{
"cells": [
{
"cell_type": "markdown",
"source": [
"Classifying Synthetic Sequences - The Square Model\r\n",
"=====================================================\r\n",
"\r\n",
"This is a simplified example of sequence modelling for classification. In this example, each sequence contains exactly four symbols, A, B, C, D, which can be ordered either clockwise or counter clockwise. Given a collection of sequences, the task is to classify if the symbols are in clockwise order (target variable $y=1$) or counter clockwise (target variable $y=0$).\r\n",
"\r\n",
"The simplifications made include:\r\n",
"\r\n",
"- binary classification (a slightly more complex scenario is multi-class classification);\r\n",
"- uniform sequence length, all sequences are of the same length 4, so no padding is needed;\r\n",
"- the vocabulary size is tiny, 4 in this case;\r\n",
"- the feature/embeding space for each symbol/token is 2 so that we can visualise in a Cartesian coordinate system. Word Embeddings are at 50+ dimensions. \r\n",
"- similarly for convenience of visualisation, the hidden dimension chosen is also 2. \r\n",
"\r\n",
"## Download Untility Files for Plotting and Data Generation\r\n",
"\r\n",
"Download these utility functions first and place them in the same directory as this notebook. "
],
"metadata": {}
},
{
"cell_type": "code",
"execution_count": 2,
"source": [
"from IPython.display import FileLink, FileLinks"
],
"outputs": [],
"metadata": {}
},
{
"cell_type": "code",
"execution_count": 3,
"source": [
"FileLink('plots.py')"
],
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/html": [
"plots.py
"
],
"text/plain": [
"c:\\Users\\wei\\jupyter_book\\cits4012\\cits4012_natural_language_processing\\cits4012_natural_language_processing\\rnn\\plots.py"
]
},
"metadata": {},
"execution_count": 3
}
],
"metadata": {}
},
{
"cell_type": "code",
"execution_count": 4,
"source": [
"FileLink('util.py')"
],
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/html": [
"util.py
"
],
"text/plain": [
"c:\\Users\\wei\\jupyter_book\\cits4012\\cits4012_natural_language_processing\\cits4012_natural_language_processing\\rnn\\util.py"
]
},
"metadata": {},
"execution_count": 4
}
],
"metadata": {}
},
{
"cell_type": "code",
"execution_count": 5,
"source": [
"FileLink('replay.py')"
],
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/html": [
"replay.py
"
],
"text/plain": [
"c:\\Users\\wei\\jupyter_book\\cits4012\\cits4012_natural_language_processing\\cits4012_natural_language_processing\\rnn\\replay.py"
]
},
"metadata": {},
"execution_count": 5
}
],
"metadata": {}
},
{
"cell_type": "markdown",
"source": [
"## Imports"
],
"metadata": {}
},
{
"cell_type": "code",
"execution_count": 8,
"source": [
"import numpy as np\r\n",
"\r\n",
"import torch\r\n",
"import torch.optim as optim\r\n",
"import torch.nn as nn\r\n",
"import torch.nn.functional as F\r\n",
"\r\n",
"from torch.utils.data import DataLoader, Dataset, random_split, TensorDataset\r\n",
"from torch.nn.utils import rnn as rnn_utils\r\n",
"from util import StepByStep\r\n",
"from plots import *"
],
"outputs": [],
"metadata": {}
},
{
"cell_type": "markdown",
"source": [
"## Synthetic Data Generation\r\n",
"\r\n",
"### Sequence Generation Function\r\n",
"\r\n",
"This function generate sequences, each of four data points, located close to a perfect square with four corners at `[-1, -1], [-1, 1], [1, 1], [1, -1]`, respectively. "
],
"metadata": {}
},
{
"cell_type": "code",
"execution_count": 4,
"source": [
"import numpy as np\r\n",
"\r\n",
"def generate_sequences(n=128, variable_len=False, seed=13):\r\n",
" basic_corners = np.array([[-1, -1], [-1, 1], [1, 1], [1, -1]])\r\n",
" np.random.seed(seed)\r\n",
" bases = np.random.randint(4, size=n)\r\n",
" if variable_len:\r\n",
" lengths = np.random.randint(3, size=n) + 2\r\n",
" else:\r\n",
" lengths = [4] * n\r\n",
" directions = np.random.randint(2, size=n)\r\n",
" points = [basic_corners[[(b + i) % 4 for i in range(4)]][slice(None, None, d*2-1)][:l] + np.random.randn(l, 2) * 0.1 for b, d, l in zip(bases, directions, lengths)]\r\n",
" return points, directions"
],
"outputs": [],
"metadata": {}
},
{
"cell_type": "markdown",
"source": [
"### How does the sequence data look like"
],
"metadata": {}
},
{
"cell_type": "code",
"execution_count": 9,
"source": [
"fig = counter_vs_clock(draw_arrows=False)"
],
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {}
}
],
"metadata": {}
},
{
"cell_type": "code",
"execution_count": 10,
"source": [
"fig = counter_vs_clock()"
],
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {}
}
],
"metadata": {}
},
{
"cell_type": "code",
"execution_count": 11,
"source": [
"fig = plot_sequences()"
],
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {}
}
],
"metadata": {}
},
{
"cell_type": "code",
"execution_count": 12,
"source": [
"points, directions = generate_sequences(n=128, seed=13)"
],
"outputs": [],
"metadata": {}
},
{
"cell_type": "code",
"execution_count": 13,
"source": [
"fig = plot_data(points, directions)"
],
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {}
}
],
"metadata": {}
},
{
"cell_type": "markdown",
"source": [
"## Square Model"
],
"metadata": {}
},
{
"cell_type": "markdown",
"source": [
"### Dataset Preparation"
],
"metadata": {}
},
{
"cell_type": "code",
"execution_count": 14,
"source": [
"test_points, test_directions = generate_sequences(seed=19)"
],
"outputs": [],
"metadata": {}
},
{
"cell_type": "markdown",
"source": [
"### Data Preparation"
],
"metadata": {}
},
{
"cell_type": "code",
"execution_count": 15,
"source": [
"train_data = TensorDataset(torch.as_tensor(points).float(), \r\n",
" torch.as_tensor(directions).view(-1, 1).float())\r\n",
"test_data = TensorDataset(torch.as_tensor(test_points).float(),\r\n",
" torch.as_tensor(test_directions).view(-1, 1).float())\r\n",
"\r\n",
"train_loader = DataLoader(train_data, batch_size=16, shuffle=True)\r\n",
"test_loader = DataLoader(test_data, batch_size=16)"
],
"outputs": [],
"metadata": {}
},
{
"cell_type": "markdown",
"source": [
"### Model Configuration\r\n",
"\r\n",
"The `SquareModel` creates a single layered RNN with fully connected layer as classifier. \r\n",
"\r\n",
":::{admonition} Your Turn\r\n",
"Note in the model, we did not use a sigmoid function, so what loss function should we use for binary classification?\r\n",
":::"
],
"metadata": {}
},
{
"cell_type": "code",
"execution_count": 17,
"source": [
"class SquareModel(nn.Module):\r\n",
" def __init__(self, n_features, hidden_dim, n_outputs):\r\n",
" super(SquareModel, self).__init__()\r\n",
" self.hidden_dim = hidden_dim\r\n",
" self.n_features = n_features\r\n",
" self.n_outputs = n_outputs\r\n",
" self.hidden = None\r\n",
" # Simple RNN\r\n",
" self.basic_rnn = nn.RNN(self.n_features, self.hidden_dim, batch_first=True)\r\n",
" # Classifier to produce as many logits as outputs\r\n",
" self.classifier = nn.Linear(self.hidden_dim, self.n_outputs)\r\n",
" \r\n",
" def forward(self, X):\r\n",
" # X is batch first (N, L, F)\r\n",
" # output is (N, L, H)\r\n",
" # final hidden state is (1, N, H)\r\n",
" batch_first_output, self.hidden = self.basic_rnn(X)\r\n",
" \r\n",
" # only last item in sequence (N, 1, H)\r\n",
" last_output = batch_first_output[:, -1]\r\n",
" # classifier will output (N, 1, n_outputs)\r\n",
" out = self.classifier(last_output)\r\n",
" \r\n",
" # final output is (N, n_outputs)\r\n",
" return out.view(-1, self.n_outputs)"
],
"outputs": [],
"metadata": {}
},
{
"cell_type": "markdown",
"source": [
":::{tip}\r\n",
"Note the `BCEWithLogitsLoss()` loss function. Modify the model and change the loss function, and see if you can still achieve the same results. \r\n",
"::: "
],
"metadata": {}
},
{
"cell_type": "code",
"execution_count": 18,
"source": [
"torch.manual_seed(21)\r\n",
"model = SquareModel(n_features=2, hidden_dim=2, n_outputs=1)\r\n",
"loss = nn.BCEWithLogitsLoss()\r\n",
"optimizer = optim.Adam(model.parameters(), lr=0.01)"
],
"outputs": [],
"metadata": {}
},
{
"cell_type": "markdown",
"source": [
"### Model Training"
],
"metadata": {}
},
{
"cell_type": "markdown",
"source": [
"The StepByStep class encapsulated the training routine as well as the data loading into methods such as:\r\n",
"\r\n",
"- `_mini_batch`\r\n",
"- `_make_train_step`\r\n",
"- `_make_val_step`\r\n",
"\r\n",
"You may want to take a closer look at the `StepByStep` in the `util.py` file to learn how to factorize your code into a reusable blocks. "
],
"metadata": {}
},
{
"cell_type": "code",
"execution_count": 20,
"source": [
"sbs_rnn = StepByStep(model, loss, optimizer)\r\n",
"sbs_rnn.set_loaders(train_loader, test_loader)\r\n",
"sbs_rnn.train(100)"
],
"outputs": [],
"metadata": {}
},
{
"cell_type": "code",
"execution_count": 22,
"source": [
"fig = sbs_rnn.plot_losses()"
],
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {}
}
],
"metadata": {}
},
{
"cell_type": "code",
"execution_count": 23,
"source": [
"StepByStep.loader_apply(test_loader, sbs_rnn.correct)"
],
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"tensor([[50, 53],\n",
" [75, 75]])"
]
},
"metadata": {},
"execution_count": 23
}
],
"metadata": {}
},
{
"cell_type": "markdown",
"source": [
"## Visualizing the Model"
],
"metadata": {}
},
{
"cell_type": "markdown",
"source": [
"### Transformed Inputs"
],
"metadata": {}
},
{
"cell_type": "code",
"execution_count": 24,
"source": [
"state = model.basic_rnn.state_dict()\r\n",
"state['weight_ih_l0'], state['bias_ih_l0']"
],
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"(tensor([[-0.5153, -2.6577],\n",
" [-1.7006, -0.4970]], device='cuda:0'),\n",
" tensor([0.8069, 0.8827], device='cuda:0'))"
]
},
"metadata": {},
"execution_count": 24
}
],
"metadata": {}
},
{
"cell_type": "code",
"execution_count": 25,
"source": [
"fig = figure13(model.basic_rnn)"
],
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {}
}
],
"metadata": {
"scrolled": true
}
},
{
"cell_type": "markdown",
"source": [
"### Hidden States"
],
"metadata": {}
},
{
"cell_type": "code",
"execution_count": 26,
"source": [
"fig = canonical_contour(model)"
],
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {}
}
],
"metadata": {}
},
{
"cell_type": "code",
"execution_count": 27,
"source": [
"fig = hidden_states_contour(model, points, directions)"
],
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {}
}
],
"metadata": {
"scrolled": false
}
},
{
"cell_type": "markdown",
"source": [
"### The Journey of a Hidden State"
],
"metadata": {}
},
{
"cell_type": "code",
"execution_count": 28,
"source": [
"fig = figure16(model.basic_rnn)"
],
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {}
}
],
"metadata": {}
},
{
"cell_type": "code",
"execution_count": 29,
"source": [
"square = torch.tensor([[-1, -1], [-1, 1], [1, 1], [1, -1]]).float().view(1, 4, 2)\r\n",
"model(square.to(sbs_rnn.device))\r\n",
"model.hidden"
],
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"tensor([[[-0.8091, 0.9987]]], device='cuda:0', grad_fn=)"
]
},
"metadata": {},
"execution_count": 29
}
],
"metadata": {}
},
{
"cell_type": "code",
"execution_count": 30,
"source": [
"fig = figure17(model.basic_rnn)"
],
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {}
}
],
"metadata": {
"scrolled": false
}
}
],
"metadata": {
"kernelspec": {
"name": "python3",
"display_name": "Python 3.8.10 64-bit ('cits4012': conda)"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.8.10"
},
"interpreter": {
"hash": "d990147e05fc0cc60dd3871899a6233eb6a5324c1885ded43d013dc915f7e535"
}
},
"nbformat": 4,
"nbformat_minor": 2
}