diff --git a/examples/inference.ipynb b/examples/inference.ipynb index 3ed3d29..c3248fb 100644 --- a/examples/inference.ipynb +++ b/examples/inference.ipynb @@ -5,11 +5,9 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# **Example**: Hiera Inference\n", + "# **Example**: Hiera Inference (Image)\n", "\n", - "**Note**: Requires the `hiera` package to be installed as well as `timm`, `pillow`, `matplotlib`, and `torchvision`.\n", - "\n", - "Video example coming maybe sometime in the future." + "Requires `hiera-transformer`, `timm`, `pillow`, and `torchvision` to be installed." ] }, { @@ -32,7 +30,7 @@ "outputs": [], "source": [ "# Load a base model\n", - "model = hiera.hiera_base_224(pretrained=True)" + "model = hiera.hiera_base_224(pretrained=True, checkpoint=\"mae_in1k_ft_in1k\") # Checkpoint is optional (will use default)" ] }, { @@ -76,7 +74,7 @@ ], "source": [ "# Load the image\n", - "img = Image.open(\"img/dog.jpg\")\n", + "img = Image.open(\"./img/dog.jpg\")\n", "img_vis = transform_vis(img)\n", "img_norm = transform_norm(img)\n", "\n", @@ -93,28 +91,31 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 5, "metadata": {}, "outputs": [ { - "name": "stdout", - "output_type": "stream", - "text": [ - "207\n" - ] + "data": { + "text/plain": [ + "207" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" } ], "source": [ "# Get imagenet class as output\n", "out = model(img_norm[None, ...])\n", "\n", - "# 207: golden retriever\n", - "print(out.argmax(dim=-1).item())" + "# 207: golden retriever (imagenet-1k)\n", + "out.argmax(dim=-1).item()" ] }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -135,6 +136,177 @@ "for x in intermediates:\n", " print(x.shape)" ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# **Example**: Hiera Inference (Video)\n", + "\n", + "Requires `hiera-transformer`, `av`, `matplotlib`, and `torchvision` to be installed.\n", + "\n", + "**Note**: This is for demonstration purposes only. The actual dataloader we used for training and evaluation on Kinetics is in [SlowFast](https://github.com/facebookresearch/SlowFast/blob/main/slowfast/datasets/kinetics.py). \n", + "We sample 16 frames, with 4 temporal stride on Kinetics (30 fps video). Thus we sample roughly one frame every 133 ms. \n", + "Do note however that video sampling is a complex process and this information might not be a 100% accurate, so _please use the SlowFast dataloader in practice._" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "from torchvision.io import read_video\n", + "import matplotlib.pyplot as plt\n", + "import torch.nn.functional as F\n", + "import torch, hiera" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "30.0\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# I used the following command to sample these videos:\n", + "# ffmpeg -i vid.mp4 -vf \"crop=w=min(iw\\,ih):h=min(iw\\,ih),scale=256:256,fps=fps=30\" -ss 00:00:00 -t 00:00:05 output.mp4\n", + "vid_path = \"./vid/dog.mp4\" # Also try \"goat.mp4\"!\n", + "\n", + "# Load the frames\n", + "frames, audio, info = read_video(vid_path, pts_unit='sec', output_format='THWC')\n", + "frames = frames.float() / 255 # Convert from byte to float\n", + "print(info['video_fps']) # Should be 30\n", + "\n", + "plt.figure(frameon=False)\n", + "plt.imshow(frames[72].numpy()) # Frame 72 of the video\n", + "plt.axis(\"off\")\n", + "plt.show() # compressedboye" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "torch.Size([2, 16, 256, 256, 3])" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Sample 16 frames with 4 temporal stride: 64 frames per clip, but take every 4th frame\n", + "# During testing, we sample 5 clips uniformly in time (and 3 in space) and avg the results\n", + "# This is important because videos can be long with an action any point in the video\n", + "# Let's just do 2 for demo purposes\n", + "frames = torch.stack([frames[:64], frames[64:128]], dim=0)\n", + "frames = frames[:, ::4] # Sample every 4 frames\n", + "frames.shape\n" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "torch.Size([2, 3, 16, 224, 224])" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Interpolate the frames to 224 and put channels first\n", + "frames = frames.permute(0, 4, 1, 2, 3).contiguous()\n", + "frames = F.interpolate(frames, size=(16, 224, 224), mode=\"trilinear\")\n", + "frames.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "# Normalize the clip\n", + "frames = frames - torch.tensor([0.45, 0.45, 0.45]).view(1, -1, 1, 1, 1) # Subtract mean\n", + "frames = frames / torch.tensor([0.225, 0.225, 0.255]).view(1, -1, 1, 1, 1) # Divide by std" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Running the model" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "# Load a base model\n", + "model = hiera.hiera_base_16x224(pretrained=True, checkpoint=\"mae_k400_ft_k400\") # Checkpoint is optional (will use default)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "363" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Get kinetics classes as output\n", + "out = model(frames)\n", + "\n", + "# Average results over the clips\n", + "out = out.mean(0)\n", + "\n", + "# 363: training dog (kinetics-400)\n", + "# 125: feeding goat (kinetics-400)\n", + "out.argmax(dim=-1).item()" + ] } ], "metadata": { diff --git a/examples/vid/dog.mp4 b/examples/vid/dog.mp4 new file mode 100644 index 0000000..e83d4ca Binary files /dev/null and b/examples/vid/dog.mp4 differ diff --git a/examples/vid/goat.mp4 b/examples/vid/goat.mp4 new file mode 100644 index 0000000..8d71153 Binary files /dev/null and b/examples/vid/goat.mp4 differ diff --git a/hiera/hiera.py b/hiera/hiera.py index e7eedc3..7d13404 100644 --- a/hiera/hiera.py +++ b/hiera/hiera.py @@ -473,9 +473,9 @@ def hiera_huge_224(**kwdargs): @pretrained_model({ "mae_k400_ft_k400": "https://dl.fbaipublicfiles.com/hiera/hiera_base_16x224.pth", }, default="mae_k400_ft_k400") -def hiera_base_16x224(**kwdargs): +def hiera_base_16x224(num_classes: int = 400, **kwdargs): return Hiera( - num_classes=400, # K400 has 400 classes + num_classes=num_classes, # K400 has 400 classes input_size=(16, 224, 224), q_stride=(1, 2, 2), mask_unit_size=(1, 8, 8),