diff --git a/__pycache__/blocks.cpython-38.pyc b/__pycache__/blocks.cpython-38.pyc index 8ad4e1e92ec7a624cad0348cf7db116f96237b8e..cc8bb95c222eaee83420b30bc2d1b45d3298db70 100644 Binary files a/__pycache__/blocks.cpython-38.pyc and b/__pycache__/blocks.cpython-38.pyc differ diff --git a/__pycache__/image_generator.cpython-38.pyc b/__pycache__/image_generator.cpython-38.pyc index 125e9f0e956fa7a39104e649a787dac03f5b8bfe..8fbadc395994d2cdd547126698bc91dc87454205 100644 Binary files a/__pycache__/image_generator.cpython-38.pyc and b/__pycache__/image_generator.cpython-38.pyc differ diff --git a/__pycache__/networks_fastgan.cpython-38.pyc b/__pycache__/networks_fastgan.cpython-38.pyc index c8ef084df88831d47506d45665357bf75cb20142..214a0a60881cdd12bc979db98f28c6d86c2ac23f 100644 Binary files a/__pycache__/networks_fastgan.cpython-38.pyc and b/__pycache__/networks_fastgan.cpython-38.pyc differ diff --git a/image_generator.py b/image_generator.py index b550cf03bb60bb9ccfd8418f30a31c9a957b7175..b90a2c0e501b45a4af9c5da5a9268a7b036201dc 100644 --- a/image_generator.py +++ b/image_generator.py @@ -18,6 +18,7 @@ import PIL.Image import torch from networks_fastgan import MyGenerator import random +import cv2 #---------------------------------------------------------------------------- def parse_range(s: Union[str, List]) -> List[int]: @@ -74,21 +75,8 @@ def generate_images( outdir = "out", translate = "0,0", rotate = 0, + number_of_images = 16 ): - """Generate images using pretrained network pickle. - - Examples: - - \b - # Generate an image using pre-trained AFHQv2 model ("Ours" in Figure 1, left). - python gen_images.py --outdir=out --trunc=1 --seeds=2 \\ - --network=https://api.ngc.nvidia.com/v2/models/nvidia/research/stylegan3/versions/1/files/stylegan3-r-afhqv2-512x512.pkl - - \b - # Generate uncurated images with truncation using the MetFaces-U dataset - python gen_images.py --outdir=out --trunc=0.7 --seeds=600-605 \\ - --network=https://api.ngc.nvidia.com/v2/models/nvidia/research/stylegan3/versions/1/files/stylegan3-t-metfacesu-1024x1024.pkl - """ model_owner = "huggan" #inputs = gr.inputs.Radio(["Abstract Expressionism", "Impressionism", "Cubism", "Minimalism", "Pop Art", "Color Field", "Hana Hanak houses"]) model_path_dict = { @@ -106,13 +94,13 @@ def generate_images( model_path = model_owner + "/" + model_path_dict[model_path] print(model_path) - seeds = parse_range(seeds) print(seeds) - seeds=[random.randint(1,200)] + seeds=random.randint(1,230) + seeds =f"{seeds}-{seeds+number_of_images-1}" + seeds = parse_range(seeds) device = torch.device('cuda') if torch.cuda.is_available() else torch.device('cpu') G = MyGenerator.from_pretrained(model_path) os.makedirs(outdir, exist_ok=True) - # Labels. label = torch.zeros([1, G.c_dim], device=device) """ @@ -125,7 +113,11 @@ def generate_images( print ('warn: --class=lbl ignored when running on an unconditional network') """ + print(f"z dimenzija mi je: {G.z_dim}") # Generate images. + + #imgs_row = np.array() + #imgs_complete = np.array() for seed_idx, seed in enumerate(seeds): print('Generating image for seed %d (%d/%d) ...' % (seed, seed_idx, len(seeds))) z = torch.from_numpy(np.random.RandomState(seed).randn(1, G.z_dim)).to(device).float() @@ -136,12 +128,22 @@ def generate_images( m = make_transform(translate, rotate) m = np.linalg.inv(m) G.synthesis.input.transform.copy_(torch.from_numpy(m)) - + img = G(z, label, truncation_psi=truncation_psi, noise_mode=noise_mode) img = (img.permute(0, 2, 3, 1) * 127.5 + 128).clamp(0, 255).to(torch.uint8) - img = PIL.Image.fromarray(img[0].cpu().numpy(), 'RGB') - #PIL.Image.fromarray(img[0].cpu().numpy(), 'RGB').save(f'{outdir}/seed{seed:04d}.png') - return img + print(seed_idx) + #first image + if seed_idx == 0: + imgs_row = img[0].cpu().numpy() + else: + imgs_row = np.hstack((imgs_row, img[0].cpu().numpy())) + #img = PIL.Image.fromarray(img[0].cpu().numpy(), 'RGB') + 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