{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/homebrew/lib/python3.10/site-packages/torch/functional.py:504: UserWarning: torch.meshgrid: in an upcoming release, it will be required to pass the indexing argument. (Triggered internally at /Users/runner/work/pytorch/pytorch/pytorch/aten/src/ATen/native/TensorShape.cpp:3191.)\n", " return _VF.meshgrid(tensors, **kwargs) # type: ignore[attr-defined]\n" ] } ], "source": [ "from model import SwinIR\n", "model = SwinIR(embed_dim=180,window_size=8,depths=[6,6,6,6,6,6],num_heads=[6,6,6,6,6,6],mlp_ratio=2,upscale=2,upsampler='nearest+conv')" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import torch\n", "model.load_state_dict(torch.load('100000_G.pth'))" ] }, { "cell_type": "code", "execution_count": 54, "metadata": {}, "outputs": [], "source": [ "torch.backends.quantized.engine = 'qnnpack'\n", "model.qconfig = torch.ao.quantization.get_default_qconfig('qnnpack')\n", "model_int8 = torch.ao.quantization.quantize_dynamic(\n", " model, # the original model\n", " {torch.nn.Linear}, # a set of layers to dynamically quantize\n", " dtype=torch.qint8) \n", "# model_fp32_fused = torch.ao.quantization.fuse_modules(model, ['layers'])\n", "\n", "# Prepare the model for static quantization. This inserts observers in\n", "# the model that will observe activation tensors during calibration.\n", "# model_fp32_prepared = torch.ao.quantization.prepare(model)" ] }, { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [], "source": [ "from PIL import Image\n", "import numpy as np\n", "import torchvision.transforms as transforms\n", "\n", "img = Image.open('/Users/apsys/Downloads/Set14/image_SRF_2/img_009_SRF_2_LR.png')\n", "\n", "transform = transforms.ToTensor()\n", "\n", "# Convert the image to PyTorch tensor\n", "tensor = transform(img)\n", "\n", "from vector_quantize_pytorch import VectorQuantize\n", "\n", "vq = VectorQuantize(\n", " dim = int(img.size[0]),\n", " codebook_size = int(img.size[0]) # codebook size\n", ")\n", "\n", "quantized, indices, commit_loss = vq(tensor)\n" ] }, { "cell_type": "code", "execution_count": 53, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "" ] }, "execution_count": 53, "metadata": {}, "output_type": "execute_result" } ], "source": [ "transform1 = transforms.ToPILImage()\n", "transform1(quantized)" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "tensor([[[-0.0017, 0.0030, -0.0056, ..., 0.0040, -0.0047, -0.0020],\n", " [ 0.0010, -0.0022, 0.0032, ..., -0.0054, -0.0009, -0.0062],\n", " [-0.0010, -0.0040, 0.0027, ..., 0.0060, 0.0011, 0.0041],\n", " ...,\n", " [ 0.0053, 0.0014, -0.0043, ..., 0.0056, -0.0023, -0.0027],\n", " [-0.0024, 0.0005, -0.0011, ..., -0.0032, 0.0050, -0.0014],\n", " [ 0.0019, 0.0008, -0.0003, ..., -0.0018, -0.0021, -0.0066]]])" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "quantized" ] }, { "cell_type": "code", "execution_count": 55, "metadata": {}, "outputs": [], "source": [ "torch.save(model_int8,'int8.pth')" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[[0.01960784, 0.01568628, 0.02352941],\n", " [0.03529412, 0.02745098, 0.05490196],\n", " [0.02352941, 0.01960784, 0.03921569],\n", " ...,\n", " [0.1254902 , 0.54509807, 0.02352941],\n", " [0.14901961, 0.5803922 , 0.09019608],\n", " [0.16470589, 0.5803922 , 0.13725491]],\n", "\n", " [[0.01960784, 0.01568628, 0.02745098],\n", " [0.02745098, 0.01960784, 0.03529412],\n", " [0.03921569, 0.03921569, 0.05882353],\n", " ...,\n", " [0.13333334, 0.54509807, 0.05490196],\n", " [0.12941177, 0.5411765 , 0.05098039],\n", " [0.15294118, 0.5803922 , 0.1254902 ]],\n", "\n", " [[0.01568628, 0.01568628, 0.02352941],\n", " [0.01960784, 0.01568628, 0.02352941],\n", " [0.03921569, 0.03529412, 0.05882353],\n", " ...,\n", " [0.11764706, 0.5254902 , 0.03921569],\n", " [0.12156863, 0.5372549 , 0.03529412],\n", " [0.13725491, 0.5372549 , 0.07843138]],\n", "\n", " ...,\n", "\n", " [[0.3647059 , 0.32941177, 0.61960787],\n", " [0.33333334, 0.29411766, 0.5803922 ],\n", " [0.30588236, 0.2627451 , 0.54901963],\n", " ...,\n", " [0.95686275, 0.9764706 , 0.95686275],\n", " [0.9607843 , 0.9843137 , 0.9490196 ],\n", " [0.9490196 , 0.9647059 , 0.94509804]],\n", "\n", " [[0.3137255 , 0.29803923, 0.5882353 ],\n", " [0.34509805, 0.29803923, 0.59607846],\n", " [0.32156864, 0.28235295, 0.57254905],\n", " ...,\n", " [0.9843137 , 0.99215686, 0.9843137 ],\n", " [0.9764706 , 0.99215686, 0.9764706 ],\n", " [0.9607843 , 0.9882353 , 0.9490196 ]],\n", "\n", " [[0.3529412 , 0.3019608 , 0.60784316],\n", " [0.34901962, 0.29803923, 0.6 ],\n", " [0.29411766, 0.24705882, 0.56078434],\n", " ...,\n", " [0.98039216, 0.99215686, 0.98039216],\n", " [0.9764706 , 0.99215686, 0.9764706 ],\n", " [0.9647059 , 0.99215686, 0.9529412 ]]], dtype=float32)" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import cv2\n", "import numpy as np\n", "cv2.imread('/Users/apsys/Downloads/Set14/image_SRF_2/img_006_SRF_2_LR.png', cv2.IMREAD_COLOR).astype(np.float32) / 255." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "import cv2\n", "import numpy as np\n", "img_lq = cv2.imread('/Users/apsys/Downloads/Set14/image_SRF_2/img_006_SRF_2_LR.png', cv2.IMREAD_COLOR).astype(np.float32) / 255.\n", "img_lq = np.transpose(img_lq if img_lq.shape[2] == 1 else img_lq[:, :, [2, 1, 0]], (2, 0, 1)) # HCW-BGR to CHW-RGB\n", "img_lq = torch.from_numpy(img_lq).float().unsqueeze(0)\n", "x= model(img_lq)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "ename": "", "evalue": "", "output_type": "error", "traceback": [ "\u001b[1;31mThe Kernel crashed while executing code in the the current cell or a previous cell. Please review the code in the cell(s) to identify a possible cause of the failure. Click here for more info. View Jupyter log for further details." ] } ], "source": [ "# output = get_image(img_lq)\n", "from PIL import Image\n", "output = x[..., :138 * 2, :138 * 2]\n", "\n", " # save image\n", "output = output.data.squeeze().float().cpu().clamp_(0, 1).numpy()\n", "if output.ndim == 3:\n", " output = np.transpose(output[[2, 1, 0], :, :], (1, 2, 0)) # CHW-RGB to HCW-BGR\n", "output = (output * 255.0).round().astype(np.uint8)\n", "buf = Image.fromarray(output)\n", "buf" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.10" }, "orig_nbformat": 4 }, "nbformat": 4, "nbformat_minor": 2 }