <td>0.050603</td>\n",
+       "      <td>11290.0</td>\n",
+       "      <td>1115520.0</td>\n",
+       "      <td>39120.0</td>\n",
+       "      <td>0.084749</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>0.441323</td>\n",
+       "      <td>9408.0</td>\n",
+       "      <td>0.030119</td>\n",
+       "      <td>14154.0</td>\n",
+       "      <td>1924176.0</td>\n",
+       "      <td>59016.0</td>\n",
+       "      <td>0.072690</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>0.518022</td>\n",
+       "      <td>37632.0</td>\n",
+       "      <td>0.060661</td>\n",
+       "      <td>88634.0</td>\n",
+       "      <td>17775008.0</td>\n",
+       "      <td>22832.0</td>\n",
+       "      <td>0.253397</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   duration  est_act        ff  total_act  total_macs  total_weights  \\\n",
+       "0  0.510169   9408.0  0.101720    14170.0   2827344.0        52104.0   \n",
+       "1  0.540972  25088.0  0.131675    51002.0  17273248.0        22192.0   \n",
+       "2  0.279779   6272.0  0.050603    11290.0   1115520.0        39120.0   \n",
+       "3  0.441323   9408.0  0.030119    14154.0   1924176.0        59016.0   \n",
+       "4  0.518022  37632.0  0.060661    88634.0  17775008.0        22832.0   \n",
+       "\n",
+       "   val_error  \n",
+       "0   0.082371  \n",
+       "1   0.175102  \n",
+       "2   0.084749  \n",
+       "3   0.072690  \n",
+       "4   0.253397  "
+      ]
+     },
+     "execution_count": 150,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "import pandas as pd \n",
+    "import yaml\n",
+    "\n",
+    "history = yaml.unsafe_load((wd / \"run_nn_meter\" / \"history.yml\").read_text())\n",
+    "\n",
+    "df = pd.DataFrame((item.result for item in history))\n",
+    "df"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "ae5a16e8",
+   "metadata": {},
+   "source": [
+    "As the number of multiply accumulate operations is often used as a first order approximation we can also have a look at a comparison of the number of MAC operations in the networks versus their actual runtimes. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 151,
+   "id": "052a845f",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import matplotlib.pyplot as plt\n",
+    "\n",
+    "df.plot(x='total_macs', y='duration', kind='scatter')\n",
+    "plt.xlabel('Total MACs')\n",
+    "plt.ylabel('Duration')\n",
+    "plt.title('Duration vs Total MACs')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "b68c6721",
+   "metadata": {},
+   "source": [
+    "## Taking hardware-deployment into consideration\n",
+    "\n",
+    "The neural architecture search so far has been hardware-aware but did not consider any specific hardware-optimizations. Going one step-further we do not only optimize over the neural network architecture space but also over the neural network architectures. For this purpose we make use of the neural network compilation framework tvm. \n",
+    "\n",
+    "In TVM neural network operators can be represented using a lower level of abstraction than a graph of machine learning operators, it is more closely related to a lower level programming language like C but the compiler toolchain allows to expose mapping decisions to an external optimizer like a neural architecture search. \n",
+    "\n",
+    "For demonstration purposes we consider the operator in TVMs internal representation TIR. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 175,
+   "id": "6cbe0cfe",
    "metadata": {},
+   "outputs": [
+    {
+     "data": {
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+       ".output_html .vc { color: #19177C } /* Name.Variable.Class */\n",
+       ".output_html .vg { color: #19177C } /* Name.Variable.Global */\n",
+       ".output_html .vi { color: #19177C } /* Name.Variable.Instance */\n",
+       ".output_html .vm { color: #19177C } /* Name.Variable.Magic */\n",
+       ".output_html .il { color: #666666 } /* Literal.Number.Integer.Long */</style><div class=\"highlight\"><pre><span></span><span class=\"c1\"># from tvm.script import tir as T</span>\n",
+       "\n",
+       "<span class=\"nd\">@T</span><span class=\"o\">.</span><span class=\"n\">prim_func</span>\n",
+       "<span class=\"k\">def</span> <span class=\"nf\">main</span><span class=\"p\">(</span><span class=\"nb\">input</span><span class=\"p\">:</span> <span class=\"n\">T</span><span class=\"o\">.</span><span class=\"n\">Buffer</span><span class=\"p\">((</span><span class=\"mi\">1</span><span class=\"p\">,</span> <span class=\"mi\">8</span><span class=\"p\">,</span> <span class=\"mi\">32</span><span class=\"p\">,</span> <span class=\"mi\">32</span><span class=\"p\">),</span> <span class=\"s2\">&quot;float32&quot;</span><span class=\"p\">),</span> <span class=\"nb\">filter</span><span class=\"p\">:</span> <span class=\"n\">T</span><span class=\"o\">.</span><span class=\"n\">Buffer</span><span class=\"p\">((</span><span class=\"mi\">16</span><span class=\"p\">,</span> <span class=\"mi\">8</span><span class=\"p\">,</span> <span class=\"mi\">3</span><span class=\"p\">,</span> <span class=\"mi\">3</span><span class=\"p\">),</span> <span class=\"s2\">&quot;float32&quot;</span><span class=\"p\">),</span> <span class=\"n\">compute</span><span class=\"p\">:</span> <span class=\"n\">T</span><span class=\"o\">.</span><span class=\"n\">Buffer</span><span class=\"p\">((</span><span class=\"mi\">1</span><span class=\"p\">,</span> <span class=\"mi\">16</span><span class=\"p\">,</span> <span class=\"mi\">32</span><span class=\"p\">,</span> <span class=\"mi\">32</span><span class=\"p\">),</span> <span class=\"s2\">&quot;float32&quot;</span><span class=\"p\">)):</span>\n",
+       "    <span class=\"n\">T</span><span class=\"o\">.</span><span class=\"n\">func_attr</span><span class=\"p\">({</span><span class=\"s2\">&quot;tir.noalias&quot;</span><span class=\"p\">:</span> <span class=\"n\">T</span><span class=\"o\">.</span><span class=\"n\">bool</span><span class=\"p\">(</span><span class=\"kc\">True</span><span class=\"p\">)})</span>\n",
+       "    <span class=\"c1\"># with T.block(&quot;root&quot;):</span>\n",
+       "    <span class=\"n\">pad_temp</span> <span class=\"o\">=</span> <span class=\"n\">T</span><span class=\"o\">.</span><span class=\"n\">alloc_buffer</span><span class=\"p\">((</span><span class=\"mi\">1</span><span class=\"p\">,</span> <span class=\"mi\">8</span><span class=\"p\">,</span> <span class=\"mi\">34</span><span class=\"p\">,</span> <span class=\"mi\">34</span><span class=\"p\">))</span>\n",
+       "    <span class=\"n\">conv2d_nchw</span> <span class=\"o\">=</span> <span class=\"n\">T</span><span class=\"o\">.</span><span class=\"n\">alloc_buffer</span><span class=\"p\">((</span><span class=\"mi\">1</span><span class=\"p\">,</span> <span class=\"mi\">16</span><span class=\"p\">,</span> <span class=\"mi\">32</span><span class=\"p\">,</span> <span class=\"mi\">32</span><span class=\"p\">))</span>\n",
+       "    <span class=\"k\">for</span> <span class=\"n\">i0</span><span class=\"p\">,</span> <span class=\"n\">i1</span><span class=\"p\">,</span> <span class=\"n\">i2</span><span class=\"p\">,</span> <span class=\"n\">i3</span> <span class=\"ow\">in</span> <span class=\"n\">T</span><span class=\"o\">.</span><span class=\"n\">grid</span><span class=\"p\">(</span><span class=\"mi\">1</span><span class=\"p\">,</span> <span class=\"mi\">8</span><span class=\"p\">,</span> <span class=\"mi\">34</span><span class=\"p\">,</span> <span class=\"mi\">34</span><span class=\"p\">):</span>\n",
+       "        <span class=\"k\">with</span> <span class=\"n\">T</span><span class=\"o\">.</span><span class=\"n\">block</span><span class=\"p\">(</span><span class=\"s2\">&quot;pad_temp&quot;</span><span class=\"p\">):</span>\n",
+       "            <span class=\"n\">v_i0</span><span class=\"p\">,</span> <span class=\"n\">v_i1</span><span class=\"p\">,</span> <span class=\"n\">v_i2</span><span class=\"p\">,</span> <span class=\"n\">v_i3</span> <span class=\"o\">=</span> <span class=\"n\">T</span><span class=\"o\">.</span><span class=\"n\">axis</span><span class=\"o\">.</span><span class=\"n\">remap</span><span class=\"p\">(</span><span class=\"s2\">&quot;SSSS&quot;</span><span class=\"p\">,</span> <span class=\"p\">[</span><span class=\"n\">i0</span><span class=\"p\">,</span> <span class=\"n\">i1</span><span class=\"p\">,</span> <span class=\"n\">i2</span><span class=\"p\">,</span> <span class=\"n\">i3</span><span class=\"p\">])</span>\n",
+       "            <span class=\"n\">T</span><span class=\"o\">.</span><span class=\"n\">reads</span><span class=\"p\">(</span><span class=\"nb\">input</span><span class=\"p\">[</span><span class=\"n\">v_i0</span><span class=\"p\">,</span> <span class=\"n\">v_i1</span><span class=\"p\">,</span> <span class=\"n\">v_i2</span> <span class=\"o\">-</span> <span class=\"mi\">1</span><span class=\"p\">,</span> <span class=\"n\">v_i3</span> <span class=\"o\">-</span> <span class=\"mi\">1</span><span class=\"p\">])</span>\n",
+       "            <span class=\"n\">T</span><span class=\"o\">.</span><span class=\"n\">writes</span><span class=\"p\">(</span><span class=\"n\">pad_temp</span><span class=\"p\">[</span><span class=\"n\">v_i0</span><span class=\"p\">,</span> <span class=\"n\">v_i1</span><span class=\"p\">,</span> <span class=\"n\">v_i2</span><span class=\"p\">,</span> <span class=\"n\">v_i3</span><span class=\"p\">])</span>\n",
+       "            <span class=\"n\">pad_temp</span><span class=\"p\">[</span><span class=\"n\">v_i0</span><span class=\"p\">,</span> <span class=\"n\">v_i1</span><span class=\"p\">,</span> <span class=\"n\">v_i2</span><span class=\"p\">,</span> <span class=\"n\">v_i3</span><span class=\"p\">]</span> <span class=\"o\">=</span> <span class=\"n\">T</span><span class=\"o\">.</span><span class=\"n\">if_then_else</span><span class=\"p\">(</span><span class=\"mi\">1</span> <span class=\"o\">&lt;=</span> <span class=\"n\">v_i2</span> <span class=\"ow\">and</span> <span class=\"n\">v_i2</span> <span class=\"o\">&lt;</span> <span class=\"mi\">33</span> <span class=\"ow\">and</span> <span class=\"mi\">1</span> <span class=\"o\">&lt;=</span> <span class=\"n\">v_i3</span> <span class=\"ow\">and</span> <span class=\"n\">v_i3</span> <span class=\"o\">&lt;</span> <span class=\"mi\">33</span><span class=\"p\">,</span> <span class=\"nb\">input</span><span class=\"p\">[</span><span class=\"n\">v_i0</span><span class=\"p\">,</span> <span class=\"n\">v_i1</span><span class=\"p\">,</span> <span class=\"n\">v_i2</span> <span class=\"o\">-</span> <span class=\"mi\">1</span><span class=\"p\">,</span> <span class=\"n\">v_i3</span> <span class=\"o\">-</span> <span class=\"mi\">1</span><span class=\"p\">],</span> <span class=\"n\">T</span><span class=\"o\">.</span><span class=\"n\">float32</span><span class=\"p\">(</span><span class=\"mi\">0</span><span class=\"p\">))</span>\n",
+       "    <span class=\"k\">for</span> <span class=\"n\">nn</span><span class=\"p\">,</span> <span class=\"n\">ff</span><span class=\"p\">,</span> <span class=\"n\">yy</span><span class=\"p\">,</span> <span class=\"n\">xx</span><span class=\"p\">,</span> <span class=\"n\">rc</span><span class=\"p\">,</span> <span class=\"n\">ry</span><span class=\"p\">,</span> <span class=\"n\">rx</span> <span class=\"ow\">in</span> <span class=\"n\">T</span><span class=\"o\">.</span><span class=\"n\">grid</span><span class=\"p\">(</span><span class=\"mi\">1</span><span class=\"p\">,</span> <span class=\"mi\">16</span><span class=\"p\">,</span> <span class=\"mi\">32</span><span class=\"p\">,</span> <span class=\"mi\">32</span><span class=\"p\">,</span> <span class=\"mi\">8</span><span class=\"p\">,</span> <span class=\"mi\">3</span><span class=\"p\">,</span> <span class=\"mi\">3</span><span class=\"p\">):</span>\n",
+       "        <span class=\"k\">with</span> <span class=\"n\">T</span><span class=\"o\">.</span><span class=\"n\">block</span><span class=\"p\">(</span><span class=\"s2\">&quot;conv2d_nchw&quot;</span><span class=\"p\">):</span>\n",
+       "            <span class=\"n\">v_nn</span><span class=\"p\">,</span> <span class=\"n\">v_ff</span><span class=\"p\">,</span> <span class=\"n\">v_yy</span><span class=\"p\">,</span> <span class=\"n\">v_xx</span><span class=\"p\">,</span> <span class=\"n\">v_rc</span><span class=\"p\">,</span> <span class=\"n\">v_ry</span><span class=\"p\">,</span> <span class=\"n\">v_rx</span> <span class=\"o\">=</span> <span class=\"n\">T</span><span class=\"o\">.</span><span class=\"n\">axis</span><span class=\"o\">.</span><span class=\"n\">remap</span><span class=\"p\">(</span><span class=\"s2\">&quot;SSSSRRR&quot;</span><span class=\"p\">,</span> <span class=\"p\">[</span><span class=\"n\">nn</span><span class=\"p\">,</span> <span class=\"n\">ff</span><span class=\"p\">,</span> <span class=\"n\">yy</span><span class=\"p\">,</span> <span class=\"n\">xx</span><span class=\"p\">,</span> <span class=\"n\">rc</span><span class=\"p\">,</span> <span class=\"n\">ry</span><span class=\"p\">,</span> <span class=\"n\">rx</span><span class=\"p\">])</span>\n",
+       "            <span class=\"n\">T</span><span class=\"o\">.</span><span class=\"n\">reads</span><span class=\"p\">(</span><span class=\"n\">pad_temp</span><span class=\"p\">[</span><span class=\"n\">v_nn</span><span class=\"p\">,</span> <span class=\"n\">v_rc</span><span class=\"p\">,</span> <span class=\"n\">v_yy</span> <span class=\"o\">+</span> <span class=\"n\">v_ry</span><span class=\"p\">,</span> <span class=\"n\">v_xx</span> <span class=\"o\">+</span> <span class=\"n\">v_rx</span><span class=\"p\">],</span> <span class=\"nb\">filter</span><span class=\"p\">[</span><span class=\"n\">v_ff</span><span class=\"p\">,</span> <span class=\"n\">v_rc</span><span class=\"p\">,</span> <span class=\"n\">v_ry</span><span class=\"p\">,</span> <span class=\"n\">v_rx</span><span class=\"p\">])</span>\n",
+       "            <span class=\"n\">T</span><span class=\"o\">.</span><span class=\"n\">writes</span><span class=\"p\">(</span><span class=\"n\">conv2d_nchw</span><span class=\"p\">[</span><span class=\"n\">v_nn</span><span class=\"p\">,</span> <span class=\"n\">v_ff</span><span class=\"p\">,</span> <span class=\"n\">v_yy</span><span class=\"p\">,</span> <span class=\"n\">v_xx</span><span class=\"p\">])</span>\n",
+       "            <span class=\"k\">with</span> <span class=\"n\">T</span><span class=\"o\">.</span><span class=\"n\">init</span><span class=\"p\">():</span>\n",
+       "                <span class=\"n\">conv2d_nchw</span><span class=\"p\">[</span><span class=\"n\">v_nn</span><span class=\"p\">,</span> <span class=\"n\">v_ff</span><span class=\"p\">,</span> <span class=\"n\">v_yy</span><span class=\"p\">,</span> <span class=\"n\">v_xx</span><span class=\"p\">]</span> <span class=\"o\">=</span> <span class=\"n\">T</span><span class=\"o\">.</span><span class=\"n\">float32</span><span class=\"p\">(</span><span class=\"mi\">0</span><span class=\"p\">)</span>\n",
+       "            <span class=\"n\">conv2d_nchw</span><span class=\"p\">[</span><span class=\"n\">v_nn</span><span class=\"p\">,</span> <span class=\"n\">v_ff</span><span class=\"p\">,</span> <span class=\"n\">v_yy</span><span class=\"p\">,</span> <span class=\"n\">v_xx</span><span class=\"p\">]</span> <span class=\"o\">=</span> <span class=\"n\">conv2d_nchw</span><span class=\"p\">[</span><span class=\"n\">v_nn</span><span class=\"p\">,</span> <span class=\"n\">v_ff</span><span class=\"p\">,</span> <span class=\"n\">v_yy</span><span class=\"p\">,</span> <span class=\"n\">v_xx</span><span class=\"p\">]</span> <span class=\"o\">+</span> <span class=\"n\">pad_temp</span><span class=\"p\">[</span><span class=\"n\">v_nn</span><span class=\"p\">,</span> <span class=\"n\">v_rc</span><span class=\"p\">,</span> <span class=\"n\">v_yy</span> <span class=\"o\">+</span> <span class=\"n\">v_ry</span><span class=\"p\">,</span> <span class=\"n\">v_xx</span> <span class=\"o\">+</span> <span class=\"n\">v_rx</span><span class=\"p\">]</span> <span class=\"o\">*</span> <span class=\"nb\">filter</span><span class=\"p\">[</span><span class=\"n\">v_ff</span><span class=\"p\">,</span> <span class=\"n\">v_rc</span><span class=\"p\">,</span> <span class=\"n\">v_ry</span><span class=\"p\">,</span> <span class=\"n\">v_rx</span><span class=\"p\">]</span>\n",
+       "    <span class=\"k\">for</span> <span class=\"n\">i0</span><span class=\"p\">,</span> <span class=\"n\">i1</span><span class=\"p\">,</span> <span class=\"n\">i2</span><span class=\"p\">,</span> <span class=\"n\">i3</span> <span class=\"ow\">in</span> <span class=\"n\">T</span><span class=\"o\">.</span><span class=\"n\">grid</span><span class=\"p\">(</span><span class=\"mi\">1</span><span class=\"p\">,</span> <span class=\"mi\">16</span><span class=\"p\">,</span> <span class=\"mi\">32</span><span class=\"p\">,</span> <span class=\"mi\">32</span><span class=\"p\">):</span>\n",
+       "        <span class=\"k\">with</span> <span class=\"n\">T</span><span class=\"o\">.</span><span class=\"n\">block</span><span class=\"p\">(</span><span class=\"s2\">&quot;compute&quot;</span><span class=\"p\">):</span>\n",
+       "            <span class=\"n\">v_i0</span><span class=\"p\">,</span> <span class=\"n\">v_i1</span><span class=\"p\">,</span> <span class=\"n\">v_i2</span><span class=\"p\">,</span> <span class=\"n\">v_i3</span> <span class=\"o\">=</span> <span class=\"n\">T</span><span class=\"o\">.</span><span class=\"n\">axis</span><span class=\"o\">.</span><span class=\"n\">remap</span><span class=\"p\">(</span><span class=\"s2\">&quot;SSSS&quot;</span><span class=\"p\">,</span> <span class=\"p\">[</span><span class=\"n\">i0</span><span class=\"p\">,</span> <span class=\"n\">i1</span><span class=\"p\">,</span> <span class=\"n\">i2</span><span class=\"p\">,</span> <span class=\"n\">i3</span><span class=\"p\">])</span>\n",
+       "            <span class=\"n\">T</span><span class=\"o\">.</span><span class=\"n\">reads</span><span class=\"p\">(</span><span class=\"n\">conv2d_nchw</span><span class=\"p\">[</span><span class=\"n\">v_i0</span><span class=\"p\">,</span> <span class=\"n\">v_i1</span><span class=\"p\">,</span> <span class=\"n\">v_i2</span><span class=\"p\">,</span> <span class=\"n\">v_i3</span><span class=\"p\">])</span>\n",
+       "            <span class=\"n\">T</span><span class=\"o\">.</span><span class=\"n\">writes</span><span class=\"p\">(</span><span class=\"n\">compute</span><span class=\"p\">[</span><span class=\"n\">v_i0</span><span class=\"p\">,</span> <span class=\"n\">v_i1</span><span class=\"p\">,</span> <span class=\"n\">v_i2</span><span class=\"p\">,</span> <span class=\"n\">v_i3</span><span class=\"p\">])</span>\n",
+       "            <span class=\"n\">compute</span><span class=\"p\">[</span><span class=\"n\">v_i0</span><span class=\"p\">,</span> <span class=\"n\">v_i1</span><span class=\"p\">,</span> <span class=\"n\">v_i2</span><span class=\"p\">,</span> <span class=\"n\">v_i3</span><span class=\"p\">]</span> <span class=\"o\">=</span> <span class=\"n\">T</span><span class=\"o\">.</span><span class=\"n\">max</span><span class=\"p\">(</span><span class=\"n\">conv2d_nchw</span><span class=\"p\">[</span><span class=\"n\">v_i0</span><span class=\"p\">,</span> <span class=\"n\">v_i1</span><span class=\"p\">,</span> <span class=\"n\">v_i2</span><span class=\"p\">,</span> <span class=\"n\">v_i3</span><span class=\"p\">],</span> <span class=\"n\">T</span><span class=\"o\">.</span><span class=\"n\">float32</span><span class=\"p\">(</span><span class=\"mi\">0</span><span class=\"p\">))</span>\n",
+       "</pre></div>\n"
+      ],
+      "text/latex": [
+       "\\begin{Verbatim}[commandchars=\\\\\\{\\}]\n",
+       "\\PY{c+c1}{\\PYZsh{} from tvm.script import tir as T}\n",
+       "\n",
+       "\\PY{n+nd}{@T}\\PY{o}{.}\\PY{n}{prim\\PYZus{}func}\n",
+       "\\PY{k}{def} \\PY{n+nf}{main}\\PY{p}{(}\\PY{n+nb}{input}\\PY{p}{:} \\PY{n}{T}\\PY{o}{.}\\PY{n}{Buffer}\\PY{p}{(}\\PY{p}{(}\\PY{l+m+mi}{1}\\PY{p}{,} \\PY{l+m+mi}{8}\\PY{p}{,} \\PY{l+m+mi}{32}\\PY{p}{,} \\PY{l+m+mi}{32}\\PY{p}{)}\\PY{p}{,} \\PY{l+s+s2}{\\PYZdq{}}\\PY{l+s+s2}{float32}\\PY{l+s+s2}{\\PYZdq{}}\\PY{p}{)}\\PY{p}{,} \\PY{n+nb}{filter}\\PY{p}{:} \\PY{n}{T}\\PY{o}{.}\\PY{n}{Buffer}\\PY{p}{(}\\PY{p}{(}\\PY{l+m+mi}{16}\\PY{p}{,} \\PY{l+m+mi}{8}\\PY{p}{,} \\PY{l+m+mi}{3}\\PY{p}{,} \\PY{l+m+mi}{3}\\PY{p}{)}\\PY{p}{,} \\PY{l+s+s2}{\\PYZdq{}}\\PY{l+s+s2}{float32}\\PY{l+s+s2}{\\PYZdq{}}\\PY{p}{)}\\PY{p}{,} \\PY{n}{compute}\\PY{p}{:} \\PY{n}{T}\\PY{o}{.}\\PY{n}{Buffer}\\PY{p}{(}\\PY{p}{(}\\PY{l+m+mi}{1}\\PY{p}{,} \\PY{l+m+mi}{16}\\PY{p}{,} \\PY{l+m+mi}{32}\\PY{p}{,} \\PY{l+m+mi}{32}\\PY{p}{)}\\PY{p}{,} \\PY{l+s+s2}{\\PYZdq{}}\\PY{l+s+s2}{float32}\\PY{l+s+s2}{\\PYZdq{}}\\PY{p}{)}\\PY{p}{)}\\PY{p}{:}\n",
+       "    \\PY{n}{T}\\PY{o}{.}\\PY{n}{func\\PYZus{}attr}\\PY{p}{(}\\PY{p}{\\PYZob{}}\\PY{l+s+s2}{\\PYZdq{}}\\PY{l+s+s2}{tir.noalias}\\PY{l+s+s2}{\\PYZdq{}}\\PY{p}{:} \\PY{n}{T}\\PY{o}{.}\\PY{n}{bool}\\PY{p}{(}\\PY{k+kc}{True}\\PY{p}{)}\\PY{p}{\\PYZcb{}}\\PY{p}{)}\n",
+       "    \\PY{c+c1}{\\PYZsh{} with T.block(\\PYZdq{}root\\PYZdq{}):}\n",
+       "    \\PY{n}{pad\\PYZus{}temp} \\PY{o}{=} \\PY{n}{T}\\PY{o}{.}\\PY{n}{alloc\\PYZus{}buffer}\\PY{p}{(}\\PY{p}{(}\\PY{l+m+mi}{1}\\PY{p}{,} \\PY{l+m+mi}{8}\\PY{p}{,} \\PY{l+m+mi}{34}\\PY{p}{,} \\PY{l+m+mi}{34}\\PY{p}{)}\\PY{p}{)}\n",
+       "    \\PY{n}{conv2d\\PYZus{}nchw} \\PY{o}{=} \\PY{n}{T}\\PY{o}{.}\\PY{n}{alloc\\PYZus{}buffer}\\PY{p}{(}\\PY{p}{(}\\PY{l+m+mi}{1}\\PY{p}{,} \\PY{l+m+mi}{16}\\PY{p}{,} \\PY{l+m+mi}{32}\\PY{p}{,} \\PY{l+m+mi}{32}\\PY{p}{)}\\PY{p}{)}\n",
+       "    \\PY{k}{for} \\PY{n}{i0}\\PY{p}{,} \\PY{n}{i1}\\PY{p}{,} \\PY{n}{i2}\\PY{p}{,} \\PY{n}{i3} \\PY{o+ow}{in} \\PY{n}{T}\\PY{o}{.}\\PY{n}{grid}\\PY{p}{(}\\PY{l+m+mi}{1}\\PY{p}{,} \\PY{l+m+mi}{8}\\PY{p}{,} \\PY{l+m+mi}{34}\\PY{p}{,} \\PY{l+m+mi}{34}\\PY{p}{)}\\PY{p}{:}\n",
+       "        \\PY{k}{with} \\PY{n}{T}\\PY{o}{.}\\PY{n}{block}\\PY{p}{(}\\PY{l+s+s2}{\\PYZdq{}}\\PY{l+s+s2}{pad\\PYZus{}temp}\\PY{l+s+s2}{\\PYZdq{}}\\PY{p}{)}\\PY{p}{:}\n",
+       "            \\PY{n}{v\\PYZus{}i0}\\PY{p}{,} \\PY{n}{v\\PYZus{}i1}\\PY{p}{,} \\PY{n}{v\\PYZus{}i2}\\PY{p}{,} \\PY{n}{v\\PYZus{}i3} \\PY{o}{=} \\PY{n}{T}\\PY{o}{.}\\PY{n}{axis}\\PY{o}{.}\\PY{n}{remap}\\PY{p}{(}\\PY{l+s+s2}{\\PYZdq{}}\\PY{l+s+s2}{SSSS}\\PY{l+s+s2}{\\PYZdq{}}\\PY{p}{,} \\PY{p}{[}\\PY{n}{i0}\\PY{p}{,} \\PY{n}{i1}\\PY{p}{,} \\PY{n}{i2}\\PY{p}{,} \\PY{n}{i3}\\PY{p}{]}\\PY{p}{)}\n",
+       "            \\PY{n}{T}\\PY{o}{.}\\PY{n}{reads}\\PY{p}{(}\\PY{n+nb}{input}\\PY{p}{[}\\PY{n}{v\\PYZus{}i0}\\PY{p}{,} \\PY{n}{v\\PYZus{}i1}\\PY{p}{,} \\PY{n}{v\\PYZus{}i2} \\PY{o}{\\PYZhy{}} \\PY{l+m+mi}{1}\\PY{p}{,} \\PY{n}{v\\PYZus{}i3} \\PY{o}{\\PYZhy{}} \\PY{l+m+mi}{1}\\PY{p}{]}\\PY{p}{)}\n",
+       "            \\PY{n}{T}\\PY{o}{.}\\PY{n}{writes}\\PY{p}{(}\\PY{n}{pad\\PYZus{}temp}\\PY{p}{[}\\PY{n}{v\\PYZus{}i0}\\PY{p}{,} \\PY{n}{v\\PYZus{}i1}\\PY{p}{,} \\PY{n}{v\\PYZus{}i2}\\PY{p}{,} \\PY{n}{v\\PYZus{}i3}\\PY{p}{]}\\PY{p}{)}\n",
+       "            \\PY{n}{pad\\PYZus{}temp}\\PY{p}{[}\\PY{n}{v\\PYZus{}i0}\\PY{p}{,} \\PY{n}{v\\PYZus{}i1}\\PY{p}{,} \\PY{n}{v\\PYZus{}i2}\\PY{p}{,} \\PY{n}{v\\PYZus{}i3}\\PY{p}{]} \\PY{o}{=} \\PY{n}{T}\\PY{o}{.}\\PY{n}{if\\PYZus{}then\\PYZus{}else}\\PY{p}{(}\\PY{l+m+mi}{1} \\PY{o}{\\PYZlt{}}\\PY{o}{=} \\PY{n}{v\\PYZus{}i2} \\PY{o+ow}{and} \\PY{n}{v\\PYZus{}i2} \\PY{o}{\\PYZlt{}} \\PY{l+m+mi}{33} \\PY{o+ow}{and} \\PY{l+m+mi}{1} \\PY{o}{\\PYZlt{}}\\PY{o}{=} \\PY{n}{v\\PYZus{}i3} \\PY{o+ow}{and} \\PY{n}{v\\PYZus{}i3} \\PY{o}{\\PYZlt{}} \\PY{l+m+mi}{33}\\PY{p}{,} \\PY{n+nb}{input}\\PY{p}{[}\\PY{n}{v\\PYZus{}i0}\\PY{p}{,} \\PY{n}{v\\PYZus{}i1}\\PY{p}{,} \\PY{n}{v\\PYZus{}i2} \\PY{o}{\\PYZhy{}} \\PY{l+m+mi}{1}\\PY{p}{,} \\PY{n}{v\\PYZus{}i3} \\PY{o}{\\PYZhy{}} \\PY{l+m+mi}{1}\\PY{p}{]}\\PY{p}{,} \\PY{n}{T}\\PY{o}{.}\\PY{n}{float32}\\PY{p}{(}\\PY{l+m+mi}{0}\\PY{p}{)}\\PY{p}{)}\n",
+       "    \\PY{k}{for} \\PY{n}{nn}\\PY{p}{,} \\PY{n}{ff}\\PY{p}{,} \\PY{n}{yy}\\PY{p}{,} \\PY{n}{xx}\\PY{p}{,} \\PY{n}{rc}\\PY{p}{,} \\PY{n}{ry}\\PY{p}{,} \\PY{n}{rx} \\PY{o+ow}{in} \\PY{n}{T}\\PY{o}{.}\\PY{n}{grid}\\PY{p}{(}\\PY{l+m+mi}{1}\\PY{p}{,} \\PY{l+m+mi}{16}\\PY{p}{,} \\PY{l+m+mi}{32}\\PY{p}{,} \\PY{l+m+mi}{32}\\PY{p}{,} \\PY{l+m+mi}{8}\\PY{p}{,} \\PY{l+m+mi}{3}\\PY{p}{,} \\PY{l+m+mi}{3}\\PY{p}{)}\\PY{p}{:}\n",
+       "        \\PY{k}{with} \\PY{n}{T}\\PY{o}{.}\\PY{n}{block}\\PY{p}{(}\\PY{l+s+s2}{\\PYZdq{}}\\PY{l+s+s2}{conv2d\\PYZus{}nchw}\\PY{l+s+s2}{\\PYZdq{}}\\PY{p}{)}\\PY{p}{:}\n",
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+       "            \\PY{n}{T}\\PY{o}{.}\\PY{n}{reads}\\PY{p}{(}\\PY{n}{pad\\PYZus{}temp}\\PY{p}{[}\\PY{n}{v\\PYZus{}nn}\\PY{p}{,} \\PY{n}{v\\PYZus{}rc}\\PY{p}{,} \\PY{n}{v\\PYZus{}yy} \\PY{o}{+} \\PY{n}{v\\PYZus{}ry}\\PY{p}{,} \\PY{n}{v\\PYZus{}xx} \\PY{o}{+} \\PY{n}{v\\PYZus{}rx}\\PY{p}{]}\\PY{p}{,} \\PY{n+nb}{filter}\\PY{p}{[}\\PY{n}{v\\PYZus{}ff}\\PY{p}{,} \\PY{n}{v\\PYZus{}rc}\\PY{p}{,} \\PY{n}{v\\PYZus{}ry}\\PY{p}{,} \\PY{n}{v\\PYZus{}rx}\\PY{p}{]}\\PY{p}{)}\n",
+       "            \\PY{n}{T}\\PY{o}{.}\\PY{n}{writes}\\PY{p}{(}\\PY{n}{conv2d\\PYZus{}nchw}\\PY{p}{[}\\PY{n}{v\\PYZus{}nn}\\PY{p}{,} \\PY{n}{v\\PYZus{}ff}\\PY{p}{,} \\PY{n}{v\\PYZus{}yy}\\PY{p}{,} \\PY{n}{v\\PYZus{}xx}\\PY{p}{]}\\PY{p}{)}\n",
+       "            \\PY{k}{with} \\PY{n}{T}\\PY{o}{.}\\PY{n}{init}\\PY{p}{(}\\PY{p}{)}\\PY{p}{:}\n",
+       "                \\PY{n}{conv2d\\PYZus{}nchw}\\PY{p}{[}\\PY{n}{v\\PYZus{}nn}\\PY{p}{,} \\PY{n}{v\\PYZus{}ff}\\PY{p}{,} \\PY{n}{v\\PYZus{}yy}\\PY{p}{,} \\PY{n}{v\\PYZus{}xx}\\PY{p}{]} \\PY{o}{=} \\PY{n}{T}\\PY{o}{.}\\PY{n}{float32}\\PY{p}{(}\\PY{l+m+mi}{0}\\PY{p}{)}\n",
+       "            \\PY{n}{conv2d\\PYZus{}nchw}\\PY{p}{[}\\PY{n}{v\\PYZus{}nn}\\PY{p}{,} \\PY{n}{v\\PYZus{}ff}\\PY{p}{,} \\PY{n}{v\\PYZus{}yy}\\PY{p}{,} \\PY{n}{v\\PYZus{}xx}\\PY{p}{]} \\PY{o}{=} \\PY{n}{conv2d\\PYZus{}nchw}\\PY{p}{[}\\PY{n}{v\\PYZus{}nn}\\PY{p}{,} \\PY{n}{v\\PYZus{}ff}\\PY{p}{,} \\PY{n}{v\\PYZus{}yy}\\PY{p}{,} \\PY{n}{v\\PYZus{}xx}\\PY{p}{]} \\PY{o}{+} \\PY{n}{pad\\PYZus{}temp}\\PY{p}{[}\\PY{n}{v\\PYZus{}nn}\\PY{p}{,} \\PY{n}{v\\PYZus{}rc}\\PY{p}{,} \\PY{n}{v\\PYZus{}yy} \\PY{o}{+} \\PY{n}{v\\PYZus{}ry}\\PY{p}{,} \\PY{n}{v\\PYZus{}xx} \\PY{o}{+} \\PY{n}{v\\PYZus{}rx}\\PY{p}{]} \\PY{o}{*} \\PY{n+nb}{filter}\\PY{p}{[}\\PY{n}{v\\PYZus{}ff}\\PY{p}{,} \\PY{n}{v\\PYZus{}rc}\\PY{p}{,} \\PY{n}{v\\PYZus{}ry}\\PY{p}{,} \\PY{n}{v\\PYZus{}rx}\\PY{p}{]}\n",
+       "    \\PY{k}{for} \\PY{n}{i0}\\PY{p}{,} \\PY{n}{i1}\\PY{p}{,} \\PY{n}{i2}\\PY{p}{,} \\PY{n}{i3} \\PY{o+ow}{in} \\PY{n}{T}\\PY{o}{.}\\PY{n}{grid}\\PY{p}{(}\\PY{l+m+mi}{1}\\PY{p}{,} \\PY{l+m+mi}{16}\\PY{p}{,} \\PY{l+m+mi}{32}\\PY{p}{,} \\PY{l+m+mi}{32}\\PY{p}{)}\\PY{p}{:}\n",
+       "        \\PY{k}{with} \\PY{n}{T}\\PY{o}{.}\\PY{n}{block}\\PY{p}{(}\\PY{l+s+s2}{\\PYZdq{}}\\PY{l+s+s2}{compute}\\PY{l+s+s2}{\\PYZdq{}}\\PY{p}{)}\\PY{p}{:}\n",
+       "            \\PY{n}{v\\PYZus{}i0}\\PY{p}{,} \\PY{n}{v\\PYZus{}i1}\\PY{p}{,} \\PY{n}{v\\PYZus{}i2}\\PY{p}{,} \\PY{n}{v\\PYZus{}i3} \\PY{o}{=} \\PY{n}{T}\\PY{o}{.}\\PY{n}{axis}\\PY{o}{.}\\PY{n}{remap}\\PY{p}{(}\\PY{l+s+s2}{\\PYZdq{}}\\PY{l+s+s2}{SSSS}\\PY{l+s+s2}{\\PYZdq{}}\\PY{p}{,} \\PY{p}{[}\\PY{n}{i0}\\PY{p}{,} \\PY{n}{i1}\\PY{p}{,} \\PY{n}{i2}\\PY{p}{,} \\PY{n}{i3}\\PY{p}{]}\\PY{p}{)}\n",
+       "            \\PY{n}{T}\\PY{o}{.}\\PY{n}{reads}\\PY{p}{(}\\PY{n}{conv2d\\PYZus{}nchw}\\PY{p}{[}\\PY{n}{v\\PYZus{}i0}\\PY{p}{,} \\PY{n}{v\\PYZus{}i1}\\PY{p}{,} \\PY{n}{v\\PYZus{}i2}\\PY{p}{,} \\PY{n}{v\\PYZus{}i3}\\PY{p}{]}\\PY{p}{)}\n",
+       "            \\PY{n}{T}\\PY{o}{.}\\PY{n}{writes}\\PY{p}{(}\\PY{n}{compute}\\PY{p}{[}\\PY{n}{v\\PYZus{}i0}\\PY{p}{,} \\PY{n}{v\\PYZus{}i1}\\PY{p}{,} \\PY{n}{v\\PYZus{}i2}\\PY{p}{,} \\PY{n}{v\\PYZus{}i3}\\PY{p}{]}\\PY{p}{)}\n",
+       "            \\PY{n}{compute}\\PY{p}{[}\\PY{n}{v\\PYZus{}i0}\\PY{p}{,} \\PY{n}{v\\PYZus{}i1}\\PY{p}{,} \\PY{n}{v\\PYZus{}i2}\\PY{p}{,} \\PY{n}{v\\PYZus{}i3}\\PY{p}{]} \\PY{o}{=} \\PY{n}{T}\\PY{o}{.}\\PY{n}{max}\\PY{p}{(}\\PY{n}{conv2d\\PYZus{}nchw}\\PY{p}{[}\\PY{n}{v\\PYZus{}i0}\\PY{p}{,} \\PY{n}{v\\PYZus{}i1}\\PY{p}{,} \\PY{n}{v\\PYZus{}i2}\\PY{p}{,} \\PY{n}{v\\PYZus{}i3}\\PY{p}{]}\\PY{p}{,} \\PY{n}{T}\\PY{o}{.}\\PY{n}{float32}\\PY{p}{(}\\PY{l+m+mi}{0}\\PY{p}{)}\\PY{p}{)}\n",
+       "\\end{Verbatim}\n"
+      ],
+      "text/plain": [
+       "# from tvm.script import tir as T\n",
+       "\n",
+       "@T.prim_func\n",
+       "def main(input: T.Buffer((1, 8, 32, 32), \"float32\"), filter: T.Buffer((16, 8, 3, 3), \"float32\"), compute: T.Buffer((1, 16, 32, 32), \"float32\")):\n",
+       "    T.func_attr({\"tir.noalias\": T.bool(True)})\n",
+       "    # with T.block(\"root\"):\n",
+       "    pad_temp = T.alloc_buffer((1, 8, 34, 34))\n",
+       "    conv2d_nchw = T.alloc_buffer((1, 16, 32, 32))\n",
+       "    for i0, i1, i2, i3 in T.grid(1, 8, 34, 34):\n",
+       "        with T.block(\"pad_temp\"):\n",
+       "            v_i0, v_i1, v_i2, v_i3 = T.axis.remap(\"SSSS\", [i0, i1, i2, i3])\n",
+       "            T.reads(input[v_i0, v_i1, v_i2 - 1, v_i3 - 1])\n",
+       "            T.writes(pad_temp[v_i0, v_i1, v_i2, v_i3])\n",
+       "            pad_temp[v_i0, v_i1, v_i2, v_i3] = T.if_then_else(1 <= v_i2 and v_i2 < 33 and 1 <= v_i3 and v_i3 < 33, input[v_i0, v_i1, v_i2 - 1, v_i3 - 1], T.float32(0))\n",
+       "    for nn, ff, yy, xx, rc, ry, rx in T.grid(1, 16, 32, 32, 8, 3, 3):\n",
+       "        with T.block(\"conv2d_nchw\"):\n",
+       "            v_nn, v_ff, v_yy, v_xx, v_rc, v_ry, v_rx = T.axis.remap(\"SSSSRRR\", [nn, ff, yy, xx, rc, ry, rx])\n",
+       "            T.reads(pad_temp[v_nn, v_rc, v_yy + v_ry, v_xx + v_rx], filter[v_ff, v_rc, v_ry, v_rx])\n",
+       "            T.writes(conv2d_nchw[v_nn, v_ff, v_yy, v_xx])\n",
+       "            with T.init():\n",
+       "                conv2d_nchw[v_nn, v_ff, v_yy, v_xx] = T.float32(0)\n",
+       "            conv2d_nchw[v_nn, v_ff, v_yy, v_xx] = conv2d_nchw[v_nn, v_ff, v_yy, v_xx] + pad_temp[v_nn, v_rc, v_yy + v_ry, v_xx + v_rx] * filter[v_ff, v_rc, v_ry, v_rx]\n",
+       "    for i0, i1, i2, i3 in T.grid(1, 16, 32, 32):\n",
+       "        with T.block(\"compute\"):\n",
+       "            v_i0, v_i1, v_i2, v_i3 = T.axis.remap(\"SSSS\", [i0, i1, i2, i3])\n",
+       "            T.reads(conv2d_nchw[v_i0, v_i1, v_i2, v_i3])\n",
+       "            T.writes(compute[v_i0, v_i1, v_i2, v_i3])\n",
+       "            compute[v_i0, v_i1, v_i2, v_i3] = T.max(conv2d_nchw[v_i0, v_i1, v_i2, v_i3], T.float32(0))"
+      ]
+     },
+     "execution_count": 175,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
-    "![](comparison_accuracy_macs.png)"
+    "import tvm\n",
+    "from tvm import topi\n",
+    "from tvm import te\n",
+    "from tvm import tir\n",
+    "\n",
+    "# Define the input tensor shape\n",
+    "batch_size = 1\n",
+    "in_channels = 8\n",
+    "in_height = 32\n",
+    "in_width = 32\n",
+    "\n",
+    "# Define the filter shape\n",
+    "out_channels = 16\n",
+    "kernel_height = 3\n",
+    "kernel_width = 3\n",
+    "\n",
+    "# Define the stride and padding\n",
+    "stride = 1\n",
+    "padding = 1\n",
+    "dilation = 1\n",
+    "\n",
+    "input_tensor = te.placeholder((batch_size, in_channels, in_height, in_width), name='input')\n",
+    "filter_tensor = te.placeholder((out_channels, in_channels, kernel_height, kernel_width), name='filter')\n",
+    "\n",
+    "# Perform the 2D convolution using topi\n",
+    "convolution = topi.nn.conv2d(input_tensor, filter_tensor, strides=stride, padding=padding, dilation=1)\n",
+    "\n",
+    "te_expression = topi.nn.relu(convolution) # Apply the ReLU activation function\n",
+    "tir_code = te.create_prim_func([input_tensor, filter_tensor, te_expression]) # Create a schedule from the expression  \n",
+    "\n",
+    "Code(tir_code.script(), language='python')"
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "7f3942fd-4f3a-4869-a755-6be78cbed83b",
+   "id": "6de17d5a",
    "metadata": {},
    "source": [
-    "![](comparison_accuracy_memory.png)"
+    "In TVM these programs can be transformed using a specialized DSL, to allow a better mapping of tensor programs to the hardware accelerators.\n",
+    "\n",
+    "For the example applications we are using the following subset of transformations. \n",
+    "\n",
+    "1. *loop tiling*: loop tiling splits the generated loops in two or more subloops\n",
+    "2. *loop reordering*: reordering the loops, in combination with loop tiling allows us to iterate over small subspace of the hardware\n",
+    "3. *vectorization*: gives a vectorization hint to the compiler backends, wether this hint is followed, mostly depends on properties of the target hardware\n",
+    "\n",
+    "A simple schedule space can be generated using the following schedule function:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 176,
+   "id": "4ca3b374",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[]\n",
+      "[]\n",
+      "8\n",
+      "3\n",
+      "3\n",
+      "[T.iter_var(v_rc, T.Range(0, 8), \"CommReduce\", \"\")]\n",
+      "[]\n",
+      "[]\n",
+      "[]\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "tir.Schedule(0x5628f3b44f58)"
+      ]
+     },
+     "execution_count": 176,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "class BlockInfo:\n",
+    "    def __init__(self, block, iter_vars):\n",
+    "        self.name = block.name_hint\n",
+    "        self.block = block\n",
+    "        self.iter_vars = iter_vars\n",
+    "\n",
+    "    def reduction_vars(self):\n",
+    "        return [iv for iv in self.iter_vars if iv.iter_type == tir.IterVar.CommReduce]\n",
+    "    \n",
+    "    @property\n",
+    "    def is_complex(self):\n",
+    "        return len(self.reduction_vars) > 0  \n",
+    "\n",
+    "def schedule_tir(input_tir, vector_len = 8):\n",
+    "    schedule = tir.Schedule(input_tir)\n",
+    "\n",
+    "    gvar = schedule.func_working_on\n",
+    "    function = schedule.mod[gvar]\n",
+    "    \n",
+    "    worklist = []\n",
+    "    def visitor(stmt):\n",
+    "        if isinstance(stmt, tir.Block):\n",
+    "            if stmt.name_hint != \"root\":\n",
+    "                iter_vars = stmt.iter_vars\n",
+    "                \n",
+    "                info = BlockInfo(stmt, iter_vars)\n",
+    "                worklist.append(info)\n",
+    "                                     \n",
+    "        return True\n",
+    "                \n",
+    "    tir.stmt_functor.pre_order_visit(function.body, visitor)  \n",
+    "    \n",
+    "    for block_info in worklist:\n",
+    "        block_rv = schedule.get_block(block_info.name)\n",
+    "        loops_rv = schedule.get_loops(block_rv)\n",
+    "\n",
+    "\n",
+    "        candidates_reduce = []\n",
+    "        candidates_parallel = []    \n",
+    "        for v in block_info.iter_vars:\n",
+    "            if v.iter_type == tir.IterVar.CommReduce:\n",
+    "                dom = v.dom\n",
+    "                extent = dom.extent\n",
+    "                print(extent)\n",
+    "                if extent % vector_len == 0:\n",
+    "                    candidates_reduce.append(v)\n",
+    "                    \n",
+    "        print(candidates_reduce)\n",
+    "        print(candidates_parallel)\n",
+    "                \n",
+    "            \n",
+    "    return schedule      \n",
+    "        \n",
+    "schedule_tir(tir_code)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "ca01ffc6",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "# from tvm.script import tir as T\n",
+      "\n",
+      "@T.prim_func\n",
+      "def main(A: T.Buffer((128, 128), \"float32\"), B: T.Buffer((128, 128), \"float32\"), C: T.Buffer((128, 128), \"float32\")):\n",
+      "    T.func_attr({\"tir.noalias\": T.bool(True)})\n",
+      "    # with T.block(\"root\"):\n",
+      "    for x, y, k in T.grid(128, 128, 128):\n",
+      "        with T.block(\"C\"):\n",
+      "            v_x, v_y, v_k = T.axis.remap(\"SSR\", [x, y, k])\n",
+      "            T.reads(A[v_x, v_k], B[v_y, v_k])\n",
+      "            T.writes(C[v_x, v_y])\n",
+      "            with T.init():\n",
+      "                C[v_x, v_y] = T.float32(0)\n",
+      "            C[v_x, v_y] = C[v_x, v_y] + A[v_x, v_k] * B[v_y, v_k]\n"
+     ]
+    }
+   ],
+   "source": [
+    "import tvm\n",
+    "from tvm import te\n",
+    "from tvm.te import create_prim_func\n",
+    "import tvm.script\n",
+    "\n",
+    "A = te.placeholder((128, 128), name=\"A\")\n",
+    "B = te.placeholder((128, 128), name=\"B\")\n",
+    "k = te.reduce_axis((0, 128), \"k\")\n",
+    "C = te.compute((128, 128), lambda x, y: te.sum(A[x, k] * B[y, k], axis=k), name=\"C\")\n",
+    "func = create_prim_func([A, B, C])\n",
+    "print(func.script())"
    ]
   }
  ],