From feefe1dfe5b9ed3035691d37fbe5f9c68aa4139a Mon Sep 17 00:00:00 2001 From: GiulioZizzo Date: Thu, 2 Nov 2023 14:08:57 -0500 Subject: [PATCH 1/3] notebook updates Signed-off-by: GiulioZizzo --- notebooks/huggingface_notebook.ipynb | 211 +++++++++++++++++++++------ 1 file changed, 165 insertions(+), 46 deletions(-) diff --git a/notebooks/huggingface_notebook.ipynb b/notebooks/huggingface_notebook.ipynb index 030611a586..799fb84b33 100644 --- a/notebooks/huggingface_notebook.ipynb +++ b/notebooks/huggingface_notebook.ipynb @@ -5,9 +5,11 @@ "id": "8093e27a-33f6-4cd9-a47b-ea94c3d0c514", "metadata": {}, "source": [ - "# Huggingface with ART\n", "\n", - "In this notebook we will go over how to use the Huggingface AIP with ART. This can enable us to train robust foundation models which act over images. \n", + "

Huggingface with ART

\n", + "\n", + "\n", + "In this notebook we will go over how to use the Huggingface API with ART. This can enable us to train robust foundation models which act over images. \n", "\n", "Currently this is a developing feature, and so not all ART tools are supported. Further tools and development is planned. As of ART 1.16 we support: \n", "+ Using a Pytorch backend.\n", @@ -15,6 +17,14 @@ "\n", "If you have a use case that is not supported (or find a bug in this new feature!) please raise an issiue on ART.\n", "\n", + "In addition to the core ART dependancies you will need to install Pytorch and the Transformers library:\n", + "\n", + "`pip install transformers`\n", + "\n", + "`pip3 install torch torchvision`\n", + "\n", + "This notebook was tested with the transformers library version 4.30.2, and torch==2.1.0/torchvision==0.16.0\n", + "\n", "Let's look at how we can use ART to secure Huggingface models!\n" ] }, @@ -26,6 +36,7 @@ "outputs": [], "source": [ "# Relevant imports for the notebook\n", + "\n", "import transformers\n", "import torch\n", "from torch.optim import Adam\n", @@ -46,7 +57,7 @@ "outputs": [], "source": [ "# We will use CIFAR data for the notebook.\n", - "def get_cifar_data():\n", + "def get_cifar_data(fetch_subset=False):\n", " \"\"\"\n", " Get CIFAR-10 data.\n", " :return: cifar train/test data.\n", @@ -65,10 +76,23 @@ "\n", " x_train = x_train / 255.0\n", " x_test = x_test / 255.0\n", - "\n", + " \n", + " if fetch_subset: \n", + " return (x_train[0:2500], y_train[0:2500]), (x_test[0:2500], y_test[0:2500])\n", + " \n", " return (x_train, y_train), (x_test, y_test)" ] }, + { + "cell_type": "markdown", + "id": "f7b5ebcb", + "metadata": {}, + "source": [ + "# Regular Training with ART\n", + "\n", + "We will first see how to load a model into ART's HuggingFaceClassifierPyTorch, train it, and attack it with PGD." + ] + }, { "cell_type": "code", "execution_count": 3, @@ -76,12 +100,12 @@ "metadata": {}, "outputs": [], "source": [ - "def train_base_model(architecture='google/vit-base-patch16-224'):\n", + "def train_base_model(architecture='google/vit-base-patch16-224', train_on_subset=False):\n", " \"\"\"\n", " Train a cifar classifier\n", " \"\"\"\n", "\n", - " (x_train, y_train), (x_test, y_test) = get_cifar_data()\n", + " (x_train, y_train), (x_test, y_test) = get_cifar_data(train_on_subset)\n", "\n", " # Here we load a Huggingface model using the transformers library.\n", " model = transformers.AutoModelForImageClassification.from_pretrained(architecture,\n", @@ -110,7 +134,6 @@ " nb_classes=10,\n", " clip_values=(0, 1),\n", " processor=upsampler)\n", - "\n", " hf_model.fit(x_train, y_train, nb_epochs=2)\n", " return hf_model" ] @@ -141,7 +164,18 @@ } ], "source": [ - "hf_base_model = train_base_model()\n", + "# Change to train_on_subset=True and use for architecture='WinKawaks/vit-tiny-patch16-224' quicker results.\n", + "# The model will have lower performance than the pre-ran notebook, but it \n", + "# will run the notbook much faster.\n", + "\n", + "model_to_examine='google/vit-base-patch16-224'\n", + "train_on_subset=False\n", + "\n", + "# Estimated run time: approx. 10 min on a laptop CPU\n", + "# model_to_examine='WinKawaks/vit-tiny-patch16-224'\n", + "# train_on_subset=True\n", + "\n", + "hf_base_model = train_base_model(architecture=model_to_examine, train_on_subset=train_on_subset)\n", "torch.save(hf_base_model.model.state_dict(), 'hf_base_model.pt')\n", "del hf_base_model # Clear models we no longer need." ] @@ -242,7 +276,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "", + "model_id": "64a39d9d85d24a10912c55942ad558a6", "version_major": 2, "version_minor": 0 }, @@ -266,12 +300,12 @@ "name": "stdout", "output_type": "stream", "text": [ - "adv acc 0.04\n" + "adv acc 0.02\n" ] }, { "data": { - "image/png": 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", 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", 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" ] @@ -281,7 +315,17 @@ } ], "source": [ - "test_pgd(architecture='google/vit-base-patch16-224', model_to_test='hf_base_model.pt')" + "test_pgd(architecture=model_to_examine, model_to_test='hf_base_model.pt')" + ] + }, + { + "cell_type": "markdown", + "id": "0bc9c9df", + "metadata": {}, + "source": [ + "# Adversarial Training with ART\n", + "\n", + "Now, rather than using regular training, we employ robust PGD training and evaluate the robust model." ] }, { @@ -293,10 +337,10 @@ "source": [ "# We can see that we can attack the Huggingface transformer, so now let's use one of the defences in ART!\n", "\n", - "def adversarial_train():\n", + "def adversarial_train(model_to_examine):\n", " from art.defences.trainer import AdversarialTrainerMadryPGD\n", " (x_train, y_train), (x_test, y_test) = get_cifar_data()\n", - " model = transformers.AutoModelForImageClassification.from_pretrained('google/vit-base-patch16-224',\n", + " model = transformers.AutoModelForImageClassification.from_pretrained(model_to_examine,\n", " ignore_mismatched_sizes=True,\n", " num_labels=10)\n", "\n", @@ -333,7 +377,7 @@ "# Uncomment the below to run the adverarial training, it can take some time depending on available hardware. \n", "# The expected runtime is around 15 hours using a Nvidia V100 GPU. More training could be conducted if better performance is desired.\n", "\n", - "# adversarial_train()" + "# adversarial_train(model_to_examine)" ] }, { @@ -370,7 +414,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "", + "model_id": "fbb7dfd7f7434b809d0dbc1252f49bd1", "version_major": 2, "version_minor": 0 }, @@ -399,7 +443,7 @@ }, { "data": { - "image/png": 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", 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", 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" ] @@ -410,7 +454,7 @@ ], "source": [ "# We now test the adversariallty trained model and we can see we have done from 0% robustness to 43%.\n", - "test_pgd(architecture='google/vit-base-patch16-224', model_to_test='hf_adv_model.pt')" + "test_pgd(architecture=model_to_examine, model_to_test='hf_adv_model.pt')" ] }, { @@ -441,7 +485,12 @@ "source": [ "# We can also try with different models, for example here we try the functions with a different architecture\n", "\n", - "hf_base_model = train_base_model(architecture='microsoft/swin-tiny-patch4-window7-224')\n", + "# ETA is around 25 min with a laptop CPU when using train_on_subset=True\n", + "# this and the following cell can be skipped if the duration is too long.\n", + "# train_on_subset=True\n", + "\n", + "hf_base_model = train_base_model(architecture='microsoft/swin-tiny-patch4-window7-224', \n", + " train_on_subset=train_on_subset)\n", "torch.save(hf_base_model.model.state_dict(), 'swin_tiny_base_model.pt')\n", "del hf_base_model" ] @@ -474,13 +523,13 @@ "name": "stdout", "output_type": "stream", "text": [ - "clean acc 0.94\n" + "clean acc 0.96\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "", + "model_id": "f85d25b294bd4ff398474bbca7a3e87c", "version_major": 2, "version_minor": 0 }, @@ -504,12 +553,12 @@ "name": "stdout", "output_type": "stream", "text": [ - "adv acc 0.04\n" + "adv acc 0.02\n" ] }, { "data": { - "image/png": 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", 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", 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" ] @@ -519,7 +568,27 @@ } ], "source": [ - "test_pgd(architecture='microsoft/swin-tiny-patch4-window7-224', model_to_test='./swin_tiny_base_model.pt')" + "test_pgd(architecture='microsoft/swin-tiny-patch4-window7-224', \n", + " model_to_test='./swin_tiny_base_model.pt')" + ] + }, + { + "cell_type": "markdown", + "id": "7e9a80e5", + "metadata": {}, + "source": [ + "# Training and Defending timm models\n", + "\n", + "PyTorch Image Models (timm) is a poular repository for SOTA implementations of image models and Huggingface \n", + "is hosting many of the models and weights. \n", + "\n", + "We can use timm models here with the same wrapper. \n", + "\n", + "To run this part of the notebook we need to install the timm library\n", + "\n", + "`pip install timm`\n", + "\n", + "This notebook was ran with timm==0.9.8" ] }, { @@ -529,11 +598,12 @@ "metadata": {}, "outputs": [], "source": [ - "# We can also try different architectures, for example one of the most popular models on Huggingface is the resn\n", - "def train_using_timm_model():\n", + "# We can also try different architectures, \n", + "# for example one of the most popular models on Huggingface is the resnet-50\n", + "def train_using_timm_model(train_on_subset, model_type):\n", " import timm\n", " \n", - " model = timm.create_model('resnet50.a1_in1k', pretrained=True)\n", + " model = timm.create_model(model_type, pretrained=True)\n", " model = model.to(device)\n", " upsampler = torch.nn.Upsample(scale_factor=7, mode='nearest')\n", " \n", @@ -546,7 +616,7 @@ " optimizer=optimizer,\n", " clip_values=(0, 1),\n", " processor=upsampler)\n", - " (x_train, y_train), (x_test, y_test) = get_cifar_data()\n", + " (x_train, y_train), (x_test, y_test) = get_cifar_data(train_on_subset)\n", " hf_model.fit(x_train, y_train, nb_epochs=2)\n", "\n", " return hf_model" @@ -568,8 +638,16 @@ } ], "source": [ - "hf_timm_model = train_using_timm_model()\n", - "torch.save(hf_timm_model.model.state_dict(), 'timm_resnet_50.pt')\n", + "train_on_subset=False\n", + "model_type='resnet50.a1_in1k'\n", + "\n", + "# Toggle subset training for quicker results, although model performance is significantly lower.\n", + "# ETA is around 10 min when training on a laptop CPU\n", + "# train_on_subset=True\n", + "# model_type='timm/resnet18.a1_in1k'\n", + "\n", + "hf_timm_model = train_using_timm_model(train_on_subset, model_type)\n", + "torch.save(hf_timm_model.model.state_dict(), 'timm_resnet.pt')\n", "del hf_timm_model" ] }, @@ -580,12 +658,12 @@ "metadata": {}, "outputs": [], "source": [ - "def adversarial_train_timm():\n", + "def adversarial_train_timm(model_type):\n", " from art.defences.trainer import AdversarialTrainerMadryPGD\n", " import timm\n", " (x_train, y_train), (x_test, y_test) = get_cifar_data()\n", "\n", - " model = timm.create_model('resnet50.a1_in1k', pretrained=True)\n", + " model = timm.create_model(model_type, pretrained=True)\n", "\n", " upsampler = torch.nn.Upsample(scale_factor=7, mode='nearest')\n", "\n", @@ -607,7 +685,7 @@ " max_iter=10)\n", "\n", " trainer.fit(x_train, y_train)\n", - " torch.save(trainer._classifier.model.state_dict(), 'timm_resnet_50_adv_model.pt')" + " torch.save(trainer._classifier.model.state_dict(), 'timm_resnet_adv_model.pt')" ] }, { @@ -620,7 +698,7 @@ "# Uncomment the below to run the adverarial training, it can take some time depending on available hardware. \n", "# The expected runtime is around 10 hours using a Nvidia V100 GPU. More training could be conducted if better performance is desired.\n", "\n", - "# adversarial_train_timm()" + "# adversarial_train_timm(model_type=model_type)" ] }, { @@ -630,15 +708,15 @@ "metadata": {}, "outputs": [], "source": [ - "def test_on_pgd_timm():\n", + "def test_on_pgd_timm(model_to_load, model_type):\n", " from art.attacks.evasion import ProjectedGradientDescentPyTorch\n", " import timm\n", "\n", " (x_train, y_train), (x_test, y_test) = get_cifar_data()\n", " \n", - " model = timm.create_model('resnet50.a1_in1k', pretrained=True)\n", + " model = timm.create_model(model_type, pretrained=True)\n", "\n", - " model.load_state_dict(torch.load('timm_resnet_50_adv_model.pt', map_location=torch.device(device)))\n", + " model.load_state_dict(torch.load(model_to_load, map_location=torch.device(device)))\n", " loss_fn = torch.nn.CrossEntropyLoss()\n", " from torch.optim import Adam\n", " optimizer = Adam(model.parameters(), lr=1e-4)\n", @@ -664,7 +742,7 @@ { "cell_type": "code", "execution_count": 17, - "id": "9fee39b0-5be1-4bb1-978d-b982f0642881", + "id": "1ad911ba", "metadata": {}, "outputs": [ { @@ -673,13 +751,13 @@ "text": [ "Files already downloaded and verified\n", "Files already downloaded and verified\n", - "clean acc 0.7\n" + "clean acc 0.92\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "", + "model_id": "b5db916372434abbba3a0213e73694d7", "version_major": 2, "version_minor": 0 }, @@ -694,17 +772,58 @@ "name": "stdout", "output_type": "stream", "text": [ - "adv acc 0.44\n" + "adv acc 0.05\n" ] } ], "source": [ - "test_on_pgd_timm()" + "test_on_pgd_timm(model_to_load='timm_resnet.pt', model_type=model_type)" ] }, { "cell_type": "code", "execution_count": 18, + "id": "9fee39b0-5be1-4bb1-978d-b982f0642881", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Files already downloaded and verified\n", + "Files already downloaded and verified\n", + "clean acc 0.69\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "dd302e24406a470b846d562adfa360e3", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "PGD - Batches: 0%| | 0/4 [00:00 Date: Mon, 27 Nov 2023 06:16:38 -0600 Subject: [PATCH 2/3] run hf notebook with progress bars Signed-off-by: GiulioZizzo --- notebooks/huggingface_notebook.ipynb | 468 +++++++++++++++++++++++++-- 1 file changed, 447 insertions(+), 21 deletions(-) diff --git a/notebooks/huggingface_notebook.ipynb b/notebooks/huggingface_notebook.ipynb index 799fb84b33..9b813f8c7d 100644 --- a/notebooks/huggingface_notebook.ipynb +++ b/notebooks/huggingface_notebook.ipynb @@ -134,7 +134,7 @@ " nb_classes=10,\n", " clip_values=(0, 1),\n", " processor=upsampler)\n", - " hf_model.fit(x_train, y_train, nb_epochs=2)\n", + " hf_model.fit(x_train, y_train, nb_epochs=2, display_progress_bar=True)\n", " return hf_model" ] }, @@ -161,6 +161,48 @@ "- classifier.weight: found shape torch.Size([1000, 768]) in the checkpoint and torch.Size([10, 768]) in the model instantiated\n", "You should probably TRAIN this model on a down-stream task to be able to use it for predictions and inference.\n" ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "7794a0d05b504c48a8d70d1c0596e3a1", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "Epochs: 0%| | 0/2 [00:00" ] @@ -414,7 +456,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "fbb7dfd7f7434b809d0dbc1252f49bd1", + "model_id": "", "version_major": 2, "version_minor": 0 }, @@ -480,6 +522,48 @@ "- classifier.weight: found shape torch.Size([1000, 768]) in the checkpoint and torch.Size([10, 768]) in the model instantiated\n", "You should probably TRAIN this model on a down-stream task to be able to use it for predictions and inference.\n" ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "d1e1c1da709f43279594cebafaf48077", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "Epochs: 0%| | 0/2 [00:00" ] @@ -617,7 +701,7 @@ " clip_values=(0, 1),\n", " processor=upsampler)\n", " (x_train, y_train), (x_test, y_test) = get_cifar_data(train_on_subset)\n", - " hf_model.fit(x_train, y_train, nb_epochs=2)\n", + " hf_model.fit(x_train, y_train, nb_epochs=2, display_progress_bar=True)\n", "\n", " return hf_model" ] @@ -635,6 +719,48 @@ "Files already downloaded and verified\n", "Files already downloaded and verified\n" ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "eceb751607a642da8c06b35bb2ea1aba", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "Epochs: 0%| | 0/2 [00:00 Date: Wed, 20 Dec 2023 10:57:58 +0000 Subject: [PATCH 3/3] update notebook kwarg to use verbose Signed-off-by: GiulioZizzo --- notebooks/huggingface_notebook.ipynb | 8 ++++---- 1 file changed, 4 insertions(+), 4 deletions(-) diff --git a/notebooks/huggingface_notebook.ipynb b/notebooks/huggingface_notebook.ipynb index 9b813f8c7d..c6c6ce6335 100644 --- a/notebooks/huggingface_notebook.ipynb +++ b/notebooks/huggingface_notebook.ipynb @@ -134,7 +134,7 @@ " nb_classes=10,\n", " clip_values=(0, 1),\n", " processor=upsampler)\n", - " hf_model.fit(x_train, y_train, nb_epochs=2, display_progress_bar=True)\n", + " hf_model.fit(x_train, y_train, nb_epochs=2, verbose=True)\n", " return hf_model" ] }, @@ -701,7 +701,7 @@ " clip_values=(0, 1),\n", " processor=upsampler)\n", " (x_train, y_train), (x_test, y_test) = get_cifar_data(train_on_subset)\n", - " hf_model.fit(x_train, y_train, nb_epochs=2, display_progress_bar=True)\n", + " hf_model.fit(x_train, y_train, nb_epochs=2, verbose=True)\n", "\n", " return hf_model" ] @@ -1010,7 +1010,7 @@ " processor=None) # No processor is needed as the data is of the correct size for the model.\n", " \n", " (x_train, y_train), (x_test, y_test) = get_cifar_data()\n", - " simple_hf_classifier.fit(x_train, y_train, nb_epochs=20, display_progress_bar=True)\n", + " simple_hf_classifier.fit(x_train, y_train, nb_epochs=20, verbose=True)\n", "\n", " num_samples = 100\n", " outputs = simple_hf_classifier.predict(x_test[:num_samples])\n", @@ -1363,7 +1363,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.12" + "version": "3.8.10" } }, "nbformat": 4,