From e66c93879800755dcd4537522b738140a3ba7b7f Mon Sep 17 00:00:00 2001 From: Michael Pilosov Date: Mon, 15 Jan 2024 05:13:30 +0000 Subject: [PATCH] split plotting for hsv. [todo]: finalize plotting --- check.py | 15 ++++++++++++--- dataloader.py | 16 +--------------- hsv.png | Bin 0 -> 336517 bytes hsv.py | 14 ++++++++++++++ utils.py | 14 ++++++++++++++ 5 files changed, 41 insertions(+), 18 deletions(-) create mode 100644 hsv.png create mode 100644 hsv.py diff --git a/check.py b/check.py index 2861a23..7a9bbca 100644 --- a/check.py +++ b/check.py @@ -43,11 +43,20 @@ def create_circle(ckpt: str, fname: str): M = ColorTransformerModel.load_from_checkpoint(ckpt) else: M = ckpt - rgb_tensor, names = extract_colors() + + rgb_tensor, _ = extract_colors() + preds = M(rgb_tensor) + plot_preds(preds, fname=fname) + + +def plot_preds(preds, fname: str): + rgb_tensor, _ = extract_colors() rgb_values = rgb_tensor.detach().numpy() rgb_tensor = preprocess_data(rgb_tensor) - preds = M(rgb_tensor) - sorted_inds = np.argsort(preds.detach().numpy().ravel()) + + if isinstance(preds, torch.Tensor): + preds = preds.detach().numpy() + sorted_inds = np.argsort(preds.ravel()) colors = rgb_values[sorted_inds] # find white in colors, put it first. white = np.array([1, 1, 1]) diff --git a/dataloader.py b/dataloader.py index 9551ea1..66a4c0f 100644 --- a/dataloader.py +++ b/dataloader.py @@ -1,21 +1,7 @@ -import matplotlib.colors as mcolors import torch from torch.utils.data import DataLoader, TensorDataset -from utils import preprocess_data - - -def extract_colors(): - # Extracting the list of xkcd colors as RGB triples - xkcd_colors = mcolors.XKCD_COLORS - rgb_values = [mcolors.to_rgb(color) for color in xkcd_colors.values()] - - # Extracting the list of xkcd color names - xkcd_color_names = list(xkcd_colors.keys()) - - # Convert the list of RGB triples to a PyTorch tensor - rgb_tensor = torch.tensor(rgb_values, dtype=torch.float32) - return rgb_tensor, xkcd_color_names +from utils import extract_colors, preprocess_data def create_dataloader(N: int = 50, **kwargs): diff --git a/hsv.png b/hsv.png new file mode 100644 index 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